id	sid	tid	token	lemma	pos
american_scientific_journal-4394	1	1	260	260	NUM
american_scientific_journal-4394	1	2	american	american	ADJ
american_scientific_journal-4394	1	3	scientific	scientific	ADJ
american_scientific_journal-4394	1	4	research	research	NOUN
american_scientific_journal-4394	1	5	journal	journal	NOUN
american_scientific_journal-4394	1	6	for	for	ADP
american_scientific_journal-4394	1	7	engineering	engineering	NOUN
american_scientific_journal-4394	1	8	,	,	PUNCT
american_scientific_journal-4394	1	9	technology	technology	NOUN
american_scientific_journal-4394	1	10	,	,	PUNCT
american_scientific_journal-4394	1	11	and	and	CCONJ
american_scientific_journal-4394	1	12	sciences	science	NOUN
american_scientific_journal-4394	1	13	(	(	PUNCT
american_scientific_journal-4394	1	14	asrjets	asrjet	NOUN
american_scientific_journal-4394	1	15	)	)	PUNCT
american_scientific_journal-4394	1	16	issn	issn	PROPN
american_scientific_journal-4394	1	17	(	(	PUNCT
american_scientific_journal-4394	1	18	print	print	NOUN
american_scientific_journal-4394	1	19	)	)	PUNCT
american_scientific_journal-4394	1	20	2313	2313	NUM
american_scientific_journal-4394	1	21	-	-	SYM
american_scientific_journal-4394	1	22	4410	4410	NUM
american_scientific_journal-4394	1	23	,	,	PUNCT
american_scientific_journal-4394	1	24	issn	issn	PROPN
american_scientific_journal-4394	1	25	(	(	PUNCT
american_scientific_journal-4394	1	26	online	online	ADJ
american_scientific_journal-4394	1	27	)	)	PUNCT
american_scientific_journal-4394	1	28	2313	2313	NUM
american_scientific_journal-4394	1	29	-	-	SYM
american_scientific_journal-4394	1	30	4402	4402	NUM
american_scientific_journal-4394	1	31	©	©	PROPN
american_scientific_journal-4394	1	32	global	global	ADJ
american_scientific_journal-4394	1	33	society	society	NOUN
american_scientific_journal-4394	1	34	of	of	ADP
american_scientific_journal-4394	1	35	scientific	scientific	ADJ
american_scientific_journal-4394	1	36	research	research	NOUN
american_scientific_journal-4394	1	37	and	and	CCONJ
american_scientific_journal-4394	1	38	researchers	researcher	NOUN
american_scientific_journal-4394	1	39	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PRON
american_scientific_journal-4394	1	40	evaluating	evaluate	VERB
american_scientific_journal-4394	1	41	the	the	DET
american_scientific_journal-4394	1	42	efficacy	efficacy	NOUN
american_scientific_journal-4394	1	43	of	of	ADP
american_scientific_journal-4394	1	44	deep	deep	ADJ
american_scientific_journal-4394	1	45	neural	neural	ADJ
american_scientific_journal-4394	1	46	networks	network	NOUN
american_scientific_journal-4394	1	47	in	in	ADP
american_scientific_journal-4394	1	48	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	1	49	learning	learning	NOUN
american_scientific_journal-4394	1	50	problems	problem	NOUN
american_scientific_journal-4394	1	51	amir	amir	PROPN
american_scientific_journal-4394	1	52	girgis	girgis	PROPN
american_scientific_journal-4394	1	53	*	*	PROPN
american_scientific_journal-4394	1	54	jumeirah	jumeirah	PROPN
american_scientific_journal-4394	1	55	college	college	PROPN
american_scientific_journal-4394	1	56	,	,	PUNCT
american_scientific_journal-4394	1	57	sheikh	sheikh	PROPN
american_scientific_journal-4394	1	58	zayed	zayed	PROPN
american_scientific_journal-4394	1	59	road	road	PROPN
american_scientific_journal-4394	1	60	,	,	PUNCT
american_scientific_journal-4394	1	61	dubai	dubai	PROPN
american_scientific_journal-4394	1	62	,	,	PUNCT
american_scientific_journal-4394	1	63	uae	uae	PROPN
american_scientific_journal-4394	1	64	email	email	NOUN
american_scientific_journal-4394	1	65	:	:	PUNCT
american_scientific_journal-4394	1	66	amir.amgad01@gmail.com	amir.amgad01@gmail.com	X
american_scientific_journal-4394	1	67	abstract	abstract	ADJ
american_scientific_journal-4394	1	68	the	the	DET
american_scientific_journal-4394	1	69	deep	deep	ADJ
american_scientific_journal-4394	1	70	learning	learning	NOUN
american_scientific_journal-4394	1	71	community	community	NOUN
american_scientific_journal-4394	1	72	has	have	AUX
american_scientific_journal-4394	1	73	greatly	greatly	ADV
american_scientific_journal-4394	1	74	progressed	progress	VERB
american_scientific_journal-4394	1	75	towards	towards	ADP
american_scientific_journal-4394	1	76	integrating	integrate	VERB
american_scientific_journal-4394	1	77	deep	deep	ADJ
american_scientific_journal-4394	1	78	neural	neural	ADJ
american_scientific_journal-4394	1	79	nets	net	NOUN
american_scientific_journal-4394	1	80	with	with	ADP
american_scientific_journal-4394	1	81	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	1	82	learning	learning	NOUN
american_scientific_journal-4394	1	83	,	,	PUNCT
american_scientific_journal-4394	1	84	in	in	ADP
american_scientific_journal-4394	1	85	what	what	PRON
american_scientific_journal-4394	1	86	is	be	AUX
american_scientific_journal-4394	1	87	termed	term	VERB
american_scientific_journal-4394	1	88	‘	'	PUNCT
american_scientific_journal-4394	1	89	deep	deep	ADJ
american_scientific_journal-4394	1	90	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	1	91	learning	learning	NOUN
american_scientific_journal-4394	1	92	.	.	PUNCT
american_scientific_journal-4394	1	93	’	'	PUNCT
american_scientific_journal-4394	2	1	this	this	DET
american_scientific_journal-4394	2	2	project	project	NOUN
american_scientific_journal-4394	2	3	aims	aim	VERB
american_scientific_journal-4394	2	4	to	to	PART
american_scientific_journal-4394	2	5	investigate	investigate	VERB
american_scientific_journal-4394	2	6	the	the	DET
american_scientific_journal-4394	2	7	importance	importance	NOUN
american_scientific_journal-4394	2	8	of	of	ADP
american_scientific_journal-4394	2	9	deep	deep	ADJ
american_scientific_journal-4394	2	10	neural	neural	ADJ
american_scientific_journal-4394	2	11	networks	network	NOUN
american_scientific_journal-4394	2	12	in	in	ADP
american_scientific_journal-4394	2	13	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	2	14	learning	learning	NOUN
american_scientific_journal-4394	2	15	.	.	PUNCT
american_scientific_journal-4394	3	1	it	it	PRON
american_scientific_journal-4394	3	2	analyzes	analyze	VERB
american_scientific_journal-4394	3	3	the	the	DET
american_scientific_journal-4394	3	4	role	role	NOUN
american_scientific_journal-4394	3	5	that	that	PRON
american_scientific_journal-4394	3	6	deep	deep	ADJ
american_scientific_journal-4394	3	7	learning	learning	NOUN
american_scientific_journal-4394	3	8	plays	play	VERB
american_scientific_journal-4394	3	9	in	in	ADP
american_scientific_journal-4394	3	10	tackling	tackle	VERB
american_scientific_journal-4394	3	11	a	a	DET
american_scientific_journal-4394	3	12	range	range	NOUN
american_scientific_journal-4394	3	13	of	of	ADP
american_scientific_journal-4394	3	14	different	different	ADJ
american_scientific_journal-4394	3	15	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	3	16	learning	learning	NOUN
american_scientific_journal-4394	3	17	problems	problem	NOUN
american_scientific_journal-4394	3	18	.	.	PUNCT
american_scientific_journal-4394	4	1	by	by	ADP
american_scientific_journal-4394	4	2	analyzing	analyze	VERB
american_scientific_journal-4394	4	3	and	and	CCONJ
american_scientific_journal-4394	4	4	evaluating	evaluate	VERB
american_scientific_journal-4394	4	5	different	different	ADJ
american_scientific_journal-4394	4	6	methods	method	NOUN
american_scientific_journal-4394	4	7	(	(	PUNCT
american_scientific_journal-4394	4	8	like	like	ADP
american_scientific_journal-4394	4	9	monte	monte	PROPN
american_scientific_journal-4394	4	10	carlo	carlo	PROPN
american_scientific_journal-4394	4	11	tree	tree	NOUN
american_scientific_journal-4394	4	12	searches	search	NOUN
american_scientific_journal-4394	4	13	and	and	CCONJ
american_scientific_journal-4394	4	14	model	model	NOUN
american_scientific_journal-4394	4	15	-	-	PUNCT
american_scientific_journal-4394	4	16	based	base	VERB
american_scientific_journal-4394	4	17	methods	method	NOUN
american_scientific_journal-4394	4	18	)	)	PUNCT
american_scientific_journal-4394	4	19	,	,	PUNCT
american_scientific_journal-4394	4	20	the	the	DET
american_scientific_journal-4394	4	21	project	project	NOUN
american_scientific_journal-4394	4	22	refutes	refute	VERB
american_scientific_journal-4394	4	23	the	the	DET
american_scientific_journal-4394	4	24	popular	popular	ADJ
american_scientific_journal-4394	4	25	claim	claim	NOUN
american_scientific_journal-4394	4	26	that	that	SCONJ
american_scientific_journal-4394	4	27	deep	deep	ADJ
american_scientific_journal-4394	4	28	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	4	29	learning	learning	NOUN
american_scientific_journal-4394	4	30	is	be	AUX
american_scientific_journal-4394	4	31	always	always	ADV
american_scientific_journal-4394	4	32	the	the	DET
american_scientific_journal-4394	4	33	best	good	ADJ
american_scientific_journal-4394	4	34	option	option	NOUN
american_scientific_journal-4394	4	35	to	to	PART
american_scientific_journal-4394	4	36	tackle	tackle	VERB
american_scientific_journal-4394	4	37	certain	certain	ADJ
american_scientific_journal-4394	4	38	problems	problem	NOUN
american_scientific_journal-4394	4	39	and	and	CCONJ
american_scientific_journal-4394	4	40	explores	explore	VERB
american_scientific_journal-4394	4	41	research	research	NOUN
american_scientific_journal-4394	4	42	papers	paper	NOUN
american_scientific_journal-4394	4	43	that	that	PRON
american_scientific_journal-4394	4	44	support	support	VERB
american_scientific_journal-4394	4	45	this	this	DET
american_scientific_journal-4394	4	46	hypothesis	hypothesis	NOUN
american_scientific_journal-4394	4	47	.	.	PUNCT
american_scientific_journal-4394	5	1	it	it	PRON
american_scientific_journal-4394	5	2	identifies	identify	VERB
american_scientific_journal-4394	5	3	the	the	DET
american_scientific_journal-4394	5	4	current	current	ADJ
american_scientific_journal-4394	5	5	limitations	limitation	NOUN
american_scientific_journal-4394	5	6	of	of	ADP
american_scientific_journal-4394	5	7	deep	deep	ADJ
american_scientific_journal-4394	5	8	neural	neural	ADJ
american_scientific_journal-4394	5	9	nets	net	NOUN
american_scientific_journal-4394	5	10	,	,	PUNCT
american_scientific_journal-4394	5	11	such	such	ADJ
american_scientific_journal-4394	5	12	as	as	ADP
american_scientific_journal-4394	5	13	overfitting	overfitte	VERB
american_scientific_journal-4394	5	14	,	,	PUNCT
american_scientific_journal-4394	5	15	sparse	sparse	ADJ
american_scientific_journal-4394	5	16	/	/	SYM
american_scientific_journal-4394	5	17	shaped	shape	VERB
american_scientific_journal-4394	5	18	reward	reward	NOUN
american_scientific_journal-4394	5	19	functions	function	NOUN
american_scientific_journal-4394	5	20	,	,	PUNCT
american_scientific_journal-4394	5	21	and	and	CCONJ
american_scientific_journal-4394	5	22	sample	sample	NOUN
american_scientific_journal-4394	5	23	inefficiency	inefficiency	NOUN
american_scientific_journal-4394	5	24	.	.	PUNCT
american_scientific_journal-4394	6	1	the	the	DET
american_scientific_journal-4394	6	2	project	project	NOUN
american_scientific_journal-4394	6	3	also	also	ADV
american_scientific_journal-4394	6	4	discusses	discuss	VERB
american_scientific_journal-4394	6	5	the	the	DET
american_scientific_journal-4394	6	6	potential	potential	NOUN
american_scientific_journal-4394	6	7	of	of	ADP
american_scientific_journal-4394	6	8	deep	deep	ADJ
american_scientific_journal-4394	6	9	-	-	PUNCT
american_scientific_journal-4394	6	10	q	q	NOUN
american_scientific_journal-4394	6	11	networks	network	NOUN
american_scientific_journal-4394	6	12	,	,	PUNCT
american_scientific_journal-4394	6	13	and	and	CCONJ
american_scientific_journal-4394	6	14	surprising	surprising	ADJ
american_scientific_journal-4394	6	15	results	result	NOUN
american_scientific_journal-4394	6	16	in	in	ADP
american_scientific_journal-4394	6	17	various	various	ADJ
american_scientific_journal-4394	6	18	domains	domain	NOUN
american_scientific_journal-4394	6	19	.	.	PUNCT
american_scientific_journal-4394	7	1	thus	thus	ADV
american_scientific_journal-4394	7	2	,	,	PUNCT
american_scientific_journal-4394	7	3	in	in	ADP
american_scientific_journal-4394	7	4	an	an	DET
american_scientific_journal-4394	7	5	attempt	attempt	NOUN
american_scientific_journal-4394	7	6	to	to	PART
american_scientific_journal-4394	7	7	compare	compare	VERB
american_scientific_journal-4394	7	8	the	the	DET
american_scientific_journal-4394	7	9	merits	merit	NOUN
american_scientific_journal-4394	7	10	and	and	CCONJ
american_scientific_journal-4394	7	11	problems	problem	NOUN
american_scientific_journal-4394	7	12	of	of	ADP
american_scientific_journal-4394	7	13	deep	deep	ADJ
american_scientific_journal-4394	7	14	learning	learning	NOUN
american_scientific_journal-4394	7	15	,	,	PUNCT
american_scientific_journal-4394	7	16	the	the	DET
american_scientific_journal-4394	7	17	project	project	NOUN
american_scientific_journal-4394	7	18	determines	determine	VERB
american_scientific_journal-4394	7	19	the	the	DET
american_scientific_journal-4394	7	20	degree	degree	NOUN
american_scientific_journal-4394	7	21	to	to	PART
american_scientific_journal-4394	7	22	which	which	PRON
american_scientific_journal-4394	7	23	neural	neural	ADJ
american_scientific_journal-4394	7	24	networks	network	NOUN
american_scientific_journal-4394	7	25	are	be	AUX
american_scientific_journal-4394	7	26	useful	useful	ADJ
american_scientific_journal-4394	7	27	in	in	ADP
american_scientific_journal-4394	7	28	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	7	29	learning	learning	NOUN
american_scientific_journal-4394	7	30	problems	problem	NOUN
american_scientific_journal-4394	7	31	,	,	PUNCT
american_scientific_journal-4394	7	32	both	both	CCONJ
american_scientific_journal-4394	7	33	now	now	ADV
american_scientific_journal-4394	7	34	and	and	CCONJ
american_scientific_journal-4394	7	35	in	in	ADP
american_scientific_journal-4394	7	36	the	the	DET
american_scientific_journal-4394	7	37	future	future	NOUN
american_scientific_journal-4394	7	38	.	.	PUNCT
american_scientific_journal-4394	8	1	taking	take	VERB
american_scientific_journal-4394	8	2	the	the	DET
american_scientific_journal-4394	8	3	alphago	alphago	NOUN
american_scientific_journal-4394	8	4	algorithm	algorithm	NOUN
american_scientific_journal-4394	8	5	(	(	PUNCT
american_scientific_journal-4394	8	6	and	and	CCONJ
american_scientific_journal-4394	8	7	how	how	SCONJ
american_scientific_journal-4394	8	8	it	it	PRON
american_scientific_journal-4394	8	9	beat	beat	VERB
american_scientific_journal-4394	8	10	world	world	NOUN
american_scientific_journal-4394	8	11	go	go	VERB
american_scientific_journal-4394	8	12	champion	champion	PROPN
american_scientific_journal-4394	8	13	lee	lee	PROPN
american_scientific_journal-4394	8	14	sedol	sedol	NOUN
american_scientific_journal-4394	8	15	)	)	PUNCT
american_scientific_journal-4394	8	16	case	case	NOUN
american_scientific_journal-4394	8	17	study	study	NOUN
american_scientific_journal-4394	8	18	as	as	ADP
american_scientific_journal-4394	8	19	a	a	DET
american_scientific_journal-4394	8	20	starting	starting	NOUN
american_scientific_journal-4394	8	21	point	point	NOUN
american_scientific_journal-4394	8	22	,	,	PUNCT
american_scientific_journal-4394	8	23	the	the	DET
american_scientific_journal-4394	8	24	project	project	NOUN
american_scientific_journal-4394	8	25	unveils	unveil	VERB
american_scientific_journal-4394	8	26	the	the	DET
american_scientific_journal-4394	8	27	potential	potential	NOUN
american_scientific_journal-4394	8	28	of	of	ADP
american_scientific_journal-4394	8	29	deep	deep	ADJ
american_scientific_journal-4394	8	30	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	8	31	learning	learning	NOUN
american_scientific_journal-4394	8	32	despite	despite	SCONJ
american_scientific_journal-4394	8	33	the	the	DET
american_scientific_journal-4394	8	34	many	many	ADJ
american_scientific_journal-4394	8	35	challenges	challenge	NOUN
american_scientific_journal-4394	8	36	it	it	PRON
american_scientific_journal-4394	8	37	faces	face	VERB
american_scientific_journal-4394	8	38	today	today	NOUN
american_scientific_journal-4394	8	39	.	.	PUNCT
american_scientific_journal-4394	9	1	therefore	therefore	ADV
american_scientific_journal-4394	9	2	,	,	PUNCT
american_scientific_journal-4394	9	3	it	it	PRON
american_scientific_journal-4394	9	4	also	also	ADV
american_scientific_journal-4394	9	5	aims	aim	VERB
american_scientific_journal-4394	9	6	to	to	PART
american_scientific_journal-4394	9	7	come	come	VERB
american_scientific_journal-4394	9	8	to	to	ADP
american_scientific_journal-4394	9	9	a	a	DET
american_scientific_journal-4394	9	10	conclusion	conclusion	NOUN
american_scientific_journal-4394	9	11	about	about	ADP
american_scientific_journal-4394	9	12	how	how	SCONJ
american_scientific_journal-4394	9	13	deep	deep	ADJ
american_scientific_journal-4394	9	14	neural	neural	ADJ
american_scientific_journal-4394	9	15	nets	net	NOUN
american_scientific_journal-4394	9	16	in	in	ADP
american_scientific_journal-4394	9	17	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	9	18	learning	learning	NOUN
american_scientific_journal-4394	9	19	is	be	AUX
american_scientific_journal-4394	9	20	likely	likely	ADJ
american_scientific_journal-4394	9	21	to	to	PART
american_scientific_journal-4394	9	22	develop	develop	VERB
american_scientific_journal-4394	9	23	in	in	ADP
american_scientific_journal-4394	9	24	the	the	DET
american_scientific_journal-4394	9	25	future	future	NOUN
american_scientific_journal-4394	9	26	as	as	SCONJ
american_scientific_journal-4394	9	27	data	datum	NOUN
american_scientific_journal-4394	9	28	becomes	become	VERB
american_scientific_journal-4394	9	29	increasingly	increasingly	ADV
american_scientific_journal-4394	9	30	available	available	ADJ
american_scientific_journal-4394	9	31	and	and	CCONJ
american_scientific_journal-4394	9	32	hardware	hardware	NOUN
american_scientific_journal-4394	9	33	becomes	become	VERB
american_scientific_journal-4394	9	34	cheaper	cheap	ADJ
american_scientific_journal-4394	9	35	.	.	PUNCT
american_scientific_journal-4394	10	1	keywords	keyword	NOUN
american_scientific_journal-4394	10	2	:	:	PUNCT
american_scientific_journal-4394	10	3	deep	deep	ADJ
american_scientific_journal-4394	10	4	neural	neural	ADJ
american_scientific_journal-4394	10	5	networks	network	NOUN
american_scientific_journal-4394	10	6	;	;	PUNCT
american_scientific_journal-4394	10	7	deep	deep	ADJ
american_scientific_journal-4394	10	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	10	9	learning	learning	NOUN
american_scientific_journal-4394	10	10	;	;	PUNCT
american_scientific_journal-4394	10	11	model	model	NOUN
american_scientific_journal-4394	10	12	-	-	PUNCT
american_scientific_journal-4394	10	13	based	base	VERB
american_scientific_journal-4394	10	14	methods	method	NOUN
american_scientific_journal-4394	10	15	;	;	PUNCT
american_scientific_journal-4394	10	16	monte	monte	PROPN
american_scientific_journal-4394	10	17	carlo	carlo	PROPN
american_scientific_journal-4394	10	18	tree	tree	NOUN
american_scientific_journal-4394	10	19	search	search	NOUN
american_scientific_journal-4394	10	20	;	;	PUNCT
american_scientific_journal-4394	10	21	alphago	alphago	NOUN
american_scientific_journal-4394	10	22	;	;	PUNCT
american_scientific_journal-4394	10	23	q	q	X
american_scientific_journal-4394	10	24	-	-	PUNCT
american_scientific_journal-4394	10	25	learning	learning	NOUN
american_scientific_journal-4394	10	26	;	;	PUNCT
american_scientific_journal-4394	10	27	deep	deep	ADJ
american_scientific_journal-4394	10	28	-	-	PUNCT
american_scientific_journal-4394	10	29	q	q	NOUN
american_scientific_journal-4394	10	30	networks	network	NOUN
american_scientific_journal-4394	10	31	.	.	PUNCT
american_scientific_journal-4394	11	1	1	1	X
american_scientific_journal-4394	11	2	.	.	X
american_scientific_journal-4394	11	3	introduction	introduction	NOUN
american_scientific_journal-4394	11	4	1.1	1.1	NUM
american_scientific_journal-4394	11	5	neural	neural	ADJ
american_scientific_journal-4394	11	6	networks	network	NOUN
american_scientific_journal-4394	11	7	neural	neural	ADJ
american_scientific_journal-4394	11	8	networks	network	NOUN
american_scientific_journal-4394	11	9	are	be	AUX
american_scientific_journal-4394	11	10	a	a	DET
american_scientific_journal-4394	11	11	machine	machine	NOUN
american_scientific_journal-4394	11	12	learning	learning	NOUN
american_scientific_journal-4394	11	13	paradigm	paradigm	NOUN
american_scientific_journal-4394	11	14	that	that	PRON
american_scientific_journal-4394	11	15	are	be	AUX
american_scientific_journal-4394	11	16	trained	train	VERB
american_scientific_journal-4394	11	17	against	against	ADP
american_scientific_journal-4394	11	18	large	large	ADJ
american_scientific_journal-4394	11	19	sets	set	NOUN
american_scientific_journal-4394	11	20	of	of	ADP
american_scientific_journal-4394	11	21	data	datum	NOUN
american_scientific_journal-4394	11	22	to	to	PART
american_scientific_journal-4394	11	23	learn	learn	VERB
american_scientific_journal-4394	11	24	some	some	DET
american_scientific_journal-4394	11	25	expected	expected	ADJ
american_scientific_journal-4394	11	26	output	output	NOUN
american_scientific_journal-4394	11	27	.	.	PUNCT
american_scientific_journal-4394	12	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-4394	13	1	*	*	PUNCT
american_scientific_journal-4394	13	2	corresponding	correspond	VERB
american_scientific_journal-4394	13	3	author	author	NOUN
american_scientific_journal-4394	13	4	.	.	PUNCT
american_scientific_journal-4394	14	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-4394	14	2	american	american	PROPN
american_scientific_journal-4394	14	3	scientific	scientific	PROPN
american_scientific_journal-4394	14	4	research	research	NOUN
american_scientific_journal-4394	14	5	journal	journal	NOUN
american_scientific_journal-4394	14	6	for	for	ADP
american_scientific_journal-4394	14	7	engineering	engineering	NOUN
american_scientific_journal-4394	14	8	,	,	PUNCT
american_scientific_journal-4394	14	9	technology	technology	NOUN
american_scientific_journal-4394	14	10	,	,	PUNCT
american_scientific_journal-4394	14	11	and	and	CCONJ
american_scientific_journal-4394	14	12	sciences	science	NOUN
american_scientific_journal-4394	14	13	(	(	PUNCT
american_scientific_journal-4394	14	14	asrjets	asrjet	NOUN
american_scientific_journal-4394	14	15	)	)	PUNCT
american_scientific_journal-4394	14	16	(	(	PUNCT
american_scientific_journal-4394	14	17	2018	2018	NUM
american_scientific_journal-4394	14	18	)	)	PUNCT
american_scientific_journal-4394	14	19	volume	volume	NOUN
american_scientific_journal-4394	14	20	46	46	NUM
american_scientific_journal-4394	14	21	,	,	PUNCT
american_scientific_journal-4394	14	22	no	no	DET
american_scientific_journal-4394	14	23	1	1	NUM
american_scientific_journal-4394	14	24	,	,	PUNCT
american_scientific_journal-4394	14	25	pp	pp	ADV
american_scientific_journal-4394	14	26	260	260	NUM
american_scientific_journal-4394	14	27	-	-	SYM
american_scientific_journal-4394	14	28	272	272	NUM
american_scientific_journal-4394	14	29	261	261	NUM
american_scientific_journal-4394	14	30	they	they	PRON
american_scientific_journal-4394	14	31	originated	originate	VERB
american_scientific_journal-4394	14	32	alongside	alongside	ADP
american_scientific_journal-4394	14	33	the	the	DET
american_scientific_journal-4394	14	34	discovery	discovery	NOUN
american_scientific_journal-4394	14	35	of	of	ADP
american_scientific_journal-4394	14	36	the	the	DET
american_scientific_journal-4394	14	37	perceptron	perceptron	PROPN
american_scientific_journal-4394	15	1	[	[	X
american_scientific_journal-4394	15	2	1	1	NUM
american_scientific_journal-4394	15	3	]	]	PUNCT
american_scientific_journal-4394	15	4	in	in	ADP
american_scientific_journal-4394	15	5	1958	1958	NUM
american_scientific_journal-4394	15	6	which	which	PRON
american_scientific_journal-4394	15	7	is	be	AUX
american_scientific_journal-4394	15	8	an	an	DET
american_scientific_journal-4394	15	9	algorithm	algorithm	NOUN
american_scientific_journal-4394	15	10	,	,	PUNCT
american_scientific_journal-4394	15	11	inspired	inspire	VERB
american_scientific_journal-4394	15	12	by	by	ADP
american_scientific_journal-4394	15	13	the	the	DET
american_scientific_journal-4394	15	14	brain	brain	NOUN
american_scientific_journal-4394	15	15	,	,	PUNCT
american_scientific_journal-4394	15	16	capable	capable	ADJ
american_scientific_journal-4394	15	17	of	of	ADP
american_scientific_journal-4394	15	18	classifying	classify	VERB
american_scientific_journal-4394	15	19	and	and	CCONJ
american_scientific_journal-4394	15	20	discriminating	discriminate	VERB
american_scientific_journal-4394	15	21	.	.	PUNCT
american_scientific_journal-4394	16	1	the	the	DET
american_scientific_journal-4394	16	2	perceptron	perceptron	PROPN
american_scientific_journal-4394	16	3	takes	take	VERB
american_scientific_journal-4394	16	4	an	an	DET
american_scientific_journal-4394	16	5	input	input	NOUN
american_scientific_journal-4394	16	6	of	of	ADP
american_scientific_journal-4394	16	7	a	a	DET
american_scientific_journal-4394	16	8	matrix	matrix	NOUN
american_scientific_journal-4394	16	9	,	,	PUNCT
american_scientific_journal-4394	16	10	multiplies	multiply	VERB
american_scientific_journal-4394	16	11	it	it	PRON
american_scientific_journal-4394	16	12	by	by	ADP
american_scientific_journal-4394	16	13	a	a	DET
american_scientific_journal-4394	16	14	set	set	NOUN
american_scientific_journal-4394	16	15	of	of	ADP
american_scientific_journal-4394	16	16	numbers	number	NOUN
american_scientific_journal-4394	16	17	called	call	VERB
american_scientific_journal-4394	16	18	weights	weight	NOUN
american_scientific_journal-4394	16	19	,	,	PUNCT
american_scientific_journal-4394	16	20	and	and	CCONJ
american_scientific_journal-4394	16	21	then	then	ADV
american_scientific_journal-4394	16	22	adds	add	VERB
american_scientific_journal-4394	16	23	a	a	DET
american_scientific_journal-4394	16	24	bias	bias	NOUN
american_scientific_journal-4394	16	25	.	.	PUNCT
american_scientific_journal-4394	17	1	this	this	DET
american_scientific_journal-4394	17	2	operation	operation	NOUN
american_scientific_journal-4394	17	3	allows	allow	VERB
american_scientific_journal-4394	17	4	the	the	DET
american_scientific_journal-4394	17	5	algorithm	algorithm	NOUN
american_scientific_journal-4394	17	6	to	to	PART
american_scientific_journal-4394	17	7	discriminate	discriminate	VERB
american_scientific_journal-4394	17	8	and	and	CCONJ
american_scientific_journal-4394	17	9	classify	classify	VERB
american_scientific_journal-4394	17	10	the	the	DET
american_scientific_journal-4394	17	11	input	input	NOUN
american_scientific_journal-4394	17	12	by	by	ADP
american_scientific_journal-4394	17	13	optimizing	optimize	VERB
american_scientific_journal-4394	17	14	the	the	DET
american_scientific_journal-4394	17	15	set	set	NOUN
american_scientific_journal-4394	17	16	of	of	ADP
american_scientific_journal-4394	17	17	weights	weight	NOUN
american_scientific_journal-4394	17	18	and	and	CCONJ
american_scientific_journal-4394	17	19	biases	bias	NOUN
american_scientific_journal-4394	17	20	.	.	PUNCT
american_scientific_journal-4394	18	1	the	the	DET
american_scientific_journal-4394	18	2	perceptron	perceptron	PROPN
american_scientific_journal-4394	18	3	is	be	AUX
american_scientific_journal-4394	18	4	then	then	ADV
american_scientific_journal-4394	18	5	activated	activate	VERB
american_scientific_journal-4394	18	6	:	:	PUNCT
american_scientific_journal-4394	18	7	an	an	DET
american_scientific_journal-4394	18	8	activation	activation	NOUN
american_scientific_journal-4394	18	9	function	function	NOUN
american_scientific_journal-4394	18	10	is	be	AUX
american_scientific_journal-4394	18	11	run	run	VERB
american_scientific_journal-4394	18	12	to	to	PART
american_scientific_journal-4394	18	13	determine	determine	VERB
american_scientific_journal-4394	18	14	whether	whether	SCONJ
american_scientific_journal-4394	18	15	the	the	DET
american_scientific_journal-4394	18	16	perceptron	perceptron	PROPN
american_scientific_journal-4394	18	17	will	will	AUX
american_scientific_journal-4394	18	18	fire	fire	VERB
american_scientific_journal-4394	18	19	or	or	CCONJ
american_scientific_journal-4394	18	20	not	not	PART
american_scientific_journal-4394	18	21	(	(	PUNCT
american_scientific_journal-4394	18	22	mimicking	mimic	VERB
american_scientific_journal-4394	18	23	the	the	DET
american_scientific_journal-4394	18	24	structure	structure	NOUN
american_scientific_journal-4394	18	25	of	of	ADP
american_scientific_journal-4394	18	26	the	the	DET
american_scientific_journal-4394	18	27	brain	brain	NOUN
american_scientific_journal-4394	18	28	)	)	PUNCT
american_scientific_journal-4394	18	29	by	by	ADP
american_scientific_journal-4394	18	30	checking	check	VERB
american_scientific_journal-4394	18	31	against	against	ADP
american_scientific_journal-4394	18	32	some	some	DET
american_scientific_journal-4394	18	33	threshold	threshold	NOUN
american_scientific_journal-4394	18	34	–	–	PUNCT
american_scientific_journal-4394	18	35	this	this	PRON
american_scientific_journal-4394	18	36	is	be	AUX
american_scientific_journal-4394	18	37	used	use	VERB
american_scientific_journal-4394	18	38	to	to	PART
american_scientific_journal-4394	18	39	convert	convert	VERB
american_scientific_journal-4394	18	40	an	an	DET
american_scientific_journal-4394	18	41	input	input	NOUN
american_scientific_journal-4394	18	42	signal	signal	NOUN
american_scientific_journal-4394	18	43	into	into	ADP
american_scientific_journal-4394	18	44	an	an	DET
american_scientific_journal-4394	18	45	output	output	NOUN
american_scientific_journal-4394	18	46	signal	signal	NOUN
american_scientific_journal-4394	18	47	and	and	CCONJ
american_scientific_journal-4394	18	48	account	account	VERB
american_scientific_journal-4394	18	49	for	for	ADP
american_scientific_journal-4394	18	50	functions	function	NOUN
american_scientific_journal-4394	18	51	with	with	ADP
american_scientific_journal-4394	18	52	polynomial	polynomial	ADJ
american_scientific_journal-4394	18	53	degrees	degree	NOUN
american_scientific_journal-4394	18	54	greater	great	ADJ
american_scientific_journal-4394	18	55	that	that	SCONJ
american_scientific_journal-4394	18	56	just	just	ADV
american_scientific_journal-4394	18	57	one	one	NUM
american_scientific_journal-4394	18	58	.	.	PUNCT
american_scientific_journal-4394	19	1	a	a	DET
american_scientific_journal-4394	19	2	neural	neural	ADJ
american_scientific_journal-4394	19	3	network	network	NOUN
american_scientific_journal-4394	19	4	is	be	AUX
american_scientific_journal-4394	19	5	a	a	DET
american_scientific_journal-4394	19	6	multi	multi	ADJ
american_scientific_journal-4394	19	7	-	-	ADJ
american_scientific_journal-4394	19	8	perceptron	perceptron	ADJ
american_scientific_journal-4394	19	9	computation	computation	NOUN
american_scientific_journal-4394	19	10	graph	graph	NOUN
american_scientific_journal-4394	19	11	that	that	PRON
american_scientific_journal-4394	19	12	consists	consist	VERB
american_scientific_journal-4394	19	13	of	of	ADP
american_scientific_journal-4394	19	14	three	three	NUM
american_scientific_journal-4394	19	15	components	component	NOUN
american_scientific_journal-4394	19	16	:	:	PUNCT
american_scientific_journal-4394	19	17	the	the	DET
american_scientific_journal-4394	19	18	input	input	NOUN
american_scientific_journal-4394	19	19	layer	layer	NOUN
american_scientific_journal-4394	19	20	,	,	PUNCT
american_scientific_journal-4394	19	21	hidden	hidden	ADJ
american_scientific_journal-4394	19	22	layers	layer	NOUN
american_scientific_journal-4394	19	23	,	,	PUNCT
american_scientific_journal-4394	19	24	and	and	CCONJ
american_scientific_journal-4394	19	25	the	the	DET
american_scientific_journal-4394	19	26	output	output	NOUN
american_scientific_journal-4394	19	27	layer	layer	NOUN
american_scientific_journal-4394	19	28	.	.	PUNCT
american_scientific_journal-4394	20	1	at	at	ADP
american_scientific_journal-4394	20	2	each	each	DET
american_scientific_journal-4394	20	3	hidden	hide	VERB
american_scientific_journal-4394	20	4	layer	layer	NOUN
american_scientific_journal-4394	20	5	(	(	PUNCT
american_scientific_journal-4394	20	6	the	the	DET
american_scientific_journal-4394	20	7	number	number	NOUN
american_scientific_journal-4394	20	8	of	of	ADP
american_scientific_journal-4394	20	9	hidden	hide	VERB
american_scientific_journal-4394	20	10	layers	layer	NOUN
american_scientific_journal-4394	20	11	varies	vary	VERB
american_scientific_journal-4394	20	12	depending	depend	VERB
american_scientific_journal-4394	20	13	on	on	ADP
american_scientific_journal-4394	20	14	the	the	DET
american_scientific_journal-4394	20	15	complexity	complexity	NOUN
american_scientific_journal-4394	20	16	of	of	ADP
american_scientific_journal-4394	20	17	the	the	DET
american_scientific_journal-4394	20	18	task	task	NOUN
american_scientific_journal-4394	20	19	)	)	PUNCT
american_scientific_journal-4394	20	20	,	,	PUNCT
american_scientific_journal-4394	20	21	the	the	DET
american_scientific_journal-4394	20	22	operations	operation	NOUN
american_scientific_journal-4394	20	23	described	describe	VERB
american_scientific_journal-4394	20	24	above	above	ADV
american_scientific_journal-4394	20	25	are	be	AUX
american_scientific_journal-4394	20	26	carried	carry	VERB
american_scientific_journal-4394	20	27	out	out	ADP
american_scientific_journal-4394	20	28	and	and	CCONJ
american_scientific_journal-4394	20	29	the	the	DET
american_scientific_journal-4394	20	30	result	result	NOUN
american_scientific_journal-4394	20	31	is	be	AUX
american_scientific_journal-4394	20	32	passed	pass	VERB
american_scientific_journal-4394	20	33	through	through	ADP
american_scientific_journal-4394	20	34	the	the	DET
american_scientific_journal-4394	20	35	nodes	node	NOUN
american_scientific_journal-4394	20	36	until	until	SCONJ
american_scientific_journal-4394	20	37	it	it	PRON
american_scientific_journal-4394	20	38	reaches	reach	VERB
american_scientific_journal-4394	20	39	the	the	DET
american_scientific_journal-4394	20	40	output	output	NOUN
american_scientific_journal-4394	20	41	layer	layer	NOUN
american_scientific_journal-4394	20	42	.	.	PUNCT
american_scientific_journal-4394	21	1	for	for	ADP
american_scientific_journal-4394	21	2	example	example	NOUN
american_scientific_journal-4394	21	3	,	,	PUNCT
american_scientific_journal-4394	21	4	to	to	PART
american_scientific_journal-4394	21	5	classify	classify	VERB
american_scientific_journal-4394	21	6	hand	hand	NOUN
american_scientific_journal-4394	21	7	-	-	PUNCT
american_scientific_journal-4394	21	8	written	write	VERB
american_scientific_journal-4394	21	9	digits	digit	NOUN
american_scientific_journal-4394	21	10	,	,	PUNCT
american_scientific_journal-4394	21	11	the	the	DET
american_scientific_journal-4394	21	12	image	image	NOUN
american_scientific_journal-4394	21	13	would	would	AUX
american_scientific_journal-4394	21	14	be	be	AUX
american_scientific_journal-4394	21	15	fed	feed	VERB
american_scientific_journal-4394	21	16	into	into	ADP
american_scientific_journal-4394	21	17	a	a	DET
american_scientific_journal-4394	21	18	neural	neural	ADJ
american_scientific_journal-4394	21	19	network	network	NOUN
american_scientific_journal-4394	21	20	in	in	ADP
american_scientific_journal-4394	21	21	the	the	DET
american_scientific_journal-4394	21	22	form	form	NOUN
american_scientific_journal-4394	21	23	of	of	ADP
american_scientific_journal-4394	21	24	raw	raw	ADJ
american_scientific_journal-4394	21	25	red	red	ADJ
american_scientific_journal-4394	21	26	-	-	PUNCT
american_scientific_journal-4394	21	27	green	green	ADJ
american_scientific_journal-4394	21	28	-	-	PUNCT
american_scientific_journal-4394	21	29	blue	blue	ADJ
american_scientific_journal-4394	21	30	pixels	pixel	NOUN
american_scientific_journal-4394	21	31	.	.	PUNCT
american_scientific_journal-4394	22	1	the	the	DET
american_scientific_journal-4394	22	2	neural	neural	ADJ
american_scientific_journal-4394	22	3	network	network	NOUN
american_scientific_journal-4394	22	4	would	would	AUX
american_scientific_journal-4394	22	5	then	then	ADV
american_scientific_journal-4394	22	6	learn	learn	VERB
american_scientific_journal-4394	22	7	a	a	DET
american_scientific_journal-4394	22	8	set	set	NOUN
american_scientific_journal-4394	22	9	of	of	ADP
american_scientific_journal-4394	22	10	weights	weight	NOUN
american_scientific_journal-4394	22	11	and	and	CCONJ
american_scientific_journal-4394	22	12	biases	bias	NOUN
american_scientific_journal-4394	22	13	such	such	ADJ
american_scientific_journal-4394	22	14	that	that	SCONJ
american_scientific_journal-4394	22	15	when	when	SCONJ
american_scientific_journal-4394	22	16	multiplied	multiply	VERB
american_scientific_journal-4394	22	17	by	by	ADP
american_scientific_journal-4394	22	18	the	the	DET
american_scientific_journal-4394	22	19	respective	respective	ADJ
american_scientific_journal-4394	22	20	input	input	NOUN
american_scientific_journal-4394	22	21	number	number	NOUN
american_scientific_journal-4394	22	22	,	,	PUNCT
american_scientific_journal-4394	22	23	it	it	PRON
american_scientific_journal-4394	22	24	produces	produce	VERB
american_scientific_journal-4394	22	25	a	a	DET
american_scientific_journal-4394	22	26	result	result	NOUN
american_scientific_journal-4394	22	27	that	that	PRON
american_scientific_journal-4394	22	28	discriminates	discriminate	VERB
american_scientific_journal-4394	22	29	between	between	ADP
american_scientific_journal-4394	22	30	each	each	DET
american_scientific_journal-4394	22	31	hand	hand	NOUN
american_scientific_journal-4394	22	32	-	-	PUNCT
american_scientific_journal-4394	22	33	written	write	VERB
american_scientific_journal-4394	22	34	digit	digit	NOUN
american_scientific_journal-4394	22	35	.	.	PUNCT
american_scientific_journal-4394	23	1	a	a	DET
american_scientific_journal-4394	23	2	deep	deep	ADJ
american_scientific_journal-4394	23	3	neural	neural	ADJ
american_scientific_journal-4394	23	4	network	network	NOUN
american_scientific_journal-4394	23	5	is	be	AUX
american_scientific_journal-4394	23	6	a	a	DET
american_scientific_journal-4394	23	7	neural	neural	ADJ
american_scientific_journal-4394	23	8	network	network	NOUN
american_scientific_journal-4394	23	9	that	that	PRON
american_scientific_journal-4394	23	10	contains	contain	VERB
american_scientific_journal-4394	23	11	two	two	NUM
american_scientific_journal-4394	23	12	or	or	CCONJ
american_scientific_journal-4394	23	13	more	more	ADV
american_scientific_journal-4394	23	14	hidden	hidden	ADJ
american_scientific_journal-4394	23	15	layers	layer	NOUN
american_scientific_journal-4394	23	16	in	in	ADP
american_scientific_journal-4394	23	17	a	a	DET
american_scientific_journal-4394	23	18	computation	computation	NOUN
american_scientific_journal-4394	23	19	graph	graph	NOUN
american_scientific_journal-4394	23	20	.	.	PUNCT
american_scientific_journal-4394	24	1	although	although	SCONJ
american_scientific_journal-4394	24	2	in	in	ADP
american_scientific_journal-4394	24	3	the	the	DET
american_scientific_journal-4394	24	4	past	past	ADJ
american_scientific_journal-4394	24	5	neural	neural	ADJ
american_scientific_journal-4394	24	6	networks	network	NOUN
american_scientific_journal-4394	24	7	were	be	AUX
american_scientific_journal-4394	24	8	more	more	ADV
american_scientific_journal-4394	24	9	popularly	popularly	ADV
american_scientific_journal-4394	24	10	used	use	VERB
american_scientific_journal-4394	24	11	for	for	ADP
american_scientific_journal-4394	24	12	binary	binary	ADJ
american_scientific_journal-4394	24	13	classification	classification	NOUN
american_scientific_journal-4394	24	14	tasks	task	NOUN
american_scientific_journal-4394	24	15	(	(	PUNCT
american_scientific_journal-4394	24	16	like	like	ADP
american_scientific_journal-4394	24	17	recognition	recognition	NOUN
american_scientific_journal-4394	24	18	or	or	CCONJ
american_scientific_journal-4394	24	19	diagnosis	diagnosis	NOUN
american_scientific_journal-4394	24	20	)	)	PUNCT
american_scientific_journal-4394	24	21	,	,	PUNCT
american_scientific_journal-4394	24	22	they	they	PRON
american_scientific_journal-4394	24	23	have	have	AUX
american_scientific_journal-4394	24	24	become	become	VERB
american_scientific_journal-4394	24	25	an	an	DET
american_scientific_journal-4394	24	26	increasingly	increasingly	ADV
american_scientific_journal-4394	24	27	popular	popular	ADJ
american_scientific_journal-4394	24	28	method	method	NOUN
american_scientific_journal-4394	24	29	for	for	ADP
american_scientific_journal-4394	24	30	attacking	attack	VERB
american_scientific_journal-4394	24	31	common	common	ADJ
american_scientific_journal-4394	24	32	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	24	33	learning	learning	NOUN
american_scientific_journal-4394	24	34	problems	problem	NOUN
american_scientific_journal-4394	24	35	.	.	PUNCT
american_scientific_journal-4394	25	1	1.2	1.2	NUM
american_scientific_journal-4394	25	2	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	25	3	learning	learning	NOUN
american_scientific_journal-4394	25	4	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	25	5	learning	learning	NOUN
american_scientific_journal-4394	25	6	is	be	AUX
american_scientific_journal-4394	25	7	one	one	NUM
american_scientific_journal-4394	25	8	of	of	ADP
american_scientific_journal-4394	25	9	the	the	DET
american_scientific_journal-4394	25	10	three	three	NUM
american_scientific_journal-4394	25	11	subsets	subset	NOUN
american_scientific_journal-4394	25	12	of	of	ADP
american_scientific_journal-4394	25	13	machine	machine	NOUN
american_scientific_journal-4394	25	14	learning	learning	NOUN
american_scientific_journal-4394	25	15	(	(	PUNCT
american_scientific_journal-4394	25	16	including	include	VERB
american_scientific_journal-4394	25	17	supervised	supervised	ADJ
american_scientific_journal-4394	25	18	and	and	CCONJ
american_scientific_journal-4394	25	19	unsupervised	unsupervised	ADJ
american_scientific_journal-4394	25	20	learning	learning	NOUN
american_scientific_journal-4394	25	21	)	)	PUNCT
american_scientific_journal-4394	25	22	that	that	PRON
american_scientific_journal-4394	25	23	involves	involve	VERB
american_scientific_journal-4394	25	24	teaching	teach	VERB
american_scientific_journal-4394	25	25	an	an	DET
american_scientific_journal-4394	25	26	agent	agent	NOUN
american_scientific_journal-4394	25	27	in	in	ADP
american_scientific_journal-4394	25	28	some	some	DET
american_scientific_journal-4394	25	29	environment	environment	NOUN
american_scientific_journal-4394	25	30	to	to	PART
american_scientific_journal-4394	25	31	reach	reach	VERB
american_scientific_journal-4394	25	32	an	an	DET
american_scientific_journal-4394	25	33	optimal	optimal	ADJ
american_scientific_journal-4394	25	34	policy	policy	NOUN
american_scientific_journal-4394	25	35	.	.	PUNCT
american_scientific_journal-4394	26	1	it	it	PRON
american_scientific_journal-4394	26	2	encompasses	encompass	VERB
american_scientific_journal-4394	26	3	many	many	ADJ
american_scientific_journal-4394	26	4	broad	broad	ADJ
american_scientific_journal-4394	26	5	disciplines	discipline	NOUN
american_scientific_journal-4394	26	6	such	such	ADJ
american_scientific_journal-4394	26	7	as	as	ADP
american_scientific_journal-4394	26	8	video	video	NOUN
american_scientific_journal-4394	26	9	-	-	PUNCT
american_scientific_journal-4394	26	10	games	game	NOUN
american_scientific_journal-4394	26	11	,	,	PUNCT
american_scientific_journal-4394	26	12	game	game	NOUN
american_scientific_journal-4394	26	13	-	-	PUNCT
american_scientific_journal-4394	26	14	theory	theory	NOUN
american_scientific_journal-4394	26	15	,	,	PUNCT
american_scientific_journal-4394	26	16	and	and	CCONJ
american_scientific_journal-4394	26	17	genetic	genetic	ADJ
american_scientific_journal-4394	26	18	algorithms	algorithm	NOUN
american_scientific_journal-4394	26	19	.	.	PUNCT
american_scientific_journal-4394	27	1	in	in	ADP
american_scientific_journal-4394	27	2	contrast	contrast	NOUN
american_scientific_journal-4394	27	3	to	to	ADP
american_scientific_journal-4394	27	4	supervised	supervised	ADJ
american_scientific_journal-4394	27	5	learning	learning	NOUN
american_scientific_journal-4394	27	6	,	,	PUNCT
american_scientific_journal-4394	27	7	which	which	PRON
american_scientific_journal-4394	27	8	is	be	AUX
american_scientific_journal-4394	27	9	normally	normally	ADV
american_scientific_journal-4394	27	10	a	a	DET
american_scientific_journal-4394	27	11	discrete	discrete	ADJ
american_scientific_journal-4394	27	12	task	task	NOUN
american_scientific_journal-4394	27	13	,	,	PUNCT
american_scientific_journal-4394	27	14	or	or	CCONJ
american_scientific_journal-4394	27	15	unsupervised	unsupervised	ADJ
american_scientific_journal-4394	27	16	learning	learning	NOUN
american_scientific_journal-4394	27	17	,	,	PUNCT
american_scientific_journal-4394	27	18	which	which	PRON
american_scientific_journal-4394	27	19	is	be	AUX
american_scientific_journal-4394	27	20	a	a	DET
american_scientific_journal-4394	27	21	clustering	clustering	NOUN
american_scientific_journal-4394	27	22	or	or	CCONJ
american_scientific_journal-4394	27	23	association	association	NOUN
american_scientific_journal-4394	27	24	task	task	NOUN
american_scientific_journal-4394	27	25	,	,	PUNCT
american_scientific_journal-4394	27	26	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	27	27	learning	learning	NOUN
american_scientific_journal-4394	27	28	teaches	teach	VERB
american_scientific_journal-4394	27	29	an	an	DET
american_scientific_journal-4394	27	30	agent	agent	NOUN
american_scientific_journal-4394	27	31	the	the	DET
american_scientific_journal-4394	27	32	best	good	ADJ
american_scientific_journal-4394	27	33	actions	action	NOUN
american_scientific_journal-4394	27	34	to	to	PART
american_scientific_journal-4394	27	35	take	take	VERB
american_scientific_journal-4394	27	36	based	base	VERB
american_scientific_journal-4394	27	37	on	on	ADP
american_scientific_journal-4394	27	38	some	some	DET
american_scientific_journal-4394	27	39	feedback	feedback	NOUN
american_scientific_journal-4394	27	40	the	the	DET
american_scientific_journal-4394	27	41	model	model	NOUN
american_scientific_journal-4394	27	42	receives	receive	VERB
american_scientific_journal-4394	27	43	,	,	PUNCT
american_scientific_journal-4394	27	44	in	in	ADP
american_scientific_journal-4394	27	45	the	the	DET
american_scientific_journal-4394	27	46	form	form	NOUN
american_scientific_journal-4394	27	47	of	of	ADP
american_scientific_journal-4394	27	48	a	a	DET
american_scientific_journal-4394	27	49	reward	reward	NOUN
american_scientific_journal-4394	27	50	or	or	CCONJ
american_scientific_journal-4394	27	51	punishment	punishment	NOUN
american_scientific_journal-4394	27	52	.	.	PUNCT
american_scientific_journal-4394	28	1	any	any	DET
american_scientific_journal-4394	28	2	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	28	3	learning	learning	NOUN
american_scientific_journal-4394	28	4	problem	problem	NOUN
american_scientific_journal-4394	28	5	can	can	AUX
american_scientific_journal-4394	28	6	be	be	AUX
american_scientific_journal-4394	28	7	modelled	model	VERB
american_scientific_journal-4394	28	8	as	as	ADP
american_scientific_journal-4394	28	9	a	a	DET
american_scientific_journal-4394	28	10	markov	markov	NOUN
american_scientific_journal-4394	28	11	decision	decision	NOUN
american_scientific_journal-4394	28	12	process	process	NOUN
american_scientific_journal-4394	28	13	[	[	X
american_scientific_journal-4394	28	14	2	2	NUM
american_scientific_journal-4394	28	15	]	]	PUNCT
american_scientific_journal-4394	28	16	.	.	PUNCT
american_scientific_journal-4394	29	1	this	this	PRON
american_scientific_journal-4394	29	2	breaks	break	VERB
american_scientific_journal-4394	29	3	down	down	ADP
american_scientific_journal-4394	29	4	any	any	DET
american_scientific_journal-4394	29	5	environment	environment	NOUN
american_scientific_journal-4394	29	6	or	or	CCONJ
american_scientific_journal-4394	29	7	problem	problem	NOUN
american_scientific_journal-4394	29	8	into	into	ADP
american_scientific_journal-4394	29	9	several	several	ADJ
american_scientific_journal-4394	29	10	key	key	ADJ
american_scientific_journal-4394	29	11	components	component	NOUN
american_scientific_journal-4394	29	12	.	.	PUNCT
american_scientific_journal-4394	30	1	agent	agent	NOUN
american_scientific_journal-4394	30	2	an	an	DET
american_scientific_journal-4394	30	3	agent	agent	NOUN
american_scientific_journal-4394	30	4	is	be	AUX
american_scientific_journal-4394	30	5	a	a	DET
american_scientific_journal-4394	30	6	player	player	NOUN
american_scientific_journal-4394	30	7	who	who	PRON
american_scientific_journal-4394	30	8	is	be	AUX
american_scientific_journal-4394	30	9	able	able	ADJ
american_scientific_journal-4394	30	10	to	to	PART
american_scientific_journal-4394	30	11	take	take	VERB
american_scientific_journal-4394	30	12	actions	action	NOUN
american_scientific_journal-4394	30	13	and	and	CCONJ
american_scientific_journal-4394	30	14	interact	interact	VERB
american_scientific_journal-4394	30	15	with	with	ADP
american_scientific_journal-4394	30	16	the	the	DET
american_scientific_journal-4394	30	17	environment	environment	NOUN
american_scientific_journal-4394	30	18	(	(	PUNCT
american_scientific_journal-4394	30	19	for	for	ADP
american_scientific_journal-4394	30	20	example	example	NOUN
american_scientific_journal-4394	30	21	the	the	DET
american_scientific_journal-4394	30	22	snake	snake	NOUN
american_scientific_journal-4394	30	23	in	in	ADP
american_scientific_journal-4394	30	24	the	the	DET
american_scientific_journal-4394	30	25	game	game	NOUN
american_scientific_journal-4394	30	26	of	of	ADP
american_scientific_journal-4394	30	27	snake	snake	NOUN
american_scientific_journal-4394	30	28	)	)	PUNCT
american_scientific_journal-4394	30	29	.	.	PUNCT
american_scientific_journal-4394	31	1	actions	action	NOUN
american_scientific_journal-4394	31	2	actions	action	NOUN
american_scientific_journal-4394	31	3	are	be	AUX
american_scientific_journal-4394	31	4	the	the	DET
american_scientific_journal-4394	31	5	set	set	NOUN
american_scientific_journal-4394	31	6	of	of	ADP
american_scientific_journal-4394	31	7	all	all	DET
american_scientific_journal-4394	31	8	possible	possible	ADJ
american_scientific_journal-4394	31	9	actions	action	NOUN
american_scientific_journal-4394	31	10	/	/	SYM
american_scientific_journal-4394	31	11	events	event	NOUN
american_scientific_journal-4394	31	12	that	that	PRON
american_scientific_journal-4394	31	13	can	can	AUX
american_scientific_journal-4394	31	14	be	be	AUX
american_scientific_journal-4394	31	15	taken	take	VERB
american_scientific_journal-4394	31	16	in	in	ADP
american_scientific_journal-4394	31	17	the	the	DET
american_scientific_journal-4394	31	18	environment	environment	NOUN
american_scientific_journal-4394	31	19	–	–	PUNCT
american_scientific_journal-4394	31	20	the	the	DET
american_scientific_journal-4394	31	21	agent	agent	NOUN
american_scientific_journal-4394	31	22	is	be	AUX
american_scientific_journal-4394	31	23	free	free	ADJ
american_scientific_journal-4394	31	24	to	to	PART
american_scientific_journal-4394	31	25	choose	choose	VERB
american_scientific_journal-4394	31	26	which	which	DET
american_scientific_journal-4394	31	27	action	action	NOUN
american_scientific_journal-4394	31	28	to	to	PART
american_scientific_journal-4394	31	29	take	take	VERB
american_scientific_journal-4394	31	30	(	(	PUNCT
american_scientific_journal-4394	31	31	for	for	ADP
american_scientific_journal-4394	31	32	example	example	NOUN
american_scientific_journal-4394	31	33	moving	move	VERB
american_scientific_journal-4394	31	34	up	up	ADP
american_scientific_journal-4394	31	35	in	in	ADP
american_scientific_journal-4394	31	36	the	the	DET
american_scientific_journal-4394	31	37	game	game	NOUN
american_scientific_journal-4394	31	38	snake	snake	NOUN
american_scientific_journal-4394	31	39	)	)	PUNCT
american_scientific_journal-4394	31	40	.	.	PUNCT
american_scientific_journal-4394	32	1	environment	environment	NOUN
american_scientific_journal-4394	32	2	the	the	DET
american_scientific_journal-4394	32	3	environment	environment	NOUN
american_scientific_journal-4394	32	4	is	be	AUX
american_scientific_journal-4394	32	5	the	the	DET
american_scientific_journal-4394	32	6	world	world	NOUN
american_scientific_journal-4394	32	7	in	in	ADP
american_scientific_journal-4394	32	8	which	which	PRON
american_scientific_journal-4394	32	9	the	the	DET
american_scientific_journal-4394	32	10	agent	agent	NOUN
american_scientific_journal-4394	32	11	is	be	AUX
american_scientific_journal-4394	32	12	in	in	ADP
american_scientific_journal-4394	32	13	it	it	PRON
american_scientific_journal-4394	32	14	contains	contain	VERB
american_scientific_journal-4394	32	15	states	state	NOUN
american_scientific_journal-4394	32	16	an	an	DET
american_scientific_journal-4394	32	17	agent	agent	NOUN
american_scientific_journal-4394	32	18	can	can	AUX
american_scientific_journal-4394	32	19	be	be	AUX
american_scientific_journal-4394	32	20	in	in	ADP
american_scientific_journal-4394	32	21	and	and	CCONJ
american_scientific_journal-4394	32	22	the	the	DET
american_scientific_journal-4394	32	23	actions	action	NOUN
american_scientific_journal-4394	32	24	that	that	PRON
american_scientific_journal-4394	32	25	can	can	AUX
american_scientific_journal-4394	32	26	be	be	AUX
american_scientific_journal-4394	32	27	taken	take	VERB
american_scientific_journal-4394	32	28	by	by	ADP
american_scientific_journal-4394	32	29	the	the	DET
american_scientific_journal-4394	32	30	agent	agent	NOUN
american_scientific_journal-4394	32	31	.	.	PUNCT
american_scientific_journal-4394	33	1	states	state	NOUN
american_scientific_journal-4394	33	2	states	state	NOUN
american_scientific_journal-4394	33	3	are	be	AUX
american_scientific_journal-4394	33	4	positions	position	NOUN
american_scientific_journal-4394	33	5	or	or	CCONJ
american_scientific_journal-4394	33	6	situations	situation	NOUN
american_scientific_journal-4394	33	7	in	in	ADP
american_scientific_journal-4394	33	8	an	an	DET
american_scientific_journal-4394	33	9	environment	environment	NOUN
american_scientific_journal-4394	33	10	(	(	PUNCT
american_scientific_journal-4394	33	11	like	like	ADP
american_scientific_journal-4394	33	12	a	a	DET
american_scientific_journal-4394	33	13	square	square	NOUN
american_scientific_journal-4394	33	14	on	on	ADP
american_scientific_journal-4394	33	15	a	a	DET
american_scientific_journal-4394	33	16	chess	chess	NOUN
american_scientific_journal-4394	33	17	board	board	NOUN
american_scientific_journal-4394	33	18	)	)	PUNCT
american_scientific_journal-4394	33	19	.	.	PUNCT
american_scientific_journal-4394	34	1	the	the	DET
american_scientific_journal-4394	34	2	states	state	NOUN
american_scientific_journal-4394	34	3	and	and	CCONJ
american_scientific_journal-4394	34	4	actions	action	NOUN
american_scientific_journal-4394	34	5	are	be	AUX
american_scientific_journal-4394	34	6	fed	feed	VERB
american_scientific_journal-4394	34	7	in	in	ADP
american_scientific_journal-4394	34	8	,	,	PUNCT
american_scientific_journal-4394	34	9	as	as	ADP
american_scientific_journal-4394	34	10	inputs	input	NOUN
american_scientific_journal-4394	34	11	,	,	PUNCT
american_scientific_journal-4394	34	12	to	to	ADP
american_scientific_journal-4394	34	13	the	the	DET
american_scientific_journal-4394	34	14	agent	agent	NOUN
american_scientific_journal-4394	34	15	to	to	PART
american_scientific_journal-4394	34	16	make	make	VERB
american_scientific_journal-4394	34	17	a	a	DET
american_scientific_journal-4394	34	18	decision	decision	NOUN
american_scientific_journal-4394	34	19	.	.	PUNCT
american_scientific_journal-4394	35	1	rewards	reward	NOUN
american_scientific_journal-4394	35	2	rewards	reward	NOUN
american_scientific_journal-4394	35	3	are	be	AUX
american_scientific_journal-4394	35	4	the	the	DET
american_scientific_journal-4394	35	5	feedback	feedback	NOUN
american_scientific_journal-4394	35	6	that	that	PRON
american_scientific_journal-4394	35	7	is	be	AUX
american_scientific_journal-4394	35	8	returned	return	VERB
american_scientific_journal-4394	35	9	for	for	ADP
american_scientific_journal-4394	35	10	each	each	DET
american_scientific_journal-4394	35	11	action	action	NOUN
american_scientific_journal-4394	35	12	or	or	CCONJ
american_scientific_journal-4394	35	13	state	state	NOUN
american_scientific_journal-4394	35	14	.	.	PUNCT
american_scientific_journal-4394	36	1	it	it	PRON
american_scientific_journal-4394	36	2	helps	help	VERB
american_scientific_journal-4394	36	3	the	the	DET
american_scientific_journal-4394	36	4	agent	agent	NOUN
american_scientific_journal-4394	36	5	identify	identify	VERB
american_scientific_journal-4394	36	6	what	what	PRON
american_scientific_journal-4394	36	7	is	be	AUX
american_scientific_journal-4394	36	8	a	a	DET
american_scientific_journal-4394	36	9	good	good	ADJ
american_scientific_journal-4394	36	10	or	or	CCONJ
american_scientific_journal-4394	36	11	bad	bad	ADJ
american_scientific_journal-4394	36	12	move	move	NOUN
american_scientific_journal-4394	36	13	/	/	SYM
american_scientific_journal-4394	36	14	state	state	NOUN
american_scientific_journal-4394	36	15	.	.	PUNCT
american_scientific_journal-4394	37	1	american	american	ADJ
american_scientific_journal-4394	37	2	scientific	scientific	ADJ
american_scientific_journal-4394	37	3	research	research	PROPN
american_scientific_journal-4394	37	4	journal	journal	NOUN
american_scientific_journal-4394	37	5	for	for	ADP
american_scientific_journal-4394	37	6	engineering	engineering	NOUN
american_scientific_journal-4394	37	7	,	,	PUNCT
american_scientific_journal-4394	37	8	technology	technology	NOUN
american_scientific_journal-4394	37	9	,	,	PUNCT
american_scientific_journal-4394	37	10	and	and	CCONJ
american_scientific_journal-4394	37	11	sciences	science	NOUN
american_scientific_journal-4394	37	12	(	(	PUNCT
american_scientific_journal-4394	37	13	asrjets	asrjet	NOUN
american_scientific_journal-4394	37	14	)	)	PUNCT
american_scientific_journal-4394	37	15	(	(	PUNCT
american_scientific_journal-4394	37	16	2018	2018	NUM
american_scientific_journal-4394	37	17	)	)	PUNCT
american_scientific_journal-4394	37	18	volume	volume	NOUN
american_scientific_journal-4394	37	19	46	46	NUM
american_scientific_journal-4394	37	20	,	,	PUNCT
american_scientific_journal-4394	37	21	no	no	DET
american_scientific_journal-4394	37	22	1	1	NUM
american_scientific_journal-4394	37	23	,	,	PUNCT
american_scientific_journal-4394	37	24	pp	pp	ADV
american_scientific_journal-4394	37	25	260	260	NUM
american_scientific_journal-4394	37	26	-	-	SYM
american_scientific_journal-4394	37	27	272	272	NUM
american_scientific_journal-4394	37	28	262	262	NUM
american_scientific_journal-4394	37	29	policy	policy	NOUN
american_scientific_journal-4394	37	30	a	a	DET
american_scientific_journal-4394	37	31	policy	policy	NOUN
american_scientific_journal-4394	37	32	is	be	AUX
american_scientific_journal-4394	37	33	a	a	DET
american_scientific_journal-4394	37	34	strategy	strategy	NOUN
american_scientific_journal-4394	37	35	employed	employ	VERB
american_scientific_journal-4394	37	36	by	by	ADP
american_scientific_journal-4394	37	37	an	an	DET
american_scientific_journal-4394	37	38	agent	agent	NOUN
american_scientific_journal-4394	37	39	to	to	PART
american_scientific_journal-4394	37	40	decide	decide	VERB
american_scientific_journal-4394	37	41	the	the	DET
american_scientific_journal-4394	37	42	next	next	ADJ
american_scientific_journal-4394	37	43	actions	action	NOUN
american_scientific_journal-4394	37	44	to	to	PART
american_scientific_journal-4394	37	45	take	take	VERB
american_scientific_journal-4394	37	46	and	and	CCONJ
american_scientific_journal-4394	37	47	optimize	optimize	VERB
american_scientific_journal-4394	37	48	a	a	DET
american_scientific_journal-4394	37	49	function	function	NOUN
american_scientific_journal-4394	37	50	,	,	PUNCT
american_scientific_journal-4394	37	51	which	which	PRON
american_scientific_journal-4394	37	52	maps	map	VERB
american_scientific_journal-4394	37	53	states	state	NOUN
american_scientific_journal-4394	37	54	to	to	ADP
american_scientific_journal-4394	37	55	actions	action	NOUN
american_scientific_journal-4394	37	56	.	.	PUNCT
american_scientific_journal-4394	38	1	q	q	X
american_scientific_journal-4394	38	2	-	-	PUNCT
american_scientific_journal-4394	38	3	learning	learn	VERB
american_scientific_journal-4394	38	4	q	q	NOUN
american_scientific_journal-4394	38	5	-	-	PUNCT
american_scientific_journal-4394	38	6	learning	learning	NOUN
american_scientific_journal-4394	38	7	is	be	AUX
american_scientific_journal-4394	38	8	a	a	DET
american_scientific_journal-4394	38	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	38	10	learning	learning	NOUN
american_scientific_journal-4394	38	11	algorithm	algorithm	NOUN
american_scientific_journal-4394	38	12	where	where	SCONJ
american_scientific_journal-4394	38	13	an	an	DET
american_scientific_journal-4394	38	14	agent	agent	NOUN
american_scientific_journal-4394	38	15	is	be	AUX
american_scientific_journal-4394	38	16	in	in	ADP
american_scientific_journal-4394	38	17	an	an	DET
american_scientific_journal-4394	38	18	unknown	unknown	ADJ
american_scientific_journal-4394	38	19	environment	environment	NOUN
american_scientific_journal-4394	38	20	and	and	CCONJ
american_scientific_journal-4394	38	21	does	do	AUX
american_scientific_journal-4394	38	22	not	not	PART
american_scientific_journal-4394	38	23	know	know	VERB
american_scientific_journal-4394	38	24	the	the	DET
american_scientific_journal-4394	38	25	reward	reward	NOUN
american_scientific_journal-4394	38	26	for	for	ADP
american_scientific_journal-4394	38	27	any	any	DET
american_scientific_journal-4394	38	28	actions	action	NOUN
american_scientific_journal-4394	38	29	to	to	PART
american_scientific_journal-4394	38	30	take	take	VERB
american_scientific_journal-4394	38	31	/	/	SYM
american_scientific_journal-4394	38	32	states	state	NOUN
american_scientific_journal-4394	38	33	to	to	PART
american_scientific_journal-4394	38	34	be	be	AUX
american_scientific_journal-4394	38	35	in	in	ADP
american_scientific_journal-4394	38	36	.	.	PUNCT
american_scientific_journal-4394	39	1	this	this	PRON
american_scientific_journal-4394	39	2	allows	allow	VERB
american_scientific_journal-4394	39	3	the	the	DET
american_scientific_journal-4394	39	4	agent	agent	NOUN
american_scientific_journal-4394	39	5	to	to	PART
american_scientific_journal-4394	39	6	learn	learn	VERB
american_scientific_journal-4394	39	7	an	an	DET
american_scientific_journal-4394	39	8	optimal	optimal	ADJ
american_scientific_journal-4394	39	9	policy	policy	NOUN
american_scientific_journal-4394	39	10	and	and	CCONJ
american_scientific_journal-4394	39	11	maximize	maximize	VERB
american_scientific_journal-4394	39	12	the	the	DET
american_scientific_journal-4394	39	13	expected	expect	VERB
american_scientific_journal-4394	39	14	value	value	NOUN
american_scientific_journal-4394	39	15	of	of	ADP
american_scientific_journal-4394	39	16	the	the	DET
american_scientific_journal-4394	39	17	reward	reward	NOUN
american_scientific_journal-4394	39	18	over	over	ADP
american_scientific_journal-4394	39	19	several	several	ADJ
american_scientific_journal-4394	39	20	permutations	permutation	NOUN
american_scientific_journal-4394	39	21	.	.	PUNCT
american_scientific_journal-4394	40	1	these	these	DET
american_scientific_journal-4394	40	2	algorithms	algorithm	NOUN
american_scientific_journal-4394	40	3	are	be	AUX
american_scientific_journal-4394	40	4	often	often	ADV
american_scientific_journal-4394	40	5	referred	refer	VERB
american_scientific_journal-4394	40	6	to	to	ADP
american_scientific_journal-4394	40	7	as	as	ADP
american_scientific_journal-4394	40	8	deep	deep	ADJ
american_scientific_journal-4394	40	9	-	-	PUNCT
american_scientific_journal-4394	40	10	q	q	NOUN
american_scientific_journal-4394	40	11	networks	network	NOUN
american_scientific_journal-4394	40	12	(	(	PUNCT
american_scientific_journal-4394	40	13	dqns	dqns	PROPN
american_scientific_journal-4394	40	14	)	)	PUNCT
american_scientific_journal-4394	40	15	which	which	PRON
american_scientific_journal-4394	40	16	combine	combine	VERB
american_scientific_journal-4394	40	17	neural	neural	ADJ
american_scientific_journal-4394	40	18	networks	network	NOUN
american_scientific_journal-4394	40	19	and	and	CCONJ
american_scientific_journal-4394	40	20	q	q	NOUN
american_scientific_journal-4394	40	21	-	-	PUNCT
american_scientific_journal-4394	40	22	learning	learning	NOUN
american_scientific_journal-4394	40	23	to	to	PART
american_scientific_journal-4394	40	24	approximate	approximate	VERB
american_scientific_journal-4394	40	25	an	an	DET
american_scientific_journal-4394	40	26	accurate	accurate	ADJ
american_scientific_journal-4394	40	27	reward	reward	NOUN
american_scientific_journal-4394	40	28	function	function	NOUN
american_scientific_journal-4394	40	29	of	of	ADP
american_scientific_journal-4394	40	30	the	the	DET
american_scientific_journal-4394	40	31	environment	environment	NOUN
american_scientific_journal-4394	40	32	.	.	PUNCT
american_scientific_journal-4394	41	1	this	this	PRON
american_scientific_journal-4394	41	2	is	be	AUX
american_scientific_journal-4394	41	3	especially	especially	ADV
american_scientific_journal-4394	41	4	important	important	ADJ
american_scientific_journal-4394	41	5	when	when	SCONJ
american_scientific_journal-4394	41	6	tackling	tackle	VERB
american_scientific_journal-4394	41	7	an	an	DET
american_scientific_journal-4394	41	8	unknown	unknown	ADJ
american_scientific_journal-4394	41	9	problem	problem	NOUN
american_scientific_journal-4394	41	10	because	because	SCONJ
american_scientific_journal-4394	41	11	it	it	PRON
american_scientific_journal-4394	41	12	defines	define	VERB
american_scientific_journal-4394	41	13	the	the	DET
american_scientific_journal-4394	41	14	goal	goal	NOUN
american_scientific_journal-4394	41	15	of	of	ADP
american_scientific_journal-4394	41	16	the	the	DET
american_scientific_journal-4394	41	17	game	game	NOUN
american_scientific_journal-4394	41	18	for	for	ADP
american_scientific_journal-4394	41	19	the	the	DET
american_scientific_journal-4394	41	20	agent	agent	NOUN
american_scientific_journal-4394	41	21	–	–	PUNCT
american_scientific_journal-4394	41	22	to	to	PART
american_scientific_journal-4394	41	23	maximize	maximize	VERB
american_scientific_journal-4394	41	24	a	a	DET
american_scientific_journal-4394	41	25	score	score	NOUN
american_scientific_journal-4394	41	26	,	,	PUNCT
american_scientific_journal-4394	41	27	to	to	PART
american_scientific_journal-4394	41	28	defeat	defeat	VERB
american_scientific_journal-4394	41	29	the	the	DET
american_scientific_journal-4394	41	30	boss	boss	NOUN
american_scientific_journal-4394	41	31	,	,	PUNCT
american_scientific_journal-4394	41	32	to	to	PART
american_scientific_journal-4394	41	33	finish	finish	VERB
american_scientific_journal-4394	41	34	a	a	DET
american_scientific_journal-4394	41	35	race	race	NOUN
american_scientific_journal-4394	41	36	etc	etc	X
american_scientific_journal-4394	41	37	.	.	PUNCT
american_scientific_journal-4394	42	1	these	these	DET
american_scientific_journal-4394	42	2	rewards	reward	NOUN
american_scientific_journal-4394	42	3	help	help	VERB
american_scientific_journal-4394	42	4	an	an	DET
american_scientific_journal-4394	42	5	agent	agent	NOUN
american_scientific_journal-4394	42	6	choose	choose	VERB
american_scientific_journal-4394	42	7	the	the	DET
american_scientific_journal-4394	42	8	actions	action	NOUN
american_scientific_journal-4394	42	9	that	that	PRON
american_scientific_journal-4394	42	10	can	can	AUX
american_scientific_journal-4394	42	11	best	well	ADV
american_scientific_journal-4394	42	12	accomplish	accomplish	VERB
american_scientific_journal-4394	42	13	the	the	DET
american_scientific_journal-4394	42	14	problem	problem	NOUN
american_scientific_journal-4394	42	15	by	by	ADP
american_scientific_journal-4394	42	16	creating	create	VERB
american_scientific_journal-4394	42	17	an	an	DET
american_scientific_journal-4394	42	18	effective	effective	ADJ
american_scientific_journal-4394	42	19	strategy	strategy	NOUN
american_scientific_journal-4394	42	20	the	the	DET
american_scientific_journal-4394	42	21	policy	policy	NOUN
american_scientific_journal-4394	42	22	.	.	PUNCT
american_scientific_journal-4394	43	1	algorithms	algorithm	NOUN
american_scientific_journal-4394	43	2	which	which	PRON
american_scientific_journal-4394	43	3	handle	handle	VERB
american_scientific_journal-4394	43	4	these	these	DET
american_scientific_journal-4394	43	5	unknown	unknown	ADJ
american_scientific_journal-4394	43	6	environments	environment	NOUN
american_scientific_journal-4394	43	7	are	be	AUX
american_scientific_journal-4394	43	8	referred	refer	VERB
american_scientific_journal-4394	43	9	to	to	ADP
american_scientific_journal-4394	43	10	as	as	ADP
american_scientific_journal-4394	43	11	modelfree	modelfree	ADJ
american_scientific_journal-4394	43	12	methods	method	NOUN
american_scientific_journal-4394	43	13	because	because	SCONJ
american_scientific_journal-4394	43	14	they	they	PRON
american_scientific_journal-4394	43	15	have	have	VERB
american_scientific_journal-4394	43	16	no	no	DET
american_scientific_journal-4394	43	17	previous	previous	ADJ
american_scientific_journal-4394	43	18	existing	exist	VERB
american_scientific_journal-4394	43	19	knowledge	knowledge	NOUN
american_scientific_journal-4394	43	20	of	of	ADP
american_scientific_journal-4394	43	21	the	the	DET
american_scientific_journal-4394	43	22	environment	environment	NOUN
american_scientific_journal-4394	43	23	.	.	PUNCT
american_scientific_journal-4394	44	1	although	although	SCONJ
american_scientific_journal-4394	44	2	neural	neural	ADJ
american_scientific_journal-4394	44	3	networks	network	NOUN
american_scientific_journal-4394	44	4	have	have	AUX
american_scientific_journal-4394	44	5	revolutionized	revolutionize	VERB
american_scientific_journal-4394	44	6	the	the	DET
american_scientific_journal-4394	44	7	way	way	NOUN
american_scientific_journal-4394	44	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	44	9	learning	learning	NOUN
american_scientific_journal-4394	44	10	algorithms	algorithm	NOUN
american_scientific_journal-4394	44	11	are	be	AUX
american_scientific_journal-4394	44	12	structured	structure	VERB
american_scientific_journal-4394	44	13	,	,	PUNCT
american_scientific_journal-4394	44	14	one	one	PRON
american_scientific_journal-4394	44	15	must	must	AUX
american_scientific_journal-4394	44	16	investigate	investigate	VERB
american_scientific_journal-4394	44	17	the	the	DET
american_scientific_journal-4394	44	18	extent	extent	NOUN
american_scientific_journal-4394	44	19	to	to	PART
american_scientific_journal-4394	44	20	which	which	PRON
american_scientific_journal-4394	44	21	they	they	PRON
american_scientific_journal-4394	44	22	are	be	AUX
american_scientific_journal-4394	44	23	effectively	effectively	ADV
american_scientific_journal-4394	44	24	used	use	VERB
american_scientific_journal-4394	44	25	and	and	CCONJ
american_scientific_journal-4394	44	26	whether	whether	SCONJ
american_scientific_journal-4394	44	27	other	other	ADJ
american_scientific_journal-4394	44	28	alternatives	alternative	NOUN
american_scientific_journal-4394	44	29	,	,	PUNCT
american_scientific_journal-4394	44	30	like	like	ADP
american_scientific_journal-4394	44	31	domainspecific	domainspecific	NOUN
american_scientific_journal-4394	44	32	techniques	technique	NOUN
american_scientific_journal-4394	44	33	or	or	CCONJ
american_scientific_journal-4394	44	34	model	model	NOUN
american_scientific_journal-4394	44	35	-	-	PUNCT
american_scientific_journal-4394	44	36	based	base	VERB
american_scientific_journal-4394	44	37	methods	method	NOUN
american_scientific_journal-4394	44	38	,	,	PUNCT
american_scientific_journal-4394	44	39	can	can	AUX
american_scientific_journal-4394	44	40	outperform	outperform	VERB
american_scientific_journal-4394	44	41	deep	deep	ADJ
american_scientific_journal-4394	44	42	neural	neural	ADJ
american_scientific_journal-4394	44	43	network	network	NOUN
american_scientific_journal-4394	44	44	architectures	architecture	NOUN
american_scientific_journal-4394	44	45	.	.	PUNCT
american_scientific_journal-4394	45	1	moreover	moreover	ADV
american_scientific_journal-4394	45	2	,	,	PUNCT
american_scientific_journal-4394	45	3	with	with	ADP
american_scientific_journal-4394	45	4	the	the	DET
american_scientific_journal-4394	45	5	rapid	rapid	ADJ
american_scientific_journal-4394	45	6	developments	development	NOUN
american_scientific_journal-4394	45	7	that	that	PRON
american_scientific_journal-4394	45	8	researchers	researcher	NOUN
american_scientific_journal-4394	45	9	have	have	AUX
american_scientific_journal-4394	45	10	made	make	VERB
american_scientific_journal-4394	45	11	such	such	ADJ
american_scientific_journal-4394	45	12	as	as	ADP
american_scientific_journal-4394	45	13	with	with	ADP
american_scientific_journal-4394	45	14	the	the	DET
american_scientific_journal-4394	45	15	latest	late	ADJ
american_scientific_journal-4394	45	16	alphago	alphago	NOUN
american_scientific_journal-4394	45	17	zero	zero	NUM
american_scientific_journal-4394	45	18	algorithm	algorithm	NOUN
american_scientific_journal-4394	45	19	the	the	DET
american_scientific_journal-4394	45	20	future	future	NOUN
american_scientific_journal-4394	45	21	of	of	ADP
american_scientific_journal-4394	45	22	deep	deep	ADJ
american_scientific_journal-4394	45	23	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	45	24	learning	learning	NOUN
american_scientific_journal-4394	45	25	is	be	AUX
american_scientific_journal-4394	45	26	still	still	ADV
american_scientific_journal-4394	45	27	uncertain	uncertain	ADJ
american_scientific_journal-4394	45	28	and	and	CCONJ
american_scientific_journal-4394	45	29	this	this	DET
american_scientific_journal-4394	45	30	paper	paper	NOUN
american_scientific_journal-4394	45	31	aims	aim	VERB
american_scientific_journal-4394	45	32	to	to	PART
american_scientific_journal-4394	45	33	explore	explore	VERB
american_scientific_journal-4394	45	34	how	how	SCONJ
american_scientific_journal-4394	45	35	this	this	PRON
american_scientific_journal-4394	45	36	is	be	AUX
american_scientific_journal-4394	45	37	likely	likely	ADJ
american_scientific_journal-4394	45	38	to	to	PART
american_scientific_journal-4394	45	39	evolve	evolve	VERB
american_scientific_journal-4394	45	40	in	in	ADP
american_scientific_journal-4394	45	41	the	the	DET
american_scientific_journal-4394	45	42	future	future	NOUN
american_scientific_journal-4394	45	43	.	.	PUNCT
american_scientific_journal-4394	46	1	the	the	DET
american_scientific_journal-4394	46	2	limitations	limitation	NOUN
american_scientific_journal-4394	46	3	of	of	ADP
american_scientific_journal-4394	46	4	deep	deep	ADJ
american_scientific_journal-4394	46	5	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	46	6	learning	learning	NOUN
american_scientific_journal-4394	46	7	are	be	AUX
american_scientific_journal-4394	46	8	most	most	ADV
american_scientific_journal-4394	46	9	clearly	clearly	ADV
american_scientific_journal-4394	46	10	seen	see	VERB
american_scientific_journal-4394	46	11	in	in	ADP
american_scientific_journal-4394	46	12	several	several	ADJ
american_scientific_journal-4394	46	13	papers	paper	NOUN
american_scientific_journal-4394	46	14	,	,	PUNCT
american_scientific_journal-4394	46	15	which	which	PRON
american_scientific_journal-4394	46	16	yield	yield	VERB
american_scientific_journal-4394	46	17	results	result	NOUN
american_scientific_journal-4394	46	18	that	that	PRON
american_scientific_journal-4394	46	19	outperform	outperform	VERB
american_scientific_journal-4394	46	20	traditional	traditional	ADJ
american_scientific_journal-4394	46	21	deep	deep	ADJ
american_scientific_journal-4394	46	22	neural	neural	ADJ
american_scientific_journal-4394	46	23	architectures	architecture	NOUN
american_scientific_journal-4394	46	24	,	,	PUNCT
american_scientific_journal-4394	46	25	with	with	ADP
american_scientific_journal-4394	46	26	alternatives	alternative	NOUN
american_scientific_journal-4394	46	27	like	like	ADP
american_scientific_journal-4394	46	28	monte	monte	PROPN
american_scientific_journal-4394	46	29	carlo	carlo	PROPN
american_scientific_journal-4394	46	30	tree	tree	NOUN
american_scientific_journal-4394	46	31	searches	search	NOUN
american_scientific_journal-4394	46	32	,	,	PUNCT
american_scientific_journal-4394	46	33	in	in	ADP
american_scientific_journal-4394	46	34	tasks	task	NOUN
american_scientific_journal-4394	46	35	like	like	ADP
american_scientific_journal-4394	46	36	trajectory	trajectory	NOUN
american_scientific_journal-4394	46	37	optimization	optimization	NOUN
american_scientific_journal-4394	46	38	and	and	CCONJ
american_scientific_journal-4394	46	39	atari	atari	ADJ
american_scientific_journal-4394	46	40	games	game	NOUN
american_scientific_journal-4394	46	41	(	(	PUNCT
american_scientific_journal-4394	46	42	like	like	ADP
american_scientific_journal-4394	46	43	space	space	NOUN
american_scientific_journal-4394	46	44	invaders	invader	NOUN
american_scientific_journal-4394	46	45	)	)	PUNCT
american_scientific_journal-4394	46	46	.	.	PUNCT
american_scientific_journal-4394	47	1	this	this	DET
american_scientific_journal-4394	47	2	dissertation	dissertation	NOUN
american_scientific_journal-4394	47	3	will	will	AUX
american_scientific_journal-4394	47	4	discuss	discuss	VERB
american_scientific_journal-4394	47	5	the	the	DET
american_scientific_journal-4394	47	6	merits	merit	NOUN
american_scientific_journal-4394	47	7	and	and	CCONJ
american_scientific_journal-4394	47	8	problems	problem	NOUN
american_scientific_journal-4394	47	9	of	of	ADP
american_scientific_journal-4394	47	10	deep	deep	ADJ
american_scientific_journal-4394	47	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	47	12	learning	learning	NOUN
american_scientific_journal-4394	47	13	,	,	PUNCT
american_scientific_journal-4394	47	14	allowing	allow	VERB
american_scientific_journal-4394	47	15	the	the	DET
american_scientific_journal-4394	47	16	reader	reader	NOUN
american_scientific_journal-4394	47	17	to	to	PART
american_scientific_journal-4394	47	18	determine	determine	VERB
american_scientific_journal-4394	47	19	the	the	DET
american_scientific_journal-4394	47	20	extent	extent	NOUN
american_scientific_journal-4394	47	21	to	to	PART
american_scientific_journal-4394	47	22	which	which	PRON
american_scientific_journal-4394	47	23	deep	deep	ADJ
american_scientific_journal-4394	47	24	neural	neural	ADJ
american_scientific_journal-4394	47	25	networks	network	NOUN
american_scientific_journal-4394	47	26	are	be	AUX
american_scientific_journal-4394	47	27	effective	effective	ADJ
american_scientific_journal-4394	47	28	.	.	PUNCT
american_scientific_journal-4394	48	1	to	to	PART
american_scientific_journal-4394	48	2	fully	fully	ADV
american_scientific_journal-4394	48	3	determine	determine	VERB
american_scientific_journal-4394	48	4	an	an	DET
american_scientific_journal-4394	48	5	answer	answer	NOUN
american_scientific_journal-4394	48	6	,	,	PUNCT
american_scientific_journal-4394	48	7	it	it	PRON
american_scientific_journal-4394	48	8	is	be	AUX
american_scientific_journal-4394	48	9	vital	vital	ADJ
american_scientific_journal-4394	48	10	to	to	PART
american_scientific_journal-4394	48	11	compare	compare	VERB
american_scientific_journal-4394	48	12	the	the	DET
american_scientific_journal-4394	48	13	results	result	NOUN
american_scientific_journal-4394	48	14	from	from	ADP
american_scientific_journal-4394	48	15	research	research	NOUN
american_scientific_journal-4394	48	16	papers	paper	NOUN
american_scientific_journal-4394	48	17	and	and	CCONJ
american_scientific_journal-4394	48	18	notable	notable	ADJ
american_scientific_journal-4394	48	19	professors	professor	NOUN
american_scientific_journal-4394	48	20	/	/	SYM
american_scientific_journal-4394	48	21	researchers	researcher	NOUN
american_scientific_journal-4394	48	22	with	with	ADP
american_scientific_journal-4394	48	23	my	my	PRON
american_scientific_journal-4394	48	24	personal	personal	ADJ
american_scientific_journal-4394	48	25	opinions	opinion	NOUN
american_scientific_journal-4394	48	26	and	and	CCONJ
american_scientific_journal-4394	48	27	judgements	judgement	NOUN
american_scientific_journal-4394	48	28	,	,	PUNCT
american_scientific_journal-4394	48	29	supported	support	VERB
american_scientific_journal-4394	48	30	by	by	ADP
american_scientific_journal-4394	48	31	evidence	evidence	NOUN
american_scientific_journal-4394	48	32	.	.	PUNCT
american_scientific_journal-4394	49	1	by	by	ADP
american_scientific_journal-4394	49	2	coherently	coherently	ADV
american_scientific_journal-4394	49	3	analyzing	analyze	VERB
american_scientific_journal-4394	49	4	all	all	PRON
american_scientific_journal-4394	49	5	of	of	ADP
american_scientific_journal-4394	49	6	this	this	PRON
american_scientific_journal-4394	49	7	,	,	PUNCT
american_scientific_journal-4394	49	8	one	one	PRON
american_scientific_journal-4394	49	9	will	will	AUX
american_scientific_journal-4394	49	10	be	be	AUX
american_scientific_journal-4394	49	11	able	able	ADJ
american_scientific_journal-4394	49	12	to	to	PART
american_scientific_journal-4394	49	13	determine	determine	VERB
american_scientific_journal-4394	49	14	the	the	DET
american_scientific_journal-4394	49	15	extent	extent	NOUN
american_scientific_journal-4394	49	16	of	of	ADP
american_scientific_journal-4394	49	17	deep	deep	ADJ
american_scientific_journal-4394	49	18	neural	neural	ADJ
american_scientific_journal-4394	49	19	networks	network	NOUN
american_scientific_journal-4394	49	20	’	'	PUNCT
american_scientific_journal-4394	49	21	importance	importance	NOUN
american_scientific_journal-4394	49	22	in	in	ADP
american_scientific_journal-4394	49	23	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	49	24	learning	learning	NOUN
american_scientific_journal-4394	49	25	.	.	PUNCT
american_scientific_journal-4394	50	1	2	2	X
american_scientific_journal-4394	50	2	.	.	X
american_scientific_journal-4394	50	3	literature	literature	NOUN
american_scientific_journal-4394	50	4	review	review	VERB
american_scientific_journal-4394	50	5	2.1	2.1	NUM
american_scientific_journal-4394	50	6	introduction	introduction	NOUN
american_scientific_journal-4394	50	7	the	the	DET
american_scientific_journal-4394	50	8	theory	theory	NOUN
american_scientific_journal-4394	50	9	of	of	ADP
american_scientific_journal-4394	50	10	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	50	11	learning	learning	NOUN
american_scientific_journal-4394	50	12	is	be	AUX
american_scientific_journal-4394	50	13	deeply	deeply	ADV
american_scientific_journal-4394	50	14	rooted	rooted	ADJ
american_scientific_journal-4394	50	15	in	in	ADP
american_scientific_journal-4394	50	16	psychological	psychological	ADJ
american_scientific_journal-4394	50	17	perspectives	perspective	NOUN
american_scientific_journal-4394	50	18	and	and	CCONJ
american_scientific_journal-4394	50	19	animal	animal	NOUN
american_scientific_journal-4394	50	20	behavior	behavior	NOUN
american_scientific_journal-4394	50	21	,	,	PUNCT
american_scientific_journal-4394	50	22	which	which	PRON
american_scientific_journal-4394	50	23	discusses	discuss	VERB
american_scientific_journal-4394	50	24	how	how	SCONJ
american_scientific_journal-4394	50	25	agents	agent	NOUN
american_scientific_journal-4394	50	26	can	can	AUX
american_scientific_journal-4394	50	27	optimize	optimize	VERB
american_scientific_journal-4394	50	28	their	their	PRON
american_scientific_journal-4394	50	29	environment	environment	NOUN
american_scientific_journal-4394	50	30	.	.	PUNCT
american_scientific_journal-4394	51	1	although	although	SCONJ
american_scientific_journal-4394	51	2	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	51	3	learning	learning	NOUN
american_scientific_journal-4394	51	4	has	have	AUX
american_scientific_journal-4394	51	5	had	have	VERB
american_scientific_journal-4394	51	6	success	success	NOUN
american_scientific_journal-4394	51	7	in	in	ADP
american_scientific_journal-4394	51	8	the	the	DET
american_scientific_journal-4394	51	9	past	past	NOUN
american_scientific_journal-4394	51	10	[	[	X
american_scientific_journal-4394	51	11	3	3	NUM
american_scientific_journal-4394	51	12	]	]	PUNCT
american_scientific_journal-4394	51	13	,	,	PUNCT
american_scientific_journal-4394	51	14	these	these	DET
american_scientific_journal-4394	51	15	model	model	NOUN
american_scientific_journal-4394	51	16	-	-	PUNCT
american_scientific_journal-4394	51	17	based	base	VERB
american_scientific_journal-4394	51	18	methods	method	NOUN
american_scientific_journal-4394	51	19	have	have	AUX
american_scientific_journal-4394	51	20	often	often	ADV
american_scientific_journal-4394	51	21	relied	rely	VERB
american_scientific_journal-4394	51	22	on	on	ADP
american_scientific_journal-4394	51	23	hand	hand	NOUN
american_scientific_journal-4394	51	24	-	-	PUNCT
american_scientific_journal-4394	51	25	crafted	craft	VERB
american_scientific_journal-4394	51	26	features	feature	NOUN
american_scientific_journal-4394	51	27	that	that	PRON
american_scientific_journal-4394	51	28	are	be	AUX
american_scientific_journal-4394	51	29	unable	unable	ADJ
american_scientific_journal-4394	51	30	to	to	PART
american_scientific_journal-4394	51	31	successfully	successfully	ADV
american_scientific_journal-4394	51	32	generalize	generalize	VERB
american_scientific_journal-4394	51	33	to	to	ADP
american_scientific_journal-4394	51	34	different	different	ADJ
american_scientific_journal-4394	51	35	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	51	36	learning	learning	NOUN
american_scientific_journal-4394	51	37	problems	problem	NOUN
american_scientific_journal-4394	51	38	.	.	PUNCT
american_scientific_journal-4394	52	1	this	this	DET
american_scientific_journal-4394	52	2	paper	paper	NOUN
american_scientific_journal-4394	52	3	aims	aim	VERB
american_scientific_journal-4394	52	4	to	to	PART
american_scientific_journal-4394	52	5	evaluate	evaluate	VERB
american_scientific_journal-4394	52	6	how	how	SCONJ
american_scientific_journal-4394	52	7	deep	deep	ADJ
american_scientific_journal-4394	52	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	52	9	learning	learning	NOUN
american_scientific_journal-4394	52	10	models	model	NOUN
american_scientific_journal-4394	52	11	(	(	PUNCT
american_scientific_journal-4394	52	12	deep	deep	ADJ
american_scientific_journal-4394	52	13	neural	neural	ADJ
american_scientific_journal-4394	52	14	networks	network	NOUN
american_scientific_journal-4394	52	15	paired	pair	VERB
american_scientific_journal-4394	52	16	with	with	ADP
american_scientific_journal-4394	52	17	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	52	18	learning	learning	NOUN
american_scientific_journal-4394	52	19	)	)	PUNCT
american_scientific_journal-4394	52	20	perform	perform	VERB
american_scientific_journal-4394	52	21	on	on	ADP
american_scientific_journal-4394	52	22	these	these	DET
american_scientific_journal-4394	52	23	problems	problem	NOUN
american_scientific_journal-4394	52	24	and	and	CCONJ
american_scientific_journal-4394	52	25	compare	compare	VERB
american_scientific_journal-4394	52	26	them	they	PRON
american_scientific_journal-4394	52	27	to	to	ADP
american_scientific_journal-4394	52	28	alternatives	alternative	NOUN
american_scientific_journal-4394	52	29	to	to	PART
american_scientific_journal-4394	52	30	reach	reach	VERB
american_scientific_journal-4394	52	31	a	a	DET
american_scientific_journal-4394	52	32	conclusion	conclusion	NOUN
american_scientific_journal-4394	52	33	about	about	ADP
american_scientific_journal-4394	52	34	their	their	PRON
american_scientific_journal-4394	52	35	effectiveness	effectiveness	NOUN
american_scientific_journal-4394	52	36	and	and	CCONJ
american_scientific_journal-4394	52	37	their	their	PRON
american_scientific_journal-4394	52	38	potential	potential	NOUN
american_scientific_journal-4394	52	39	in	in	ADP
american_scientific_journal-4394	52	40	the	the	DET
american_scientific_journal-4394	52	41	future	future	NOUN
american_scientific_journal-4394	52	42	.	.	PUNCT
american_scientific_journal-4394	53	1	as	as	SCONJ
american_scientific_journal-4394	53	2	discussed	discuss	VERB
american_scientific_journal-4394	53	3	earlier	early	ADV
american_scientific_journal-4394	53	4	,	,	PUNCT
american_scientific_journal-4394	53	5	a	a	DET
american_scientific_journal-4394	53	6	modelled	model	VERB
american_scientific_journal-4394	53	7	markov	markov	NOUN
american_scientific_journal-4394	53	8	decision	decision	NOUN
american_scientific_journal-4394	53	9	process	process	NOUN
american_scientific_journal-4394	53	10	(	(	PUNCT
american_scientific_journal-4394	53	11	mdp	mdp	NOUN
american_scientific_journal-4394	53	12	)	)	PUNCT
american_scientific_journal-4394	53	13	contains	contain	VERB
american_scientific_journal-4394	53	14	states	state	NOUN
american_scientific_journal-4394	53	15	and	and	CCONJ
american_scientific_journal-4394	53	16	action	action	NOUN
american_scientific_journal-4394	53	17	pairs	pair	NOUN
american_scientific_journal-4394	53	18	.	.	PUNCT
american_scientific_journal-4394	54	1	these	these	PRON
american_scientific_journal-4394	54	2	are	be	AUX
american_scientific_journal-4394	54	3	used	use	VERB
american_scientific_journal-4394	54	4	american	american	ADJ
american_scientific_journal-4394	54	5	scientific	scientific	ADJ
american_scientific_journal-4394	54	6	research	research	NOUN
american_scientific_journal-4394	54	7	journal	journal	NOUN
american_scientific_journal-4394	54	8	for	for	ADP
american_scientific_journal-4394	54	9	engineering	engineering	NOUN
american_scientific_journal-4394	54	10	,	,	PUNCT
american_scientific_journal-4394	54	11	technology	technology	NOUN
american_scientific_journal-4394	54	12	,	,	PUNCT
american_scientific_journal-4394	54	13	and	and	CCONJ
american_scientific_journal-4394	54	14	sciences	science	NOUN
american_scientific_journal-4394	54	15	(	(	PUNCT
american_scientific_journal-4394	54	16	asrjets	asrjet	NOUN
american_scientific_journal-4394	54	17	)	)	PUNCT
american_scientific_journal-4394	54	18	(	(	PUNCT
american_scientific_journal-4394	54	19	2018	2018	NUM
american_scientific_journal-4394	54	20	)	)	PUNCT
american_scientific_journal-4394	54	21	volume	volume	NOUN
american_scientific_journal-4394	54	22	46	46	NUM
american_scientific_journal-4394	54	23	,	,	PUNCT
american_scientific_journal-4394	54	24	no	no	DET
american_scientific_journal-4394	54	25	1	1	NUM
american_scientific_journal-4394	54	26	,	,	PUNCT
american_scientific_journal-4394	54	27	pp	pp	ADV
american_scientific_journal-4394	54	28	260	260	NUM
american_scientific_journal-4394	54	29	-	-	SYM
american_scientific_journal-4394	54	30	272	272	NUM
american_scientific_journal-4394	54	31	263	263	NUM
american_scientific_journal-4394	54	32	by	by	ADP
american_scientific_journal-4394	54	33	the	the	DET
american_scientific_journal-4394	54	34	model	model	NOUN
american_scientific_journal-4394	54	35	to	to	PART
american_scientific_journal-4394	54	36	evaluate	evaluate	VERB
american_scientific_journal-4394	54	37	and	and	CCONJ
american_scientific_journal-4394	54	38	create	create	VERB
american_scientific_journal-4394	54	39	an	an	DET
american_scientific_journal-4394	54	40	optimal	optimal	ADJ
american_scientific_journal-4394	54	41	policy	policy	NOUN
american_scientific_journal-4394	54	42	.	.	PUNCT
american_scientific_journal-4394	55	1	with	with	ADP
american_scientific_journal-4394	55	2	every	every	DET
american_scientific_journal-4394	55	3	state	state	NOUN
american_scientific_journal-4394	55	4	-	-	PUNCT
american_scientific_journal-4394	55	5	action	action	NOUN
american_scientific_journal-4394	55	6	pairs	pair	NOUN
american_scientific_journal-4394	55	7	,	,	PUNCT
american_scientific_journal-4394	55	8	there	there	PRON
american_scientific_journal-4394	55	9	is	be	VERB
american_scientific_journal-4394	55	10	an	an	DET
american_scientific_journal-4394	55	11	associated	associated	ADJ
american_scientific_journal-4394	55	12	reward	reward	NOUN
american_scientific_journal-4394	55	13	that	that	PRON
american_scientific_journal-4394	55	14	provides	provide	VERB
american_scientific_journal-4394	55	15	feedback	feedback	NOUN
american_scientific_journal-4394	55	16	to	to	ADP
american_scientific_journal-4394	55	17	the	the	DET
american_scientific_journal-4394	55	18	model	model	NOUN
american_scientific_journal-4394	55	19	,	,	PUNCT
american_scientific_journal-4394	55	20	allowing	allow	VERB
american_scientific_journal-4394	55	21	it	it	PRON
american_scientific_journal-4394	55	22	to	to	ADP
american_scientific_journal-4394	55	23	fine	fine	ADJ
american_scientific_journal-4394	55	24	-	-	PUNCT
american_scientific_journal-4394	55	25	tune	tune	NOUN
american_scientific_journal-4394	55	26	its	its	PRON
american_scientific_journal-4394	55	27	policy	policy	NOUN
american_scientific_journal-4394	55	28	decision	decision	NOUN
american_scientific_journal-4394	55	29	making	make	VERB
american_scientific_journal-4394	55	30	process	process	NOUN
american_scientific_journal-4394	55	31	.	.	PUNCT
american_scientific_journal-4394	56	1	when	when	SCONJ
american_scientific_journal-4394	56	2	a	a	DET
american_scientific_journal-4394	56	3	game	game	NOUN
american_scientific_journal-4394	56	4	becomes	become	VERB
american_scientific_journal-4394	56	5	complex	complex	ADJ
american_scientific_journal-4394	56	6	with	with	ADP
american_scientific_journal-4394	56	7	many	many	ADJ
american_scientific_journal-4394	56	8	possible	possible	ADJ
american_scientific_journal-4394	56	9	state	state	NOUN
american_scientific_journal-4394	56	10	-	-	PUNCT
american_scientific_journal-4394	56	11	action	action	NOUN
american_scientific_journal-4394	56	12	pairs	pair	NOUN
american_scientific_journal-4394	56	13	,	,	PUNCT
american_scientific_journal-4394	56	14	it	it	PRON
american_scientific_journal-4394	56	15	becomes	become	VERB
american_scientific_journal-4394	56	16	difficult	difficult	ADJ
american_scientific_journal-4394	56	17	to	to	PART
american_scientific_journal-4394	56	18	store	store	VERB
american_scientific_journal-4394	56	19	every	every	DET
american_scientific_journal-4394	56	20	q	q	NOUN
american_scientific_journal-4394	56	21	-	-	PUNCT
american_scientific_journal-4394	56	22	value	value	NOUN
american_scientific_journal-4394	56	23	(	(	PUNCT
american_scientific_journal-4394	56	24	the	the	DET
american_scientific_journal-4394	56	25	associated	associated	ADJ
american_scientific_journal-4394	56	26	reward	reward	NOUN
american_scientific_journal-4394	56	27	with	with	ADP
american_scientific_journal-4394	56	28	the	the	DET
american_scientific_journal-4394	56	29	state	state	NOUN
american_scientific_journal-4394	56	30	-	-	PUNCT
american_scientific_journal-4394	56	31	action	action	NOUN
american_scientific_journal-4394	56	32	pairs	pair	NOUN
american_scientific_journal-4394	56	33	)	)	PUNCT
american_scientific_journal-4394	56	34	.	.	PUNCT
american_scientific_journal-4394	57	1	this	this	PRON
american_scientific_journal-4394	57	2	is	be	AUX
american_scientific_journal-4394	57	3	where	where	SCONJ
american_scientific_journal-4394	57	4	deep	deep	ADJ
american_scientific_journal-4394	57	5	neural	neural	ADJ
american_scientific_journal-4394	57	6	nets	net	NOUN
american_scientific_journal-4394	57	7	are	be	AUX
american_scientific_journal-4394	57	8	used	use	VERB
american_scientific_journal-4394	57	9	in	in	ADP
american_scientific_journal-4394	57	10	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	57	11	learning	learning	NOUN
american_scientific_journal-4394	57	12	.	.	PUNCT
american_scientific_journal-4394	58	1	in	in	ADP
american_scientific_journal-4394	58	2	model	model	NOUN
american_scientific_journal-4394	58	3	-	-	PUNCT
american_scientific_journal-4394	58	4	based	base	VERB
american_scientific_journal-4394	58	5	algorithms	algorithm	NOUN
american_scientific_journal-4394	58	6	,	,	PUNCT
american_scientific_journal-4394	58	7	where	where	SCONJ
american_scientific_journal-4394	58	8	the	the	DET
american_scientific_journal-4394	58	9	situation	situation	NOUN
american_scientific_journal-4394	58	10	has	have	AUX
american_scientific_journal-4394	58	11	been	be	AUX
american_scientific_journal-4394	58	12	modelled	model	VERB
american_scientific_journal-4394	58	13	and	and	CCONJ
american_scientific_journal-4394	58	14	the	the	DET
american_scientific_journal-4394	58	15	q	q	NOUN
american_scientific_journal-4394	58	16	-	-	PUNCT
american_scientific_journal-4394	58	17	value	value	NOUN
american_scientific_journal-4394	58	18	is	be	AUX
american_scientific_journal-4394	58	19	known	know	VERB
american_scientific_journal-4394	58	20	for	for	ADP
american_scientific_journal-4394	58	21	each	each	DET
american_scientific_journal-4394	58	22	stateaction	stateaction	NOUN
american_scientific_journal-4394	58	23	pair	pair	NOUN
american_scientific_journal-4394	58	24	,	,	PUNCT
american_scientific_journal-4394	58	25	deep	deep	ADJ
american_scientific_journal-4394	58	26	neural	neural	ADJ
american_scientific_journal-4394	58	27	nets	net	NOUN
american_scientific_journal-4394	58	28	are	be	AUX
american_scientific_journal-4394	58	29	used	use	VERB
american_scientific_journal-4394	58	30	to	to	PART
american_scientific_journal-4394	58	31	store	store	VERB
american_scientific_journal-4394	58	32	the	the	DET
american_scientific_journal-4394	58	33	q	q	NOUN
american_scientific_journal-4394	58	34	-	-	PUNCT
american_scientific_journal-4394	58	35	values	value	NOUN
american_scientific_journal-4394	58	36	given	give	VERB
american_scientific_journal-4394	58	37	an	an	DET
american_scientific_journal-4394	58	38	action	action	NOUN
american_scientific_journal-4394	58	39	[	[	X
american_scientific_journal-4394	58	40	4	4	NUM
american_scientific_journal-4394	58	41	]	]	PUNCT
american_scientific_journal-4394	58	42	.	.	PUNCT
american_scientific_journal-4394	59	1	thus	thus	ADV
american_scientific_journal-4394	59	2	,	,	PUNCT
american_scientific_journal-4394	59	3	when	when	SCONJ
american_scientific_journal-4394	59	4	a	a	DET
american_scientific_journal-4394	59	5	q	q	NOUN
american_scientific_journal-4394	59	6	-	-	PUNCT
american_scientific_journal-4394	59	7	value	value	NOUN
american_scientific_journal-4394	59	8	is	be	AUX
american_scientific_journal-4394	59	9	needed	need	VERB
american_scientific_journal-4394	59	10	,	,	PUNCT
american_scientific_journal-4394	59	11	it	it	PRON
american_scientific_journal-4394	59	12	is	be	AUX
american_scientific_journal-4394	59	13	fetched	fetch	VERB
american_scientific_journal-4394	59	14	from	from	ADP
american_scientific_journal-4394	59	15	the	the	DET
american_scientific_journal-4394	59	16	neural	neural	ADJ
american_scientific_journal-4394	59	17	net	net	NOUN
american_scientific_journal-4394	59	18	to	to	PART
american_scientific_journal-4394	59	19	be	be	AUX
american_scientific_journal-4394	59	20	used	use	VERB
american_scientific_journal-4394	59	21	by	by	ADP
american_scientific_journal-4394	59	22	the	the	DET
american_scientific_journal-4394	59	23	model	model	NOUN
american_scientific_journal-4394	59	24	.	.	PUNCT
american_scientific_journal-4394	60	1	however	however	ADV
american_scientific_journal-4394	60	2	,	,	PUNCT
american_scientific_journal-4394	60	3	for	for	ADP
american_scientific_journal-4394	60	4	large	large	ADJ
american_scientific_journal-4394	60	5	,	,	PUNCT
american_scientific_journal-4394	60	6	complex	complex	ADJ
american_scientific_journal-4394	60	7	environments	environment	NOUN
american_scientific_journal-4394	60	8	with	with	ADP
american_scientific_journal-4394	60	9	highdimensional	highdimensional	ADJ
american_scientific_journal-4394	60	10	sensory	sensory	ADJ
american_scientific_journal-4394	60	11	inputs	input	NOUN
american_scientific_journal-4394	60	12	like	like	ADP
american_scientific_journal-4394	60	13	vision	vision	NOUN
american_scientific_journal-4394	60	14	/	/	SYM
american_scientific_journal-4394	60	15	speech	speech	NOUN
american_scientific_journal-4394	60	16	(	(	PUNCT
american_scientific_journal-4394	60	17	like	like	ADP
american_scientific_journal-4394	60	18	atari	atari	ADJ
american_scientific_journal-4394	60	19	games	game	NOUN
american_scientific_journal-4394	60	20	)	)	PUNCT
american_scientific_journal-4394	60	21	,	,	PUNCT
american_scientific_journal-4394	60	22	it	it	PRON
american_scientific_journal-4394	60	23	is	be	AUX
american_scientific_journal-4394	60	24	computationally	computationally	ADV
american_scientific_journal-4394	60	25	expensive	expensive	ADJ
american_scientific_journal-4394	60	26	to	to	PART
american_scientific_journal-4394	60	27	store	store	VERB
american_scientific_journal-4394	60	28	a	a	DET
american_scientific_journal-4394	60	29	table	table	NOUN
american_scientific_journal-4394	60	30	with	with	ADP
american_scientific_journal-4394	60	31	many	many	ADJ
american_scientific_journal-4394	60	32	state	state	NOUN
american_scientific_journal-4394	60	33	-	-	PUNCT
american_scientific_journal-4394	60	34	action	action	NOUN
american_scientific_journal-4394	60	35	pairs	pair	NOUN
american_scientific_journal-4394	60	36	and	and	CCONJ
american_scientific_journal-4394	60	37	their	their	PRON
american_scientific_journal-4394	60	38	rewards	reward	NOUN
american_scientific_journal-4394	60	39	.	.	PUNCT
american_scientific_journal-4394	61	1	this	this	PRON
american_scientific_journal-4394	61	2	is	be	AUX
american_scientific_journal-4394	61	3	why	why	SCONJ
american_scientific_journal-4394	61	4	deep	deep	ADJ
american_scientific_journal-4394	61	5	learning	learning	NOUN
american_scientific_journal-4394	61	6	models	model	NOUN
american_scientific_journal-4394	61	7	(	(	PUNCT
american_scientific_journal-4394	61	8	combined	combine	VERB
american_scientific_journal-4394	61	9	with	with	ADP
american_scientific_journal-4394	61	10	q	q	NOUN
american_scientific_journal-4394	61	11	-	-	PUNCT
american_scientific_journal-4394	61	12	learning	learning	NOUN
american_scientific_journal-4394	61	13	)	)	PUNCT
american_scientific_journal-4394	61	14	are	be	AUX
american_scientific_journal-4394	61	15	used	use	VERB
american_scientific_journal-4394	61	16	to	to	PART
american_scientific_journal-4394	61	17	approximate	approximate	ADJ
american_scientific_journal-4394	61	18	functions	function	NOUN
american_scientific_journal-4394	61	19	for	for	ADP
american_scientific_journal-4394	61	20	rewards	reward	NOUN
american_scientific_journal-4394	61	21	that	that	PRON
american_scientific_journal-4394	61	22	can	can	AUX
american_scientific_journal-4394	61	23	be	be	AUX
american_scientific_journal-4394	61	24	used	use	VERB
american_scientific_journal-4394	61	25	in	in	ADP
american_scientific_journal-4394	61	26	a	a	DET
american_scientific_journal-4394	61	27	given	give	VERB
american_scientific_journal-4394	61	28	environment	environment	NOUN
american_scientific_journal-4394	61	29	.	.	PUNCT
american_scientific_journal-4394	62	1	2.2	2.2	NUM
american_scientific_journal-4394	62	2	challenges	challenge	NOUN
american_scientific_journal-4394	62	3	with	with	ADP
american_scientific_journal-4394	62	4	reward	reward	NOUN
american_scientific_journal-4394	62	5	functions	function	NOUN
american_scientific_journal-4394	62	6	in	in	ADP
american_scientific_journal-4394	62	7	the	the	DET
american_scientific_journal-4394	62	8	past	past	NOUN
american_scientific_journal-4394	62	9	,	,	PUNCT
american_scientific_journal-4394	62	10	deep	deep	ADJ
american_scientific_journal-4394	62	11	neural	neural	ADJ
american_scientific_journal-4394	62	12	networks	network	NOUN
american_scientific_journal-4394	62	13	struggled	struggle	VERB
american_scientific_journal-4394	62	14	with	with	ADP
american_scientific_journal-4394	62	15	creating	create	VERB
american_scientific_journal-4394	62	16	accurate	accurate	ADJ
american_scientific_journal-4394	62	17	function	function	NOUN
american_scientific_journal-4394	62	18	approximations	approximation	NOUN
american_scientific_journal-4394	62	19	for	for	ADP
american_scientific_journal-4394	62	20	rewards	reward	NOUN
american_scientific_journal-4394	62	21	for	for	ADP
american_scientific_journal-4394	62	22	three	three	NUM
american_scientific_journal-4394	62	23	reasons	reason	NOUN
american_scientific_journal-4394	62	24	[	[	X
american_scientific_journal-4394	62	25	5	5	NUM
american_scientific_journal-4394	62	26	]	]	PUNCT
american_scientific_journal-4394	62	27	.	.	PUNCT
american_scientific_journal-4394	63	1	firstly	firstly	ADV
american_scientific_journal-4394	63	2	,	,	PUNCT
american_scientific_journal-4394	63	3	these	these	DET
american_scientific_journal-4394	63	4	models	model	NOUN
american_scientific_journal-4394	63	5	were	be	AUX
american_scientific_journal-4394	63	6	unstable	unstable	ADJ
american_scientific_journal-4394	63	7	because	because	SCONJ
american_scientific_journal-4394	63	8	of	of	ADP
american_scientific_journal-4394	63	9	correlations	correlation	NOUN
american_scientific_journal-4394	63	10	present	present	ADJ
american_scientific_journal-4394	63	11	in	in	ADP
american_scientific_journal-4394	63	12	the	the	DET
american_scientific_journal-4394	63	13	sequence	sequence	NOUN
american_scientific_journal-4394	63	14	of	of	ADP
american_scientific_journal-4394	63	15	observation	observation	NOUN
american_scientific_journal-4394	63	16	.	.	PUNCT
american_scientific_journal-4394	64	1	in	in	ADP
american_scientific_journal-4394	64	2	order	order	NOUN
american_scientific_journal-4394	64	3	to	to	PART
american_scientific_journal-4394	64	4	accurately	accurately	ADV
american_scientific_journal-4394	64	5	train	train	VERB
american_scientific_journal-4394	64	6	a	a	DET
american_scientific_journal-4394	64	7	model	model	NOUN
american_scientific_journal-4394	64	8	in	in	ADP
american_scientific_journal-4394	64	9	a	a	DET
american_scientific_journal-4394	64	10	complex	complex	ADJ
american_scientific_journal-4394	64	11	environment	environment	NOUN
american_scientific_journal-4394	64	12	,	,	PUNCT
american_scientific_journal-4394	64	13	the	the	DET
american_scientific_journal-4394	64	14	raw	raw	ADJ
american_scientific_journal-4394	64	15	pixels	pixel	NOUN
american_scientific_journal-4394	64	16	of	of	ADP
american_scientific_journal-4394	64	17	each	each	DET
american_scientific_journal-4394	64	18	frame	frame	NOUN
american_scientific_journal-4394	64	19	are	be	AUX
american_scientific_journal-4394	64	20	fed	feed	VERB
american_scientific_journal-4394	64	21	into	into	ADP
american_scientific_journal-4394	64	22	the	the	DET
american_scientific_journal-4394	64	23	model	model	NOUN
american_scientific_journal-4394	64	24	as	as	ADP
american_scientific_journal-4394	64	25	input	input	NOUN
american_scientific_journal-4394	64	26	.	.	PUNCT
american_scientific_journal-4394	65	1	consider	consider	VERB
american_scientific_journal-4394	65	2	a	a	DET
american_scientific_journal-4394	65	3	video	video	NOUN
american_scientific_journal-4394	65	4	game	game	NOUN
american_scientific_journal-4394	65	5	;	;	PUNCT
american_scientific_journal-4394	65	6	if	if	SCONJ
american_scientific_journal-4394	65	7	you	you	PRON
american_scientific_journal-4394	65	8	take	take	VERB
american_scientific_journal-4394	65	9	several	several	ADJ
american_scientific_journal-4394	65	10	screenshots	screenshot	NOUN
american_scientific_journal-4394	65	11	one	one	NUM
american_scientific_journal-4394	65	12	after	after	ADP
american_scientific_journal-4394	65	13	the	the	DET
american_scientific_journal-4394	65	14	other	other	ADJ
american_scientific_journal-4394	65	15	,	,	PUNCT
american_scientific_journal-4394	65	16	the	the	DET
american_scientific_journal-4394	65	17	images	image	NOUN
american_scientific_journal-4394	65	18	will	will	AUX
american_scientific_journal-4394	65	19	be	be	AUX
american_scientific_journal-4394	65	20	highly	highly	ADV
american_scientific_journal-4394	65	21	correlated	correlate	VERB
american_scientific_journal-4394	65	22	.	.	PUNCT
american_scientific_journal-4394	66	1	when	when	SCONJ
american_scientific_journal-4394	66	2	a	a	DET
american_scientific_journal-4394	66	3	deep	deep	ADJ
american_scientific_journal-4394	66	4	neural	neural	ADJ
american_scientific_journal-4394	66	5	net	net	NOUN
american_scientific_journal-4394	66	6	is	be	AUX
american_scientific_journal-4394	66	7	trained	train	VERB
american_scientific_journal-4394	66	8	against	against	ADP
american_scientific_journal-4394	66	9	these	these	DET
american_scientific_journal-4394	66	10	very	very	ADV
american_scientific_journal-4394	66	11	similar	similar	ADJ
american_scientific_journal-4394	66	12	inputs	input	NOUN
american_scientific_journal-4394	66	13	in	in	ADP
american_scientific_journal-4394	66	14	sequential	sequential	ADJ
american_scientific_journal-4394	66	15	order	order	NOUN
american_scientific_journal-4394	66	16	,	,	PUNCT
american_scientific_journal-4394	66	17	it	it	PRON
american_scientific_journal-4394	66	18	results	result	VERB
american_scientific_journal-4394	66	19	in	in	ADP
american_scientific_journal-4394	66	20	overfitting	overfitte	VERB
american_scientific_journal-4394	66	21	.	.	PUNCT
american_scientific_journal-4394	67	1	secondly	secondly	ADV
american_scientific_journal-4394	67	2	,	,	PUNCT
american_scientific_journal-4394	67	3	a	a	DET
american_scientific_journal-4394	67	4	small	small	ADJ
american_scientific_journal-4394	67	5	update	update	NOUN
american_scientific_journal-4394	67	6	to	to	ADP
american_scientific_journal-4394	67	7	a	a	DET
american_scientific_journal-4394	67	8	q	q	NOUN
american_scientific_journal-4394	67	9	-	-	PUNCT
american_scientific_journal-4394	67	10	value	value	NOUN
american_scientific_journal-4394	67	11	may	may	AUX
american_scientific_journal-4394	67	12	change	change	VERB
american_scientific_journal-4394	67	13	the	the	DET
american_scientific_journal-4394	67	14	data	data	NOUN
american_scientific_journal-4394	67	15	distribution	distribution	NOUN
american_scientific_journal-4394	67	16	of	of	ADP
american_scientific_journal-4394	67	17	all	all	DET
american_scientific_journal-4394	67	18	the	the	DET
american_scientific_journal-4394	67	19	other	other	ADJ
american_scientific_journal-4394	67	20	reward	reward	NOUN
american_scientific_journal-4394	67	21	values	value	NOUN
american_scientific_journal-4394	67	22	.	.	PUNCT
american_scientific_journal-4394	68	1	this	this	PRON
american_scientific_journal-4394	68	2	may	may	AUX
american_scientific_journal-4394	68	3	cause	cause	VERB
american_scientific_journal-4394	68	4	the	the	DET
american_scientific_journal-4394	68	5	agent	agent	NOUN
american_scientific_journal-4394	68	6	to	to	PART
american_scientific_journal-4394	68	7	change	change	VERB
american_scientific_journal-4394	68	8	an	an	DET
american_scientific_journal-4394	68	9	optimized	optimize	VERB
american_scientific_journal-4394	68	10	policy	policy	NOUN
american_scientific_journal-4394	68	11	and	and	CCONJ
american_scientific_journal-4394	68	12	,	,	PUNCT
american_scientific_journal-4394	68	13	once	once	ADV
american_scientific_journal-4394	68	14	again	again	ADV
american_scientific_journal-4394	68	15	,	,	PUNCT
american_scientific_journal-4394	68	16	lead	lead	VERB
american_scientific_journal-4394	68	17	to	to	ADP
american_scientific_journal-4394	68	18	overfitting	overfitte	VERB
american_scientific_journal-4394	68	19	.	.	PUNCT
american_scientific_journal-4394	69	1	finally	finally	ADV
american_scientific_journal-4394	69	2	,	,	PUNCT
american_scientific_journal-4394	69	3	there	there	PRON
american_scientific_journal-4394	69	4	may	may	AUX
american_scientific_journal-4394	69	5	be	be	AUX
american_scientific_journal-4394	69	6	inconsistencies	inconsistency	NOUN
american_scientific_journal-4394	69	7	between	between	ADP
american_scientific_journal-4394	69	8	the	the	DET
american_scientific_journal-4394	69	9	target	target	NOUN
american_scientific_journal-4394	69	10	action	action	NOUN
american_scientific_journal-4394	69	11	-	-	PUNCT
american_scientific_journal-4394	69	12	values	value	NOUN
american_scientific_journal-4394	69	13	and	and	CCONJ
american_scientific_journal-4394	69	14	the	the	DET
american_scientific_journal-4394	69	15	predicted	predict	VERB
american_scientific_journal-4394	69	16	values	value	NOUN
american_scientific_journal-4394	69	17	determined	determine	VERB
american_scientific_journal-4394	69	18	by	by	ADP
american_scientific_journal-4394	69	19	the	the	DET
american_scientific_journal-4394	69	20	model	model	NOUN
american_scientific_journal-4394	69	21	.	.	PUNCT
american_scientific_journal-4394	70	1	this	this	PRON
american_scientific_journal-4394	70	2	may	may	AUX
american_scientific_journal-4394	70	3	lead	lead	VERB
american_scientific_journal-4394	70	4	to	to	ADP
american_scientific_journal-4394	70	5	unwanted	unwanted	ADJ
american_scientific_journal-4394	70	6	correlations	correlation	NOUN
american_scientific_journal-4394	70	7	which	which	PRON
american_scientific_journal-4394	70	8	could	could	AUX
american_scientific_journal-4394	70	9	result	result	VERB
american_scientific_journal-4394	70	10	in	in	ADP
american_scientific_journal-4394	70	11	an	an	DET
american_scientific_journal-4394	70	12	unstable	unstable	ADJ
american_scientific_journal-4394	70	13	model	model	NOUN
american_scientific_journal-4394	70	14	.	.	PUNCT
american_scientific_journal-4394	71	1	2.3	2.3	NUM
american_scientific_journal-4394	71	2	deep	deep	ADJ
american_scientific_journal-4394	71	3	-	-	PUNCT
american_scientific_journal-4394	71	4	q	q	NOUN
american_scientific_journal-4394	71	5	networks	network	NOUN
american_scientific_journal-4394	71	6	the	the	DET
american_scientific_journal-4394	71	7	deep	deep	ADJ
american_scientific_journal-4394	71	8	-	-	PUNCT
american_scientific_journal-4394	71	9	q	q	NOUN
american_scientific_journal-4394	71	10	network	network	NOUN
american_scientific_journal-4394	71	11	(	(	PUNCT
american_scientific_journal-4394	71	12	dqn	dqn	PROPN
american_scientific_journal-4394	71	13	)	)	PUNCT
american_scientific_journal-4394	71	14	solved	solve	VERB
american_scientific_journal-4394	71	15	these	these	DET
american_scientific_journal-4394	71	16	three	three	NUM
american_scientific_journal-4394	71	17	problems	problem	NOUN
american_scientific_journal-4394	71	18	by	by	ADP
american_scientific_journal-4394	71	19	introducing	introduce	VERB
american_scientific_journal-4394	71	20	two	two	NUM
american_scientific_journal-4394	71	21	features	feature	NOUN
american_scientific_journal-4394	71	22	.	.	PUNCT
american_scientific_journal-4394	72	1	the	the	DET
american_scientific_journal-4394	72	2	first	first	ADJ
american_scientific_journal-4394	72	3	was	be	AUX
american_scientific_journal-4394	72	4	a	a	DET
american_scientific_journal-4394	72	5	biologically	biologically	ADV
american_scientific_journal-4394	72	6	-	-	PUNCT
american_scientific_journal-4394	72	7	inspired	inspire	VERB
american_scientific_journal-4394	72	8	mechanism	mechanism	NOUN
american_scientific_journal-4394	72	9	termed	term	VERB
american_scientific_journal-4394	72	10	experience	experience	NOUN
american_scientific_journal-4394	72	11	reply	reply	NOUN
american_scientific_journal-4394	72	12	that	that	PRON
american_scientific_journal-4394	72	13	randomized	randomize	VERB
american_scientific_journal-4394	72	14	the	the	DET
american_scientific_journal-4394	72	15	input	input	NOUN
american_scientific_journal-4394	72	16	data	datum	NOUN
american_scientific_journal-4394	72	17	by	by	ADP
american_scientific_journal-4394	72	18	shuffling	shuffle	VERB
american_scientific_journal-4394	72	19	the	the	DET
american_scientific_journal-4394	72	20	different	different	ADJ
american_scientific_journal-4394	72	21	frames	frame	NOUN
american_scientific_journal-4394	72	22	.	.	PUNCT
american_scientific_journal-4394	73	1	this	this	PRON
american_scientific_journal-4394	73	2	would	would	AUX
american_scientific_journal-4394	73	3	be	be	AUX
american_scientific_journal-4394	73	4	equivalent	equivalent	ADJ
american_scientific_journal-4394	73	5	to	to	ADP
american_scientific_journal-4394	73	6	randomizing	randomize	VERB
american_scientific_journal-4394	73	7	the	the	DET
american_scientific_journal-4394	73	8	order	order	NOUN
american_scientific_journal-4394	73	9	of	of	ADP
american_scientific_journal-4394	73	10	the	the	DET
american_scientific_journal-4394	73	11	screenshots	screenshot	NOUN
american_scientific_journal-4394	73	12	of	of	ADP
american_scientific_journal-4394	73	13	the	the	DET
american_scientific_journal-4394	73	14	video	video	NOUN
american_scientific_journal-4394	73	15	game	game	NOUN
american_scientific_journal-4394	73	16	.	.	PUNCT
american_scientific_journal-4394	74	1	furthermore	furthermore	ADV
american_scientific_journal-4394	74	2	,	,	PUNCT
american_scientific_journal-4394	74	3	this	this	DET
american_scientific_journal-4394	74	4	mechanism	mechanism	NOUN
american_scientific_journal-4394	74	5	allowed	allow	VERB
american_scientific_journal-4394	74	6	the	the	DET
american_scientific_journal-4394	74	7	agent	agent	NOUN
american_scientific_journal-4394	74	8	to	to	PART
american_scientific_journal-4394	74	9	replay	replay	VERB
american_scientific_journal-4394	74	10	past	past	ADJ
american_scientific_journal-4394	74	11	experiences	experience	NOUN
american_scientific_journal-4394	74	12	enabling	enable	VERB
american_scientific_journal-4394	74	13	for	for	ADP
american_scientific_journal-4394	74	14	more	more	ADV
american_scientific_journal-4394	74	15	efficient	efficient	ADJ
american_scientific_journal-4394	74	16	learning	learning	NOUN
american_scientific_journal-4394	74	17	.	.	PUNCT
american_scientific_journal-4394	75	1	by	by	ADP
american_scientific_journal-4394	75	2	doing	do	VERB
american_scientific_journal-4394	75	3	this	this	PRON
american_scientific_journal-4394	75	4	,	,	PUNCT
american_scientific_journal-4394	75	5	the	the	DET
american_scientific_journal-4394	75	6	dqn	dqn	NOUN
american_scientific_journal-4394	75	7	removed	remove	VERB
american_scientific_journal-4394	75	8	any	any	DET
american_scientific_journal-4394	75	9	correlations	correlation	NOUN
american_scientific_journal-4394	75	10	between	between	ADP
american_scientific_journal-4394	75	11	the	the	DET
american_scientific_journal-4394	75	12	sequence	sequence	NOUN
american_scientific_journal-4394	75	13	of	of	ADP
american_scientific_journal-4394	75	14	frames	frame	NOUN
american_scientific_journal-4394	75	15	,	,	PUNCT
american_scientific_journal-4394	75	16	thereby	thereby	ADV
american_scientific_journal-4394	75	17	avoiding	avoid	VERB
american_scientific_journal-4394	75	18	overfitting	overfitte	VERB
american_scientific_journal-4394	75	19	and	and	CCONJ
american_scientific_journal-4394	75	20	preserving	preserve	VERB
american_scientific_journal-4394	75	21	the	the	DET
american_scientific_journal-4394	75	22	data	data	NOUN
american_scientific_journal-4394	75	23	distribution	distribution	NOUN
american_scientific_journal-4394	75	24	of	of	ADP
american_scientific_journal-4394	75	25	q	q	NOUN
american_scientific_journal-4394	75	26	-	-	PUNCT
american_scientific_journal-4394	75	27	values	value	NOUN
american_scientific_journal-4394	75	28	(	(	PUNCT
american_scientific_journal-4394	75	29	action	action	NOUN
american_scientific_journal-4394	75	30	values	value	NOUN
american_scientific_journal-4394	75	31	)	)	PUNCT
american_scientific_journal-4394	75	32	.	.	PUNCT
american_scientific_journal-4394	76	1	secondly	secondly	ADV
american_scientific_journal-4394	76	2	,	,	PUNCT
american_scientific_journal-4394	76	3	the	the	DET
american_scientific_journal-4394	76	4	dqn	dqn	NOUN
american_scientific_journal-4394	76	5	avoided	avoid	VERB
american_scientific_journal-4394	76	6	correlations	correlation	NOUN
american_scientific_journal-4394	76	7	between	between	ADP
american_scientific_journal-4394	76	8	target	target	NOUN
american_scientific_journal-4394	76	9	and	and	CCONJ
american_scientific_journal-4394	76	10	predicted	predict	VERB
american_scientific_journal-4394	76	11	action	action	NOUN
american_scientific_journal-4394	76	12	values	value	NOUN
american_scientific_journal-4394	76	13	by	by	ADP
american_scientific_journal-4394	76	14	using	use	VERB
american_scientific_journal-4394	76	15	a	a	DET
american_scientific_journal-4394	76	16	periodic	periodic	ADJ
american_scientific_journal-4394	76	17	update	update	NOUN
american_scientific_journal-4394	76	18	,	,	PUNCT
american_scientific_journal-4394	76	19	which	which	PRON
american_scientific_journal-4394	76	20	only	only	ADV
american_scientific_journal-4394	76	21	adjusts	adjust	VERB
american_scientific_journal-4394	76	22	the	the	DET
american_scientific_journal-4394	76	23	q	q	NOUN
american_scientific_journal-4394	76	24	-	-	PUNCT
american_scientific_journal-4394	76	25	values	value	NOUN
american_scientific_journal-4394	76	26	at	at	ADP
american_scientific_journal-4394	76	27	regular	regular	ADJ
american_scientific_journal-4394	76	28	intervals	interval	NOUN
american_scientific_journal-4394	76	29	in	in	ADP
american_scientific_journal-4394	76	30	each	each	DET
american_scientific_journal-4394	76	31	training	training	NOUN
american_scientific_journal-4394	76	32	cycle	cycle	NOUN
american_scientific_journal-4394	76	33	.	.	PUNCT
american_scientific_journal-4394	77	1	at	at	ADP
american_scientific_journal-4394	77	2	the	the	DET
american_scientific_journal-4394	77	3	time	time	NOUN
american_scientific_journal-4394	77	4	of	of	ADP
american_scientific_journal-4394	77	5	publishing	publishing	NOUN
american_scientific_journal-4394	77	6	in	in	ADP
american_scientific_journal-4394	77	7	2015	2015	NUM
american_scientific_journal-4394	77	8	,	,	PUNCT
american_scientific_journal-4394	77	9	the	the	DET
american_scientific_journal-4394	77	10	dqn	dqn	NOUN
american_scientific_journal-4394	77	11	produced	produce	VERB
american_scientific_journal-4394	77	12	very	very	ADV
american_scientific_journal-4394	77	13	promising	promising	ADJ
american_scientific_journal-4394	77	14	results	result	NOUN
american_scientific_journal-4394	77	15	that	that	PRON
american_scientific_journal-4394	77	16	could	could	AUX
american_scientific_journal-4394	77	17	not	not	PART
american_scientific_journal-4394	77	18	only	only	ADV
american_scientific_journal-4394	77	19	outperform	outperform	VERB
american_scientific_journal-4394	77	20	the	the	DET
american_scientific_journal-4394	77	21	state	state	NOUN
american_scientific_journal-4394	77	22	of	of	ADP
american_scientific_journal-4394	77	23	the	the	DET
american_scientific_journal-4394	77	24	art	art	NOUN
american_scientific_journal-4394	77	25	linear	linear	PROPN
american_scientific_journal-4394	77	26	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	77	27	learning	learning	NOUN
american_scientific_journal-4394	77	28	algorithms	algorithm	NOUN
american_scientific_journal-4394	77	29	in	in	ADP
american_scientific_journal-4394	77	30	43	43	NUM
american_scientific_journal-4394	77	31	of	of	ADP
american_scientific_journal-4394	77	32	the	the	DET
american_scientific_journal-4394	77	33	49	49	NUM
american_scientific_journal-4394	77	34	atari	atari	NOUN
american_scientific_journal-4394	77	35	games	game	NOUN
american_scientific_journal-4394	77	36	,	,	PUNCT
american_scientific_journal-4394	77	37	but	but	CCONJ
american_scientific_journal-4394	77	38	was	be	AUX
american_scientific_journal-4394	77	39	also	also	ADV
american_scientific_journal-4394	77	40	comparable	comparable	ADJ
american_scientific_journal-4394	77	41	to	to	ADP
american_scientific_journal-4394	77	42	human	human	ADJ
american_scientific_journal-4394	77	43	-	-	PUNCT
american_scientific_journal-4394	77	44	level	level	NOUN
american_scientific_journal-4394	77	45	performance	performance	NOUN
american_scientific_journal-4394	77	46	in	in	ADP
american_scientific_journal-4394	77	47	23	23	NUM
american_scientific_journal-4394	77	48	of	of	ADP
american_scientific_journal-4394	77	49	the	the	DET
american_scientific_journal-4394	77	50	games	game	NOUN
american_scientific_journal-4394	77	51	.	.	PUNCT
american_scientific_journal-4394	78	1	these	these	DET
american_scientific_journal-4394	78	2	results	result	NOUN
american_scientific_journal-4394	78	3	are	be	AUX
american_scientific_journal-4394	78	4	particularly	particularly	ADV
american_scientific_journal-4394	78	5	promising	promising	ADJ
american_scientific_journal-4394	78	6	because	because	SCONJ
american_scientific_journal-4394	78	7	not	not	PART
american_scientific_journal-4394	78	8	only	only	ADV
american_scientific_journal-4394	78	9	did	do	AUX
american_scientific_journal-4394	78	10	a	a	DET
american_scientific_journal-4394	78	11	combination	combination	NOUN
american_scientific_journal-4394	78	12	of	of	ADP
american_scientific_journal-4394	78	13	deep	deep	ADJ
american_scientific_journal-4394	78	14	neural	neural	ADJ
american_scientific_journal-4394	78	15	nets	net	NOUN
american_scientific_journal-4394	78	16	and	and	CCONJ
american_scientific_journal-4394	78	17	q	q	NOUN
american_scientific_journal-4394	78	18	-	-	PUNCT
american_scientific_journal-4394	78	19	learning	learning	NOUN
american_scientific_journal-4394	78	20	achieve	achieve	VERB
american_scientific_journal-4394	78	21	them	they	PRON
american_scientific_journal-4394	78	22	,	,	PUNCT
american_scientific_journal-4394	78	23	but	but	CCONJ
american_scientific_journal-4394	78	24	the	the	DET
american_scientific_journal-4394	78	25	algorithm	algorithm	NOUN
american_scientific_journal-4394	78	26	was	be	AUX
american_scientific_journal-4394	78	27	also	also	ADV
american_scientific_journal-4394	78	28	model	model	ADJ
american_scientific_journal-4394	78	29	-	-	PUNCT
american_scientific_journal-4394	78	30	free	free	ADJ
american_scientific_journal-4394	78	31	and	and	CCONJ
american_scientific_journal-4394	78	32	was	be	AUX
american_scientific_journal-4394	78	33	trained	train	VERB
american_scientific_journal-4394	78	34	on	on	ADP
american_scientific_journal-4394	78	35	each	each	DET
american_scientific_journal-4394	78	36	game	game	NOUN
american_scientific_journal-4394	78	37	with	with	ADP
american_scientific_journal-4394	78	38	no	no	DET
american_scientific_journal-4394	78	39	existing	exist	VERB
american_scientific_journal-4394	78	40	knowledge	knowledge	NOUN
american_scientific_journal-4394	78	41	of	of	ADP
american_scientific_journal-4394	78	42	the	the	DET
american_scientific_journal-4394	78	43	environment	environment	NOUN
american_scientific_journal-4394	78	44	.	.	PUNCT
american_scientific_journal-4394	79	1	based	base	VERB
american_scientific_journal-4394	79	2	on	on	ADP
american_scientific_journal-4394	79	3	these	these	DET
american_scientific_journal-4394	79	4	results	result	NOUN
american_scientific_journal-4394	79	5	,	,	PUNCT
american_scientific_journal-4394	79	6	it	it	PRON
american_scientific_journal-4394	79	7	’s	’	VERB
american_scientific_journal-4394	79	8	clear	clear	ADJ
american_scientific_journal-4394	79	9	that	that	SCONJ
american_scientific_journal-4394	79	10	deep	deep	ADJ
american_scientific_journal-4394	79	11	neural	neural	ADJ
american_scientific_journal-4394	79	12	nets	net	NOUN
american_scientific_journal-4394	79	13	had	have	VERB
american_scientific_journal-4394	79	14	potential	potential	ADJ
american_scientific_journal-4394	79	15	when	when	SCONJ
american_scientific_journal-4394	79	16	attacking	attack	VERB
american_scientific_journal-4394	79	17	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	79	18	learning	learning	NOUN
american_scientific_journal-4394	79	19	problems	problem	NOUN
american_scientific_journal-4394	79	20	.	.	PUNCT
american_scientific_journal-4394	80	1	american	american	ADJ
american_scientific_journal-4394	80	2	scientific	scientific	ADJ
american_scientific_journal-4394	80	3	research	research	PROPN
american_scientific_journal-4394	80	4	journal	journal	NOUN
american_scientific_journal-4394	80	5	for	for	ADP
american_scientific_journal-4394	80	6	engineering	engineering	NOUN
american_scientific_journal-4394	80	7	,	,	PUNCT
american_scientific_journal-4394	80	8	technology	technology	NOUN
american_scientific_journal-4394	80	9	,	,	PUNCT
american_scientific_journal-4394	80	10	and	and	CCONJ
american_scientific_journal-4394	80	11	sciences	science	NOUN
american_scientific_journal-4394	80	12	(	(	PUNCT
american_scientific_journal-4394	80	13	asrjets	asrjet	NOUN
american_scientific_journal-4394	80	14	)	)	PUNCT
american_scientific_journal-4394	80	15	(	(	PUNCT
american_scientific_journal-4394	80	16	2018	2018	NUM
american_scientific_journal-4394	80	17	)	)	PUNCT
american_scientific_journal-4394	80	18	volume	volume	NOUN
american_scientific_journal-4394	80	19	46	46	NUM
american_scientific_journal-4394	80	20	,	,	PUNCT
american_scientific_journal-4394	80	21	no	no	DET
american_scientific_journal-4394	80	22	1	1	NUM
american_scientific_journal-4394	80	23	,	,	PUNCT
american_scientific_journal-4394	80	24	pp	pp	ADV
american_scientific_journal-4394	80	25	260	260	NUM
american_scientific_journal-4394	80	26	-	-	SYM
american_scientific_journal-4394	80	27	272	272	NUM
american_scientific_journal-4394	80	28	264	264	NUM
american_scientific_journal-4394	80	29	since	since	SCONJ
american_scientific_journal-4394	80	30	the	the	DET
american_scientific_journal-4394	80	31	introduction	introduction	NOUN
american_scientific_journal-4394	80	32	of	of	ADP
american_scientific_journal-4394	80	33	deep	deep	ADJ
american_scientific_journal-4394	80	34	-	-	PUNCT
american_scientific_journal-4394	80	35	q	q	NOUN
american_scientific_journal-4394	80	36	networks	network	NOUN
american_scientific_journal-4394	80	37	by	by	ADP
american_scientific_journal-4394	80	38	google	google	PROPN
american_scientific_journal-4394	80	39	deepmind	deepmind	NOUN
american_scientific_journal-4394	80	40	in	in	ADP
american_scientific_journal-4394	80	41	2015	2015	NUM
american_scientific_journal-4394	80	42	,	,	PUNCT
american_scientific_journal-4394	80	43	there	there	PRON
american_scientific_journal-4394	80	44	have	have	AUX
american_scientific_journal-4394	80	45	been	be	AUX
american_scientific_journal-4394	80	46	a	a	DET
american_scientific_journal-4394	80	47	number	number	NOUN
american_scientific_journal-4394	80	48	of	of	ADP
american_scientific_journal-4394	80	49	improvements	improvement	NOUN
american_scientific_journal-4394	80	50	that	that	PRON
american_scientific_journal-4394	80	51	have	have	AUX
american_scientific_journal-4394	80	52	addressed	address	VERB
american_scientific_journal-4394	80	53	data	data	NOUN
american_scientific_journal-4394	80	54	efficiency	efficiency	NOUN
american_scientific_journal-4394	80	55	[	[	X
american_scientific_journal-4394	80	56	6	6	NUM
american_scientific_journal-4394	80	57	]	]	PUNCT
american_scientific_journal-4394	80	58	,	,	PUNCT
american_scientific_journal-4394	80	59	as	as	ADV
american_scientific_journal-4394	80	60	well	well	ADV
american_scientific_journal-4394	80	61	as	as	ADP
american_scientific_journal-4394	80	62	other	other	ADJ
american_scientific_journal-4394	80	63	concerns	concern	NOUN
american_scientific_journal-4394	80	64	,	,	PUNCT
american_scientific_journal-4394	80	65	that	that	PRON
american_scientific_journal-4394	80	66	culminated	culminate	VERB
american_scientific_journal-4394	80	67	in	in	ADP
american_scientific_journal-4394	80	68	project	project	NOUN
american_scientific_journal-4394	80	69	rainbow	rainbow	NOUN
american_scientific_journal-4394	80	70	[	[	X
american_scientific_journal-4394	80	71	7	7	NUM
american_scientific_journal-4394	80	72	]	]	PUNCT
american_scientific_journal-4394	80	73	.	.	PUNCT
american_scientific_journal-4394	81	1	this	this	DET
american_scientific_journal-4394	81	2	model	model	NOUN
american_scientific_journal-4394	81	3	attempts	attempt	VERB
american_scientific_journal-4394	81	4	to	to	PART
american_scientific_journal-4394	81	5	combine	combine	VERB
american_scientific_journal-4394	81	6	the	the	DET
american_scientific_journal-4394	81	7	improvements	improvement	NOUN
american_scientific_journal-4394	81	8	made	make	VERB
american_scientific_journal-4394	81	9	into	into	ADP
american_scientific_journal-4394	81	10	one	one	NUM
american_scientific_journal-4394	81	11	dqn	dqn	ADJ
american_scientific_journal-4394	81	12	agent	agent	NOUN
american_scientific_journal-4394	81	13	by	by	ADP
american_scientific_journal-4394	81	14	incorporating	incorporate	VERB
american_scientific_journal-4394	81	15	seven	seven	NUM
american_scientific_journal-4394	81	16	models	model	NOUN
american_scientific_journal-4394	81	17	:	:	PUNCT
american_scientific_journal-4394	81	18	the	the	DET
american_scientific_journal-4394	81	19	dqn	dqn	NOUN
american_scientific_journal-4394	81	20	,	,	PUNCT
american_scientific_journal-4394	81	21	double	double	ADJ
american_scientific_journal-4394	81	22	dqn	dqn	NOUN
american_scientific_journal-4394	81	23	,	,	PUNCT
american_scientific_journal-4394	81	24	n	n	PRON
american_scientific_journal-4394	81	25	step	step	VERB
american_scientific_journal-4394	81	26	q	q	NOUN
american_scientific_journal-4394	81	27	-	-	PUNCT
american_scientific_journal-4394	81	28	learning	learning	ADJ
american_scientific_journal-4394	81	29	,	,	PUNCT
american_scientific_journal-4394	81	30	prioritized	prioritize	VERB
american_scientific_journal-4394	81	31	experience	experience	NOUN
american_scientific_journal-4394	81	32	reply	reply	NOUN
american_scientific_journal-4394	81	33	,	,	PUNCT
american_scientific_journal-4394	81	34	dueling	duel	VERB
american_scientific_journal-4394	81	35	q	q	NOUN
american_scientific_journal-4394	81	36	-	-	PUNCT
american_scientific_journal-4394	81	37	network	network	NOUN
american_scientific_journal-4394	81	38	,	,	PUNCT
american_scientific_journal-4394	81	39	distributional	distributional	ADJ
american_scientific_journal-4394	81	40	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	81	41	learning	learning	NOUN
american_scientific_journal-4394	81	42	,	,	PUNCT
american_scientific_journal-4394	81	43	and	and	CCONJ
american_scientific_journal-4394	81	44	the	the	DET
american_scientific_journal-4394	81	45	noisy	noisy	ADJ
american_scientific_journal-4394	81	46	network	network	NOUN
american_scientific_journal-4394	81	47	.	.	PUNCT
american_scientific_journal-4394	82	1	each	each	DET
american_scientific_journal-4394	82	2	model	model	NOUN
american_scientific_journal-4394	82	3	mentioned	mention	VERB
american_scientific_journal-4394	82	4	was	be	AUX
american_scientific_journal-4394	82	5	developed	develop	VERB
american_scientific_journal-4394	82	6	to	to	PART
american_scientific_journal-4394	82	7	solve	solve	VERB
american_scientific_journal-4394	82	8	a	a	DET
american_scientific_journal-4394	82	9	specific	specific	ADJ
american_scientific_journal-4394	82	10	problem	problem	NOUN
american_scientific_journal-4394	82	11	that	that	PRON
american_scientific_journal-4394	82	12	deep	deep	ADJ
american_scientific_journal-4394	82	13	-	-	PUNCT
american_scientific_journal-4394	82	14	q	q	NOUN
american_scientific_journal-4394	82	15	networks	network	NOUN
american_scientific_journal-4394	82	16	faced	face	VERB
american_scientific_journal-4394	82	17	and	and	CCONJ
american_scientific_journal-4394	82	18	thus	thus	ADV
american_scientific_journal-4394	82	19	,	,	PUNCT
american_scientific_journal-4394	82	20	project	project	NOUN
american_scientific_journal-4394	82	21	rainbow	rainbow	NOUN
american_scientific_journal-4394	82	22	aimed	aim	VERB
american_scientific_journal-4394	82	23	to	to	PART
american_scientific_journal-4394	82	24	combine	combine	VERB
american_scientific_journal-4394	82	25	these	these	DET
american_scientific_journal-4394	82	26	models	model	NOUN
american_scientific_journal-4394	82	27	to	to	PART
american_scientific_journal-4394	82	28	see	see	VERB
american_scientific_journal-4394	82	29	,	,	PUNCT
american_scientific_journal-4394	82	30	whether	whether	SCONJ
american_scientific_journal-4394	82	31	together	together	ADV
american_scientific_journal-4394	82	32	,	,	PUNCT
american_scientific_journal-4394	82	33	these	these	DET
american_scientific_journal-4394	82	34	seven	seven	NUM
american_scientific_journal-4394	82	35	models	model	NOUN
american_scientific_journal-4394	82	36	could	could	AUX
american_scientific_journal-4394	82	37	produce	produce	VERB
american_scientific_journal-4394	82	38	better	well	ADJ
american_scientific_journal-4394	82	39	results	result	NOUN
american_scientific_journal-4394	82	40	than	than	ADP
american_scientific_journal-4394	82	41	the	the	DET
american_scientific_journal-4394	82	42	traditional	traditional	ADJ
american_scientific_journal-4394	82	43	dqns	dqns	NOUN
american_scientific_journal-4394	82	44	and	and	CCONJ
american_scientific_journal-4394	82	45	the	the	DET
american_scientific_journal-4394	82	46	separate	separate	ADJ
american_scientific_journal-4394	82	47	improved	improved	ADJ
american_scientific_journal-4394	82	48	models	model	NOUN
american_scientific_journal-4394	82	49	.	.	PUNCT
american_scientific_journal-4394	83	1	the	the	DET
american_scientific_journal-4394	83	2	results	result	NOUN
american_scientific_journal-4394	83	3	produced	produce	VERB
american_scientific_journal-4394	83	4	by	by	ADP
american_scientific_journal-4394	83	5	rainbow	rainbow	NOUN
american_scientific_journal-4394	83	6	were	be	AUX
american_scientific_journal-4394	83	7	almost	almost	ADV
american_scientific_journal-4394	83	8	a	a	DET
american_scientific_journal-4394	83	9	four	four	NUM
american_scientific_journal-4394	83	10	-	-	ADJ
american_scientific_journal-4394	83	11	fold	fold	ADJ
american_scientific_journal-4394	83	12	improvement	improvement	NOUN
american_scientific_journal-4394	83	13	.	.	PUNCT
american_scientific_journal-4394	84	1	rainbow	rainbow	NOUN
american_scientific_journal-4394	84	2	achieved	achieve	VERB
american_scientific_journal-4394	84	3	better	well	ADV
american_scientific_journal-4394	84	4	than	than	ADP
american_scientific_journal-4394	84	5	humanperformance	humanperformance	NOUN
american_scientific_journal-4394	84	6	using	use	VERB
american_scientific_journal-4394	84	7	44	44	NUM
american_scientific_journal-4394	84	8	million	million	NUM
american_scientific_journal-4394	84	9	frames	frame	NOUN
american_scientific_journal-4394	84	10	while	while	SCONJ
american_scientific_journal-4394	84	11	the	the	DET
american_scientific_journal-4394	84	12	next	next	ADJ
american_scientific_journal-4394	84	13	best	well	ADV
american_scientific_journal-4394	84	14	performing	perform	VERB
american_scientific_journal-4394	84	15	individual	individual	ADJ
american_scientific_journal-4394	84	16	model	model	NOUN
american_scientific_journal-4394	84	17	(	(	PUNCT
american_scientific_journal-4394	84	18	the	the	DET
american_scientific_journal-4394	84	19	distributional	distributional	ADJ
american_scientific_journal-4394	84	20	dqn	dqn	NOUN
american_scientific_journal-4394	84	21	)	)	PUNCT
american_scientific_journal-4394	84	22	reached	reach	VERB
american_scientific_journal-4394	84	23	the	the	DET
american_scientific_journal-4394	84	24	same	same	ADJ
american_scientific_journal-4394	84	25	level	level	NOUN
american_scientific_journal-4394	84	26	in	in	ADP
american_scientific_journal-4394	84	27	over	over	ADP
american_scientific_journal-4394	84	28	200	200	NUM
american_scientific_journal-4394	84	29	million	million	NUM
american_scientific_journal-4394	84	30	frames	frame	NOUN
american_scientific_journal-4394	84	31	.	.	PUNCT
american_scientific_journal-4394	85	1	furthermore	furthermore	ADV
american_scientific_journal-4394	85	2	,	,	PUNCT
american_scientific_journal-4394	85	3	with	with	ADP
american_scientific_journal-4394	85	4	just	just	ADV
american_scientific_journal-4394	85	5	7	7	NUM
american_scientific_journal-4394	85	6	million	million	NUM
american_scientific_journal-4394	85	7	frames	frame	NOUN
american_scientific_journal-4394	85	8	,	,	PUNCT
american_scientific_journal-4394	85	9	rainbow	rainbow	PROPN
american_scientific_journal-4394	85	10	reached	reach	VERB
american_scientific_journal-4394	85	11	the	the	DET
american_scientific_journal-4394	85	12	same	same	ADJ
american_scientific_journal-4394	85	13	level	level	NOUN
american_scientific_journal-4394	85	14	of	of	ADP
american_scientific_journal-4394	85	15	performance	performance	NOUN
american_scientific_journal-4394	85	16	as	as	ADP
american_scientific_journal-4394	85	17	the	the	DET
american_scientific_journal-4394	85	18	traditional	traditional	ADJ
american_scientific_journal-4394	85	19	dqn	dqn	NOUN
american_scientific_journal-4394	85	20	after	after	ADP
american_scientific_journal-4394	85	21	200	200	NUM
american_scientific_journal-4394	85	22	million	million	NUM
american_scientific_journal-4394	85	23	frames	frame	NOUN
american_scientific_journal-4394	85	24	.	.	PUNCT
american_scientific_journal-4394	86	1	thus	thus	ADV
american_scientific_journal-4394	86	2	,	,	PUNCT
american_scientific_journal-4394	86	3	by	by	ADP
american_scientific_journal-4394	86	4	combining	combine	VERB
american_scientific_journal-4394	86	5	previously	previously	ADV
american_scientific_journal-4394	86	6	independent	independent	ADJ
american_scientific_journal-4394	86	7	models	model	NOUN
american_scientific_journal-4394	86	8	,	,	PUNCT
american_scientific_journal-4394	86	9	rainbow	rainbow	PROPN
american_scientific_journal-4394	86	10	was	be	AUX
american_scientific_journal-4394	86	11	able	able	ADJ
american_scientific_journal-4394	86	12	to	to	PART
american_scientific_journal-4394	86	13	address	address	VERB
american_scientific_journal-4394	86	14	many	many	ADJ
american_scientific_journal-4394	86	15	pressing	press	VERB
american_scientific_journal-4394	86	16	concerns	concern	NOUN
american_scientific_journal-4394	86	17	like	like	ADP
american_scientific_journal-4394	86	18	sample	sample	NOUN
american_scientific_journal-4394	86	19	inefficiency	inefficiency	NOUN
american_scientific_journal-4394	86	20	,	,	PUNCT
american_scientific_journal-4394	86	21	overestimation	overestimation	NOUN
american_scientific_journal-4394	86	22	bias	bias	NOUN
american_scientific_journal-4394	86	23	,	,	PUNCT
american_scientific_journal-4394	86	24	and	and	CCONJ
american_scientific_journal-4394	86	25	limited	limited	ADJ
american_scientific_journal-4394	86	26	exploration	exploration	NOUN
american_scientific_journal-4394	86	27	to	to	PART
american_scientific_journal-4394	86	28	produce	produce	VERB
american_scientific_journal-4394	86	29	promising	promising	ADJ
american_scientific_journal-4394	86	30	results	result	NOUN
american_scientific_journal-4394	86	31	.	.	PUNCT
american_scientific_journal-4394	87	1	2.4	2.4	NUM
american_scientific_journal-4394	87	2	domain	domain	NOUN
american_scientific_journal-4394	87	3	-	-	PUNCT
american_scientific_journal-4394	87	4	specific	specific	ADJ
american_scientific_journal-4394	87	5	techniques	technique	NOUN
american_scientific_journal-4394	87	6	2.4.1	2.4.1	NUM
american_scientific_journal-4394	87	7	monte	monte	PROPN
american_scientific_journal-4394	87	8	-	-	PUNCT
american_scientific_journal-4394	87	9	carlo	carlo	NOUN
american_scientific_journal-4394	87	10	tree	tree	NOUN
american_scientific_journal-4394	87	11	search	search	NOUN
american_scientific_journal-4394	87	12	although	although	SCONJ
american_scientific_journal-4394	87	13	dqns	dqns	PROPN
american_scientific_journal-4394	87	14	have	have	AUX
american_scientific_journal-4394	87	15	shown	show	VERB
american_scientific_journal-4394	87	16	significant	significant	ADJ
american_scientific_journal-4394	87	17	improvements	improvement	NOUN
american_scientific_journal-4394	87	18	and	and	CCONJ
american_scientific_journal-4394	87	19	are	be	AUX
american_scientific_journal-4394	87	20	continually	continually	ADV
american_scientific_journal-4394	87	21	evolving	evolve	VERB
american_scientific_journal-4394	87	22	,	,	PUNCT
american_scientific_journal-4394	87	23	there	there	PRON
american_scientific_journal-4394	87	24	remain	remain	VERB
american_scientific_journal-4394	87	25	both	both	DET
american_scientific_journal-4394	87	26	key	key	ADJ
american_scientific_journal-4394	87	27	problems	problem	NOUN
american_scientific_journal-4394	87	28	with	with	ADP
american_scientific_journal-4394	87	29	respect	respect	NOUN
american_scientific_journal-4394	87	30	to	to	ADP
american_scientific_journal-4394	87	31	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	87	32	learning	learning	NOUN
american_scientific_journal-4394	87	33	,	,	PUNCT
american_scientific_journal-4394	87	34	and	and	CCONJ
american_scientific_journal-4394	87	35	alternative	alternative	ADJ
american_scientific_journal-4394	87	36	model	model	NOUN
american_scientific_journal-4394	87	37	-	-	PUNCT
american_scientific_journal-4394	87	38	based	base	VERB
american_scientific_journal-4394	87	39	methods	method	NOUN
american_scientific_journal-4394	87	40	that	that	PRON
american_scientific_journal-4394	87	41	outperform	outperform	VERB
american_scientific_journal-4394	87	42	deep	deep	ADJ
american_scientific_journal-4394	87	43	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	87	44	learning	learning	NOUN
american_scientific_journal-4394	87	45	models	model	NOUN
american_scientific_journal-4394	87	46	.	.	PUNCT
american_scientific_journal-4394	88	1	guo	guo	PROPN
american_scientific_journal-4394	88	2	and	and	CCONJ
american_scientific_journal-4394	88	3	his	his	PRON
american_scientific_journal-4394	88	4	colleagues	colleague	NOUN
american_scientific_journal-4394	88	5	(	(	PUNCT
american_scientific_journal-4394	88	6	2014	2014	NUM
american_scientific_journal-4394	88	7	)	)	PUNCT
american_scientific_journal-4394	88	8	nips	nip	NOUN
american_scientific_journal-4394	89	1	[	[	X
american_scientific_journal-4394	89	2	8	8	NUM
american_scientific_journal-4394	89	3	]	]	PUNCT
american_scientific_journal-4394	89	4	showcased	showcase	VERB
american_scientific_journal-4394	89	5	how	how	SCONJ
american_scientific_journal-4394	89	6	a	a	DET
american_scientific_journal-4394	89	7	simple	simple	ADJ
american_scientific_journal-4394	89	8	version	version	NOUN
american_scientific_journal-4394	89	9	of	of	ADP
american_scientific_journal-4394	89	10	monte	monte	PROPN
american_scientific_journal-4394	89	11	-	-	PUNCT
american_scientific_journal-4394	89	12	carlo	carlo	PROPN
american_scientific_journal-4394	89	13	tree	tree	NOUN
american_scientific_journal-4394	89	14	search	search	NOUN
american_scientific_journal-4394	89	15	(	(	PUNCT
american_scientific_journal-4394	89	16	uct	uct	PROPN
american_scientific_journal-4394	89	17	–	–	PUNCT
american_scientific_journal-4394	89	18	upper	upper	ADJ
american_scientific_journal-4394	89	19	confidence	confidence	NOUN
american_scientific_journal-4394	89	20	bound	bind	VERB
american_scientific_journal-4394	89	21	applied	apply	VERB
american_scientific_journal-4394	89	22	to	to	ADP
american_scientific_journal-4394	89	23	trees	tree	NOUN
american_scientific_journal-4394	89	24	)	)	PUNCT
american_scientific_journal-4394	89	25	was	be	AUX
american_scientific_journal-4394	89	26	able	able	ADJ
american_scientific_journal-4394	89	27	to	to	PART
american_scientific_journal-4394	89	28	outperform	outperform	VERB
american_scientific_journal-4394	89	29	a	a	DET
american_scientific_journal-4394	89	30	deep	deep	ADJ
american_scientific_journal-4394	89	31	-	-	PUNCT
american_scientific_journal-4394	89	32	q	q	NOUN
american_scientific_journal-4394	89	33	network	network	NOUN
american_scientific_journal-4394	89	34	in	in	ADP
american_scientific_journal-4394	89	35	six	six	NUM
american_scientific_journal-4394	89	36	atari	atari	PROPN
american_scientific_journal-4394	89	37	games	game	NOUN
american_scientific_journal-4394	89	38	.	.	PUNCT
american_scientific_journal-4394	90	1	in	in	ADP
american_scientific_journal-4394	90	2	many	many	ADJ
american_scientific_journal-4394	90	3	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	90	4	learning	learning	NOUN
american_scientific_journal-4394	90	5	problems	problem	NOUN
american_scientific_journal-4394	90	6	,	,	PUNCT
american_scientific_journal-4394	90	7	a	a	DET
american_scientific_journal-4394	90	8	probabilistic	probabilistic	ADJ
american_scientific_journal-4394	90	9	search	search	NOUN
american_scientific_journal-4394	90	10	algorithm	algorithm	NOUN
american_scientific_journal-4394	90	11	like	like	ADP
american_scientific_journal-4394	90	12	mcts	mct	NOUN
american_scientific_journal-4394	90	13	would	would	AUX
american_scientific_journal-4394	90	14	have	have	VERB
american_scientific_journal-4394	90	15	a	a	DET
american_scientific_journal-4394	90	16	significant	significant	ADJ
american_scientific_journal-4394	90	17	advantage	advantage	NOUN
american_scientific_journal-4394	90	18	over	over	ADP
american_scientific_journal-4394	90	19	a	a	DET
american_scientific_journal-4394	90	20	dqn	dqn	NOUN
american_scientific_journal-4394	90	21	because	because	SCONJ
american_scientific_journal-4394	90	22	it	it	PRON
american_scientific_journal-4394	90	23	’s	’	VERB
american_scientific_journal-4394	90	24	able	able	ADJ
american_scientific_journal-4394	90	25	to	to	PART
american_scientific_journal-4394	90	26	look	look	VERB
american_scientific_journal-4394	90	27	ahead	ahead	ADV
american_scientific_journal-4394	90	28	and	and	CCONJ
american_scientific_journal-4394	90	29	see	see	VERB
american_scientific_journal-4394	90	30	the	the	DET
american_scientific_journal-4394	90	31	possible	possible	ADJ
american_scientific_journal-4394	90	32	moves	move	NOUN
american_scientific_journal-4394	90	33	it	it	PRON
american_scientific_journal-4394	90	34	could	could	AUX
american_scientific_journal-4394	90	35	play	play	VERB
american_scientific_journal-4394	90	36	,	,	PUNCT
american_scientific_journal-4394	90	37	as	as	ADV
american_scientific_journal-4394	90	38	well	well	ADV
american_scientific_journal-4394	90	39	as	as	ADP
american_scientific_journal-4394	90	40	the	the	DET
american_scientific_journal-4394	90	41	corresponding	corresponding	ADJ
american_scientific_journal-4394	90	42	results	result	NOUN
american_scientific_journal-4394	90	43	it	it	PRON
american_scientific_journal-4394	90	44	would	would	AUX
american_scientific_journal-4394	90	45	have	have	VERB
american_scientific_journal-4394	90	46	.	.	PUNCT
american_scientific_journal-4394	91	1	this	this	PRON
american_scientific_journal-4394	91	2	is	be	AUX
american_scientific_journal-4394	91	3	very	very	ADV
american_scientific_journal-4394	91	4	different	different	ADJ
american_scientific_journal-4394	91	5	to	to	ADP
american_scientific_journal-4394	91	6	a	a	DET
american_scientific_journal-4394	91	7	traditional	traditional	ADJ
american_scientific_journal-4394	91	8	dqn	dqn	NOUN
american_scientific_journal-4394	91	9	,	,	PUNCT
american_scientific_journal-4394	91	10	which	which	PRON
american_scientific_journal-4394	91	11	is	be	AUX
american_scientific_journal-4394	91	12	unable	unable	ADJ
american_scientific_journal-4394	91	13	to	to	PART
american_scientific_journal-4394	91	14	simulate	simulate	VERB
american_scientific_journal-4394	91	15	these	these	DET
american_scientific_journal-4394	91	16	moves	move	NOUN
american_scientific_journal-4394	91	17	and	and	CCONJ
american_scientific_journal-4394	91	18	thus	thus	ADV
american_scientific_journal-4394	91	19	,	,	PUNCT
american_scientific_journal-4394	91	20	has	have	VERB
american_scientific_journal-4394	91	21	significantly	significantly	ADV
american_scientific_journal-4394	91	22	less	less	ADJ
american_scientific_journal-4394	91	23	knowledge	knowledge	NOUN
american_scientific_journal-4394	91	24	when	when	SCONJ
american_scientific_journal-4394	91	25	choosing	choose	VERB
american_scientific_journal-4394	91	26	the	the	DET
american_scientific_journal-4394	91	27	optimal	optimal	ADJ
american_scientific_journal-4394	91	28	move	move	NOUN
american_scientific_journal-4394	91	29	at	at	ADP
american_scientific_journal-4394	91	30	any	any	DET
american_scientific_journal-4394	91	31	given	give	VERB
american_scientific_journal-4394	91	32	timestamp	timestamp	NOUN
american_scientific_journal-4394	91	33	.	.	PUNCT
american_scientific_journal-4394	92	1	although	although	SCONJ
american_scientific_journal-4394	92	2	dqns	dqns	PROPN
american_scientific_journal-4394	92	3	(	(	PUNCT
american_scientific_journal-4394	92	4	as	as	ADP
american_scientific_journal-4394	92	5	model	model	NOUN
american_scientific_journal-4394	92	6	-	-	PUNCT
american_scientific_journal-4394	92	7	free	free	ADJ
american_scientific_journal-4394	92	8	algorithms	algorithm	NOUN
american_scientific_journal-4394	92	9	)	)	PUNCT
american_scientific_journal-4394	92	10	have	have	AUX
american_scientific_journal-4394	92	11	shown	show	VERB
american_scientific_journal-4394	92	12	significant	significant	ADJ
american_scientific_journal-4394	92	13	improvements	improvement	NOUN
american_scientific_journal-4394	92	14	in	in	ADP
american_scientific_journal-4394	92	15	tackling	tackle	VERB
american_scientific_journal-4394	92	16	unknown	unknown	ADJ
american_scientific_journal-4394	92	17	environments	environment	NOUN
american_scientific_journal-4394	92	18	,	,	PUNCT
american_scientific_journal-4394	92	19	their	their	PRON
american_scientific_journal-4394	92	20	generalization	generalization	NOUN
american_scientific_journal-4394	92	21	capabilities	capability	NOUN
american_scientific_journal-4394	92	22	come	come	VERB
american_scientific_journal-4394	92	23	at	at	ADP
american_scientific_journal-4394	92	24	a	a	DET
american_scientific_journal-4394	92	25	price	price	NOUN
american_scientific_journal-4394	92	26	:	:	PUNCT
american_scientific_journal-4394	92	27	because	because	SCONJ
american_scientific_journal-4394	92	28	they	they	PRON
american_scientific_journal-4394	92	29	enter	enter	VERB
american_scientific_journal-4394	92	30	into	into	ADP
american_scientific_journal-4394	92	31	an	an	DET
american_scientific_journal-4394	92	32	unknown	unknown	ADJ
american_scientific_journal-4394	92	33	environment	environment	NOUN
american_scientific_journal-4394	92	34	with	with	ADP
american_scientific_journal-4394	92	35	no	no	DET
american_scientific_journal-4394	92	36	existing	exist	VERB
american_scientific_journal-4394	92	37	knowledge	knowledge	NOUN
american_scientific_journal-4394	92	38	and	and	CCONJ
american_scientific_journal-4394	92	39	search	search	NOUN
american_scientific_journal-4394	92	40	capabilities	capability	NOUN
american_scientific_journal-4394	92	41	,	,	PUNCT
american_scientific_journal-4394	92	42	they	they	PRON
american_scientific_journal-4394	92	43	can	can	AUX
american_scientific_journal-4394	92	44	still	still	ADV
american_scientific_journal-4394	92	45	get	get	AUX
american_scientific_journal-4394	92	46	easily	easily	ADV
american_scientific_journal-4394	92	47	outperformed	outperform	VERB
american_scientific_journal-4394	92	48	by	by	ADP
american_scientific_journal-4394	92	49	domain	domain	NOUN
american_scientific_journal-4394	92	50	-	-	PUNCT
american_scientific_journal-4394	92	51	specific	specific	ADJ
american_scientific_journal-4394	92	52	algorithms	algorithm	NOUN
american_scientific_journal-4394	92	53	like	like	ADP
american_scientific_journal-4394	92	54	a	a	DET
american_scientific_journal-4394	92	55	mcts	mct	NOUN
american_scientific_journal-4394	92	56	.	.	PUNCT
american_scientific_journal-4394	93	1	thus	thus	ADV
american_scientific_journal-4394	93	2	,	,	PUNCT
american_scientific_journal-4394	93	3	even	even	ADV
american_scientific_journal-4394	93	4	though	though	SCONJ
american_scientific_journal-4394	93	5	research	research	NOUN
american_scientific_journal-4394	93	6	continues	continue	VERB
american_scientific_journal-4394	93	7	to	to	PART
american_scientific_journal-4394	93	8	develop	develop	VERB
american_scientific_journal-4394	93	9	these	these	DET
american_scientific_journal-4394	93	10	agents	agent	NOUN
american_scientific_journal-4394	93	11	and	and	CCONJ
american_scientific_journal-4394	93	12	improve	improve	VERB
american_scientific_journal-4394	93	13	on	on	ADP
american_scientific_journal-4394	93	14	previous	previous	ADJ
american_scientific_journal-4394	93	15	models	model	NOUN
american_scientific_journal-4394	93	16	,	,	PUNCT
american_scientific_journal-4394	93	17	classical	classical	ADJ
american_scientific_journal-4394	93	18	domain	domain	NOUN
american_scientific_journal-4394	93	19	-	-	PUNCT
american_scientific_journal-4394	93	20	specific	specific	ADJ
american_scientific_journal-4394	93	21	techniques	technique	NOUN
american_scientific_journal-4394	93	22	may	may	AUX
american_scientific_journal-4394	93	23	still	still	ADV
american_scientific_journal-4394	93	24	outperform	outperform	VERB
american_scientific_journal-4394	93	25	these	these	DET
american_scientific_journal-4394	93	26	agents	agent	NOUN
american_scientific_journal-4394	93	27	in	in	ADP
american_scientific_journal-4394	93	28	certain	certain	ADJ
american_scientific_journal-4394	93	29	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	93	30	learning	learning	NOUN
american_scientific_journal-4394	93	31	problems	problem	NOUN
american_scientific_journal-4394	93	32	.	.	PUNCT
american_scientific_journal-4394	94	1	2.4.2	2.4.2	NUM
american_scientific_journal-4394	94	2	trajectory	trajectory	NOUN
american_scientific_journal-4394	94	3	optimization	optimization	NOUN
american_scientific_journal-4394	94	4	a	a	DET
american_scientific_journal-4394	94	5	second	second	ADJ
american_scientific_journal-4394	94	6	example	example	NOUN
american_scientific_journal-4394	94	7	of	of	ADP
american_scientific_journal-4394	94	8	classical	classical	ADJ
american_scientific_journal-4394	94	9	domain	domain	NOUN
american_scientific_journal-4394	94	10	-	-	PUNCT
american_scientific_journal-4394	94	11	specific	specific	ADJ
american_scientific_journal-4394	94	12	techniques	technique	NOUN
american_scientific_journal-4394	94	13	performing	perform	VERB
american_scientific_journal-4394	94	14	on	on	ADP
american_scientific_journal-4394	94	15	-	-	PUNCT
american_scientific_journal-4394	94	16	par	par	NOUN
american_scientific_journal-4394	94	17	with	with	ADP
american_scientific_journal-4394	94	18	deep	deep	ADJ
american_scientific_journal-4394	94	19	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	94	20	learning	learning	NOUN
american_scientific_journal-4394	94	21	is	be	AUX
american_scientific_journal-4394	94	22	the	the	DET
american_scientific_journal-4394	94	23	task	task	NOUN
american_scientific_journal-4394	94	24	of	of	ADP
american_scientific_journal-4394	94	25	trajectory	trajectory	NOUN
american_scientific_journal-4394	94	26	optimization	optimization	NOUN
american_scientific_journal-4394	94	27	.	.	PUNCT
american_scientific_journal-4394	95	1	in	in	ADP
american_scientific_journal-4394	95	2	general	general	ADJ
american_scientific_journal-4394	95	3	,	,	PUNCT
american_scientific_journal-4394	95	4	this	this	PRON
american_scientific_journal-4394	95	5	is	be	AUX
american_scientific_journal-4394	95	6	concerned	concern	VERB
american_scientific_journal-4394	95	7	with	with	ADP
american_scientific_journal-4394	95	8	a	a	DET
american_scientific_journal-4394	95	9	set	set	NOUN
american_scientific_journal-4394	95	10	of	of	ADP
american_scientific_journal-4394	95	11	mathematical	mathematical	ADJ
american_scientific_journal-4394	95	12	techniques	technique	NOUN
american_scientific_journal-4394	95	13	used	use	VERB
american_scientific_journal-4394	95	14	to	to	PART
american_scientific_journal-4394	95	15	find	find	VERB
american_scientific_journal-4394	95	16	the	the	DET
american_scientific_journal-4394	95	17	ideal	ideal	ADJ
american_scientific_journal-4394	95	18	behavior	behavior	NOUN
american_scientific_journal-4394	95	19	of	of	ADP
american_scientific_journal-4394	95	20	a	a	DET
american_scientific_journal-4394	95	21	dynamic	dynamic	ADJ
american_scientific_journal-4394	95	22	system	system	NOUN
american_scientific_journal-4394	95	23	[	[	X
american_scientific_journal-4394	95	24	9	9	NUM
american_scientific_journal-4394	95	25	]	]	PUNCT
american_scientific_journal-4394	95	26	.	.	PUNCT
american_scientific_journal-4394	96	1	this	this	PRON
american_scientific_journal-4394	96	2	can	can	AUX
american_scientific_journal-4394	96	3	include	include	VERB
american_scientific_journal-4394	96	4	tasks	task	NOUN
american_scientific_journal-4394	96	5	like	like	ADP
american_scientific_journal-4394	96	6	creating	create	VERB
american_scientific_journal-4394	96	7	a	a	DET
american_scientific_journal-4394	96	8	function	function	NOUN
american_scientific_journal-4394	96	9	to	to	PART
american_scientific_journal-4394	96	10	allow	allow	VERB
american_scientific_journal-4394	96	11	a	a	DET
american_scientific_journal-4394	96	12	robot	robot	NOUN
american_scientific_journal-4394	96	13	to	to	PART
american_scientific_journal-4394	96	14	walk	walk	VERB
american_scientific_journal-4394	96	15	,	,	PUNCT
american_scientific_journal-4394	96	16	finding	find	VERB
american_scientific_journal-4394	96	17	trajectories	trajectory	NOUN
american_scientific_journal-4394	96	18	between	between	ADP
american_scientific_journal-4394	96	19	planets	planet	NOUN
american_scientific_journal-4394	96	20	and	and	CCONJ
american_scientific_journal-4394	96	21	asteroids	asteroid	NOUN
american_scientific_journal-4394	96	22	,	,	PUNCT
american_scientific_journal-4394	96	23	and	and	CCONJ
american_scientific_journal-4394	96	24	simulating	simulate	VERB
american_scientific_journal-4394	96	25	skeletal	skeletal	ADJ
american_scientific_journal-4394	96	26	agents	agent	NOUN
american_scientific_journal-4394	96	27	that	that	PRON
american_scientific_journal-4394	96	28	attempt	attempt	VERB
american_scientific_journal-4394	96	29	to	to	PART
american_scientific_journal-4394	96	30	use	use	VERB
american_scientific_journal-4394	96	31	american	american	ADJ
american_scientific_journal-4394	96	32	scientific	scientific	ADJ
american_scientific_journal-4394	96	33	research	research	NOUN
american_scientific_journal-4394	96	34	journal	journal	NOUN
american_scientific_journal-4394	96	35	for	for	ADP
american_scientific_journal-4394	96	36	engineering	engineering	NOUN
american_scientific_journal-4394	96	37	,	,	PUNCT
american_scientific_journal-4394	96	38	technology	technology	NOUN
american_scientific_journal-4394	96	39	,	,	PUNCT
american_scientific_journal-4394	96	40	and	and	CCONJ
american_scientific_journal-4394	96	41	sciences	science	NOUN
american_scientific_journal-4394	96	42	(	(	PUNCT
american_scientific_journal-4394	96	43	asrjets	asrjet	NOUN
american_scientific_journal-4394	96	44	)	)	PUNCT
american_scientific_journal-4394	96	45	(	(	PUNCT
american_scientific_journal-4394	96	46	2018	2018	NUM
american_scientific_journal-4394	96	47	)	)	PUNCT
american_scientific_journal-4394	96	48	volume	volume	NOUN
american_scientific_journal-4394	96	49	46	46	NUM
american_scientific_journal-4394	96	50	,	,	PUNCT
american_scientific_journal-4394	96	51	no	no	DET
american_scientific_journal-4394	96	52	1	1	NUM
american_scientific_journal-4394	96	53	,	,	PUNCT
american_scientific_journal-4394	96	54	pp	pp	ADV
american_scientific_journal-4394	96	55	260	260	NUM
american_scientific_journal-4394	96	56	-	-	SYM
american_scientific_journal-4394	96	57	272	272	NUM
american_scientific_journal-4394	96	58	265	265	NUM
american_scientific_journal-4394	96	59	their	their	PRON
american_scientific_journal-4394	96	60	limbs	limb	NOUN
american_scientific_journal-4394	96	61	to	to	PART
american_scientific_journal-4394	96	62	achieve	achieve	VERB
american_scientific_journal-4394	96	63	a	a	DET
american_scientific_journal-4394	96	64	certain	certain	ADJ
american_scientific_journal-4394	96	65	goal	goal	NOUN
american_scientific_journal-4394	96	66	.	.	PUNCT
american_scientific_journal-4394	97	1	kelly	kelly	PROPN
american_scientific_journal-4394	97	2	goes	go	VERB
american_scientific_journal-4394	97	3	through	through	ADP
american_scientific_journal-4394	97	4	a	a	DET
american_scientific_journal-4394	97	5	popular	popular	ADJ
american_scientific_journal-4394	97	6	example	example	NOUN
american_scientific_journal-4394	97	7	(	(	PUNCT
american_scientific_journal-4394	97	8	termed	term	VERB
american_scientific_journal-4394	97	9	the	the	DET
american_scientific_journal-4394	97	10	‘	'	PUNCT
american_scientific_journal-4394	97	11	swing	swing	VERB
american_scientific_journal-4394	97	12	-	-	PUNCT
american_scientific_journal-4394	97	13	up	up	ADP
american_scientific_journal-4394	97	14	problem	problem	NOUN
american_scientific_journal-4394	97	15	)	)	PUNCT
american_scientific_journal-4394	97	16	that	that	PRON
american_scientific_journal-4394	97	17	highlights	highlight	VERB
american_scientific_journal-4394	97	18	what	what	PRON
american_scientific_journal-4394	97	19	underpins	underpin	VERB
american_scientific_journal-4394	97	20	any	any	DET
american_scientific_journal-4394	97	21	trajectory	trajectory	NOUN
american_scientific_journal-4394	97	22	optimization	optimization	NOUN
american_scientific_journal-4394	97	23	task	task	NOUN
american_scientific_journal-4394	97	24	.	.	PUNCT
american_scientific_journal-4394	98	1	consider	consider	VERB
american_scientific_journal-4394	98	2	a	a	DET
american_scientific_journal-4394	98	3	cart	cart	NOUN
american_scientific_journal-4394	98	4	system	system	NOUN
american_scientific_journal-4394	98	5	that	that	PRON
american_scientific_journal-4394	98	6	travels	travel	VERB
american_scientific_journal-4394	98	7	along	along	ADP
american_scientific_journal-4394	98	8	a	a	DET
american_scientific_journal-4394	98	9	horizontal	horizontal	ADJ
american_scientific_journal-4394	98	10	rail	rail	NOUN
american_scientific_journal-4394	98	11	.	.	PUNCT
american_scientific_journal-4394	99	1	it	it	PRON
american_scientific_journal-4394	99	2	is	be	AUX
american_scientific_journal-4394	99	3	moved	move	VERB
american_scientific_journal-4394	99	4	by	by	ADP
american_scientific_journal-4394	99	5	applying	apply	VERB
american_scientific_journal-4394	99	6	a	a	DET
american_scientific_journal-4394	99	7	force	force	NOUN
american_scientific_journal-4394	99	8	that	that	PRON
american_scientific_journal-4394	99	9	pushes	push	VERB
american_scientific_journal-4394	99	10	the	the	DET
american_scientific_journal-4394	99	11	cart	cart	NOUN
american_scientific_journal-4394	99	12	forward	forward	ADV
american_scientific_journal-4394	99	13	and	and	CCONJ
american_scientific_journal-4394	99	14	attached	attach	VERB
american_scientific_journal-4394	99	15	to	to	ADP
american_scientific_journal-4394	99	16	the	the	DET
american_scientific_journal-4394	99	17	cart	cart	NOUN
american_scientific_journal-4394	99	18	is	be	AUX
american_scientific_journal-4394	99	19	a	a	DET
american_scientific_journal-4394	99	20	pendulum	pendulum	NOUN
american_scientific_journal-4394	99	21	suspended	suspend	VERB
american_scientific_journal-4394	99	22	vertically	vertically	ADV
american_scientific_journal-4394	99	23	downward	downward	ADJ
american_scientific_journal-4394	99	24	.	.	PUNCT
american_scientific_journal-4394	100	1	the	the	DET
american_scientific_journal-4394	100	2	possible	possible	ADJ
american_scientific_journal-4394	100	3	task	task	NOUN
american_scientific_journal-4394	100	4	would	would	AUX
american_scientific_journal-4394	100	5	be	be	AUX
american_scientific_journal-4394	100	6	to	to	PART
american_scientific_journal-4394	100	7	find	find	VERB
american_scientific_journal-4394	100	8	the	the	DET
american_scientific_journal-4394	100	9	force	force	NOUN
american_scientific_journal-4394	100	10	applied	apply	VERB
american_scientific_journal-4394	100	11	as	as	ADP
american_scientific_journal-4394	100	12	a	a	DET
american_scientific_journal-4394	100	13	function	function	NOUN
american_scientific_journal-4394	100	14	of	of	ADP
american_scientific_journal-4394	100	15	time	time	NOUN
american_scientific_journal-4394	100	16	that	that	PRON
american_scientific_journal-4394	100	17	will	will	AUX
american_scientific_journal-4394	100	18	move	move	VERB
american_scientific_journal-4394	100	19	the	the	DET
american_scientific_journal-4394	100	20	cart	cart	NOUN
american_scientific_journal-4394	100	21	and	and	CCONJ
american_scientific_journal-4394	100	22	in	in	ADP
american_scientific_journal-4394	100	23	doing	do	VERB
american_scientific_journal-4394	100	24	so	so	ADV
american_scientific_journal-4394	100	25	,	,	PUNCT
american_scientific_journal-4394	100	26	vertically	vertically	ADV
american_scientific_journal-4394	100	27	suspend	suspend	VERB
american_scientific_journal-4394	100	28	(	(	PUNCT
american_scientific_journal-4394	100	29	upwards	upwards	ADV
american_scientific_journal-4394	100	30	)	)	PUNCT
american_scientific_journal-4394	100	31	the	the	DET
american_scientific_journal-4394	100	32	pendulum	pendulum	NOUN
american_scientific_journal-4394	100	33	.	.	PUNCT
american_scientific_journal-4394	101	1	more	more	ADV
american_scientific_journal-4394	101	2	recently	recently	ADV
american_scientific_journal-4394	101	3	,	,	PUNCT
american_scientific_journal-4394	101	4	researchers	researcher	NOUN
american_scientific_journal-4394	101	5	have	have	AUX
american_scientific_journal-4394	101	6	explored	explore	VERB
american_scientific_journal-4394	101	7	the	the	DET
american_scientific_journal-4394	101	8	potential	potential	NOUN
american_scientific_journal-4394	101	9	of	of	ADP
american_scientific_journal-4394	101	10	deep	deep	ADJ
american_scientific_journal-4394	101	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	101	12	learning	learning	NOUN
american_scientific_journal-4394	101	13	in	in	ADP
american_scientific_journal-4394	101	14	continuous	continuous	ADJ
american_scientific_journal-4394	101	15	action	action	NOUN
american_scientific_journal-4394	101	16	spaces	space	NOUN
american_scientific_journal-4394	101	17	(	(	PUNCT
american_scientific_journal-4394	101	18	as	as	SCONJ
american_scientific_journal-4394	101	19	opposed	oppose	VERB
american_scientific_journal-4394	101	20	to	to	PART
american_scientific_journal-4394	101	21	discrete	discrete	VERB
american_scientific_journal-4394	101	22	low	low	ADJ
american_scientific_journal-4394	101	23	-	-	PUNCT
american_scientific_journal-4394	101	24	dimensional	dimensional	ADJ
american_scientific_journal-4394	101	25	spaces	space	NOUN
american_scientific_journal-4394	101	26	like	like	ADP
american_scientific_journal-4394	101	27	atari	atari	ADJ
american_scientific_journal-4394	101	28	games	game	NOUN
american_scientific_journal-4394	101	29	)	)	PUNCT
american_scientific_journal-4394	101	30	that	that	PRON
american_scientific_journal-4394	101	31	involve	involve	VERB
american_scientific_journal-4394	101	32	tasks	task	NOUN
american_scientific_journal-4394	101	33	such	such	ADJ
american_scientific_journal-4394	101	34	as	as	ADP
american_scientific_journal-4394	101	35	animal	animal	NOUN
american_scientific_journal-4394	101	36	/	/	SYM
american_scientific_journal-4394	101	37	humanoid	humanoid	NOUN
american_scientific_journal-4394	101	38	locomotion	locomotion	NOUN
american_scientific_journal-4394	101	39	.	.	PUNCT
american_scientific_journal-4394	102	1	in	in	ADP
american_scientific_journal-4394	102	2	the	the	DET
american_scientific_journal-4394	102	3	heess	heess	NOUN
american_scientific_journal-4394	102	4	and	and	CCONJ
american_scientific_journal-4394	102	5	his	his	PRON
american_scientific_journal-4394	102	6	colleagues	colleague	NOUN
american_scientific_journal-4394	102	7	(	(	PUNCT
american_scientific_journal-4394	102	8	2017	2017	NUM
american_scientific_journal-4394	102	9	)	)	PUNCT
american_scientific_journal-4394	102	10	paper	paper	NOUN
american_scientific_journal-4394	102	11	on	on	ADP
american_scientific_journal-4394	102	12	emergence	emergence	NOUN
american_scientific_journal-4394	102	13	of	of	ADP
american_scientific_journal-4394	102	14	locomotion	locomotion	NOUN
american_scientific_journal-4394	102	15	behaviors	behavior	NOUN
american_scientific_journal-4394	102	16	[	[	X
american_scientific_journal-4394	102	17	10	10	NUM
american_scientific_journal-4394	102	18	]	]	PUNCT
american_scientific_journal-4394	102	19	,	,	PUNCT
american_scientific_journal-4394	102	20	the	the	DET
american_scientific_journal-4394	102	21	deepmind	deepmind	NOUN
american_scientific_journal-4394	102	22	team	team	NOUN
american_scientific_journal-4394	102	23	used	use	VERB
american_scientific_journal-4394	102	24	deep	deep	ADJ
american_scientific_journal-4394	102	25	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	102	26	learning	learning	NOUN
american_scientific_journal-4394	102	27	algorithms	algorithm	NOUN
american_scientific_journal-4394	102	28	to	to	PART
american_scientific_journal-4394	102	29	test	test	VERB
american_scientific_journal-4394	102	30	three	three	NUM
american_scientific_journal-4394	102	31	control	control	NOUN
american_scientific_journal-4394	102	32	tasks	task	NOUN
american_scientific_journal-4394	102	33	:	:	PUNCT
american_scientific_journal-4394	102	34	two	two	NUM
american_scientific_journal-4394	102	35	locomotion	locomotion	NOUN
american_scientific_journal-4394	102	36	tasks	task	NOUN
american_scientific_journal-4394	102	37	(	(	PUNCT
american_scientific_journal-4394	102	38	in	in	ADP
american_scientific_journal-4394	102	39	obstacle	obstacle	VERB
american_scientific_journal-4394	102	40	free	free	ADJ
american_scientific_journal-4394	102	41	environments	environment	NOUN
american_scientific_journal-4394	102	42	)	)	PUNCT
american_scientific_journal-4394	102	43	and	and	CCONJ
american_scientific_journal-4394	102	44	a	a	DET
american_scientific_journal-4394	102	45	planar	planar	ADJ
american_scientific_journal-4394	102	46	target	target	NOUN
american_scientific_journal-4394	102	47	-	-	PUNCT
american_scientific_journal-4394	102	48	reaching	reach	VERB
american_scientific_journal-4394	102	49	task	task	NOUN
american_scientific_journal-4394	102	50	.	.	PUNCT
american_scientific_journal-4394	103	1	the	the	DET
american_scientific_journal-4394	103	2	results	result	NOUN
american_scientific_journal-4394	103	3	that	that	PRON
american_scientific_journal-4394	103	4	the	the	DET
american_scientific_journal-4394	103	5	deepmind	deepmind	NOUN
american_scientific_journal-4394	103	6	team	team	NOUN
american_scientific_journal-4394	103	7	observed	observe	VERB
american_scientific_journal-4394	103	8	[	[	X
american_scientific_journal-4394	103	9	11	11	NUM
american_scientific_journal-4394	103	10	]	]	PUNCT
american_scientific_journal-4394	103	11	were	be	AUX
american_scientific_journal-4394	103	12	very	very	ADV
american_scientific_journal-4394	103	13	similar	similar	ADJ
american_scientific_journal-4394	103	14	to	to	ADP
american_scientific_journal-4394	103	15	those	those	DET
american_scientific_journal-4394	103	16	tassa	tassa	PROPN
american_scientific_journal-4394	103	17	and	and	CCONJ
american_scientific_journal-4394	103	18	his	his	PRON
american_scientific_journal-4394	103	19	colleagues	colleague	NOUN
american_scientific_journal-4394	103	20	(	(	PUNCT
american_scientific_journal-4394	103	21	2012	2012	NUM
american_scientific_journal-4394	103	22	)	)	PUNCT
american_scientific_journal-4394	104	1	[	[	X
american_scientific_journal-4394	104	2	12	12	NUM
american_scientific_journal-4394	104	3	]	]	PUNCT
american_scientific_journal-4394	104	4	achieved	achieve	VERB
american_scientific_journal-4394	104	5	using	use	VERB
american_scientific_journal-4394	104	6	online	online	ADJ
american_scientific_journal-4394	104	7	trajectory	trajectory	NOUN
american_scientific_journal-4394	104	8	optimization	optimization	NOUN
american_scientific_journal-4394	104	9	(	(	PUNCT
american_scientific_journal-4394	104	10	which	which	PRON
american_scientific_journal-4394	104	11	was	be	AUX
american_scientific_journal-4394	104	12	running	run	VERB
american_scientific_journal-4394	104	13	on	on	ADP
american_scientific_journal-4394	104	14	hardware	hardware	NOUN
american_scientific_journal-4394	104	15	that	that	PRON
american_scientific_journal-4394	104	16	was	be	AUX
american_scientific_journal-4394	104	17	five	five	NUM
american_scientific_journal-4394	104	18	years	year	NOUN
american_scientific_journal-4394	104	19	older	old	ADJ
american_scientific_journal-4394	104	20	)	)	PUNCT
american_scientific_journal-4394	104	21	.	.	PUNCT
american_scientific_journal-4394	105	1	thus	thus	ADV
american_scientific_journal-4394	105	2	,	,	PUNCT
american_scientific_journal-4394	105	3	although	although	SCONJ
american_scientific_journal-4394	105	4	the	the	DET
american_scientific_journal-4394	105	5	deep	deep	ADJ
american_scientific_journal-4394	105	6	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	105	7	learning	learning	NOUN
american_scientific_journal-4394	105	8	algorithm	algorithm	NOUN
american_scientific_journal-4394	105	9	was	be	AUX
american_scientific_journal-4394	105	10	able	able	ADJ
american_scientific_journal-4394	105	11	to	to	PART
american_scientific_journal-4394	105	12	achieve	achieve	VERB
american_scientific_journal-4394	105	13	very	very	ADV
american_scientific_journal-4394	105	14	promising	promising	ADJ
american_scientific_journal-4394	105	15	results	result	NOUN
american_scientific_journal-4394	105	16	,	,	PUNCT
american_scientific_journal-4394	105	17	a	a	DET
american_scientific_journal-4394	105	18	model	model	NOUN
american_scientific_journal-4394	105	19	running	run	VERB
american_scientific_journal-4394	105	20	on	on	ADP
american_scientific_journal-4394	105	21	less	less	ADV
american_scientific_journal-4394	105	22	advanced	advanced	ADJ
american_scientific_journal-4394	105	23	hardware	hardware	NOUN
american_scientific_journal-4394	105	24	1	1	NUM
american_scientific_journal-4394	105	25	cpu	cpu	NOUN
american_scientific_journal-4394	105	26	compared	compare	VERB
american_scientific_journal-4394	105	27	to	to	ADP
american_scientific_journal-4394	105	28	64	64	NUM
american_scientific_journal-4394	105	29	cpus	cpu	NOUN
american_scientific_journal-4394	105	30	in	in	ADP
american_scientific_journal-4394	105	31	heess	heess	NOUN
american_scientific_journal-4394	105	32	and	and	CCONJ
american_scientific_journal-4394	105	33	his	his	PRON
american_scientific_journal-4394	105	34	colleagues	colleague	NOUN
american_scientific_journal-4394	105	35	(	(	PUNCT
american_scientific_journal-4394	105	36	2017	2017	NUM
american_scientific_journal-4394	105	37	)	)	PUNCT
american_scientific_journal-4394	105	38	paper	paper	NOUN
american_scientific_journal-4394	105	39	was	be	AUX
american_scientific_journal-4394	105	40	able	able	ADJ
american_scientific_journal-4394	105	41	to	to	PART
american_scientific_journal-4394	105	42	achieve	achieve	VERB
american_scientific_journal-4394	105	43	the	the	DET
american_scientific_journal-4394	105	44	same	same	ADJ
american_scientific_journal-4394	105	45	results	result	NOUN
american_scientific_journal-4394	105	46	because	because	SCONJ
american_scientific_journal-4394	105	47	of	of	ADP
american_scientific_journal-4394	105	48	a	a	DET
american_scientific_journal-4394	105	49	key	key	ADJ
american_scientific_journal-4394	105	50	technique	technique	NOUN
american_scientific_journal-4394	105	51	that	that	PRON
american_scientific_journal-4394	105	52	deep	deep	ADJ
american_scientific_journal-4394	105	53	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	105	54	learning	learning	NOUN
american_scientific_journal-4394	105	55	lacks	lack	VERB
american_scientific_journal-4394	105	56	:	:	PUNCT
american_scientific_journal-4394	105	57	model	model	NOUN
american_scientific_journal-4394	105	58	predictive	predictive	ADJ
american_scientific_journal-4394	105	59	control	control	NOUN
american_scientific_journal-4394	105	60	.	.	PUNCT
american_scientific_journal-4394	106	1	2.4.3	2.4.3	NUM
american_scientific_journal-4394	106	2	model	model	NOUN
american_scientific_journal-4394	106	3	predictive	predictive	PROPN
american_scientific_journal-4394	106	4	control	control	PROPN
american_scientific_journal-4394	106	5	model	model	PROPN
american_scientific_journal-4394	106	6	predictive	predictive	PROPN
american_scientific_journal-4394	106	7	control	control	PROPN
american_scientific_journal-4394	106	8	(	(	PUNCT
american_scientific_journal-4394	106	9	mpc	mpc	NOUN
american_scientific_journal-4394	106	10	)	)	PUNCT
american_scientific_journal-4394	106	11	is	be	AUX
american_scientific_journal-4394	106	12	a	a	DET
american_scientific_journal-4394	106	13	feature	feature	NOUN
american_scientific_journal-4394	106	14	of	of	ADP
american_scientific_journal-4394	106	15	online	online	ADJ
american_scientific_journal-4394	106	16	trajectory	trajectory	NOUN
american_scientific_journal-4394	106	17	optimization	optimization	NOUN
american_scientific_journal-4394	106	18	that	that	PRON
american_scientific_journal-4394	106	19	uses	use	VERB
american_scientific_journal-4394	106	20	a	a	DET
american_scientific_journal-4394	106	21	model	model	NOUN
american_scientific_journal-4394	106	22	to	to	PART
american_scientific_journal-4394	106	23	predict	predict	VERB
american_scientific_journal-4394	106	24	a	a	DET
american_scientific_journal-4394	106	25	future	future	ADJ
american_scientific_journal-4394	106	26	output	output	NOUN
american_scientific_journal-4394	106	27	and	and	CCONJ
american_scientific_journal-4394	106	28	select	select	VERB
american_scientific_journal-4394	106	29	the	the	DET
american_scientific_journal-4394	106	30	optimal	optimal	ADJ
american_scientific_journal-4394	106	31	action	action	NOUN
american_scientific_journal-4394	106	32	.	.	PUNCT
american_scientific_journal-4394	107	1	it	it	PRON
american_scientific_journal-4394	107	2	is	be	AUX
american_scientific_journal-4394	107	3	vital	vital	ADJ
american_scientific_journal-4394	107	4	for	for	ADP
american_scientific_journal-4394	107	5	two	two	NUM
american_scientific_journal-4394	107	6	reasons	reason	NOUN
american_scientific_journal-4394	107	7	.	.	PUNCT
american_scientific_journal-4394	108	1	firstly	firstly	ADV
american_scientific_journal-4394	108	2	,	,	PUNCT
american_scientific_journal-4394	108	3	mpc	mpc	PROPN
american_scientific_journal-4394	108	4	has	have	AUX
american_scientific_journal-4394	108	5	preview	preview	NOUN
american_scientific_journal-4394	108	6	capabilities	capability	NOUN
american_scientific_journal-4394	108	7	that	that	PRON
american_scientific_journal-4394	108	8	provide	provide	VERB
american_scientific_journal-4394	108	9	information	information	NOUN
american_scientific_journal-4394	108	10	about	about	ADP
american_scientific_journal-4394	108	11	the	the	DET
american_scientific_journal-4394	108	12	environment	environment	NOUN
american_scientific_journal-4394	108	13	before	before	ADP
american_scientific_journal-4394	108	14	selecting	select	VERB
american_scientific_journal-4394	108	15	the	the	DET
american_scientific_journal-4394	108	16	next	next	ADJ
american_scientific_journal-4394	108	17	action	action	NOUN
american_scientific_journal-4394	108	18	to	to	PART
american_scientific_journal-4394	108	19	take	take	VERB
american_scientific_journal-4394	108	20	.	.	PUNCT
american_scientific_journal-4394	109	1	in	in	ADP
american_scientific_journal-4394	109	2	the	the	DET
american_scientific_journal-4394	109	3	trajectory	trajectory	NOUN
american_scientific_journal-4394	109	4	optimization	optimization	NOUN
american_scientific_journal-4394	109	5	papers	paper	NOUN
american_scientific_journal-4394	109	6	discussed	discuss	VERB
american_scientific_journal-4394	109	7	above	above	ADV
american_scientific_journal-4394	109	8	,	,	PUNCT
american_scientific_journal-4394	109	9	this	this	PRON
american_scientific_journal-4394	109	10	would	would	AUX
american_scientific_journal-4394	109	11	allow	allow	VERB
american_scientific_journal-4394	109	12	the	the	DET
american_scientific_journal-4394	109	13	agent	agent	NOUN
american_scientific_journal-4394	109	14	to	to	PART
american_scientific_journal-4394	109	15	see	see	VERB
american_scientific_journal-4394	109	16	the	the	DET
american_scientific_journal-4394	109	17	terrain	terrain	NOUN
american_scientific_journal-4394	109	18	/	/	SYM
american_scientific_journal-4394	109	19	obstacles	obstacle	NOUN
american_scientific_journal-4394	109	20	and	and	CCONJ
american_scientific_journal-4394	109	21	simulate	simulate	VERB
american_scientific_journal-4394	109	22	different	different	ADJ
american_scientific_journal-4394	109	23	actions	action	NOUN
american_scientific_journal-4394	109	24	and	and	CCONJ
american_scientific_journal-4394	109	25	the	the	DET
american_scientific_journal-4394	109	26	corresponding	corresponding	ADJ
american_scientific_journal-4394	109	27	results	result	NOUN
american_scientific_journal-4394	109	28	that	that	PRON
american_scientific_journal-4394	109	29	would	would	AUX
american_scientific_journal-4394	109	30	occur	occur	VERB
american_scientific_journal-4394	109	31	with	with	ADP
american_scientific_journal-4394	109	32	those	those	DET
american_scientific_journal-4394	109	33	actions	action	NOUN
american_scientific_journal-4394	109	34	(	(	PUNCT
american_scientific_journal-4394	109	35	using	use	VERB
american_scientific_journal-4394	109	36	a	a	DET
american_scientific_journal-4394	109	37	ground	ground	NOUN
american_scientific_journal-4394	109	38	-	-	PUNCT
american_scientific_journal-4394	109	39	truth	truth	NOUN
american_scientific_journal-4394	109	40	model	model	NOUN
american_scientific_journal-4394	109	41	)	)	PUNCT
american_scientific_journal-4394	109	42	before	before	ADP
american_scientific_journal-4394	109	43	choosing	choose	VERB
american_scientific_journal-4394	109	44	the	the	DET
american_scientific_journal-4394	109	45	optimal	optimal	ADJ
american_scientific_journal-4394	109	46	action	action	NOUN
american_scientific_journal-4394	109	47	to	to	PART
american_scientific_journal-4394	109	48	take	take	VERB
american_scientific_journal-4394	109	49	.	.	PUNCT
american_scientific_journal-4394	110	1	secondly	secondly	ADV
american_scientific_journal-4394	110	2	,	,	PUNCT
american_scientific_journal-4394	110	3	an	an	DET
american_scientific_journal-4394	110	4	mpc	mpc	NOUN
american_scientific_journal-4394	110	5	model	model	NOUN
american_scientific_journal-4394	110	6	allows	allow	VERB
american_scientific_journal-4394	110	7	constraints	constraint	NOUN
american_scientific_journal-4394	110	8	to	to	PART
american_scientific_journal-4394	110	9	be	be	AUX
american_scientific_journal-4394	110	10	satisfied	satisfied	ADJ
american_scientific_journal-4394	110	11	.	.	PUNCT
american_scientific_journal-4394	111	1	this	this	PRON
american_scientific_journal-4394	111	2	means	mean	VERB
american_scientific_journal-4394	111	3	a	a	DET
american_scientific_journal-4394	111	4	model	model	NOUN
american_scientific_journal-4394	111	5	can	can	AUX
american_scientific_journal-4394	111	6	trace	trace	VERB
american_scientific_journal-4394	111	7	an	an	DET
american_scientific_journal-4394	111	8	optimum	optimum	ADJ
american_scientific_journal-4394	111	9	trajectory	trajectory	NOUN
american_scientific_journal-4394	111	10	while	while	SCONJ
american_scientific_journal-4394	111	11	satisfying	satisfy	VERB
american_scientific_journal-4394	111	12	certain	certain	ADJ
american_scientific_journal-4394	111	13	constraints	constraint	NOUN
american_scientific_journal-4394	111	14	that	that	PRON
american_scientific_journal-4394	111	15	,	,	PUNCT
american_scientific_journal-4394	111	16	if	if	SCONJ
american_scientific_journal-4394	111	17	not	not	PART
american_scientific_journal-4394	111	18	met	meet	VERB
american_scientific_journal-4394	111	19	,	,	PUNCT
american_scientific_journal-4394	111	20	may	may	AUX
american_scientific_journal-4394	111	21	otherwise	otherwise	ADV
american_scientific_journal-4394	111	22	cause	cause	VERB
american_scientific_journal-4394	111	23	an	an	DET
american_scientific_journal-4394	111	24	agent	agent	NOUN
american_scientific_journal-4394	111	25	to	to	PART
american_scientific_journal-4394	111	26	deviate	deviate	VERB
american_scientific_journal-4394	111	27	from	from	ADP
american_scientific_journal-4394	111	28	the	the	DET
american_scientific_journal-4394	111	29	desired	desire	VERB
american_scientific_journal-4394	111	30	goal	goal	NOUN
american_scientific_journal-4394	111	31	.	.	PUNCT
american_scientific_journal-4394	112	1	combined	combine	VERB
american_scientific_journal-4394	112	2	,	,	PUNCT
american_scientific_journal-4394	112	3	these	these	DET
american_scientific_journal-4394	112	4	two	two	NUM
american_scientific_journal-4394	112	5	features	feature	NOUN
american_scientific_journal-4394	112	6	give	give	VERB
american_scientific_journal-4394	112	7	online	online	ADJ
american_scientific_journal-4394	112	8	trajectory	trajectory	NOUN
american_scientific_journal-4394	112	9	optimization	optimization	NOUN
american_scientific_journal-4394	112	10	models	model	VERB
american_scientific_journal-4394	112	11	a	a	DET
american_scientific_journal-4394	112	12	significant	significant	ADJ
american_scientific_journal-4394	112	13	advantage	advantage	NOUN
american_scientific_journal-4394	112	14	over	over	ADP
american_scientific_journal-4394	112	15	a	a	DET
american_scientific_journal-4394	112	16	deep	deep	ADJ
american_scientific_journal-4394	112	17	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	112	18	learning	learning	NOUN
american_scientific_journal-4394	112	19	model	model	NOUN
american_scientific_journal-4394	112	20	,	,	PUNCT
american_scientific_journal-4394	112	21	which	which	PRON
american_scientific_journal-4394	112	22	can	can	AUX
american_scientific_journal-4394	112	23	only	only	ADV
american_scientific_journal-4394	112	24	learn	learn	VERB
american_scientific_journal-4394	112	25	by	by	ADP
american_scientific_journal-4394	112	26	randomly	randomly	ADV
american_scientific_journal-4394	112	27	experimenting	experiment	VERB
american_scientific_journal-4394	112	28	with	with	ADP
american_scientific_journal-4394	112	29	the	the	DET
american_scientific_journal-4394	112	30	environment	environment	NOUN
american_scientific_journal-4394	112	31	to	to	PART
american_scientific_journal-4394	112	32	receive	receive	VERB
american_scientific_journal-4394	112	33	rewards	reward	NOUN
american_scientific_journal-4394	112	34	.	.	PUNCT
american_scientific_journal-4394	113	1	this	this	PRON
american_scientific_journal-4394	113	2	is	be	AUX
american_scientific_journal-4394	113	3	susceptible	susceptible	ADJ
american_scientific_journal-4394	113	4	to	to	ADP
american_scientific_journal-4394	113	5	overfitting	overfitte	VERB
american_scientific_journal-4394	113	6	and	and	CCONJ
american_scientific_journal-4394	113	7	is	be	AUX
american_scientific_journal-4394	113	8	less	less	ADV
american_scientific_journal-4394	113	9	efficient	efficient	ADJ
american_scientific_journal-4394	113	10	than	than	ADP
american_scientific_journal-4394	113	11	in	in	ADP
american_scientific_journal-4394	113	12	the	the	DET
american_scientific_journal-4394	113	13	tassa	tassa	PROPN
american_scientific_journal-4394	113	14	and	and	CCONJ
american_scientific_journal-4394	113	15	his	his	PRON
american_scientific_journal-4394	113	16	colleagues	colleague	NOUN
american_scientific_journal-4394	113	17	(	(	PUNCT
american_scientific_journal-4394	113	18	2012	2012	NUM
american_scientific_journal-4394	113	19	)	)	PUNCT
american_scientific_journal-4394	113	20	model	model	NOUN
american_scientific_journal-4394	113	21	,	,	PUNCT
american_scientific_journal-4394	113	22	which	which	PRON
american_scientific_journal-4394	113	23	explains	explain	VERB
american_scientific_journal-4394	113	24	why	why	SCONJ
american_scientific_journal-4394	113	25	five	five	NUM
american_scientific_journal-4394	113	26	years	year	NOUN
american_scientific_journal-4394	113	27	of	of	ADP
american_scientific_journal-4394	113	28	research	research	NOUN
american_scientific_journal-4394	113	29	and	and	CCONJ
american_scientific_journal-4394	113	30	development	development	NOUN
american_scientific_journal-4394	113	31	in	in	ADP
american_scientific_journal-4394	113	32	hardware	hardware	NOUN
american_scientific_journal-4394	113	33	and	and	CCONJ
american_scientific_journal-4394	113	34	software	software	NOUN
american_scientific_journal-4394	113	35	could	could	AUX
american_scientific_journal-4394	113	36	only	only	ADV
american_scientific_journal-4394	113	37	produce	produce	VERB
american_scientific_journal-4394	113	38	similar	similar	ADJ
american_scientific_journal-4394	113	39	,	,	PUNCT
american_scientific_journal-4394	113	40	and	and	CCONJ
american_scientific_journal-4394	113	41	not	not	PART
american_scientific_journal-4394	113	42	better	well	ADJ
american_scientific_journal-4394	113	43	,	,	PUNCT
american_scientific_journal-4394	113	44	results	result	NOUN
american_scientific_journal-4394	113	45	with	with	ADP
american_scientific_journal-4394	113	46	deep	deep	ADJ
american_scientific_journal-4394	113	47	neural	neural	ADJ
american_scientific_journal-4394	113	48	nets	net	NOUN
american_scientific_journal-4394	113	49	.	.	PUNCT
american_scientific_journal-4394	114	1	therefore	therefore	ADV
american_scientific_journal-4394	114	2	,	,	PUNCT
american_scientific_journal-4394	114	3	as	as	ADP
american_scientific_journal-4394	114	4	with	with	ADP
american_scientific_journal-4394	114	5	mcts	mct	NOUN
american_scientific_journal-4394	114	6	,	,	PUNCT
american_scientific_journal-4394	114	7	generalization	generalization	NOUN
american_scientific_journal-4394	114	8	capabilities	capability	NOUN
american_scientific_journal-4394	114	9	of	of	ADP
american_scientific_journal-4394	114	10	deep	deep	ADJ
american_scientific_journal-4394	114	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	114	12	learning	learning	NOUN
american_scientific_journal-4394	114	13	pay	pay	VERB
american_scientific_journal-4394	114	14	an	an	DET
american_scientific_journal-4394	114	15	expensive	expensive	ADJ
american_scientific_journal-4394	114	16	price	price	NOUN
american_scientific_journal-4394	114	17	and	and	CCONJ
american_scientific_journal-4394	114	18	compromise	compromise	VERB
american_scientific_journal-4394	114	19	their	their	PRON
american_scientific_journal-4394	114	20	performance	performance	NOUN
american_scientific_journal-4394	114	21	on	on	ADP
american_scientific_journal-4394	114	22	certain	certain	ADJ
american_scientific_journal-4394	114	23	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	114	24	learning	learning	NOUN
american_scientific_journal-4394	114	25	problems	problem	NOUN
american_scientific_journal-4394	114	26	.	.	PUNCT
american_scientific_journal-4394	115	1	although	although	SCONJ
american_scientific_journal-4394	115	2	deep	deep	ADJ
american_scientific_journal-4394	115	3	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	115	4	learning	learning	NOUN
american_scientific_journal-4394	115	5	is	be	AUX
american_scientific_journal-4394	115	6	tackling	tackle	VERB
american_scientific_journal-4394	115	7	the	the	DET
american_scientific_journal-4394	115	8	problem	problem	NOUN
american_scientific_journal-4394	115	9	at	at	ADP
american_scientific_journal-4394	115	10	a	a	DET
american_scientific_journal-4394	115	11	disadvantage	disadvantage	NOUN
american_scientific_journal-4394	115	12	(	(	PUNCT
american_scientific_journal-4394	115	13	because	because	SCONJ
american_scientific_journal-4394	115	14	it	it	PRON
american_scientific_journal-4394	115	15	does	do	AUX
american_scientific_journal-4394	115	16	not	not	PART
american_scientific_journal-4394	115	17	use	use	VERB
american_scientific_journal-4394	115	18	model	model	NOUN
american_scientific_journal-4394	115	19	predictive	predictive	ADJ
american_scientific_journal-4394	115	20	control	control	PROPN
american_scientific_journal-4394	115	21	)	)	PUNCT
american_scientific_journal-4394	115	22	and	and	CCONJ
american_scientific_journal-4394	115	23	is	be	AUX
american_scientific_journal-4394	115	24	still	still	ADV
american_scientific_journal-4394	115	25	performing	perform	VERB
american_scientific_journal-4394	115	26	surprisingly	surprisingly	ADV
american_scientific_journal-4394	115	27	well	well	ADV
american_scientific_journal-4394	115	28	,	,	PUNCT
american_scientific_journal-4394	115	29	it	it	PRON
american_scientific_journal-4394	115	30	can	can	AUX
american_scientific_journal-4394	115	31	not	not	PART
american_scientific_journal-4394	115	32	(	(	PUNCT
american_scientific_journal-4394	115	33	at	at	ADP
american_scientific_journal-4394	115	34	the	the	DET
american_scientific_journal-4394	115	35	moment	moment	NOUN
american_scientific_journal-4394	115	36	)	)	PUNCT
american_scientific_journal-4394	115	37	compete	compete	VERB
american_scientific_journal-4394	115	38	with	with	ADP
american_scientific_journal-4394	115	39	a	a	DET
american_scientific_journal-4394	115	40	model	model	ADJ
american_scientific_journal-4394	115	41	-	-	PUNCT
american_scientific_journal-4394	115	42	specific	specific	ADJ
american_scientific_journal-4394	115	43	algorithm	algorithm	NOUN
american_scientific_journal-4394	115	44	and	and	CCONJ
american_scientific_journal-4394	115	45	produce	produce	VERB
american_scientific_journal-4394	115	46	better	well	ADJ
american_scientific_journal-4394	115	47	results	result	NOUN
american_scientific_journal-4394	115	48	.	.	PUNCT
american_scientific_journal-4394	116	1	while	while	SCONJ
american_scientific_journal-4394	116	2	deep	deep	ADJ
american_scientific_journal-4394	116	3	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	116	4	learning	learning	NOUN
american_scientific_journal-4394	116	5	is	be	AUX
american_scientific_journal-4394	116	6	an	an	DET
american_scientific_journal-4394	116	7	avenue	avenue	NOUN
american_scientific_journal-4394	116	8	for	for	ADP
american_scientific_journal-4394	116	9	research	research	NOUN
american_scientific_journal-4394	116	10	and	and	CCONJ
american_scientific_journal-4394	116	11	can	can	AUX
american_scientific_journal-4394	116	12	solve	solve	VERB
american_scientific_journal-4394	116	13	many	many	ADJ
american_scientific_journal-4394	116	14	potential	potential	ADJ
american_scientific_journal-4394	116	15	problems	problem	NOUN
american_scientific_journal-4394	116	16	in	in	ADP
american_scientific_journal-4394	116	17	the	the	DET
american_scientific_journal-4394	116	18	future	future	NOUN
american_scientific_journal-4394	116	19	,	,	PUNCT
american_scientific_journal-4394	116	20	it	it	PRON
american_scientific_journal-4394	116	21	’s	’	VERB
american_scientific_journal-4394	116	22	important	important	ADJ
american_scientific_journal-4394	116	23	to	to	PART
american_scientific_journal-4394	116	24	identify	identify	VERB
american_scientific_journal-4394	116	25	when	when	SCONJ
american_scientific_journal-4394	116	26	specific	specific	ADJ
american_scientific_journal-4394	116	27	problems	problem	NOUN
american_scientific_journal-4394	116	28	yield	yield	VERB
american_scientific_journal-4394	116	29	more	more	ADV
american_scientific_journal-4394	116	30	beneficial	beneficial	ADJ
american_scientific_journal-4394	116	31	results	result	NOUN
american_scientific_journal-4394	116	32	by	by	ADP
american_scientific_journal-4394	116	33	choosing	choose	VERB
american_scientific_journal-4394	116	34	an	an	DET
american_scientific_journal-4394	116	35	alternative	alternative	ADJ
american_scientific_journal-4394	116	36	path	path	NOUN
american_scientific_journal-4394	116	37	to	to	ADP
american_scientific_journal-4394	116	38	deep	deep	ADJ
american_scientific_journal-4394	116	39	neural	neural	ADJ
american_scientific_journal-4394	116	40	networks	network	NOUN
american_scientific_journal-4394	116	41	.	.	PUNCT
american_scientific_journal-4394	117	1	this	this	PRON
american_scientific_journal-4394	117	2	is	be	AUX
american_scientific_journal-4394	117	3	why	why	SCONJ
american_scientific_journal-4394	117	4	alphago	alphago	NOUN
american_scientific_journal-4394	117	5	received	receive	VERB
american_scientific_journal-4394	117	6	worldwide	worldwide	ADJ
american_scientific_journal-4394	117	7	attention	attention	NOUN
american_scientific_journal-4394	117	8	by	by	ADP
american_scientific_journal-4394	117	9	the	the	DET
american_scientific_journal-4394	117	10	media	medium	NOUN
american_scientific_journal-4394	117	11	and	and	CCONJ
american_scientific_journal-4394	117	12	researchers	researcher	NOUN
american_scientific_journal-4394	117	13	when	when	SCONJ
american_scientific_journal-4394	117	14	it	it	PRON
american_scientific_journal-4394	117	15	beat	beat	VERB
american_scientific_journal-4394	117	16	world	world	NOUN
american_scientific_journal-4394	117	17	go	go	VERB
american_scientific_journal-4394	117	18	champion	champion	PROPN
american_scientific_journal-4394	117	19	lee	lee	PROPN
american_scientific_journal-4394	117	20	sedol	sedol	PROPN
american_scientific_journal-4394	117	21	(	(	PUNCT
american_scientific_journal-4394	117	22	who	who	PRON
american_scientific_journal-4394	117	23	has	have	AUX
american_scientific_journal-4394	117	24	won	win	VERB
american_scientific_journal-4394	117	25	18	18	NUM
american_scientific_journal-4394	117	26	world	world	NOUN
american_scientific_journal-4394	117	27	titles	title	NOUN
american_scientific_journal-4394	117	28	)	)	PUNCT
american_scientific_journal-4394	117	29	–	–	PUNCT
american_scientific_journal-4394	117	30	because	because	SCONJ
american_scientific_journal-4394	117	31	it	it	PRON
american_scientific_journal-4394	117	32	was	be	AUX
american_scientific_journal-4394	117	33	an	an	DET
american_scientific_journal-4394	117	34	“	"	PUNCT
american_scientific_journal-4394	117	35	unadulterated	unadulterated	ADJ
american_scientific_journal-4394	117	36	win	win	NOUN
american_scientific_journal-4394	117	37	for	for	ADP
american_scientific_journal-4394	117	38	deep	deep	ADJ
american_scientific_journal-4394	117	39	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	117	40	learning	learning	NOUN
american_scientific_journal-4394	117	41	”	"	PUNCT
american_scientific_journal-4394	118	1	[	[	X
american_scientific_journal-4394	118	2	13	13	NUM
american_scientific_journal-4394	118	3	]	]	PUNCT
american_scientific_journal-4394	118	4	and	and	CCONJ
american_scientific_journal-4394	118	5	can	can	AUX
american_scientific_journal-4394	118	6	provide	provide	VERB
american_scientific_journal-4394	118	7	useful	useful	ADJ
american_scientific_journal-4394	118	8	insights	insight	NOUN
american_scientific_journal-4394	118	9	about	about	ADP
american_scientific_journal-4394	118	10	about	about	ADP
american_scientific_journal-4394	118	11	how	how	SCONJ
american_scientific_journal-4394	118	12	the	the	DET
american_scientific_journal-4394	118	13	influence	influence	NOUN
american_scientific_journal-4394	118	14	of	of	ADP
american_scientific_journal-4394	118	15	deep	deep	ADJ
american_scientific_journal-4394	118	16	neural	neural	ADJ
american_scientific_journal-4394	118	17	nets	net	NOUN
american_scientific_journal-4394	118	18	,	,	PUNCT
american_scientific_journal-4394	118	19	in	in	ADP
american_scientific_journal-4394	118	20	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	118	21	learning	learning	NOUN
american_scientific_journal-4394	118	22	,	,	PUNCT
american_scientific_journal-4394	118	23	is	be	AUX
american_scientific_journal-4394	118	24	likely	likely	ADJ
american_scientific_journal-4394	118	25	to	to	PART
american_scientific_journal-4394	118	26	evolve	evolve	VERB
american_scientific_journal-4394	118	27	in	in	ADP
american_scientific_journal-4394	118	28	the	the	DET
american_scientific_journal-4394	118	29	future	future	NOUN
american_scientific_journal-4394	118	30	.	.	PUNCT
american_scientific_journal-4394	119	1	american	american	ADJ
american_scientific_journal-4394	119	2	scientific	scientific	ADJ
american_scientific_journal-4394	119	3	research	research	PROPN
american_scientific_journal-4394	119	4	journal	journal	NOUN
american_scientific_journal-4394	119	5	for	for	ADP
american_scientific_journal-4394	119	6	engineering	engineering	NOUN
american_scientific_journal-4394	119	7	,	,	PUNCT
american_scientific_journal-4394	119	8	technology	technology	NOUN
american_scientific_journal-4394	119	9	,	,	PUNCT
american_scientific_journal-4394	119	10	and	and	CCONJ
american_scientific_journal-4394	119	11	sciences	science	NOUN
american_scientific_journal-4394	119	12	(	(	PUNCT
american_scientific_journal-4394	119	13	asrjets	asrjet	NOUN
american_scientific_journal-4394	119	14	)	)	PUNCT
american_scientific_journal-4394	119	15	(	(	PUNCT
american_scientific_journal-4394	119	16	2018	2018	NUM
american_scientific_journal-4394	119	17	)	)	PUNCT
american_scientific_journal-4394	119	18	volume	volume	NOUN
american_scientific_journal-4394	119	19	46	46	NUM
american_scientific_journal-4394	119	20	,	,	PUNCT
american_scientific_journal-4394	119	21	no	no	DET
american_scientific_journal-4394	119	22	1	1	NUM
american_scientific_journal-4394	119	23	,	,	PUNCT
american_scientific_journal-4394	119	24	pp	pp	ADV
american_scientific_journal-4394	119	25	260	260	NUM
american_scientific_journal-4394	119	26	-	-	SYM
american_scientific_journal-4394	119	27	272	272	NUM
american_scientific_journal-4394	119	28	266	266	NUM
american_scientific_journal-4394	119	29	3	3	NUM
american_scientific_journal-4394	119	30	.	.	PUNCT
american_scientific_journal-4394	119	31	discussion	discussion	NOUN
american_scientific_journal-4394	119	32	since	since	SCONJ
american_scientific_journal-4394	119	33	the	the	DET
american_scientific_journal-4394	119	34	creation	creation	NOUN
american_scientific_journal-4394	119	35	of	of	ADP
american_scientific_journal-4394	119	36	the	the	DET
american_scientific_journal-4394	119	37	deep	deep	ADJ
american_scientific_journal-4394	119	38	-	-	PUNCT
american_scientific_journal-4394	119	39	q	q	NOUN
american_scientific_journal-4394	119	40	network	network	NOUN
american_scientific_journal-4394	119	41	,	,	PUNCT
american_scientific_journal-4394	119	42	which	which	PRON
american_scientific_journal-4394	119	43	galvanized	galvanize	VERB
american_scientific_journal-4394	119	44	the	the	DET
american_scientific_journal-4394	119	45	introduction	introduction	NOUN
american_scientific_journal-4394	119	46	of	of	ADP
american_scientific_journal-4394	119	47	deep	deep	ADJ
american_scientific_journal-4394	119	48	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	119	49	learning	learning	NOUN
american_scientific_journal-4394	119	50	(	(	PUNCT
american_scientific_journal-4394	119	51	enabling	enable	VERB
american_scientific_journal-4394	119	52	one	one	NUM
american_scientific_journal-4394	119	53	of	of	ADP
american_scientific_journal-4394	119	54	the	the	DET
american_scientific_journal-4394	119	55	first	first	ADJ
american_scientific_journal-4394	119	56	novel	novel	ADJ
american_scientific_journal-4394	119	57	use	use	NOUN
american_scientific_journal-4394	119	58	of	of	ADP
american_scientific_journal-4394	119	59	deep	deep	ADJ
american_scientific_journal-4394	119	60	neural	neural	ADJ
american_scientific_journal-4394	119	61	nets	net	NOUN
american_scientific_journal-4394	119	62	in	in	ADP
american_scientific_journal-4394	119	63	the	the	DET
american_scientific_journal-4394	119	64	realm	realm	NOUN
american_scientific_journal-4394	119	65	of	of	ADP
american_scientific_journal-4394	119	66	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	119	67	learning	learning	NOUN
american_scientific_journal-4394	119	68	)	)	PUNCT
american_scientific_journal-4394	120	1	,	,	PUNCT
american_scientific_journal-4394	120	2	researchers	researcher	NOUN
american_scientific_journal-4394	120	3	have	have	AUX
american_scientific_journal-4394	120	4	continued	continue	VERB
american_scientific_journal-4394	120	5	to	to	PART
american_scientific_journal-4394	120	6	build	build	VERB
american_scientific_journal-4394	120	7	on	on	ADP
american_scientific_journal-4394	120	8	previous	previous	ADJ
american_scientific_journal-4394	120	9	models	model	NOUN
american_scientific_journal-4394	120	10	,	,	PUNCT
american_scientific_journal-4394	120	11	solving	solve	VERB
american_scientific_journal-4394	120	12	new	new	ADJ
american_scientific_journal-4394	120	13	problems	problem	NOUN
american_scientific_journal-4394	120	14	,	,	PUNCT
american_scientific_journal-4394	120	15	and	and	CCONJ
american_scientific_journal-4394	120	16	establishing	establish	VERB
american_scientific_journal-4394	120	17	new	new	ADJ
american_scientific_journal-4394	120	18	conclusions	conclusion	NOUN
american_scientific_journal-4394	120	19	.	.	PUNCT
american_scientific_journal-4394	121	1	in	in	ADP
american_scientific_journal-4394	121	2	the	the	DET
american_scientific_journal-4394	121	3	world	world	NOUN
american_scientific_journal-4394	121	4	of	of	ADP
american_scientific_journal-4394	121	5	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	121	6	learning	learning	NOUN
american_scientific_journal-4394	121	7	,	,	PUNCT
american_scientific_journal-4394	121	8	problems	problem	NOUN
american_scientific_journal-4394	121	9	are	be	AUX
american_scientific_journal-4394	121	10	of	of	ADP
american_scientific_journal-4394	121	11	variable	variable	ADJ
american_scientific_journal-4394	121	12	complexity	complexity	NOUN
american_scientific_journal-4394	121	13	and	and	CCONJ
american_scientific_journal-4394	121	14	can	can	AUX
american_scientific_journal-4394	121	15	range	range	VERB
american_scientific_journal-4394	121	16	from	from	ADP
american_scientific_journal-4394	121	17	simple	simple	ADJ
american_scientific_journal-4394	121	18	two	two	NUM
american_scientific_journal-4394	121	19	-	-	PUNCT
american_scientific_journal-4394	121	20	dimensional	dimensional	ADJ
american_scientific_journal-4394	121	21	games	game	NOUN
american_scientific_journal-4394	121	22	that	that	PRON
american_scientific_journal-4394	121	23	are	be	AUX
american_scientific_journal-4394	121	24	based	base	VERB
american_scientific_journal-4394	121	25	on	on	ADP
american_scientific_journal-4394	121	26	some	some	DET
american_scientific_journal-4394	121	27	key	key	ADJ
american_scientific_journal-4394	121	28	controls	control	NOUN
american_scientific_journal-4394	121	29	,	,	PUNCT
american_scientific_journal-4394	121	30	to	to	ADP
american_scientific_journal-4394	121	31	high	high	ADJ
american_scientific_journal-4394	121	32	-	-	PUNCT
american_scientific_journal-4394	121	33	complexity	complexity	NOUN
american_scientific_journal-4394	121	34	simulation	simulation	NOUN
american_scientific_journal-4394	121	35	environments	environment	NOUN
american_scientific_journal-4394	121	36	.	.	PUNCT
american_scientific_journal-4394	122	1	it	it	PRON
american_scientific_journal-4394	122	2	’s	’	VERB
american_scientific_journal-4394	122	3	important	important	ADJ
american_scientific_journal-4394	122	4	to	to	PART
american_scientific_journal-4394	122	5	understand	understand	VERB
american_scientific_journal-4394	122	6	that	that	SCONJ
american_scientific_journal-4394	122	7	in	in	ADP
american_scientific_journal-4394	122	8	the	the	DET
american_scientific_journal-4394	122	9	current	current	ADJ
american_scientific_journal-4394	122	10	field	field	NOUN
american_scientific_journal-4394	122	11	,	,	PUNCT
american_scientific_journal-4394	122	12	there	there	PRON
american_scientific_journal-4394	122	13	is	be	VERB
american_scientific_journal-4394	122	14	no	no	DET
american_scientific_journal-4394	122	15	single	single	ADJ
american_scientific_journal-4394	122	16	model	model	NOUN
american_scientific_journal-4394	122	17	that	that	PRON
american_scientific_journal-4394	122	18	can	can	AUX
american_scientific_journal-4394	122	19	be	be	AUX
american_scientific_journal-4394	122	20	applied	apply	VERB
american_scientific_journal-4394	122	21	to	to	ADP
american_scientific_journal-4394	122	22	any	any	DET
american_scientific_journal-4394	122	23	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	122	24	learning	learning	NOUN
american_scientific_journal-4394	122	25	problem	problem	NOUN
american_scientific_journal-4394	122	26	and	and	CCONJ
american_scientific_journal-4394	122	27	beat	beat	VERB
american_scientific_journal-4394	122	28	the	the	DET
american_scientific_journal-4394	122	29	state	state	NOUN
american_scientific_journal-4394	122	30	-	-	PUNCT
american_scientific_journal-4394	122	31	of	of	ADP
american_scientific_journal-4394	122	32	-	-	PUNCT
american_scientific_journal-4394	122	33	the	the	DET
american_scientific_journal-4394	122	34	-	-	PUNCT
american_scientific_journal-4394	122	35	art	art	NOUN
american_scientific_journal-4394	122	36	results	result	NOUN
american_scientific_journal-4394	122	37	.	.	PUNCT
american_scientific_journal-4394	123	1	rather	rather	ADV
american_scientific_journal-4394	123	2	,	,	PUNCT
american_scientific_journal-4394	123	3	the	the	DET
american_scientific_journal-4394	123	4	field	field	NOUN
american_scientific_journal-4394	123	5	is	be	AUX
american_scientific_journal-4394	123	6	trying	try	VERB
american_scientific_journal-4394	123	7	to	to	PART
american_scientific_journal-4394	123	8	move	move	VERB
american_scientific_journal-4394	123	9	in	in	ADP
american_scientific_journal-4394	123	10	the	the	DET
american_scientific_journal-4394	123	11	direction	direction	NOUN
american_scientific_journal-4394	123	12	of	of	ADP
american_scientific_journal-4394	123	13	versatile	versatile	ADJ
american_scientific_journal-4394	123	14	model	model	ADJ
american_scientific_journal-4394	123	15	-	-	PUNCT
american_scientific_journal-4394	123	16	free	free	ADJ
american_scientific_journal-4394	123	17	agents	agent	NOUN
american_scientific_journal-4394	123	18	that	that	PRON
american_scientific_journal-4394	123	19	can	can	AUX
american_scientific_journal-4394	123	20	be	be	AUX
american_scientific_journal-4394	123	21	applied	apply	VERB
american_scientific_journal-4394	123	22	to	to	ADP
american_scientific_journal-4394	123	23	a	a	DET
american_scientific_journal-4394	123	24	number	number	NOUN
american_scientific_journal-4394	123	25	of	of	ADP
american_scientific_journal-4394	123	26	different	different	ADJ
american_scientific_journal-4394	123	27	problems	problem	NOUN
american_scientific_journal-4394	123	28	and	and	CCONJ
american_scientific_journal-4394	123	29	achieve	achieve	VERB
american_scientific_journal-4394	123	30	good	good	ADJ
american_scientific_journal-4394	123	31	performance	performance	NOUN
american_scientific_journal-4394	123	32	.	.	PUNCT
american_scientific_journal-4394	124	1	while	while	SCONJ
american_scientific_journal-4394	124	2	models	model	NOUN
american_scientific_journal-4394	124	3	like	like	ADP
american_scientific_journal-4394	124	4	rainbow	rainbow	NOUN
american_scientific_journal-4394	124	5	and	and	CCONJ
american_scientific_journal-4394	124	6	the	the	DET
american_scientific_journal-4394	124	7	dqn	dqn	NOUN
american_scientific_journal-4394	124	8	have	have	AUX
american_scientific_journal-4394	124	9	had	have	VERB
american_scientific_journal-4394	124	10	success	success	NOUN
american_scientific_journal-4394	124	11	in	in	ADP
american_scientific_journal-4394	124	12	the	the	DET
american_scientific_journal-4394	124	13	past	past	NOUN
american_scientific_journal-4394	124	14	,	,	PUNCT
american_scientific_journal-4394	124	15	these	these	DET
american_scientific_journal-4394	124	16	models	model	NOUN
american_scientific_journal-4394	124	17	have	have	AUX
american_scientific_journal-4394	124	18	often	often	ADV
american_scientific_journal-4394	124	19	focused	focus	VERB
american_scientific_journal-4394	124	20	on	on	ADP
american_scientific_journal-4394	124	21	two	two	NUM
american_scientific_journal-4394	124	22	-	-	PUNCT
american_scientific_journal-4394	124	23	dimensional	dimensional	ADJ
american_scientific_journal-4394	124	24	sensory	sensory	ADJ
american_scientific_journal-4394	124	25	games	game	NOUN
american_scientific_journal-4394	124	26	(	(	PUNCT
american_scientific_journal-4394	124	27	like	like	ADP
american_scientific_journal-4394	124	28	the	the	DET
american_scientific_journal-4394	124	29	atari	atari	PROPN
american_scientific_journal-4394	124	30	games	game	NOUN
american_scientific_journal-4394	124	31	)	)	PUNCT
american_scientific_journal-4394	124	32	or	or	CCONJ
american_scientific_journal-4394	124	33	simple	simple	ADJ
american_scientific_journal-4394	124	34	three	three	NUM
american_scientific_journal-4394	124	35	-	-	PUNCT
american_scientific_journal-4394	124	36	dimensional	dimensional	ADJ
american_scientific_journal-4394	124	37	games	game	NOUN
american_scientific_journal-4394	124	38	(	(	PUNCT
american_scientific_journal-4394	124	39	like	like	INTJ
american_scientific_journal-4394	124	40	labyrinth	labyrinth	ADJ
american_scientific_journal-4394	124	41	–	–	PUNCT
american_scientific_journal-4394	124	42	a	a	DET
american_scientific_journal-4394	124	43	three	three	NUM
american_scientific_journal-4394	124	44	dimensional	dimensional	ADJ
american_scientific_journal-4394	124	45	navigation	navigation	NOUN
american_scientific_journal-4394	124	46	and	and	CCONJ
american_scientific_journal-4394	124	47	puzzle	puzzle	NOUN
american_scientific_journal-4394	124	48	solving	solve	VERB
american_scientific_journal-4394	124	49	environment	environment	NOUN
american_scientific_journal-4394	124	50	)	)	PUNCT
american_scientific_journal-4394	124	51	.	.	PUNCT
american_scientific_journal-4394	125	1	although	although	SCONJ
american_scientific_journal-4394	125	2	the	the	DET
american_scientific_journal-4394	125	3	arcade	arcade	NOUN
american_scientific_journal-4394	125	4	learning	learn	VERB
american_scientific_journal-4394	125	5	environment	environment	NOUN
american_scientific_journal-4394	125	6	(	(	PUNCT
american_scientific_journal-4394	125	7	ale	ale	NOUN
american_scientific_journal-4394	125	8	)	)	PUNCT
american_scientific_journal-4394	125	9	provides	provide	VERB
american_scientific_journal-4394	125	10	a	a	DET
american_scientific_journal-4394	125	11	stable	stable	ADJ
american_scientific_journal-4394	125	12	and	and	CCONJ
american_scientific_journal-4394	125	13	reliable	reliable	ADJ
american_scientific_journal-4394	125	14	benchmark	benchmark	NOUN
american_scientific_journal-4394	125	15	for	for	ADP
american_scientific_journal-4394	125	16	testing	testing	NOUN
american_scientific_journal-4394	125	17	(	(	PUNCT
american_scientific_journal-4394	125	18	with	with	ADP
american_scientific_journal-4394	125	19	methods	method	NOUN
american_scientific_journal-4394	125	20	of	of	ADP
american_scientific_journal-4394	125	21	interfacing	interface	VERB
american_scientific_journal-4394	125	22	common	common	ADJ
american_scientific_journal-4394	125	23	arcade	arcade	NOUN
american_scientific_journal-4394	125	24	games	game	NOUN
american_scientific_journal-4394	125	25	,	,	PUNCT
american_scientific_journal-4394	125	26	like	like	ADP
american_scientific_journal-4394	125	27	atari	atari	PROPN
american_scientific_journal-4394	125	28	games	game	NOUN
american_scientific_journal-4394	125	29	,	,	PUNCT
american_scientific_journal-4394	125	30	for	for	ADP
american_scientific_journal-4394	125	31	training	training	NOUN
american_scientific_journal-4394	125	32	and	and	CCONJ
american_scientific_journal-4394	125	33	testing	testing	NOUN
american_scientific_journal-4394	125	34	models	model	NOUN
american_scientific_journal-4394	125	35	)	)	PUNCT
american_scientific_journal-4394	125	36	,	,	PUNCT
american_scientific_journal-4394	125	37	it	it	PRON
american_scientific_journal-4394	125	38	also	also	ADV
american_scientific_journal-4394	125	39	limits	limit	VERB
american_scientific_journal-4394	125	40	the	the	DET
american_scientific_journal-4394	125	41	scope	scope	NOUN
american_scientific_journal-4394	125	42	of	of	ADP
american_scientific_journal-4394	125	43	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	125	44	problems	problem	NOUN
american_scientific_journal-4394	125	45	to	to	ADP
american_scientific_journal-4394	125	46	a	a	DET
american_scientific_journal-4394	125	47	set	set	NOUN
american_scientific_journal-4394	125	48	of	of	ADP
american_scientific_journal-4394	125	49	definable	definable	ADJ
american_scientific_journal-4394	125	50	games	game	NOUN
american_scientific_journal-4394	125	51	.	.	PUNCT
american_scientific_journal-4394	126	1	thus	thus	ADV
american_scientific_journal-4394	126	2	,	,	PUNCT
american_scientific_journal-4394	126	3	it	it	PRON
american_scientific_journal-4394	126	4	’s	’	VERB
american_scientific_journal-4394	126	5	necessary	necessary	ADJ
american_scientific_journal-4394	126	6	to	to	PART
american_scientific_journal-4394	126	7	evaluate	evaluate	VERB
american_scientific_journal-4394	126	8	deep	deep	ADJ
american_scientific_journal-4394	126	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	126	10	learning	learning	NOUN
american_scientific_journal-4394	126	11	against	against	ADP
american_scientific_journal-4394	126	12	a	a	DET
american_scientific_journal-4394	126	13	wide	wide	ADJ
american_scientific_journal-4394	126	14	array	array	NOUN
american_scientific_journal-4394	126	15	of	of	ADP
american_scientific_journal-4394	126	16	problems	problem	NOUN
american_scientific_journal-4394	126	17	to	to	PART
american_scientific_journal-4394	126	18	determine	determine	VERB
american_scientific_journal-4394	126	19	the	the	DET
american_scientific_journal-4394	126	20	extent	extent	NOUN
american_scientific_journal-4394	126	21	to	to	PART
american_scientific_journal-4394	126	22	which	which	PRON
american_scientific_journal-4394	126	23	deep	deep	ADJ
american_scientific_journal-4394	126	24	neural	neural	ADJ
american_scientific_journal-4394	126	25	nets	net	NOUN
american_scientific_journal-4394	126	26	are	be	AUX
american_scientific_journal-4394	126	27	successful	successful	ADJ
american_scientific_journal-4394	126	28	.	.	PUNCT
american_scientific_journal-4394	127	1	this	this	DET
american_scientific_journal-4394	127	2	dissertation	dissertation	NOUN
american_scientific_journal-4394	127	3	will	will	AUX
american_scientific_journal-4394	127	4	discuss	discuss	VERB
american_scientific_journal-4394	127	5	each	each	DET
american_scientific_journal-4394	127	6	aspect	aspect	NOUN
american_scientific_journal-4394	127	7	that	that	PRON
american_scientific_journal-4394	127	8	needs	need	VERB
american_scientific_journal-4394	127	9	to	to	PART
american_scientific_journal-4394	127	10	be	be	AUX
american_scientific_journal-4394	127	11	considered	consider	VERB
american_scientific_journal-4394	127	12	to	to	PART
american_scientific_journal-4394	127	13	reach	reach	VERB
american_scientific_journal-4394	127	14	a	a	DET
american_scientific_journal-4394	127	15	final	final	ADJ
american_scientific_journal-4394	127	16	conclusion	conclusion	NOUN
american_scientific_journal-4394	127	17	,	,	PUNCT
american_scientific_journal-4394	127	18	such	such	ADJ
american_scientific_journal-4394	127	19	as	as	ADP
american_scientific_journal-4394	127	20	the	the	DET
american_scientific_journal-4394	127	21	key	key	ADJ
american_scientific_journal-4394	127	22	problems	problem	NOUN
american_scientific_journal-4394	127	23	underlying	underlie	VERB
american_scientific_journal-4394	127	24	deep	deep	ADJ
american_scientific_journal-4394	127	25	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	127	26	learning	learning	NOUN
american_scientific_journal-4394	127	27	including	include	VERB
american_scientific_journal-4394	127	28	overfitting	overfitte	VERB
american_scientific_journal-4394	127	29	and	and	CCONJ
american_scientific_journal-4394	127	30	reward	reward	NOUN
american_scientific_journal-4394	127	31	systemsas	systemsa	NOUN
american_scientific_journal-4394	127	32	well	well	ADV
american_scientific_journal-4394	127	33	as	as	ADP
american_scientific_journal-4394	127	34	the	the	DET
american_scientific_journal-4394	127	35	unprecedented	unprecedented	ADJ
american_scientific_journal-4394	127	36	successes	success	NOUN
american_scientific_journal-4394	127	37	(	(	PUNCT
american_scientific_journal-4394	127	38	like	like	ADP
american_scientific_journal-4394	127	39	with	with	ADP
american_scientific_journal-4394	127	40	alphago	alphago	NOUN
american_scientific_journal-4394	127	41	)	)	PUNCT
american_scientific_journal-4394	127	42	.	.	PUNCT
american_scientific_journal-4394	128	1	by	by	ADP
american_scientific_journal-4394	128	2	the	the	DET
american_scientific_journal-4394	128	3	end	end	NOUN
american_scientific_journal-4394	128	4	of	of	ADP
american_scientific_journal-4394	128	5	the	the	DET
american_scientific_journal-4394	128	6	discussion	discussion	NOUN
american_scientific_journal-4394	128	7	and	and	CCONJ
american_scientific_journal-4394	128	8	in	in	ADP
american_scientific_journal-4394	128	9	my	my	PRON
american_scientific_journal-4394	128	10	conclusion	conclusion	NOUN
american_scientific_journal-4394	128	11	,	,	PUNCT
american_scientific_journal-4394	128	12	i	i	PRON
american_scientific_journal-4394	128	13	will	will	AUX
american_scientific_journal-4394	128	14	have	have	VERB
american_scientific_journal-4394	128	15	my	my	PRON
american_scientific_journal-4394	128	16	established	establish	VERB
american_scientific_journal-4394	128	17	my	my	PRON
american_scientific_journal-4394	128	18	opinion	opinion	NOUN
american_scientific_journal-4394	128	19	on	on	ADP
american_scientific_journal-4394	128	20	the	the	DET
american_scientific_journal-4394	128	21	degree	degree	NOUN
american_scientific_journal-4394	128	22	of	of	ADP
american_scientific_journal-4394	128	23	importance	importance	NOUN
american_scientific_journal-4394	128	24	of	of	ADP
american_scientific_journal-4394	128	25	deep	deep	ADJ
american_scientific_journal-4394	128	26	neural	neural	ADJ
american_scientific_journal-4394	128	27	nets	net	NOUN
american_scientific_journal-4394	128	28	in	in	ADP
american_scientific_journal-4394	128	29	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	128	30	learning	learning	NOUN
american_scientific_journal-4394	128	31	by	by	ADP
american_scientific_journal-4394	128	32	drawing	draw	VERB
american_scientific_journal-4394	128	33	on	on	ADP
american_scientific_journal-4394	128	34	relevant	relevant	ADJ
american_scientific_journal-4394	128	35	data	datum	NOUN
american_scientific_journal-4394	128	36	and	and	CCONJ
american_scientific_journal-4394	128	37	evidence	evidence	NOUN
american_scientific_journal-4394	128	38	.	.	PUNCT
american_scientific_journal-4394	129	1	in	in	ADP
american_scientific_journal-4394	129	2	addition	addition	NOUN
american_scientific_journal-4394	129	3	,	,	PUNCT
american_scientific_journal-4394	129	4	i	i	PRON
american_scientific_journal-4394	129	5	will	will	AUX
american_scientific_journal-4394	129	6	discuss	discuss	VERB
american_scientific_journal-4394	129	7	the	the	DET
american_scientific_journal-4394	129	8	future	future	NOUN
american_scientific_journal-4394	129	9	of	of	ADP
american_scientific_journal-4394	129	10	deep	deep	ADJ
american_scientific_journal-4394	129	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	129	12	learning	learning	NOUN
american_scientific_journal-4394	129	13	and	and	CCONJ
american_scientific_journal-4394	129	14	the	the	DET
american_scientific_journal-4394	129	15	challenges	challenge	NOUN
american_scientific_journal-4394	129	16	it	it	PRON
american_scientific_journal-4394	129	17	must	must	AUX
american_scientific_journal-4394	129	18	overcome	overcome	VERB
american_scientific_journal-4394	129	19	to	to	PART
american_scientific_journal-4394	129	20	truly	truly	ADV
american_scientific_journal-4394	129	21	generalize	generalize	VERB
american_scientific_journal-4394	129	22	successfully	successfully	ADV
american_scientific_journal-4394	129	23	to	to	ADP
american_scientific_journal-4394	129	24	a	a	DET
american_scientific_journal-4394	129	25	wide	wide	NOUN
american_scientific_journal-4394	129	26	-	-	PUNCT
american_scientific_journal-4394	129	27	array	array	NOUN
american_scientific_journal-4394	129	28	of	of	ADP
american_scientific_journal-4394	129	29	different	different	ADJ
american_scientific_journal-4394	129	30	problems	problem	NOUN
american_scientific_journal-4394	129	31	.	.	PUNCT
american_scientific_journal-4394	130	1	3.1	3.1	NUM
american_scientific_journal-4394	130	2	importance	importance	NOUN
american_scientific_journal-4394	130	3	of	of	ADP
american_scientific_journal-4394	130	4	deep	deep	ADJ
american_scientific_journal-4394	130	5	neural	neural	ADJ
american_scientific_journal-4394	130	6	nets	net	NOUN
american_scientific_journal-4394	130	7	for	for	ADP
american_scientific_journal-4394	130	8	q	q	NOUN
american_scientific_journal-4394	130	9	-	-	PUNCT
american_scientific_journal-4394	130	10	learning	learning	ADJ
american_scientific_journal-4394	130	11	examining	examine	VERB
american_scientific_journal-4394	130	12	previously	previously	ADV
american_scientific_journal-4394	130	13	mentioned	mention	VERB
american_scientific_journal-4394	130	14	successful	successful	ADJ
american_scientific_journal-4394	130	15	models	model	NOUN
american_scientific_journal-4394	130	16	(	(	PUNCT
american_scientific_journal-4394	130	17	in	in	ADP
american_scientific_journal-4394	130	18	the	the	DET
american_scientific_journal-4394	130	19	realm	realm	NOUN
american_scientific_journal-4394	130	20	of	of	ADP
american_scientific_journal-4394	130	21	deep	deep	ADJ
american_scientific_journal-4394	130	22	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	130	23	learning	learning	NOUN
american_scientific_journal-4394	130	24	)	)	PUNCT
american_scientific_journal-4394	130	25	reveals	reveal	VERB
american_scientific_journal-4394	130	26	the	the	DET
american_scientific_journal-4394	130	27	underlying	underlie	VERB
american_scientific_journal-4394	130	28	importance	importance	NOUN
american_scientific_journal-4394	130	29	of	of	ADP
american_scientific_journal-4394	130	30	deep	deep	ADJ
american_scientific_journal-4394	130	31	neural	neural	ADJ
american_scientific_journal-4394	130	32	nets	net	NOUN
american_scientific_journal-4394	130	33	.	.	PUNCT
american_scientific_journal-4394	131	1	they	they	PRON
american_scientific_journal-4394	131	2	are	be	AUX
american_scientific_journal-4394	131	3	the	the	DET
american_scientific_journal-4394	131	4	fundamental	fundamental	ADJ
american_scientific_journal-4394	131	5	block	block	NOUN
american_scientific_journal-4394	131	6	that	that	PRON
american_scientific_journal-4394	131	7	allow	allow	VERB
american_scientific_journal-4394	131	8	models	model	NOUN
american_scientific_journal-4394	131	9	to	to	PART
american_scientific_journal-4394	131	10	perform	perform	VERB
american_scientific_journal-4394	131	11	so	so	ADV
american_scientific_journal-4394	131	12	well	well	ADV
american_scientific_journal-4394	131	13	in	in	ADP
american_scientific_journal-4394	131	14	a	a	DET
american_scientific_journal-4394	131	15	high	high	ADJ
american_scientific_journal-4394	131	16	-	-	PUNCT
american_scientific_journal-4394	131	17	dimensional	dimensional	ADJ
american_scientific_journal-4394	131	18	sensory	sensory	ADJ
american_scientific_journal-4394	131	19	environment	environment	NOUN
american_scientific_journal-4394	131	20	where	where	SCONJ
american_scientific_journal-4394	131	21	storing	store	VERB
american_scientific_journal-4394	131	22	billions	billion	NOUN
american_scientific_journal-4394	131	23	of	of	ADP
american_scientific_journal-4394	131	24	q	q	NOUN
american_scientific_journal-4394	131	25	-	-	PUNCT
american_scientific_journal-4394	131	26	values	value	NOUN
american_scientific_journal-4394	131	27	is	be	AUX
american_scientific_journal-4394	131	28	simply	simply	ADV
american_scientific_journal-4394	131	29	not	not	PART
american_scientific_journal-4394	131	30	computationally	computationally	ADV
american_scientific_journal-4394	131	31	viable	viable	ADJ
american_scientific_journal-4394	131	32	.	.	PUNCT
american_scientific_journal-4394	132	1	in	in	ADP
american_scientific_journal-4394	132	2	trying	try	VERB
american_scientific_journal-4394	132	3	to	to	PART
american_scientific_journal-4394	132	4	approach	approach	VERB
american_scientific_journal-4394	132	5	unknown	unknown	ADJ
american_scientific_journal-4394	132	6	and	and	CCONJ
american_scientific_journal-4394	132	7	new	new	ADJ
american_scientific_journal-4394	132	8	environments	environment	NOUN
american_scientific_journal-4394	132	9	,	,	PUNCT
american_scientific_journal-4394	132	10	a	a	DET
american_scientific_journal-4394	132	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	132	12	model	model	NOUN
american_scientific_journal-4394	132	13	must	must	AUX
american_scientific_journal-4394	132	14	be	be	AUX
american_scientific_journal-4394	132	15	able	able	ADJ
american_scientific_journal-4394	132	16	to	to	PART
american_scientific_journal-4394	132	17	develop	develop	VERB
american_scientific_journal-4394	132	18	a	a	DET
american_scientific_journal-4394	132	19	system	system	NOUN
american_scientific_journal-4394	132	20	to	to	PART
american_scientific_journal-4394	132	21	provide	provide	VERB
american_scientific_journal-4394	132	22	reliable	reliable	ADJ
american_scientific_journal-4394	132	23	rewards	reward	NOUN
american_scientific_journal-4394	132	24	,	,	PUNCT
american_scientific_journal-4394	132	25	and	and	CCONJ
american_scientific_journal-4394	132	26	with	with	ADP
american_scientific_journal-4394	132	27	the	the	DET
american_scientific_journal-4394	132	28	help	help	NOUN
american_scientific_journal-4394	132	29	of	of	ADP
american_scientific_journal-4394	132	30	deep	deep	ADJ
american_scientific_journal-4394	132	31	neural	neural	ADJ
american_scientific_journal-4394	132	32	nets	net	NOUN
american_scientific_journal-4394	132	33	,	,	PUNCT
american_scientific_journal-4394	132	34	successful	successful	ADJ
american_scientific_journal-4394	132	35	models	model	NOUN
american_scientific_journal-4394	132	36	were	be	AUX
american_scientific_journal-4394	132	37	able	able	ADJ
american_scientific_journal-4394	132	38	to	to	PART
american_scientific_journal-4394	132	39	combine	combine	VERB
american_scientific_journal-4394	132	40	deep	deep	ADJ
american_scientific_journal-4394	132	41	learning	learning	NOUN
american_scientific_journal-4394	132	42	with	with	ADP
american_scientific_journal-4394	132	43	q	q	NOUN
american_scientific_journal-4394	132	44	-	-	PUNCT
american_scientific_journal-4394	132	45	learning	learning	NOUN
american_scientific_journal-4394	132	46	and	and	CCONJ
american_scientific_journal-4394	132	47	create	create	VERB
american_scientific_journal-4394	132	48	accurate	accurate	ADJ
american_scientific_journal-4394	132	49	approximations	approximation	NOUN
american_scientific_journal-4394	132	50	.	.	PUNCT
american_scientific_journal-4394	133	1	unfortunately	unfortunately	ADV
american_scientific_journal-4394	133	2	,	,	PUNCT
american_scientific_journal-4394	133	3	as	as	SCONJ
american_scientific_journal-4394	133	4	is	be	AUX
american_scientific_journal-4394	133	5	common	common	ADJ
american_scientific_journal-4394	133	6	with	with	ADP
american_scientific_journal-4394	133	7	many	many	ADJ
american_scientific_journal-4394	133	8	tasks	task	NOUN
american_scientific_journal-4394	133	9	,	,	PUNCT
american_scientific_journal-4394	133	10	not	not	PART
american_scientific_journal-4394	133	11	all	all	DET
american_scientific_journal-4394	133	12	problems	problem	NOUN
american_scientific_journal-4394	133	13	have	have	VERB
american_scientific_journal-4394	133	14	a	a	DET
american_scientific_journal-4394	133	15	clear	clear	ADJ
american_scientific_journal-4394	133	16	definable	definable	ADJ
american_scientific_journal-4394	133	17	reward	reward	NOUN
american_scientific_journal-4394	133	18	system	system	NOUN
american_scientific_journal-4394	133	19	that	that	PRON
american_scientific_journal-4394	133	20	enable	enable	VERB
american_scientific_journal-4394	133	21	models	model	NOUN
american_scientific_journal-4394	133	22	to	to	ADP
american_scientific_journal-4394	133	23	a	a	PRON
american_scientific_journal-4394	133	24	)	)	PUNCT
american_scientific_journal-4394	133	25	reach	reach	VERB
american_scientific_journal-4394	133	26	the	the	DET
american_scientific_journal-4394	133	27	optimum	optimum	ADJ
american_scientific_journal-4394	133	28	solutions	solution	NOUN
american_scientific_journal-4394	133	29	and	and	CCONJ
american_scientific_journal-4394	133	30	b	b	X
american_scientific_journal-4394	133	31	)	)	PUNCT
american_scientific_journal-4394	133	32	avoid	avoid	VERB
american_scientific_journal-4394	133	33	any	any	DET
american_scientific_journal-4394	133	34	environmental	environmental	ADJ
american_scientific_journal-4394	133	35	nuances	nuance	NOUN
american_scientific_journal-4394	133	36	.	.	PUNCT
american_scientific_journal-4394	134	1	this	this	PRON
american_scientific_journal-4394	134	2	opens	open	VERB
american_scientific_journal-4394	134	3	up	up	ADP
american_scientific_journal-4394	134	4	deep	deep	ADJ
american_scientific_journal-4394	134	5	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	134	6	learning	learning	NOUN
american_scientific_journal-4394	134	7	models	model	NOUN
american_scientific_journal-4394	134	8	to	to	ADP
american_scientific_journal-4394	134	9	two	two	NUM
american_scientific_journal-4394	134	10	key	key	ADJ
american_scientific_journal-4394	134	11	problems	problem	NOUN
american_scientific_journal-4394	134	12	:	:	PUNCT
american_scientific_journal-4394	134	13	overfitting	overfitte	VERB
american_scientific_journal-4394	134	14	and	and	CCONJ
american_scientific_journal-4394	134	15	reward	reward	NOUN
american_scientific_journal-4394	134	16	functions	function	NOUN
american_scientific_journal-4394	134	17	.	.	PUNCT
american_scientific_journal-4394	135	1	understanding	understand	VERB
american_scientific_journal-4394	135	2	these	these	DET
american_scientific_journal-4394	135	3	problems	problem	NOUN
american_scientific_journal-4394	135	4	may	may	AUX
american_scientific_journal-4394	135	5	provide	provide	VERB
american_scientific_journal-4394	135	6	a	a	DET
american_scientific_journal-4394	135	7	possible	possible	ADJ
american_scientific_journal-4394	135	8	explanation	explanation	NOUN
american_scientific_journal-4394	135	9	for	for	ADP
american_scientific_journal-4394	135	10	why	why	SCONJ
american_scientific_journal-4394	135	11	classical	classical	ADJ
american_scientific_journal-4394	135	12	domain	domain	NOUN
american_scientific_journal-4394	135	13	-	-	PUNCT
american_scientific_journal-4394	135	14	specific	specific	ADJ
american_scientific_journal-4394	135	15	techniques	technique	NOUN
american_scientific_journal-4394	135	16	are	be	AUX
american_scientific_journal-4394	135	17	still	still	ADV
american_scientific_journal-4394	135	18	able	able	ADJ
american_scientific_journal-4394	135	19	to	to	PART
american_scientific_journal-4394	135	20	compete	compete	VERB
american_scientific_journal-4394	135	21	with	with	ADP
american_scientific_journal-4394	135	22	and	and	CCONJ
american_scientific_journal-4394	135	23	outperform	outperform	VERB
american_scientific_journal-4394	135	24	deep	deep	ADJ
american_scientific_journal-4394	135	25	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	135	26	learning	learning	NOUN
american_scientific_journal-4394	135	27	models	model	NOUN
american_scientific_journal-4394	135	28	.	.	PUNCT
american_scientific_journal-4394	136	1	3.2	3.2	NUM
american_scientific_journal-4394	136	2	overfitting	overfitte	VERB
american_scientific_journal-4394	136	3	american	american	ADJ
american_scientific_journal-4394	136	4	scientific	scientific	ADJ
american_scientific_journal-4394	136	5	research	research	NOUN
american_scientific_journal-4394	136	6	journal	journal	NOUN
american_scientific_journal-4394	136	7	for	for	ADP
american_scientific_journal-4394	136	8	engineering	engineering	NOUN
american_scientific_journal-4394	136	9	,	,	PUNCT
american_scientific_journal-4394	136	10	technology	technology	NOUN
american_scientific_journal-4394	136	11	,	,	PUNCT
american_scientific_journal-4394	136	12	and	and	CCONJ
american_scientific_journal-4394	136	13	sciences	science	NOUN
american_scientific_journal-4394	136	14	(	(	PUNCT
american_scientific_journal-4394	136	15	asrjets	asrjet	NOUN
american_scientific_journal-4394	136	16	)	)	PUNCT
american_scientific_journal-4394	136	17	(	(	PUNCT
american_scientific_journal-4394	136	18	2018	2018	NUM
american_scientific_journal-4394	136	19	)	)	PUNCT
american_scientific_journal-4394	136	20	volume	volume	NOUN
american_scientific_journal-4394	136	21	46	46	NUM
american_scientific_journal-4394	136	22	,	,	PUNCT
american_scientific_journal-4394	136	23	no	no	DET
american_scientific_journal-4394	136	24	1	1	NUM
american_scientific_journal-4394	136	25	,	,	PUNCT
american_scientific_journal-4394	136	26	pp	pp	ADV
american_scientific_journal-4394	136	27	260	260	NUM
american_scientific_journal-4394	136	28	-	-	SYM
american_scientific_journal-4394	136	29	272	272	NUM
american_scientific_journal-4394	136	30	267	267	NUM
american_scientific_journal-4394	136	31	to	to	PART
american_scientific_journal-4394	136	32	be	be	AUX
american_scientific_journal-4394	136	33	able	able	ADJ
american_scientific_journal-4394	136	34	to	to	PART
american_scientific_journal-4394	136	35	develop	develop	VERB
american_scientific_journal-4394	136	36	versatile	versatile	ADJ
american_scientific_journal-4394	136	37	policies	policy	NOUN
american_scientific_journal-4394	136	38	for	for	ADP
american_scientific_journal-4394	136	39	a	a	DET
american_scientific_journal-4394	136	40	number	number	NOUN
american_scientific_journal-4394	136	41	of	of	ADP
american_scientific_journal-4394	136	42	different	different	ADJ
american_scientific_journal-4394	136	43	environments	environment	NOUN
american_scientific_journal-4394	136	44	,	,	PUNCT
american_scientific_journal-4394	136	45	an	an	DET
american_scientific_journal-4394	136	46	agent	agent	NOUN
american_scientific_journal-4394	136	47	must	must	AUX
american_scientific_journal-4394	136	48	be	be	AUX
american_scientific_journal-4394	136	49	able	able	ADJ
american_scientific_journal-4394	136	50	to	to	PART
american_scientific_journal-4394	136	51	generalize	generalize	VERB
american_scientific_journal-4394	136	52	successfully	successfully	ADV
american_scientific_journal-4394	136	53	;	;	PUNCT
american_scientific_journal-4394	136	54	that	that	PRON
american_scientific_journal-4394	136	55	is	be	AUX
american_scientific_journal-4394	136	56	,	,	PUNCT
american_scientific_journal-4394	136	57	be	be	AUX
american_scientific_journal-4394	136	58	able	able	ADJ
american_scientific_journal-4394	136	59	to	to	PART
american_scientific_journal-4394	136	60	infer	infer	VERB
american_scientific_journal-4394	136	61	the	the	DET
american_scientific_journal-4394	136	62	results	result	NOUN
american_scientific_journal-4394	136	63	from	from	ADP
american_scientific_journal-4394	136	64	some	some	DET
american_scientific_journal-4394	136	65	sample	sample	NOUN
american_scientific_journal-4394	136	66	of	of	ADP
american_scientific_journal-4394	136	67	events	event	NOUN
american_scientific_journal-4394	136	68	,	,	PUNCT
american_scientific_journal-4394	136	69	and	and	CCONJ
american_scientific_journal-4394	136	70	apply	apply	VERB
american_scientific_journal-4394	136	71	it	it	PRON
american_scientific_journal-4394	136	72	to	to	ADP
american_scientific_journal-4394	136	73	unknown	unknown	ADJ
american_scientific_journal-4394	136	74	and	and	CCONJ
american_scientific_journal-4394	136	75	unseen	unseen	ADJ
american_scientific_journal-4394	136	76	occurrences	occurrence	NOUN
american_scientific_journal-4394	136	77	.	.	PUNCT
american_scientific_journal-4394	137	1	since	since	SCONJ
american_scientific_journal-4394	137	2	the	the	DET
american_scientific_journal-4394	137	3	introduction	introduction	NOUN
american_scientific_journal-4394	137	4	of	of	ADP
american_scientific_journal-4394	137	5	machine	machine	NOUN
american_scientific_journal-4394	137	6	learning	learning	NOUN
american_scientific_journal-4394	137	7	and	and	CCONJ
american_scientific_journal-4394	137	8	statistics	statistic	NOUN
american_scientific_journal-4394	137	9	,	,	PUNCT
american_scientific_journal-4394	137	10	overfitting	overfitte	VERB
american_scientific_journal-4394	137	11	has	have	AUX
american_scientific_journal-4394	137	12	always	always	ADV
american_scientific_journal-4394	137	13	been	be	AUX
american_scientific_journal-4394	137	14	a	a	DET
american_scientific_journal-4394	137	15	significant	significant	ADJ
american_scientific_journal-4394	137	16	problem	problem	NOUN
american_scientific_journal-4394	137	17	for	for	ADP
american_scientific_journal-4394	137	18	researchers	researcher	NOUN
american_scientific_journal-4394	137	19	that	that	PRON
american_scientific_journal-4394	137	20	often	often	ADV
american_scientific_journal-4394	137	21	limited	limited	ADJ
american_scientific_journal-4394	137	22	models	model	NOUN
american_scientific_journal-4394	137	23	’	'	PUNCT
american_scientific_journal-4394	137	24	capabilities	capability	NOUN
american_scientific_journal-4394	137	25	to	to	PART
american_scientific_journal-4394	137	26	extrapolate	extrapolate	VERB
american_scientific_journal-4394	137	27	data	datum	NOUN
american_scientific_journal-4394	137	28	and	and	CCONJ
american_scientific_journal-4394	137	29	information	information	NOUN
american_scientific_journal-4394	137	30	.	.	PUNCT
american_scientific_journal-4394	138	1	unlike	unlike	ADP
american_scientific_journal-4394	138	2	the	the	DET
american_scientific_journal-4394	138	3	human	human	ADJ
american_scientific_journal-4394	138	4	brain	brain	NOUN
american_scientific_journal-4394	138	5	that	that	PRON
american_scientific_journal-4394	138	6	is	be	AUX
american_scientific_journal-4394	138	7	able	able	ADJ
american_scientific_journal-4394	138	8	to	to	PART
american_scientific_journal-4394	138	9	generalize	generalize	VERB
american_scientific_journal-4394	138	10	both	both	PRON
american_scientific_journal-4394	138	11	quickly	quickly	ADV
american_scientific_journal-4394	138	12	and	and	CCONJ
american_scientific_journal-4394	138	13	successfully	successfully	ADV
american_scientific_journal-4394	138	14	,	,	PUNCT
american_scientific_journal-4394	138	15	machine	machine	NOUN
american_scientific_journal-4394	138	16	learning	learning	NOUN
american_scientific_journal-4394	138	17	models	model	NOUN
american_scientific_journal-4394	138	18	still	still	ADV
american_scientific_journal-4394	138	19	face	face	VERB
american_scientific_journal-4394	138	20	this	this	DET
american_scientific_journal-4394	138	21	problem	problem	NOUN
american_scientific_journal-4394	138	22	today	today	NOUN
american_scientific_journal-4394	138	23	.	.	PUNCT
american_scientific_journal-4394	139	1	no	no	ADV
american_scientific_journal-4394	139	2	different	different	ADJ
american_scientific_journal-4394	139	3	from	from	ADP
american_scientific_journal-4394	139	4	them	they	PRON
american_scientific_journal-4394	139	5	,	,	PUNCT
american_scientific_journal-4394	139	6	deep	deep	ADJ
american_scientific_journal-4394	139	7	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	139	8	learning	learning	NOUN
american_scientific_journal-4394	139	9	is	be	AUX
american_scientific_journal-4394	139	10	particularly	particularly	ADV
american_scientific_journal-4394	139	11	prone	prone	ADJ
american_scientific_journal-4394	139	12	to	to	ADP
american_scientific_journal-4394	139	13	overfitting	overfitte	VERB
american_scientific_journal-4394	139	14	.	.	PUNCT
american_scientific_journal-4394	140	1	in	in	ADP
american_scientific_journal-4394	140	2	trying	try	VERB
american_scientific_journal-4394	140	3	to	to	PART
american_scientific_journal-4394	140	4	develop	develop	VERB
american_scientific_journal-4394	140	5	versatile	versatile	ADJ
american_scientific_journal-4394	140	6	solutions	solution	NOUN
american_scientific_journal-4394	140	7	,	,	PUNCT
american_scientific_journal-4394	140	8	models	model	NOUN
american_scientific_journal-4394	140	9	must	must	AUX
american_scientific_journal-4394	140	10	be	be	AUX
american_scientific_journal-4394	140	11	able	able	ADJ
american_scientific_journal-4394	140	12	to	to	PART
american_scientific_journal-4394	140	13	adapt	adapt	VERB
american_scientific_journal-4394	140	14	to	to	ADP
american_scientific_journal-4394	140	15	completely	completely	ADV
american_scientific_journal-4394	140	16	different	different	ADJ
american_scientific_journal-4394	140	17	environments	environment	NOUN
american_scientific_journal-4394	140	18	,	,	PUNCT
american_scientific_journal-4394	140	19	actions	action	NOUN
american_scientific_journal-4394	140	20	,	,	PUNCT
american_scientific_journal-4394	140	21	and	and	CCONJ
american_scientific_journal-4394	140	22	reward	reward	NOUN
american_scientific_journal-4394	140	23	systems	system	NOUN
american_scientific_journal-4394	140	24	.	.	PUNCT
american_scientific_journal-4394	141	1	however	however	ADV
american_scientific_journal-4394	141	2	,	,	PUNCT
american_scientific_journal-4394	141	3	as	as	ADP
american_scientific_journal-4394	141	4	with	with	ADP
american_scientific_journal-4394	141	5	any	any	DET
american_scientific_journal-4394	141	6	game	game	NOUN
american_scientific_journal-4394	141	7	,	,	PUNCT
american_scientific_journal-4394	141	8	each	each	DET
american_scientific_journal-4394	141	9	environment	environment	NOUN
american_scientific_journal-4394	141	10	is	be	AUX
american_scientific_journal-4394	141	11	heavily	heavily	ADV
american_scientific_journal-4394	141	12	nuanced	nuanced	ADJ
american_scientific_journal-4394	141	13	in	in	ADP
american_scientific_journal-4394	141	14	its	its	PRON
american_scientific_journal-4394	141	15	design	design	NOUN
american_scientific_journal-4394	141	16	and	and	CCONJ
american_scientific_journal-4394	141	17	will	will	AUX
american_scientific_journal-4394	141	18	often	often	ADV
american_scientific_journal-4394	141	19	contain	contain	VERB
american_scientific_journal-4394	141	20	potentially	potentially	ADV
american_scientific_journal-4394	141	21	unique	unique	ADJ
american_scientific_journal-4394	141	22	patterns	pattern	NOUN
american_scientific_journal-4394	141	23	to	to	ADP
american_scientific_journal-4394	141	24	it	it	PRON
american_scientific_journal-4394	141	25	.	.	PUNCT
american_scientific_journal-4394	142	1	what	what	PRON
american_scientific_journal-4394	142	2	this	this	PRON
american_scientific_journal-4394	142	3	means	mean	VERB
american_scientific_journal-4394	142	4	for	for	ADP
american_scientific_journal-4394	142	5	deep	deep	ADJ
american_scientific_journal-4394	142	6	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	142	7	learning	learning	NOUN
american_scientific_journal-4394	142	8	models	model	NOUN
american_scientific_journal-4394	142	9	,	,	PUNCT
american_scientific_journal-4394	142	10	is	be	AUX
american_scientific_journal-4394	142	11	that	that	SCONJ
american_scientific_journal-4394	142	12	they	they	PRON
american_scientific_journal-4394	142	13	almost	almost	ADV
american_scientific_journal-4394	142	14	always	always	ADV
american_scientific_journal-4394	142	15	end	end	VERB
american_scientific_journal-4394	142	16	up	up	ADP
american_scientific_journal-4394	142	17	fitting	fitting	ADJ
american_scientific_journal-4394	142	18	to	to	ADP
american_scientific_journal-4394	142	19	the	the	DET
american_scientific_journal-4394	142	20	unconventional	unconventional	ADJ
american_scientific_journal-4394	142	21	patterns	pattern	NOUN
american_scientific_journal-4394	142	22	of	of	ADP
american_scientific_journal-4394	142	23	each	each	DET
american_scientific_journal-4394	142	24	environment	environment	NOUN
american_scientific_journal-4394	142	25	.	.	PUNCT
american_scientific_journal-4394	143	1	often	often	ADV
american_scientific_journal-4394	143	2	,	,	PUNCT
american_scientific_journal-4394	143	3	the	the	DET
american_scientific_journal-4394	143	4	optimized	optimize	VERB
american_scientific_journal-4394	143	5	policies	policy	NOUN
american_scientific_journal-4394	143	6	are	be	AUX
american_scientific_journal-4394	143	7	too	too	ADV
american_scientific_journal-4394	143	8	narrow	narrow	ADJ
american_scientific_journal-4394	143	9	in	in	ADP
american_scientific_journal-4394	143	10	scope	scope	NOUN
american_scientific_journal-4394	143	11	and	and	CCONJ
american_scientific_journal-4394	143	12	rely	rely	VERB
american_scientific_journal-4394	143	13	on	on	ADP
american_scientific_journal-4394	143	14	highly	highly	ADV
american_scientific_journal-4394	143	15	specific	specific	ADJ
american_scientific_journal-4394	143	16	features	feature	NOUN
american_scientific_journal-4394	143	17	of	of	ADP
american_scientific_journal-4394	143	18	the	the	DET
american_scientific_journal-4394	143	19	environment	environment	NOUN
american_scientific_journal-4394	143	20	that	that	PRON
american_scientific_journal-4394	143	21	are	be	AUX
american_scientific_journal-4394	143	22	not	not	PART
american_scientific_journal-4394	143	23	always	always	ADV
american_scientific_journal-4394	143	24	present	present	ADJ
american_scientific_journal-4394	143	25	.	.	PUNCT
american_scientific_journal-4394	144	1	in	in	ADP
american_scientific_journal-4394	144	2	the	the	DET
american_scientific_journal-4394	144	3	lanctot	lanctot	NOUN
american_scientific_journal-4394	144	4	and	and	CCONJ
american_scientific_journal-4394	144	5	his	his	PRON
american_scientific_journal-4394	144	6	colleagues	colleague	NOUN
american_scientific_journal-4394	144	7	(	(	PUNCT
american_scientific_journal-4394	144	8	2017	2017	NUM
american_scientific_journal-4394	144	9	)	)	PUNCT
american_scientific_journal-4394	144	10	paper	paper	NOUN
american_scientific_journal-4394	144	11	on	on	ADP
american_scientific_journal-4394	144	12	multi	multi	ADJ
american_scientific_journal-4394	144	13	-	-	ADJ
american_scientific_journal-4394	144	14	agent	agent	ADJ
american_scientific_journal-4394	144	15	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	144	16	learning	learning	NOUN
american_scientific_journal-4394	144	17	,	,	PUNCT
american_scientific_journal-4394	144	18	agents	agent	NOUN
american_scientific_journal-4394	144	19	were	be	AUX
american_scientific_journal-4394	144	20	trained	train	VERB
american_scientific_journal-4394	144	21	in	in	ADP
american_scientific_journal-4394	144	22	a	a	DET
american_scientific_journal-4394	144	23	simple	simple	ADJ
american_scientific_journal-4394	144	24	game	game	NOUN
american_scientific_journal-4394	144	25	of	of	ADP
american_scientific_journal-4394	144	26	laser	laser	NOUN
american_scientific_journal-4394	144	27	tag	tag	NOUN
american_scientific_journal-4394	144	28	over	over	ADP
american_scientific_journal-4394	144	29	five	five	NUM
american_scientific_journal-4394	144	30	random	random	ADJ
american_scientific_journal-4394	144	31	seeds	seed	NOUN
american_scientific_journal-4394	144	32	.	.	PUNCT
american_scientific_journal-4394	145	1	in	in	ADP
american_scientific_journal-4394	145	2	each	each	DET
american_scientific_journal-4394	145	3	respective	respective	ADJ
american_scientific_journal-4394	145	4	game	game	NOUN
american_scientific_journal-4394	145	5	,	,	PUNCT
american_scientific_journal-4394	145	6	agents	agent	NOUN
american_scientific_journal-4394	145	7	learned	learn	VERB
american_scientific_journal-4394	145	8	to	to	PART
american_scientific_journal-4394	145	9	move	move	VERB
american_scientific_journal-4394	145	10	,	,	PUNCT
american_scientific_journal-4394	145	11	shoot	shoot	NOUN
american_scientific_journal-4394	145	12	,	,	PUNCT
american_scientific_journal-4394	145	13	and	and	CCONJ
american_scientific_journal-4394	145	14	run	run	VERB
american_scientific_journal-4394	145	15	away	away	ADV
american_scientific_journal-4394	145	16	from	from	ADP
american_scientific_journal-4394	145	17	the	the	DET
american_scientific_journal-4394	145	18	opponent	opponent	NOUN
american_scientific_journal-4394	145	19	.	.	PUNCT
american_scientific_journal-4394	146	1	each	each	DET
american_scientific_journal-4394	146	2	set	set	NOUN
american_scientific_journal-4394	146	3	of	of	ADP
american_scientific_journal-4394	146	4	five	five	NUM
american_scientific_journal-4394	146	5	random	random	ADJ
american_scientific_journal-4394	146	6	seeds	seed	NOUN
american_scientific_journal-4394	146	7	is	be	AUX
american_scientific_journal-4394	146	8	one	one	NUM
american_scientific_journal-4394	146	9	experiment	experiment	NOUN
american_scientific_journal-4394	146	10	and	and	CCONJ
american_scientific_journal-4394	146	11	the	the	DET
american_scientific_journal-4394	146	12	researchers	researcher	NOUN
american_scientific_journal-4394	146	13	carried	carry	VERB
american_scientific_journal-4394	146	14	out	out	ADP
american_scientific_journal-4394	146	15	the	the	DET
american_scientific_journal-4394	146	16	experiment	experiment	NOUN
american_scientific_journal-4394	146	17	twice	twice	ADV
american_scientific_journal-4394	146	18	.	.	PUNCT
american_scientific_journal-4394	147	1	although	although	SCONJ
american_scientific_journal-4394	147	2	within	within	ADP
american_scientific_journal-4394	147	3	each	each	DET
american_scientific_journal-4394	147	4	experiment	experiment	NOUN
american_scientific_journal-4394	147	5	,	,	PUNCT
american_scientific_journal-4394	147	6	the	the	DET
american_scientific_journal-4394	147	7	results	result	NOUN
american_scientific_journal-4394	147	8	shown	show	VERB
american_scientific_journal-4394	147	9	were	be	AUX
american_scientific_journal-4394	147	10	beneficial	beneficial	ADJ
american_scientific_journal-4394	147	11	and	and	CCONJ
american_scientific_journal-4394	147	12	the	the	DET
american_scientific_journal-4394	147	13	agents	agent	NOUN
american_scientific_journal-4394	147	14	were	be	AUX
american_scientific_journal-4394	147	15	successfully	successfully	ADV
american_scientific_journal-4394	147	16	shooting	shoot	VERB
american_scientific_journal-4394	147	17	and	and	CCONJ
american_scientific_journal-4394	147	18	defending	defend	VERB
american_scientific_journal-4394	147	19	,	,	PUNCT
american_scientific_journal-4394	147	20	when	when	SCONJ
american_scientific_journal-4394	147	21	the	the	DET
american_scientific_journal-4394	147	22	agent	agent	NOUN
american_scientific_journal-4394	147	23	from	from	ADP
american_scientific_journal-4394	147	24	one	one	NUM
american_scientific_journal-4394	147	25	experiment	experiment	NOUN
american_scientific_journal-4394	147	26	was	be	AUX
american_scientific_journal-4394	147	27	pitted	pit	VERB
american_scientific_journal-4394	147	28	against	against	ADP
american_scientific_journal-4394	147	29	the	the	DET
american_scientific_journal-4394	147	30	agent	agent	NOUN
american_scientific_journal-4394	147	31	of	of	ADP
american_scientific_journal-4394	147	32	another	another	DET
american_scientific_journal-4394	147	33	experiment	experiment	NOUN
american_scientific_journal-4394	147	34	,	,	PUNCT
american_scientific_journal-4394	147	35	the	the	DET
american_scientific_journal-4394	147	36	results	result	NOUN
american_scientific_journal-4394	147	37	were	be	AUX
american_scientific_journal-4394	147	38	starkly	starkly	ADV
american_scientific_journal-4394	147	39	different	different	ADJ
american_scientific_journal-4394	147	40	.	.	PUNCT
american_scientific_journal-4394	148	1	not	not	PART
american_scientific_journal-4394	148	2	only	only	ADV
american_scientific_journal-4394	148	3	did	do	AUX
american_scientific_journal-4394	148	4	the	the	DET
american_scientific_journal-4394	148	5	agents	agent	NOUN
american_scientific_journal-4394	148	6	not	not	PART
american_scientific_journal-4394	148	7	shoot	shoot	VERB
american_scientific_journal-4394	148	8	or	or	CCONJ
american_scientific_journal-4394	148	9	defend	defend	VERB
american_scientific_journal-4394	148	10	,	,	PUNCT
american_scientific_journal-4394	148	11	but	but	CCONJ
american_scientific_journal-4394	148	12	they	they	PRON
american_scientific_journal-4394	148	13	also	also	ADV
american_scientific_journal-4394	148	14	did	do	AUX
american_scientific_journal-4394	148	15	n’t	not	PART
american_scientific_journal-4394	148	16	even	even	ADV
american_scientific_journal-4394	148	17	try	try	VERB
american_scientific_journal-4394	148	18	to	to	PART
american_scientific_journal-4394	148	19	move	move	VERB
american_scientific_journal-4394	148	20	closer	close	ADV
american_scientific_journal-4394	148	21	to	to	ADP
american_scientific_journal-4394	148	22	the	the	DET
american_scientific_journal-4394	148	23	opponent	opponent	NOUN
american_scientific_journal-4394	148	24	and	and	CCONJ
american_scientific_journal-4394	148	25	kept	keep	VERB
american_scientific_journal-4394	148	26	moving	move	VERB
american_scientific_journal-4394	148	27	in	in	ADP
american_scientific_journal-4394	148	28	random	random	ADJ
american_scientific_journal-4394	148	29	paths	path	NOUN
american_scientific_journal-4394	148	30	.	.	PUNCT
american_scientific_journal-4394	149	1	this	this	PRON
american_scientific_journal-4394	149	2	occurred	occur	VERB
american_scientific_journal-4394	149	3	because	because	SCONJ
american_scientific_journal-4394	149	4	during	during	ADP
american_scientific_journal-4394	149	5	the	the	DET
american_scientific_journal-4394	149	6	five	five	NUM
american_scientific_journal-4394	149	7	-	-	PUNCT
american_scientific_journal-4394	149	8	random	random	ADJ
american_scientific_journal-4394	149	9	seeds	seed	NOUN
american_scientific_journal-4394	149	10	,	,	PUNCT
american_scientific_journal-4394	149	11	although	although	SCONJ
american_scientific_journal-4394	149	12	the	the	DET
american_scientific_journal-4394	149	13	agent	agent	NOUN
american_scientific_journal-4394	149	14	was	be	AUX
american_scientific_journal-4394	149	15	successful	successful	ADJ
american_scientific_journal-4394	149	16	,	,	PUNCT
american_scientific_journal-4394	149	17	it	it	PRON
american_scientific_journal-4394	149	18	was	be	AUX
american_scientific_journal-4394	149	19	overfitting	overfitte	VERB
american_scientific_journal-4394	149	20	to	to	ADP
american_scientific_journal-4394	149	21	unconventional	unconventional	ADJ
american_scientific_journal-4394	149	22	patterns	pattern	NOUN
american_scientific_journal-4394	149	23	in	in	ADP
american_scientific_journal-4394	149	24	the	the	DET
american_scientific_journal-4394	149	25	environment	environment	NOUN
american_scientific_journal-4394	149	26	(	(	PUNCT
american_scientific_journal-4394	149	27	in	in	ADP
american_scientific_journal-4394	149	28	this	this	DET
american_scientific_journal-4394	149	29	case	case	NOUN
american_scientific_journal-4394	149	30	,	,	PUNCT
american_scientific_journal-4394	149	31	the	the	DET
american_scientific_journal-4394	149	32	presence	presence	NOUN
american_scientific_journal-4394	149	33	of	of	ADP
american_scientific_journal-4394	149	34	the	the	DET
american_scientific_journal-4394	149	35	other	other	ADJ
american_scientific_journal-4394	149	36	unchanging	unchanging	ADJ
american_scientific_journal-4394	149	37	opponent	opponent	NOUN
american_scientific_journal-4394	149	38	)	)	PUNCT
american_scientific_journal-4394	149	39	.	.	PUNCT
american_scientific_journal-4394	150	1	thus	thus	ADV
american_scientific_journal-4394	150	2	,	,	PUNCT
american_scientific_journal-4394	150	3	although	although	SCONJ
american_scientific_journal-4394	150	4	the	the	DET
american_scientific_journal-4394	150	5	layouts	layout	NOUN
american_scientific_journal-4394	150	6	and	and	CCONJ
american_scientific_journal-4394	150	7	actions	action	NOUN
american_scientific_journal-4394	150	8	did	do	AUX
american_scientific_journal-4394	150	9	not	not	PART
american_scientific_journal-4394	150	10	change	change	VERB
american_scientific_journal-4394	150	11	,	,	PUNCT
american_scientific_journal-4394	150	12	the	the	DET
american_scientific_journal-4394	150	13	model	model	NOUN
american_scientific_journal-4394	150	14	’s	’s	PART
american_scientific_journal-4394	150	15	narrow	narrow	ADJ
american_scientific_journal-4394	150	16	policy	policy	NOUN
american_scientific_journal-4394	150	17	was	be	AUX
american_scientific_journal-4394	150	18	unable	unable	ADJ
american_scientific_journal-4394	150	19	to	to	PART
american_scientific_journal-4394	150	20	generalize	generalize	VERB
american_scientific_journal-4394	150	21	to	to	ADP
american_scientific_journal-4394	150	22	a	a	DET
american_scientific_journal-4394	150	23	different	different	ADJ
american_scientific_journal-4394	150	24	opponent	opponent	NOUN
american_scientific_journal-4394	150	25	because	because	SCONJ
american_scientific_journal-4394	150	26	it	it	PRON
american_scientific_journal-4394	150	27	had	have	AUX
american_scientific_journal-4394	150	28	learned	learn	VERB
american_scientific_journal-4394	150	29	the	the	DET
american_scientific_journal-4394	150	30	nuances	nuance	NOUN
american_scientific_journal-4394	150	31	of	of	ADP
american_scientific_journal-4394	150	32	its	its	PRON
american_scientific_journal-4394	150	33	initial	initial	ADJ
american_scientific_journal-4394	150	34	environment	environment	NOUN
american_scientific_journal-4394	150	35	.	.	PUNCT
american_scientific_journal-4394	151	1	this	this	PRON
american_scientific_journal-4394	151	2	is	be	AUX
american_scientific_journal-4394	151	3	intensified	intensify	VERB
american_scientific_journal-4394	151	4	by	by	ADP
american_scientific_journal-4394	151	5	the	the	DET
american_scientific_journal-4394	151	6	underlying	underlying	ADJ
american_scientific_journal-4394	151	7	mathematical	mathematical	ADJ
american_scientific_journal-4394	151	8	nature	nature	NOUN
american_scientific_journal-4394	151	9	of	of	ADP
american_scientific_journal-4394	151	10	a	a	DET
american_scientific_journal-4394	151	11	deep	deep	ADJ
american_scientific_journal-4394	151	12	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	151	13	learning	learning	NOUN
american_scientific_journal-4394	151	14	algorithm	algorithm	NOUN
american_scientific_journal-4394	151	15	.	.	PUNCT
american_scientific_journal-4394	152	1	since	since	SCONJ
american_scientific_journal-4394	152	2	the	the	DET
american_scientific_journal-4394	152	3	target	target	NOUN
american_scientific_journal-4394	152	4	reward	reward	NOUN
american_scientific_journal-4394	152	5	values	value	NOUN
american_scientific_journal-4394	152	6	are	be	AUX
american_scientific_journal-4394	152	7	not	not	PART
american_scientific_journal-4394	152	8	known	know	VERB
american_scientific_journal-4394	152	9	and	and	CCONJ
american_scientific_journal-4394	152	10	the	the	DET
american_scientific_journal-4394	152	11	model	model	NOUN
american_scientific_journal-4394	152	12	is	be	AUX
american_scientific_journal-4394	152	13	continually	continually	ADV
american_scientific_journal-4394	152	14	updating	update	VERB
american_scientific_journal-4394	152	15	its	its	PRON
american_scientific_journal-4394	152	16	reward	reward	NOUN
american_scientific_journal-4394	152	17	function	function	NOUN
american_scientific_journal-4394	152	18	to	to	PART
american_scientific_journal-4394	152	19	create	create	VERB
american_scientific_journal-4394	152	20	a	a	DET
american_scientific_journal-4394	152	21	more	more	ADV
american_scientific_journal-4394	152	22	accurate	accurate	ADJ
american_scientific_journal-4394	152	23	feedback	feedback	NOUN
american_scientific_journal-4394	152	24	system	system	NOUN
american_scientific_journal-4394	152	25	,	,	PUNCT
american_scientific_journal-4394	152	26	the	the	DET
american_scientific_journal-4394	152	27	q	q	NOUN
american_scientific_journal-4394	152	28	-	-	PUNCT
american_scientific_journal-4394	152	29	values	value	NOUN
american_scientific_journal-4394	152	30	(	(	PUNCT
american_scientific_journal-4394	152	31	the	the	DET
american_scientific_journal-4394	152	32	reward	reward	NOUN
american_scientific_journal-4394	152	33	values	value	NOUN
american_scientific_journal-4394	152	34	)	)	PUNCT
american_scientific_journal-4394	152	35	are	be	AUX
american_scientific_journal-4394	152	36	constantly	constantly	ADV
american_scientific_journal-4394	152	37	changing	change	VERB
american_scientific_journal-4394	152	38	.	.	PUNCT
american_scientific_journal-4394	153	1	thus	thus	ADV
american_scientific_journal-4394	153	2	,	,	PUNCT
american_scientific_journal-4394	153	3	rapidly	rapidly	ADV
american_scientific_journal-4394	153	4	exploring	explore	VERB
american_scientific_journal-4394	153	5	the	the	DET
american_scientific_journal-4394	153	6	environment	environment	NOUN
american_scientific_journal-4394	153	7	may	may	AUX
american_scientific_journal-4394	153	8	bring	bring	VERB
american_scientific_journal-4394	153	9	about	about	ADP
american_scientific_journal-4394	153	10	a	a	DET
american_scientific_journal-4394	153	11	change	change	NOUN
american_scientific_journal-4394	153	12	that	that	PRON
american_scientific_journal-4394	153	13	causes	cause	VERB
american_scientific_journal-4394	153	14	the	the	DET
american_scientific_journal-4394	153	15	network	network	NOUN
american_scientific_journal-4394	153	16	to	to	PART
american_scientific_journal-4394	153	17	specifically	specifically	ADV
american_scientific_journal-4394	153	18	try	try	VERB
american_scientific_journal-4394	153	19	to	to	PART
american_scientific_journal-4394	153	20	fit	fit	VERB
american_scientific_journal-4394	153	21	to	to	ADP
american_scientific_journal-4394	153	22	,	,	PUNCT
american_scientific_journal-4394	153	23	losing	lose	VERB
american_scientific_journal-4394	153	24	its	its	PRON
american_scientific_journal-4394	153	25	generalization	generalization	NOUN
american_scientific_journal-4394	153	26	capabilities	capability	NOUN
american_scientific_journal-4394	153	27	.	.	PUNCT
american_scientific_journal-4394	154	1	there	there	PRON
american_scientific_journal-4394	154	2	is	be	VERB
american_scientific_journal-4394	154	3	a	a	DET
american_scientific_journal-4394	154	4	very	very	ADV
american_scientific_journal-4394	154	5	popular	popular	ADJ
american_scientific_journal-4394	154	6	dilemma	dilemma	NOUN
american_scientific_journal-4394	154	7	,	,	PUNCT
american_scientific_journal-4394	154	8	in	in	ADP
american_scientific_journal-4394	154	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	154	10	learning	learning	NOUN
american_scientific_journal-4394	154	11	,	,	PUNCT
american_scientific_journal-4394	154	12	known	know	VERB
american_scientific_journal-4394	154	13	as	as	ADP
american_scientific_journal-4394	154	14	the	the	DET
american_scientific_journal-4394	154	15	exploration	exploration	NOUN
american_scientific_journal-4394	154	16	-	-	PUNCT
american_scientific_journal-4394	154	17	exploitation	exploitation	NOUN
american_scientific_journal-4394	154	18	trade	trade	NOUN
american_scientific_journal-4394	154	19	-	-	PUNCT
american_scientific_journal-4394	154	20	off	off	NOUN
american_scientific_journal-4394	154	21	(	(	PUNCT
american_scientific_journal-4394	154	22	sutton	sutton	PROPN
american_scientific_journal-4394	154	23	,	,	PUNCT
american_scientific_journal-4394	154	24	barto	barto	PROPN
american_scientific_journal-4394	154	25	,	,	PUNCT
american_scientific_journal-4394	154	26	1998	1998	NUM
american_scientific_journal-4394	154	27	)	)	PUNCT
american_scientific_journal-4394	154	28	,	,	PUNCT
american_scientific_journal-4394	154	29	which	which	PRON
american_scientific_journal-4394	154	30	often	often	ADV
american_scientific_journal-4394	154	31	contributes	contribute	VERB
american_scientific_journal-4394	154	32	to	to	ADP
american_scientific_journal-4394	154	33	the	the	DET
american_scientific_journal-4394	154	34	effect	effect	NOUN
american_scientific_journal-4394	154	35	of	of	ADP
american_scientific_journal-4394	154	36	overfitting	overfitte	VERB
american_scientific_journal-4394	154	37	or	or	CCONJ
american_scientific_journal-4394	154	38	underfitting	underfitting	NOUN
american_scientific_journal-4394	154	39	in	in	ADP
american_scientific_journal-4394	154	40	certain	certain	ADJ
american_scientific_journal-4394	154	41	circumstances	circumstance	NOUN
american_scientific_journal-4394	154	42	.	.	PUNCT
american_scientific_journal-4394	155	1	essentially	essentially	ADV
american_scientific_journal-4394	155	2	,	,	PUNCT
american_scientific_journal-4394	155	3	models	model	NOUN
american_scientific_journal-4394	155	4	(	(	PUNCT
american_scientific_journal-4394	155	5	when	when	SCONJ
american_scientific_journal-4394	155	6	choosing	choose	VERB
american_scientific_journal-4394	155	7	the	the	DET
american_scientific_journal-4394	155	8	next	next	ADJ
american_scientific_journal-4394	155	9	optimal	optimal	ADJ
american_scientific_journal-4394	155	10	action	action	NOUN
american_scientific_journal-4394	155	11	)	)	PUNCT
american_scientific_journal-4394	155	12	have	have	VERB
american_scientific_journal-4394	155	13	two	two	NUM
american_scientific_journal-4394	155	14	choices	choice	NOUN
american_scientific_journal-4394	155	15	:	:	PUNCT
american_scientific_journal-4394	155	16	exploring	explore	VERB
american_scientific_journal-4394	155	17	the	the	DET
american_scientific_journal-4394	155	18	environment	environment	NOUN
american_scientific_journal-4394	155	19	to	to	PART
american_scientific_journal-4394	155	20	collect	collect	VERB
american_scientific_journal-4394	155	21	more	more	ADJ
american_scientific_journal-4394	155	22	information	information	NOUN
american_scientific_journal-4394	155	23	and	and	CCONJ
american_scientific_journal-4394	155	24	make	make	VERB
american_scientific_journal-4394	155	25	a	a	DET
american_scientific_journal-4394	155	26	more	more	ADV
american_scientific_journal-4394	155	27	informed	informed	ADJ
american_scientific_journal-4394	155	28	decision	decision	NOUN
american_scientific_journal-4394	155	29	or	or	CCONJ
american_scientific_journal-4394	155	30	using	use	VERB
american_scientific_journal-4394	155	31	the	the	DET
american_scientific_journal-4394	155	32	current	current	ADJ
american_scientific_journal-4394	155	33	information	information	NOUN
american_scientific_journal-4394	155	34	at	at	ADP
american_scientific_journal-4394	155	35	hand	hand	NOUN
american_scientific_journal-4394	155	36	to	to	PART
american_scientific_journal-4394	155	37	take	take	VERB
american_scientific_journal-4394	155	38	the	the	DET
american_scientific_journal-4394	155	39	best	good	ADJ
american_scientific_journal-4394	155	40	action	action	NOUN
american_scientific_journal-4394	155	41	.	.	PUNCT
american_scientific_journal-4394	156	1	if	if	SCONJ
american_scientific_journal-4394	156	2	the	the	DET
american_scientific_journal-4394	156	3	agent	agent	NOUN
american_scientific_journal-4394	156	4	chooses	choose	VERB
american_scientific_journal-4394	156	5	to	to	PART
american_scientific_journal-4394	156	6	explore	explore	VERB
american_scientific_journal-4394	156	7	,	,	PUNCT
american_scientific_journal-4394	156	8	it	it	PRON
american_scientific_journal-4394	156	9	may	may	AUX
american_scientific_journal-4394	156	10	develop	develop	VERB
american_scientific_journal-4394	156	11	a	a	DET
american_scientific_journal-4394	156	12	highly	highly	ADV
american_scientific_journal-4394	156	13	specialized	specialized	ADJ
american_scientific_journal-4394	156	14	policy	policy	NOUN
american_scientific_journal-4394	156	15	that	that	PRON
american_scientific_journal-4394	156	16	will	will	AUX
american_scientific_journal-4394	156	17	not	not	PART
american_scientific_journal-4394	156	18	perform	perform	VERB
american_scientific_journal-4394	156	19	well	well	ADV
american_scientific_journal-4394	156	20	on	on	ADP
american_scientific_journal-4394	156	21	unseen	unseen	ADJ
american_scientific_journal-4394	156	22	occurrences	occurrence	NOUN
american_scientific_journal-4394	156	23	(	(	PUNCT
american_scientific_journal-4394	156	24	similar	similar	ADJ
american_scientific_journal-4394	156	25	to	to	ADP
american_scientific_journal-4394	156	26	overfitting	overfitting	NOUN
american_scientific_journal-4394	156	27	)	)	PUNCT
american_scientific_journal-4394	156	28	.	.	PUNCT
american_scientific_journal-4394	157	1	however	however	ADV
american_scientific_journal-4394	157	2	,	,	PUNCT
american_scientific_journal-4394	157	3	if	if	SCONJ
american_scientific_journal-4394	157	4	the	the	DET
american_scientific_journal-4394	157	5	agent	agent	NOUN
american_scientific_journal-4394	157	6	chooses	choose	VERB
american_scientific_journal-4394	157	7	to	to	PART
american_scientific_journal-4394	157	8	take	take	VERB
american_scientific_journal-4394	157	9	the	the	DET
american_scientific_journal-4394	157	10	best	good	ADJ
american_scientific_journal-4394	157	11	action	action	NOUN
american_scientific_journal-4394	157	12	at	at	ADP
american_scientific_journal-4394	157	13	hand	hand	NOUN
american_scientific_journal-4394	157	14	,	,	PUNCT
american_scientific_journal-4394	157	15	it	it	PRON
american_scientific_journal-4394	157	16	risks	risk	VERB
american_scientific_journal-4394	157	17	getting	getting	AUX
american_scientific_journal-4394	157	18	stuck	stick	VERB
american_scientific_journal-4394	157	19	in	in	ADP
american_scientific_journal-4394	157	20	a	a	DET
american_scientific_journal-4394	157	21	locally	locally	ADV
american_scientific_journal-4394	157	22	optimum	optimum	ADJ
american_scientific_journal-4394	157	23	strategy	strategy	NOUN
american_scientific_journal-4394	157	24	that	that	PRON
american_scientific_journal-4394	157	25	does	do	AUX
american_scientific_journal-4394	157	26	not	not	PART
american_scientific_journal-4394	157	27	yield	yield	VERB
american_scientific_journal-4394	157	28	higher	high	ADJ
american_scientific_journal-4394	157	29	rewards	reward	NOUN
american_scientific_journal-4394	157	30	(	(	PUNCT
american_scientific_journal-4394	157	31	similar	similar	ADJ
american_scientific_journal-4394	157	32	to	to	ADP
american_scientific_journal-4394	157	33	underfitting	underfitting	NOUN
american_scientific_journal-4394	157	34	)	)	PUNCT
american_scientific_journal-4394	157	35	.	.	PUNCT
american_scientific_journal-4394	158	1	for	for	SCONJ
american_scientific_journal-4394	158	2	deep	deep	ADJ
american_scientific_journal-4394	158	3	neural	neural	ADJ
american_scientific_journal-4394	158	4	nets	net	NOUN
american_scientific_journal-4394	158	5	to	to	PART
american_scientific_journal-4394	158	6	achieve	achieve	VERB
american_scientific_journal-4394	158	7	an	an	DET
american_scientific_journal-4394	158	8	optimal	optimal	ADJ
american_scientific_journal-4394	158	9	policy	policy	NOUN
american_scientific_journal-4394	158	10	and	and	CCONJ
american_scientific_journal-4394	158	11	an	an	DET
american_scientific_journal-4394	158	12	appropriate	appropriate	ADJ
american_scientific_journal-4394	158	13	balance	balance	NOUN
american_scientific_journal-4394	158	14	between	between	ADP
american_scientific_journal-4394	158	15	exploitation	exploitation	NOUN
american_scientific_journal-4394	158	16	and	and	CCONJ
american_scientific_journal-4394	158	17	exploration	exploration	NOUN
american_scientific_journal-4394	158	18	,	,	PUNCT
american_scientific_journal-4394	158	19	they	they	PRON
american_scientific_journal-4394	158	20	require	require	VERB
american_scientific_journal-4394	158	21	millions	million	NOUN
american_scientific_journal-4394	158	22	of	of	ADP
american_scientific_journal-4394	158	23	frames	frame	NOUN
american_scientific_journal-4394	158	24	of	of	ADP
american_scientific_journal-4394	158	25	input	input	NOUN
american_scientific_journal-4394	158	26	data	datum	NOUN
american_scientific_journal-4394	158	27	.	.	PUNCT
american_scientific_journal-4394	159	1	this	this	PRON
american_scientific_journal-4394	159	2	raises	raise	VERB
american_scientific_journal-4394	159	3	a	a	DET
american_scientific_journal-4394	159	4	pressing	press	VERB
american_scientific_journal-4394	159	5	concern	concern	NOUN
american_scientific_journal-4394	159	6	with	with	ADP
american_scientific_journal-4394	159	7	data	datum	NOUN
american_scientific_journal-4394	159	8	efficiency	efficiency	NOUN
american_scientific_journal-4394	159	9	.	.	PUNCT
american_scientific_journal-4394	160	1	for	for	ADP
american_scientific_journal-4394	160	2	example	example	NOUN
american_scientific_journal-4394	160	3	,	,	PUNCT
american_scientific_journal-4394	160	4	in	in	ADP
american_scientific_journal-4394	160	5	hessel	hessel	NOUN
american_scientific_journal-4394	160	6	and	and	CCONJ
american_scientific_journal-4394	160	7	his	his	PRON
american_scientific_journal-4394	160	8	colleagues	colleague	NOUN
american_scientific_journal-4394	160	9	(	(	PUNCT
american_scientific_journal-4394	160	10	2017	2017	NUM
american_scientific_journal-4394	160	11	)	)	PUNCT
american_scientific_journal-4394	160	12	rainbow	rainbow	NOUN
american_scientific_journal-4394	160	13	,	,	PUNCT
american_scientific_journal-4394	160	14	despite	despite	SCONJ
american_scientific_journal-4394	160	15	the	the	DET
american_scientific_journal-4394	160	16	model	model	NOUN
american_scientific_journal-4394	160	17	achieving	achieve	VERB
american_scientific_journal-4394	160	18	improved	improved	ADJ
american_scientific_journal-4394	160	19	results	result	NOUN
american_scientific_journal-4394	160	20	,	,	PUNCT
american_scientific_journal-4394	160	21	it	it	PRON
american_scientific_journal-4394	160	22	took	take	VERB
american_scientific_journal-4394	160	23	44	44	NUM
american_scientific_journal-4394	160	24	million	million	NUM
american_scientific_journal-4394	160	25	frames	frame	NOUN
american_scientific_journal-4394	160	26	to	to	PART
american_scientific_journal-4394	160	27	beat	beat	VERB
american_scientific_journal-4394	160	28	human	human	ADJ
american_scientific_journal-4394	160	29	-	-	PUNCT
american_scientific_journal-4394	160	30	level	level	NOUN
american_scientific_journal-4394	160	31	performance	performance	NOUN
american_scientific_journal-4394	160	32	which	which	PRON
american_scientific_journal-4394	160	33	roughly	roughly	ADV
american_scientific_journal-4394	160	34	translates	translate	VERB
american_scientific_journal-4394	160	35	to	to	ADP
american_scientific_journal-4394	160	36	83	83	NUM
american_scientific_journal-4394	160	37	hours	hour	NOUN
american_scientific_journal-4394	160	38	of	of	ADP
american_scientific_journal-4394	160	39	gameplay	gameplay	NOUN
american_scientific_journal-4394	160	40	.	.	PUNCT
american_scientific_journal-4394	161	1	this	this	PRON
american_scientific_journal-4394	161	2	is	be	AUX
american_scientific_journal-4394	161	3	a	a	DET
american_scientific_journal-4394	161	4	task	task	NOUN
american_scientific_journal-4394	161	5	that	that	PRON
american_scientific_journal-4394	161	6	most	most	ADJ
american_scientific_journal-4394	161	7	humans	human	NOUN
american_scientific_journal-4394	161	8	could	could	AUX
american_scientific_journal-4394	161	9	pick	pick	VERB
american_scientific_journal-4394	161	10	up	up	ADP
american_scientific_journal-4394	161	11	in	in	ADP
american_scientific_journal-4394	161	12	a	a	DET
american_scientific_journal-4394	161	13	couple	couple	NOUN
american_scientific_journal-4394	161	14	of	of	ADP
american_scientific_journal-4394	161	15	minutes	minute	NOUN
american_scientific_journal-4394	161	16	.	.	PUNCT
american_scientific_journal-4394	162	1	it	it	PRON
american_scientific_journal-4394	162	2	’s	’	VERB
american_scientific_journal-4394	162	3	important	important	ADJ
american_scientific_journal-4394	162	4	to	to	PART
american_scientific_journal-4394	162	5	note	note	VERB
american_scientific_journal-4394	162	6	that	that	SCONJ
american_scientific_journal-4394	162	7	,	,	PUNCT
american_scientific_journal-4394	162	8	we	we	PRON
american_scientific_journal-4394	162	9	as	as	ADP
american_scientific_journal-4394	162	10	humans	human	NOUN
american_scientific_journal-4394	162	11	,	,	PUNCT
american_scientific_journal-4394	162	12	have	have	VERB
american_scientific_journal-4394	162	13	a	a	DET
american_scientific_journal-4394	162	14	significant	significant	ADJ
american_scientific_journal-4394	162	15	advantage	advantage	NOUN
american_scientific_journal-4394	162	16	over	over	ADP
american_scientific_journal-4394	162	17	a	a	DET
american_scientific_journal-4394	162	18	deep	deep	ADJ
american_scientific_journal-4394	162	19	-	-	PUNCT
american_scientific_journal-4394	162	20	q	q	NOUN
american_scientific_journal-4394	162	21	network	network	NOUN
american_scientific_journal-4394	162	22	playing	play	VERB
american_scientific_journal-4394	162	23	a	a	DET
american_scientific_journal-4394	162	24	game	game	NOUN
american_scientific_journal-4394	162	25	because	because	SCONJ
american_scientific_journal-4394	162	26	we	we	PRON
american_scientific_journal-4394	162	27	approach	approach	VERB
american_scientific_journal-4394	162	28	it	it	PRON
american_scientific_journal-4394	162	29	american	american	ADJ
american_scientific_journal-4394	162	30	scientific	scientific	ADJ
american_scientific_journal-4394	162	31	research	research	NOUN
american_scientific_journal-4394	162	32	journal	journal	NOUN
american_scientific_journal-4394	162	33	for	for	ADP
american_scientific_journal-4394	162	34	engineering	engineering	NOUN
american_scientific_journal-4394	162	35	,	,	PUNCT
american_scientific_journal-4394	162	36	technology	technology	NOUN
american_scientific_journal-4394	162	37	,	,	PUNCT
american_scientific_journal-4394	162	38	and	and	CCONJ
american_scientific_journal-4394	162	39	sciences	science	NOUN
american_scientific_journal-4394	162	40	(	(	PUNCT
american_scientific_journal-4394	162	41	asrjets	asrjet	NOUN
american_scientific_journal-4394	162	42	)	)	PUNCT
american_scientific_journal-4394	162	43	(	(	PUNCT
american_scientific_journal-4394	162	44	2018	2018	NUM
american_scientific_journal-4394	162	45	)	)	PUNCT
american_scientific_journal-4394	162	46	volume	volume	NOUN
american_scientific_journal-4394	162	47	46	46	NUM
american_scientific_journal-4394	162	48	,	,	PUNCT
american_scientific_journal-4394	162	49	no	no	DET
american_scientific_journal-4394	162	50	1	1	NUM
american_scientific_journal-4394	162	51	,	,	PUNCT
american_scientific_journal-4394	162	52	pp	pp	ADV
american_scientific_journal-4394	162	53	260	260	NUM
american_scientific_journal-4394	162	54	-	-	SYM
american_scientific_journal-4394	162	55	272	272	NUM
american_scientific_journal-4394	162	56	268	268	NUM
american_scientific_journal-4394	162	57	knowing	know	VERB
american_scientific_journal-4394	162	58	what	what	PRON
american_scientific_journal-4394	162	59	a	a	DET
american_scientific_journal-4394	162	60	game	game	NOUN
american_scientific_journal-4394	162	61	is	be	AUX
american_scientific_journal-4394	162	62	,	,	PUNCT
american_scientific_journal-4394	162	63	what	what	PRON
american_scientific_journal-4394	162	64	the	the	DET
american_scientific_journal-4394	162	65	score	score	NOUN
american_scientific_journal-4394	162	66	is	be	AUX
american_scientific_journal-4394	162	67	,	,	PUNCT
american_scientific_journal-4394	162	68	what	what	DET
american_scientific_journal-4394	162	69	actions	action	NOUN
american_scientific_journal-4394	162	70	(	(	PUNCT
american_scientific_journal-4394	162	71	e.g.	e.g.	ADV
american_scientific_journal-4394	162	72	shooting	shoot	VERB
american_scientific_journal-4394	162	73	ships	ship	NOUN
american_scientific_journal-4394	162	74	down	down	ADP
american_scientific_journal-4394	162	75	)	)	PUNCT
american_scientific_journal-4394	162	76	increases	increase	VERB
american_scientific_journal-4394	162	77	our	our	PRON
american_scientific_journal-4394	162	78	score	score	NOUN
american_scientific_journal-4394	162	79	.	.	PUNCT
american_scientific_journal-4394	163	1	a	a	DET
american_scientific_journal-4394	163	2	dqn	dqn	NOUN
american_scientific_journal-4394	163	3	or	or	CCONJ
american_scientific_journal-4394	163	4	deep	deep	ADJ
american_scientific_journal-4394	163	5	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	163	6	learning	learning	NOUN
american_scientific_journal-4394	163	7	model	model	NOUN
american_scientific_journal-4394	163	8	has	have	VERB
american_scientific_journal-4394	163	9	to	to	PART
american_scientific_journal-4394	163	10	learn	learn	VERB
american_scientific_journal-4394	163	11	all	all	PRON
american_scientific_journal-4394	163	12	of	of	ADP
american_scientific_journal-4394	163	13	this	this	DET
american_scientific_journal-4394	163	14	information	information	NOUN
american_scientific_journal-4394	163	15	from	from	ADP
american_scientific_journal-4394	163	16	scratch	scratch	NOUN
american_scientific_journal-4394	163	17	.	.	PUNCT
american_scientific_journal-4394	164	1	however	however	ADV
american_scientific_journal-4394	164	2	,	,	PUNCT
american_scientific_journal-4394	164	3	if	if	SCONJ
american_scientific_journal-4394	164	4	an	an	DET
american_scientific_journal-4394	164	5	alternative	alternative	ADJ
american_scientific_journal-4394	164	6	model	model	NOUN
american_scientific_journal-4394	164	7	-	-	PUNCT
american_scientific_journal-4394	164	8	based	base	VERB
american_scientific_journal-4394	164	9	method	method	NOUN
american_scientific_journal-4394	164	10	can	can	AUX
american_scientific_journal-4394	164	11	provide	provide	VERB
american_scientific_journal-4394	164	12	better	well	ADJ
american_scientific_journal-4394	164	13	results	result	NOUN
american_scientific_journal-4394	164	14	,	,	PUNCT
american_scientific_journal-4394	164	15	should	should	AUX
american_scientific_journal-4394	164	16	researchers	researcher	NOUN
american_scientific_journal-4394	164	17	use	use	VERB
american_scientific_journal-4394	164	18	other	other	ADJ
american_scientific_journal-4394	164	19	deep	deep	ADJ
american_scientific_journal-4394	164	20	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	164	21	learning	learn	VERB
american_scientific_journal-4394	164	22	model	model	NOUN
american_scientific_journal-4394	164	23	-	-	PUNCT
american_scientific_journal-4394	164	24	free	free	ADJ
american_scientific_journal-4394	164	25	algorithms	algorithm	NOUN
american_scientific_journal-4394	164	26	?	?	PUNCT
american_scientific_journal-4394	165	1	that	that	PRON
american_scientific_journal-4394	165	2	is	be	AUX
american_scientific_journal-4394	165	3	,	,	PUNCT
american_scientific_journal-4394	165	4	should	should	AUX
american_scientific_journal-4394	165	5	a	a	DET
american_scientific_journal-4394	165	6	deep	deep	ADJ
american_scientific_journal-4394	165	7	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	165	8	learning	learning	NOUN
american_scientific_journal-4394	165	9	model	model	NOUN
american_scientific_journal-4394	165	10	that	that	PRON
american_scientific_journal-4394	165	11	is	be	AUX
american_scientific_journal-4394	165	12	highly	highly	ADV
american_scientific_journal-4394	165	13	susceptive	susceptive	ADJ
american_scientific_journal-4394	165	14	to	to	ADP
american_scientific_journal-4394	165	15	overfitting	overfitte	VERB
american_scientific_journal-4394	165	16	,	,	PUNCT
american_scientific_journal-4394	165	17	limited	limit	VERB
american_scientific_journal-4394	165	18	in	in	ADP
american_scientific_journal-4394	165	19	scope	scope	NOUN
american_scientific_journal-4394	165	20	to	to	ADP
american_scientific_journal-4394	165	21	certain	certain	ADJ
american_scientific_journal-4394	165	22	problems	problem	NOUN
american_scientific_journal-4394	165	23	,	,	PUNCT
american_scientific_journal-4394	165	24	and	and	CCONJ
american_scientific_journal-4394	165	25	not	not	PART
american_scientific_journal-4394	165	26	necessarily	necessarily	ADV
american_scientific_journal-4394	165	27	able	able	ADJ
american_scientific_journal-4394	165	28	to	to	PART
american_scientific_journal-4394	165	29	out	out	ADV
american_scientific_journal-4394	165	30	-	-	PUNCT
american_scientific_journal-4394	165	31	perform	perform	VERB
american_scientific_journal-4394	165	32	the	the	DET
american_scientific_journal-4394	165	33	state	state	NOUN
american_scientific_journal-4394	165	34	-	-	PUNCT
american_scientific_journal-4394	165	35	of	of	ADP
american_scientific_journal-4394	165	36	-	-	PUNCT
american_scientific_journal-4394	165	37	the	the	DET
american_scientific_journal-4394	165	38	art	art	NOUN
american_scientific_journal-4394	165	39	results	result	NOUN
american_scientific_journal-4394	165	40	in	in	ADP
american_scientific_journal-4394	165	41	a	a	DET
american_scientific_journal-4394	165	42	reasonable	reasonable	ADJ
american_scientific_journal-4394	165	43	time	time	NOUN
american_scientific_journal-4394	165	44	frame	frame	NOUN
american_scientific_journal-4394	165	45	be	be	AUX
american_scientific_journal-4394	165	46	prioritized	prioritize	VERB
american_scientific_journal-4394	165	47	over	over	ADP
american_scientific_journal-4394	165	48	an	an	DET
american_scientific_journal-4394	165	49	alternative	alternative	ADJ
american_scientific_journal-4394	165	50	model	model	NOUN
american_scientific_journal-4394	165	51	?	?	PUNCT
american_scientific_journal-4394	166	1	as	as	SCONJ
american_scientific_journal-4394	166	2	deep	deep	ADJ
american_scientific_journal-4394	166	3	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	166	4	learning	learning	NOUN
american_scientific_journal-4394	166	5	algorithms	algorithm	NOUN
american_scientific_journal-4394	166	6	continue	continue	VERB
american_scientific_journal-4394	166	7	to	to	PART
american_scientific_journal-4394	166	8	evolve	evolve	VERB
american_scientific_journal-4394	166	9	,	,	PUNCT
american_scientific_journal-4394	166	10	they	they	PRON
american_scientific_journal-4394	166	11	will	will	AUX
american_scientific_journal-4394	166	12	inevitably	inevitably	ADV
american_scientific_journal-4394	166	13	improve	improve	VERB
american_scientific_journal-4394	166	14	in	in	ADP
american_scientific_journal-4394	166	15	performance	performance	NOUN
american_scientific_journal-4394	166	16	and	and	CCONJ
american_scientific_journal-4394	166	17	data	datum	NOUN
american_scientific_journal-4394	166	18	efficiency	efficiency	NOUN
american_scientific_journal-4394	166	19	.	.	PUNCT
american_scientific_journal-4394	167	1	however	however	ADV
american_scientific_journal-4394	167	2	,	,	PUNCT
american_scientific_journal-4394	167	3	given	give	VERB
american_scientific_journal-4394	167	4	the	the	DET
american_scientific_journal-4394	167	5	nature	nature	NOUN
american_scientific_journal-4394	167	6	of	of	ADP
american_scientific_journal-4394	167	7	approaching	approach	VERB
american_scientific_journal-4394	167	8	an	an	DET
american_scientific_journal-4394	167	9	unknown	unknown	ADJ
american_scientific_journal-4394	167	10	problem	problem	NOUN
american_scientific_journal-4394	167	11	,	,	PUNCT
american_scientific_journal-4394	167	12	models	model	NOUN
american_scientific_journal-4394	167	13	will	will	AUX
american_scientific_journal-4394	167	14	always	always	ADV
american_scientific_journal-4394	167	15	require	require	VERB
american_scientific_journal-4394	167	16	considerable	considerable	ADJ
american_scientific_journal-4394	167	17	data	datum	NOUN
american_scientific_journal-4394	167	18	to	to	PART
american_scientific_journal-4394	167	19	learn	learn	VERB
american_scientific_journal-4394	167	20	enough	enough	ADJ
american_scientific_journal-4394	167	21	information	information	NOUN
american_scientific_journal-4394	167	22	for	for	ADP
american_scientific_journal-4394	167	23	an	an	DET
american_scientific_journal-4394	167	24	optimal	optimal	ADJ
american_scientific_journal-4394	167	25	policy	policy	NOUN
american_scientific_journal-4394	167	26	.	.	PUNCT
american_scientific_journal-4394	168	1	this	this	PRON
american_scientific_journal-4394	168	2	is	be	AUX
american_scientific_journal-4394	168	3	why	why	SCONJ
american_scientific_journal-4394	168	4	sample	sample	NOUN
american_scientific_journal-4394	168	5	efficiency	efficiency	NOUN
american_scientific_journal-4394	168	6	(	(	PUNCT
american_scientific_journal-4394	168	7	although	although	SCONJ
american_scientific_journal-4394	168	8	has	have	AUX
american_scientific_journal-4394	168	9	improved	improve	VERB
american_scientific_journal-4394	168	10	considerably	considerably	ADV
american_scientific_journal-4394	168	11	over	over	ADP
american_scientific_journal-4394	168	12	the	the	DET
american_scientific_journal-4394	168	13	past	past	ADJ
american_scientific_journal-4394	168	14	four	four	NUM
american_scientific_journal-4394	168	15	years	year	NOUN
american_scientific_journal-4394	168	16	)	)	PUNCT
american_scientific_journal-4394	168	17	is	be	AUX
american_scientific_journal-4394	168	18	often	often	ADV
american_scientific_journal-4394	168	19	a	a	DET
american_scientific_journal-4394	168	20	problem	problem	NOUN
american_scientific_journal-4394	168	21	for	for	ADP
american_scientific_journal-4394	168	22	deep	deep	ADJ
american_scientific_journal-4394	168	23	neural	neural	ADJ
american_scientific_journal-4394	168	24	nets	net	NOUN
american_scientific_journal-4394	168	25	;	;	PUNCT
american_scientific_journal-4394	168	26	only	only	ADV
american_scientific_journal-4394	168	27	when	when	SCONJ
american_scientific_journal-4394	168	28	enough	enough	ADJ
american_scientific_journal-4394	168	29	data	datum	NOUN
american_scientific_journal-4394	168	30	is	be	AUX
american_scientific_journal-4394	168	31	used	use	VERB
american_scientific_journal-4394	168	32	can	can	AUX
american_scientific_journal-4394	168	33	a	a	DET
american_scientific_journal-4394	168	34	deep	deep	ADJ
american_scientific_journal-4394	168	35	learning	learning	NOUN
american_scientific_journal-4394	168	36	model	model	NOUN
american_scientific_journal-4394	168	37	avoid	avoid	VERB
american_scientific_journal-4394	168	38	overfitting	overfitte	VERB
american_scientific_journal-4394	168	39	(	(	PUNCT
american_scientific_journal-4394	168	40	to	to	ADP
american_scientific_journal-4394	168	41	an	an	DET
american_scientific_journal-4394	168	42	extent	extent	NOUN
american_scientific_journal-4394	168	43	)	)	PUNCT
american_scientific_journal-4394	168	44	and	and	CCONJ
american_scientific_journal-4394	168	45	find	find	VERB
american_scientific_journal-4394	168	46	an	an	DET
american_scientific_journal-4394	168	47	optimal	optimal	ADJ
american_scientific_journal-4394	168	48	policy	policy	NOUN
american_scientific_journal-4394	168	49	.	.	PUNCT
american_scientific_journal-4394	169	1	3.3	3.3	NUM
american_scientific_journal-4394	169	2	reward	reward	NOUN
american_scientific_journal-4394	169	3	functions	function	NOUN
american_scientific_journal-4394	169	4	design	design	VERB
american_scientific_journal-4394	169	5	the	the	DET
american_scientific_journal-4394	169	6	second	second	ADJ
american_scientific_journal-4394	169	7	key	key	ADJ
american_scientific_journal-4394	169	8	problem	problem	NOUN
american_scientific_journal-4394	169	9	with	with	ADP
american_scientific_journal-4394	169	10	deep	deep	ADJ
american_scientific_journal-4394	169	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	169	12	learning	learning	NOUN
american_scientific_journal-4394	169	13	models	model	NOUN
american_scientific_journal-4394	169	14	is	be	AUX
american_scientific_journal-4394	169	15	reward	reward	NOUN
american_scientific_journal-4394	169	16	functions	function	NOUN
american_scientific_journal-4394	169	17	.	.	PUNCT
american_scientific_journal-4394	170	1	at	at	ADP
american_scientific_journal-4394	170	2	the	the	DET
american_scientific_journal-4394	170	3	core	core	NOUN
american_scientific_journal-4394	170	4	of	of	ADP
american_scientific_journal-4394	170	5	any	any	DET
american_scientific_journal-4394	170	6	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	170	7	learning	learning	NOUN
american_scientific_journal-4394	170	8	problem	problem	NOUN
american_scientific_journal-4394	170	9	is	be	AUX
american_scientific_journal-4394	170	10	the	the	DET
american_scientific_journal-4394	170	11	concept	concept	NOUN
american_scientific_journal-4394	170	12	of	of	ADP
american_scientific_journal-4394	170	13	rewards	reward	NOUN
american_scientific_journal-4394	170	14	–	–	PUNCT
american_scientific_journal-4394	170	15	what	what	PRON
american_scientific_journal-4394	170	16	essentially	essentially	ADV
american_scientific_journal-4394	170	17	allows	allow	VERB
american_scientific_journal-4394	170	18	the	the	DET
american_scientific_journal-4394	170	19	agent	agent	NOUN
american_scientific_journal-4394	170	20	to	to	PART
american_scientific_journal-4394	170	21	respond	respond	VERB
american_scientific_journal-4394	170	22	to	to	ADP
american_scientific_journal-4394	170	23	and	and	CCONJ
american_scientific_journal-4394	170	24	interact	interact	VERB
american_scientific_journal-4394	170	25	with	with	ADP
american_scientific_journal-4394	170	26	different	different	ADJ
american_scientific_journal-4394	170	27	states	state	NOUN
american_scientific_journal-4394	170	28	and	and	CCONJ
american_scientific_journal-4394	170	29	actions	action	NOUN
american_scientific_journal-4394	170	30	in	in	ADP
american_scientific_journal-4394	170	31	the	the	DET
american_scientific_journal-4394	170	32	environment	environment	NOUN
american_scientific_journal-4394	170	33	.	.	PUNCT
american_scientific_journal-4394	171	1	however	however	ADV
american_scientific_journal-4394	171	2	,	,	PUNCT
american_scientific_journal-4394	171	3	this	this	PRON
american_scientific_journal-4394	171	4	also	also	ADV
american_scientific_journal-4394	171	5	means	mean	VERB
american_scientific_journal-4394	171	6	that	that	SCONJ
american_scientific_journal-4394	171	7	the	the	DET
american_scientific_journal-4394	171	8	reward	reward	NOUN
american_scientific_journal-4394	171	9	system	system	NOUN
american_scientific_journal-4394	171	10	of	of	ADP
american_scientific_journal-4394	171	11	a	a	DET
american_scientific_journal-4394	171	12	model	model	NOUN
american_scientific_journal-4394	171	13	often	often	ADV
american_scientific_journal-4394	171	14	defines	define	VERB
american_scientific_journal-4394	171	15	how	how	SCONJ
american_scientific_journal-4394	171	16	successful	successful	ADJ
american_scientific_journal-4394	171	17	it	it	PRON
american_scientific_journal-4394	171	18	is	be	AUX
american_scientific_journal-4394	171	19	.	.	PUNCT
american_scientific_journal-4394	172	1	it	it	PRON
american_scientific_journal-4394	172	2	’s	’	VERB
american_scientific_journal-4394	172	3	imperative	imperative	ADJ
american_scientific_journal-4394	172	4	to	to	PART
american_scientific_journal-4394	172	5	develop	develop	VERB
american_scientific_journal-4394	172	6	a	a	DET
american_scientific_journal-4394	172	7	model	model	NOUN
american_scientific_journal-4394	172	8	that	that	PRON
american_scientific_journal-4394	172	9	provides	provide	VERB
american_scientific_journal-4394	172	10	easy	easy	ADJ
american_scientific_journal-4394	172	11	,	,	PUNCT
american_scientific_journal-4394	172	12	progressive	progressive	ADJ
american_scientific_journal-4394	172	13	rewards	reward	NOUN
american_scientific_journal-4394	172	14	that	that	PRON
american_scientific_journal-4394	172	15	guide	guide	VERB
american_scientific_journal-4394	172	16	an	an	DET
american_scientific_journal-4394	172	17	agent	agent	NOUN
american_scientific_journal-4394	172	18	to	to	ADP
american_scientific_journal-4394	172	19	reaching	reach	VERB
american_scientific_journal-4394	172	20	the	the	DET
american_scientific_journal-4394	172	21	optimum	optimum	ADJ
american_scientific_journal-4394	172	22	solutions	solution	NOUN
american_scientific_journal-4394	172	23	.	.	PUNCT
american_scientific_journal-4394	173	1	for	for	ADP
american_scientific_journal-4394	173	2	any	any	DET
american_scientific_journal-4394	173	3	dqn	dqn	NOUN
american_scientific_journal-4394	173	4	or	or	CCONJ
american_scientific_journal-4394	173	5	deep	deep	ADJ
american_scientific_journal-4394	173	6	learning	learning	NOUN
american_scientific_journal-4394	173	7	model	model	NOUN
american_scientific_journal-4394	173	8	,	,	PUNCT
american_scientific_journal-4394	173	9	the	the	DET
american_scientific_journal-4394	173	10	agent	agent	NOUN
american_scientific_journal-4394	173	11	is	be	AUX
american_scientific_journal-4394	173	12	trying	try	VERB
american_scientific_journal-4394	173	13	to	to	PART
american_scientific_journal-4394	173	14	optimize	optimize	VERB
american_scientific_journal-4394	173	15	a	a	DET
american_scientific_journal-4394	173	16	fundamental	fundamental	ADJ
american_scientific_journal-4394	173	17	score	score	NOUN
american_scientific_journal-4394	173	18	or	or	CCONJ
american_scientific_journal-4394	173	19	value	value	NOUN
american_scientific_journal-4394	173	20	it	it	PRON
american_scientific_journal-4394	173	21	is	be	AUX
american_scientific_journal-4394	173	22	being	be	AUX
american_scientific_journal-4394	173	23	given	give	VERB
american_scientific_journal-4394	173	24	.	.	PUNCT
american_scientific_journal-4394	174	1	unfortunately	unfortunately	ADV
american_scientific_journal-4394	174	2	,	,	PUNCT
american_scientific_journal-4394	174	3	not	not	PART
american_scientific_journal-4394	174	4	all	all	DET
american_scientific_journal-4394	174	5	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	174	6	learning	learning	NOUN
american_scientific_journal-4394	174	7	problems	problem	NOUN
american_scientific_journal-4394	174	8	can	can	AUX
american_scientific_journal-4394	174	9	be	be	AUX
american_scientific_journal-4394	174	10	constrained	constrain	VERB
american_scientific_journal-4394	174	11	to	to	ADP
american_scientific_journal-4394	174	12	one	one	NUM
american_scientific_journal-4394	174	13	defining	define	VERB
american_scientific_journal-4394	174	14	variable	variable	NOUN
american_scientific_journal-4394	174	15	.	.	PUNCT
american_scientific_journal-4394	175	1	as	as	SCONJ
american_scientific_journal-4394	175	2	games	game	NOUN
american_scientific_journal-4394	175	3	grow	grow	VERB
american_scientific_journal-4394	175	4	in	in	ADP
american_scientific_journal-4394	175	5	complexity	complexity	NOUN
american_scientific_journal-4394	175	6	,	,	PUNCT
american_scientific_journal-4394	175	7	opening	open	VERB
american_scientific_journal-4394	175	8	up	up	ADP
american_scientific_journal-4394	175	9	changing	change	VERB
american_scientific_journal-4394	175	10	environments	environment	NOUN
american_scientific_journal-4394	175	11	,	,	PUNCT
american_scientific_journal-4394	175	12	new	new	ADJ
american_scientific_journal-4394	175	13	nuances	nuance	NOUN
american_scientific_journal-4394	175	14	and	and	CCONJ
american_scientific_journal-4394	175	15	obstacles	obstacle	NOUN
american_scientific_journal-4394	175	16	,	,	PUNCT
american_scientific_journal-4394	175	17	and	and	CCONJ
american_scientific_journal-4394	175	18	a	a	DET
american_scientific_journal-4394	175	19	greater	great	ADJ
american_scientific_journal-4394	175	20	number	number	NOUN
american_scientific_journal-4394	175	21	of	of	ADP
american_scientific_journal-4394	175	22	possible	possible	ADJ
american_scientific_journal-4394	175	23	actions	action	NOUN
american_scientific_journal-4394	175	24	to	to	PART
american_scientific_journal-4394	175	25	take	take	VERB
american_scientific_journal-4394	175	26	,	,	PUNCT
american_scientific_journal-4394	175	27	reward	reward	NOUN
american_scientific_journal-4394	175	28	functions	function	NOUN
american_scientific_journal-4394	175	29	become	become	VERB
american_scientific_journal-4394	175	30	increasingly	increasingly	ADV
american_scientific_journal-4394	175	31	difficult	difficult	ADJ
american_scientific_journal-4394	175	32	to	to	PART
american_scientific_journal-4394	175	33	quantify	quantify	VERB
american_scientific_journal-4394	175	34	for	for	ADP
american_scientific_journal-4394	175	35	an	an	DET
american_scientific_journal-4394	175	36	agent	agent	NOUN
american_scientific_journal-4394	175	37	.	.	PUNCT
american_scientific_journal-4394	176	1	it	it	PRON
american_scientific_journal-4394	176	2	means	mean	VERB
american_scientific_journal-4394	176	3	that	that	SCONJ
american_scientific_journal-4394	176	4	there	there	PRON
american_scientific_journal-4394	176	5	is	be	VERB
american_scientific_journal-4394	176	6	no	no	DET
american_scientific_journal-4394	176	7	one	one	NUM
american_scientific_journal-4394	176	8	variable	variable	NOUN
american_scientific_journal-4394	176	9	the	the	DET
american_scientific_journal-4394	176	10	agent	agent	NOUN
american_scientific_journal-4394	176	11	is	be	AUX
american_scientific_journal-4394	176	12	crosschecking	crosschecke	VERB
american_scientific_journal-4394	176	13	against	against	ADP
american_scientific_journal-4394	176	14	to	to	PART
american_scientific_journal-4394	176	15	increase	increase	VERB
american_scientific_journal-4394	176	16	or	or	CCONJ
american_scientific_journal-4394	176	17	decrease	decrease	VERB
american_scientific_journal-4394	176	18	.	.	PUNCT
american_scientific_journal-4394	177	1	for	for	ADP
american_scientific_journal-4394	177	2	example	example	NOUN
american_scientific_journal-4394	177	3	,	,	PUNCT
american_scientific_journal-4394	177	4	consider	consider	VERB
american_scientific_journal-4394	177	5	a	a	DET
american_scientific_journal-4394	177	6	simple	simple	ADJ
american_scientific_journal-4394	177	7	car	car	NOUN
american_scientific_journal-4394	177	8	racing	racing	NOUN
american_scientific_journal-4394	177	9	game	game	NOUN
american_scientific_journal-4394	177	10	where	where	SCONJ
american_scientific_journal-4394	177	11	users	user	NOUN
american_scientific_journal-4394	177	12	race	race	VERB
american_scientific_journal-4394	177	13	against	against	ADP
american_scientific_journal-4394	177	14	each	each	DET
american_scientific_journal-4394	177	15	other	other	ADJ
american_scientific_journal-4394	177	16	to	to	PART
american_scientific_journal-4394	177	17	level	level	VERB
american_scientific_journal-4394	177	18	up	up	ADP
american_scientific_journal-4394	177	19	;	;	PUNCT
american_scientific_journal-4394	177	20	let	let	VERB
american_scientific_journal-4394	177	21	’s	’s	NOUN
american_scientific_journal-4394	177	22	also	also	ADV
american_scientific_journal-4394	177	23	consider	consider	VERB
american_scientific_journal-4394	177	24	that	that	SCONJ
american_scientific_journal-4394	177	25	‘	'	PUNCT
american_scientific_journal-4394	177	26	coins	coin	NOUN
american_scientific_journal-4394	177	27	’	'	PUNCT
american_scientific_journal-4394	177	28	or	or	CCONJ
american_scientific_journal-4394	177	29	‘	'	PUNCT
american_scientific_journal-4394	177	30	power	power	NOUN
american_scientific_journal-4394	177	31	-	-	PUNCT
american_scientific_journal-4394	177	32	ups	up	NOUN
american_scientific_journal-4394	177	33	can	can	AUX
american_scientific_journal-4394	177	34	be	be	AUX
american_scientific_journal-4394	177	35	picked	pick	VERB
american_scientific_journal-4394	177	36	up	up	ADP
american_scientific_journal-4394	177	37	while	while	SCONJ
american_scientific_journal-4394	177	38	driving	drive	VERB
american_scientific_journal-4394	177	39	in	in	ADP
american_scientific_journal-4394	177	40	any	any	DET
american_scientific_journal-4394	177	41	game	game	NOUN
american_scientific_journal-4394	177	42	that	that	PRON
american_scientific_journal-4394	177	43	can	can	AUX
american_scientific_journal-4394	177	44	be	be	AUX
american_scientific_journal-4394	177	45	used	use	VERB
american_scientific_journal-4394	177	46	to	to	PART
american_scientific_journal-4394	177	47	upgrade	upgrade	VERB
american_scientific_journal-4394	177	48	cars	car	NOUN
american_scientific_journal-4394	177	49	and	and	CCONJ
american_scientific_journal-4394	177	50	buy	buy	VERB
american_scientific_journal-4394	177	51	other	other	ADJ
american_scientific_journal-4394	177	52	features	feature	NOUN
american_scientific_journal-4394	177	53	.	.	PUNCT
american_scientific_journal-4394	178	1	the	the	DET
american_scientific_journal-4394	178	2	problem	problem	NOUN
american_scientific_journal-4394	178	3	then	then	ADV
american_scientific_journal-4394	178	4	becomes	become	VERB
american_scientific_journal-4394	178	5	,	,	PUNCT
american_scientific_journal-4394	178	6	what	what	PRON
american_scientific_journal-4394	178	7	should	should	AUX
american_scientific_journal-4394	178	8	the	the	DET
american_scientific_journal-4394	178	9	agent	agent	NOUN
american_scientific_journal-4394	178	10	optimize	optimize	VERB
american_scientific_journal-4394	178	11	?	?	PUNCT
american_scientific_journal-4394	179	1	should	should	AUX
american_scientific_journal-4394	179	2	it	it	PRON
american_scientific_journal-4394	179	3	be	be	AUX
american_scientific_journal-4394	179	4	collecting	collect	VERB
american_scientific_journal-4394	179	5	as	as	ADV
american_scientific_journal-4394	179	6	much	much	ADJ
american_scientific_journal-4394	179	7	cash	cash	NOUN
american_scientific_journal-4394	179	8	as	as	ADP
american_scientific_journal-4394	179	9	possible	possible	ADJ
american_scientific_journal-4394	179	10	?	?	PUNCT
american_scientific_journal-4394	180	1	would	would	AUX
american_scientific_journal-4394	180	2	that	that	PRON
american_scientific_journal-4394	180	3	potentially	potentially	ADV
american_scientific_journal-4394	180	4	lead	lead	VERB
american_scientific_journal-4394	180	5	to	to	ADP
american_scientific_journal-4394	180	6	the	the	DET
american_scientific_journal-4394	180	7	car	car	NOUN
american_scientific_journal-4394	180	8	driving	drive	VERB
american_scientific_journal-4394	180	9	slower	slow	ADV
american_scientific_journal-4394	180	10	to	to	PART
american_scientific_journal-4394	180	11	collect	collect	VERB
american_scientific_journal-4394	180	12	all	all	DET
american_scientific_journal-4394	180	13	the	the	DET
american_scientific_journal-4394	180	14	coins	coin	NOUN
american_scientific_journal-4394	180	15	and	and	CCONJ
american_scientific_journal-4394	180	16	coming	come	VERB
american_scientific_journal-4394	180	17	last	last	ADV
american_scientific_journal-4394	180	18	in	in	ADP
american_scientific_journal-4394	180	19	the	the	DET
american_scientific_journal-4394	180	20	race	race	NOUN
american_scientific_journal-4394	180	21	?	?	PUNCT
american_scientific_journal-4394	181	1	or	or	CCONJ
american_scientific_journal-4394	181	2	should	should	AUX
american_scientific_journal-4394	181	3	the	the	DET
american_scientific_journal-4394	181	4	variable	variable	NOUN
american_scientific_journal-4394	181	5	be	be	AUX
american_scientific_journal-4394	181	6	the	the	DET
american_scientific_journal-4394	181	7	speed	speed	NOUN
american_scientific_journal-4394	181	8	of	of	ADP
american_scientific_journal-4394	181	9	the	the	DET
american_scientific_journal-4394	181	10	car	car	NOUN
american_scientific_journal-4394	181	11	–	–	PUNCT
american_scientific_journal-4394	181	12	the	the	PRON
american_scientific_journal-4394	181	13	faster	fast	ADV
american_scientific_journal-4394	181	14	its	its	PRON
american_scientific_journal-4394	181	15	driving	drive	VERB
american_scientific_journal-4394	181	16	the	the	PRON
american_scientific_journal-4394	181	17	greater	great	ADJ
american_scientific_journal-4394	181	18	the	the	DET
american_scientific_journal-4394	181	19	reward	reward	NOUN
american_scientific_journal-4394	181	20	?	?	PUNCT
american_scientific_journal-4394	182	1	in	in	ADP
american_scientific_journal-4394	182	2	essence	essence	NOUN
american_scientific_journal-4394	182	3	,	,	PUNCT
american_scientific_journal-4394	182	4	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	182	5	learning	learning	NOUN
american_scientific_journal-4394	182	6	problems	problem	NOUN
american_scientific_journal-4394	182	7	can	can	AUX
american_scientific_journal-4394	182	8	not	not	PART
american_scientific_journal-4394	182	9	always	always	ADV
american_scientific_journal-4394	182	10	be	be	AUX
american_scientific_journal-4394	182	11	constrained	constrain	VERB
american_scientific_journal-4394	182	12	to	to	ADP
american_scientific_journal-4394	182	13	one	one	NUM
american_scientific_journal-4394	182	14	single	single	ADJ
american_scientific_journal-4394	182	15	variable	variable	NOUN
american_scientific_journal-4394	182	16	.	.	PUNCT
american_scientific_journal-4394	183	1	this	this	PRON
american_scientific_journal-4394	183	2	can	can	AUX
american_scientific_journal-4394	183	3	also	also	ADV
american_scientific_journal-4394	183	4	be	be	AUX
american_scientific_journal-4394	183	5	applied	apply	VERB
american_scientific_journal-4394	183	6	in	in	ADP
american_scientific_journal-4394	183	7	locomotion	locomotion	NOUN
american_scientific_journal-4394	183	8	or	or	CCONJ
american_scientific_journal-4394	183	9	simulations	simulation	NOUN
american_scientific_journal-4394	183	10	such	such	ADJ
american_scientific_journal-4394	183	11	as	as	ADP
american_scientific_journal-4394	183	12	heess	heess	NOUN
american_scientific_journal-4394	183	13	and	and	CCONJ
american_scientific_journal-4394	183	14	his	his	PRON
american_scientific_journal-4394	183	15	colleagues	colleague	NOUN
american_scientific_journal-4394	183	16	(	(	PUNCT
american_scientific_journal-4394	183	17	2017	2017	NUM
american_scientific_journal-4394	183	18	)	)	PUNCT
american_scientific_journal-4394	183	19	paper	paper	NOUN
american_scientific_journal-4394	183	20	on	on	ADP
american_scientific_journal-4394	183	21	emergence	emergence	NOUN
american_scientific_journal-4394	183	22	of	of	ADP
american_scientific_journal-4394	183	23	locomotion	locomotion	NOUN
american_scientific_journal-4394	183	24	behaviors	behavior	NOUN
american_scientific_journal-4394	183	25	,	,	PUNCT
american_scientific_journal-4394	183	26	where	where	SCONJ
american_scientific_journal-4394	183	27	there	there	PRON
american_scientific_journal-4394	183	28	is	be	VERB
american_scientific_journal-4394	183	29	no	no	DET
american_scientific_journal-4394	183	30	one	one	NOUN
american_scientific_journal-4394	183	31	defining	define	VERB
american_scientific_journal-4394	183	32	variable	variable	NOUN
american_scientific_journal-4394	183	33	that	that	PRON
american_scientific_journal-4394	183	34	will	will	AUX
american_scientific_journal-4394	183	35	lead	lead	VERB
american_scientific_journal-4394	183	36	to	to	ADP
american_scientific_journal-4394	183	37	the	the	DET
american_scientific_journal-4394	183	38	solution	solution	NOUN
american_scientific_journal-4394	183	39	.	.	PUNCT
american_scientific_journal-4394	184	1	accordingly	accordingly	ADV
american_scientific_journal-4394	184	2	,	,	PUNCT
american_scientific_journal-4394	184	3	problems	problem	NOUN
american_scientific_journal-4394	184	4	like	like	ADP
american_scientific_journal-4394	184	5	these	these	PRON
american_scientific_journal-4394	184	6	have	have	AUX
american_scientific_journal-4394	184	7	led	lead	VERB
american_scientific_journal-4394	184	8	to	to	ADP
american_scientific_journal-4394	184	9	the	the	DET
american_scientific_journal-4394	184	10	introduction	introduction	NOUN
american_scientific_journal-4394	184	11	of	of	ADP
american_scientific_journal-4394	184	12	reward	reward	NOUN
american_scientific_journal-4394	184	13	engineering	engineering	NOUN
american_scientific_journal-4394	184	14	,	,	PUNCT
american_scientific_journal-4394	184	15	where	where	SCONJ
american_scientific_journal-4394	184	16	researchers	researcher	NOUN
american_scientific_journal-4394	184	17	try	try	VERB
american_scientific_journal-4394	184	18	to	to	PART
american_scientific_journal-4394	184	19	develop	develop	VERB
american_scientific_journal-4394	184	20	reward	reward	NOUN
american_scientific_journal-4394	184	21	systems	system	NOUN
american_scientific_journal-4394	184	22	that	that	PRON
american_scientific_journal-4394	184	23	can	can	AUX
american_scientific_journal-4394	184	24	model	model	VERB
american_scientific_journal-4394	184	25	for	for	ADP
american_scientific_journal-4394	184	26	complex	complex	ADJ
american_scientific_journal-4394	184	27	environments	environment	NOUN
american_scientific_journal-4394	184	28	.	.	PUNCT
american_scientific_journal-4394	185	1	unfortunately	unfortunately	ADV
american_scientific_journal-4394	185	2	,	,	PUNCT
american_scientific_journal-4394	185	3	not	not	PART
american_scientific_journal-4394	185	4	only	only	ADV
american_scientific_journal-4394	185	5	do	do	AUX
american_scientific_journal-4394	185	6	these	these	DET
american_scientific_journal-4394	185	7	deep	deep	ADJ
american_scientific_journal-4394	185	8	learning	learning	NOUN
american_scientific_journal-4394	185	9	algorithms	algorithm	NOUN
american_scientific_journal-4394	185	10	rely	rely	VERB
american_scientific_journal-4394	185	11	on	on	ADP
american_scientific_journal-4394	185	12	model	model	NOUN
american_scientific_journal-4394	185	13	-	-	PUNCT
american_scientific_journal-4394	185	14	based	base	VERB
american_scientific_journal-4394	185	15	methods	method	NOUN
american_scientific_journal-4394	185	16	(	(	PUNCT
american_scientific_journal-4394	185	17	since	since	SCONJ
american_scientific_journal-4394	185	18	one	one	PRON
american_scientific_journal-4394	185	19	would	would	AUX
american_scientific_journal-4394	185	20	have	have	VERB
american_scientific_journal-4394	185	21	to	to	PART
american_scientific_journal-4394	185	22	know	know	VERB
american_scientific_journal-4394	185	23	the	the	DET
american_scientific_journal-4394	185	24	problem	problem	NOUN
american_scientific_journal-4394	185	25	beforehand	beforehand	ADV
american_scientific_journal-4394	185	26	)	)	PUNCT
american_scientific_journal-4394	185	27	,	,	PUNCT
american_scientific_journal-4394	185	28	they	they	PRON
american_scientific_journal-4394	185	29	are	be	AUX
american_scientific_journal-4394	185	30	also	also	ADV
american_scientific_journal-4394	185	31	highly	highly	ADV
american_scientific_journal-4394	185	32	complex	complex	ADJ
american_scientific_journal-4394	185	33	and	and	CCONJ
american_scientific_journal-4394	185	34	time	time	NOUN
american_scientific_journal-4394	185	35	-	-	PUNCT
american_scientific_journal-4394	185	36	consuming	consume	VERB
american_scientific_journal-4394	185	37	to	to	PART
american_scientific_journal-4394	185	38	design	design	VERB
american_scientific_journal-4394	185	39	.	.	PUNCT
american_scientific_journal-4394	186	1	there	there	PRON
american_scientific_journal-4394	186	2	are	be	VERB
american_scientific_journal-4394	186	3	two	two	NUM
american_scientific_journal-4394	186	4	common	common	ADJ
american_scientific_journal-4394	186	5	reward	reward	NOUN
american_scientific_journal-4394	186	6	systems	system	NOUN
american_scientific_journal-4394	186	7	often	often	ADV
american_scientific_journal-4394	186	8	adopted	adopt	VERB
american_scientific_journal-4394	186	9	by	by	ADP
american_scientific_journal-4394	186	10	models	model	NOUN
american_scientific_journal-4394	186	11	:	:	PUNCT
american_scientific_journal-4394	186	12	shaped	shape	VERB
american_scientific_journal-4394	186	13	rewards	reward	NOUN
american_scientific_journal-4394	186	14	and	and	CCONJ
american_scientific_journal-4394	186	15	sparse	sparse	ADJ
american_scientific_journal-4394	186	16	rewards	reward	NOUN
american_scientific_journal-4394	186	17	.	.	PUNCT
american_scientific_journal-4394	187	1	shaped	shape	VERB
american_scientific_journal-4394	187	2	rewards	reward	NOUN
american_scientific_journal-4394	187	3	are	be	AUX
american_scientific_journal-4394	187	4	rewards	reward	NOUN
american_scientific_journal-4394	187	5	that	that	DET
american_scientific_journal-4394	187	6	increase	increase	NOUN
american_scientific_journal-4394	187	7	as	as	SCONJ
american_scientific_journal-4394	187	8	the	the	DET
american_scientific_journal-4394	187	9	agent	agent	NOUN
american_scientific_journal-4394	187	10	nears	near	VERB
american_scientific_journal-4394	187	11	the	the	DET
american_scientific_journal-4394	187	12	desired	desire	VERB
american_scientific_journal-4394	187	13	goal	goal	NOUN
american_scientific_journal-4394	187	14	while	while	SCONJ
american_scientific_journal-4394	187	15	sparse	sparse	ADJ
american_scientific_journal-4394	187	16	rewards	reward	NOUN
american_scientific_journal-4394	187	17	offer	offer	VERB
american_scientific_journal-4394	187	18	no	no	DET
american_scientific_journal-4394	187	19	rewards	reward	NOUN
american_scientific_journal-4394	187	20	until	until	SCONJ
american_scientific_journal-4394	187	21	the	the	DET
american_scientific_journal-4394	187	22	agent	agent	NOUN
american_scientific_journal-4394	187	23	has	have	AUX
american_scientific_journal-4394	187	24	achieved	achieve	VERB
american_scientific_journal-4394	187	25	the	the	DET
american_scientific_journal-4394	187	26	desired	desire	VERB
american_scientific_journal-4394	187	27	goal	goal	NOUN
american_scientific_journal-4394	187	28	.	.	PUNCT
american_scientific_journal-4394	188	1	despite	despite	SCONJ
american_scientific_journal-4394	188	2	shaped	shape	VERB
american_scientific_journal-4394	188	3	rewards	reward	NOUN
american_scientific_journal-4394	188	4	being	be	AUX
american_scientific_journal-4394	188	5	an	an	DET
american_scientific_journal-4394	188	6	apparently	apparently	ADV
american_scientific_journal-4394	188	7	more	more	ADV
american_scientific_journal-4394	188	8	effective	effective	ADJ
american_scientific_journal-4394	188	9	method	method	NOUN
american_scientific_journal-4394	188	10	,	,	PUNCT
american_scientific_journal-4394	188	11	american	american	ADJ
american_scientific_journal-4394	188	12	scientific	scientific	ADJ
american_scientific_journal-4394	188	13	research	research	NOUN
american_scientific_journal-4394	188	14	journal	journal	NOUN
american_scientific_journal-4394	188	15	for	for	ADP
american_scientific_journal-4394	188	16	engineering	engineering	NOUN
american_scientific_journal-4394	188	17	,	,	PUNCT
american_scientific_journal-4394	188	18	technology	technology	NOUN
american_scientific_journal-4394	188	19	,	,	PUNCT
american_scientific_journal-4394	188	20	and	and	CCONJ
american_scientific_journal-4394	188	21	sciences	science	NOUN
american_scientific_journal-4394	188	22	(	(	PUNCT
american_scientific_journal-4394	188	23	asrjets	asrjet	NOUN
american_scientific_journal-4394	188	24	)	)	PUNCT
american_scientific_journal-4394	188	25	(	(	PUNCT
american_scientific_journal-4394	188	26	2018	2018	NUM
american_scientific_journal-4394	188	27	)	)	PUNCT
american_scientific_journal-4394	188	28	volume	volume	NOUN
american_scientific_journal-4394	188	29	46	46	NUM
american_scientific_journal-4394	188	30	,	,	PUNCT
american_scientific_journal-4394	188	31	no	no	DET
american_scientific_journal-4394	188	32	1	1	NUM
american_scientific_journal-4394	188	33	,	,	PUNCT
american_scientific_journal-4394	188	34	pp	pp	ADV
american_scientific_journal-4394	188	35	260	260	NUM
american_scientific_journal-4394	188	36	-	-	SYM
american_scientific_journal-4394	188	37	272	272	NUM
american_scientific_journal-4394	188	38	269	269	NUM
american_scientific_journal-4394	188	39	which	which	PRON
american_scientific_journal-4394	188	40	provide	provide	VERB
american_scientific_journal-4394	188	41	progressive	progressive	ADJ
american_scientific_journal-4394	188	42	feedback	feedback	NOUN
american_scientific_journal-4394	188	43	to	to	ADP
american_scientific_journal-4394	188	44	agents	agent	NOUN
american_scientific_journal-4394	188	45	allowing	allow	VERB
american_scientific_journal-4394	188	46	them	they	PRON
american_scientific_journal-4394	188	47	to	to	PART
american_scientific_journal-4394	188	48	continue	continue	VERB
american_scientific_journal-4394	188	49	moving	move	VERB
american_scientific_journal-4394	188	50	in	in	ADP
american_scientific_journal-4394	188	51	the	the	DET
american_scientific_journal-4394	188	52	right	right	ADJ
american_scientific_journal-4394	188	53	direction	direction	NOUN
american_scientific_journal-4394	188	54	,	,	PUNCT
american_scientific_journal-4394	188	55	they	they	PRON
american_scientific_journal-4394	188	56	can	can	AUX
american_scientific_journal-4394	188	57	also	also	ADV
american_scientific_journal-4394	188	58	lead	lead	VERB
american_scientific_journal-4394	188	59	to	to	ADP
american_scientific_journal-4394	188	60	unwanted	unwanted	ADJ
american_scientific_journal-4394	188	61	behaviors	behavior	NOUN
american_scientific_journal-4394	188	62	[	[	X
american_scientific_journal-4394	188	63	14	14	NUM
american_scientific_journal-4394	188	64	]	]	PUNCT
american_scientific_journal-4394	188	65	.	.	PUNCT
american_scientific_journal-4394	189	1	this	this	PRON
american_scientific_journal-4394	189	2	is	be	AUX
american_scientific_journal-4394	189	3	evident	evident	ADJ
american_scientific_journal-4394	189	4	in	in	ADP
american_scientific_journal-4394	189	5	the	the	DET
american_scientific_journal-4394	189	6	example	example	NOUN
american_scientific_journal-4394	189	7	described	describe	VERB
american_scientific_journal-4394	189	8	above	above	ADP
american_scientific_journal-4394	189	9	where	where	SCONJ
american_scientific_journal-4394	189	10	the	the	DET
american_scientific_journal-4394	189	11	presence	presence	NOUN
american_scientific_journal-4394	189	12	of	of	ADP
american_scientific_journal-4394	189	13	power	power	NOUN
american_scientific_journal-4394	189	14	-	-	PUNCT
american_scientific_journal-4394	189	15	ups	up	NOUN
american_scientific_journal-4394	189	16	or	or	CCONJ
american_scientific_journal-4394	189	17	coins	coin	NOUN
american_scientific_journal-4394	189	18	may	may	AUX
american_scientific_journal-4394	189	19	increase	increase	VERB
american_scientific_journal-4394	189	20	the	the	DET
american_scientific_journal-4394	189	21	score	score	NOUN
american_scientific_journal-4394	189	22	and	and	CCONJ
american_scientific_journal-4394	189	23	cause	cause	VERB
american_scientific_journal-4394	189	24	agents	agent	NOUN
american_scientific_journal-4394	189	25	to	to	PART
american_scientific_journal-4394	189	26	slow	slow	VERB
american_scientific_journal-4394	189	27	down	down	ADP
american_scientific_journal-4394	189	28	and	and	CCONJ
american_scientific_journal-4394	189	29	lose	lose	VERB
american_scientific_journal-4394	189	30	the	the	DET
american_scientific_journal-4394	189	31	races	race	NOUN
american_scientific_journal-4394	189	32	.	.	PUNCT
american_scientific_journal-4394	190	1	on	on	ADP
american_scientific_journal-4394	190	2	the	the	DET
american_scientific_journal-4394	190	3	other	other	ADJ
american_scientific_journal-4394	190	4	hand	hand	NOUN
american_scientific_journal-4394	190	5	,	,	PUNCT
american_scientific_journal-4394	190	6	sparse	sparse	ADJ
american_scientific_journal-4394	190	7	rewards	reward	NOUN
american_scientific_journal-4394	190	8	can	can	AUX
american_scientific_journal-4394	190	9	avoid	avoid	VERB
american_scientific_journal-4394	190	10	this	this	DET
american_scientific_journal-4394	190	11	problem	problem	NOUN
american_scientific_journal-4394	190	12	,	,	PUNCT
american_scientific_journal-4394	190	13	but	but	CCONJ
american_scientific_journal-4394	190	14	this	this	PRON
american_scientific_journal-4394	190	15	also	also	ADV
american_scientific_journal-4394	190	16	means	mean	VERB
american_scientific_journal-4394	190	17	agents	agent	NOUN
american_scientific_journal-4394	190	18	are	be	AUX
american_scientific_journal-4394	190	19	less	less	ADV
american_scientific_journal-4394	190	20	inclined	inclined	ADJ
american_scientific_journal-4394	190	21	to	to	PART
american_scientific_journal-4394	190	22	explore	explore	VERB
american_scientific_journal-4394	190	23	(	(	PUNCT
american_scientific_journal-4394	190	24	since	since	SCONJ
american_scientific_journal-4394	190	25	they	they	PRON
american_scientific_journal-4394	190	26	will	will	AUX
american_scientific_journal-4394	190	27	receive	receive	VERB
american_scientific_journal-4394	190	28	no	no	DET
american_scientific_journal-4394	190	29	reward	reward	NOUN
american_scientific_journal-4394	190	30	)	)	PUNCT
american_scientific_journal-4394	190	31	and	and	CCONJ
american_scientific_journal-4394	190	32	more	more	ADV
american_scientific_journal-4394	190	33	inclined	inclined	ADJ
american_scientific_journal-4394	190	34	to	to	PART
american_scientific_journal-4394	190	35	develop	develop	VERB
american_scientific_journal-4394	190	36	a	a	DET
american_scientific_journal-4394	190	37	locally	locally	ADV
american_scientific_journal-4394	190	38	optimum	optimum	ADJ
american_scientific_journal-4394	190	39	strategy	strategy	NOUN
american_scientific_journal-4394	190	40	.	.	PUNCT
american_scientific_journal-4394	191	1	as	as	ADP
american_scientific_journal-4394	191	2	with	with	ADP
american_scientific_journal-4394	191	3	all	all	DET
american_scientific_journal-4394	191	4	aspects	aspect	NOUN
american_scientific_journal-4394	191	5	of	of	ADP
american_scientific_journal-4394	191	6	machine	machine	NOUN
american_scientific_journal-4394	191	7	learning	learning	NOUN
american_scientific_journal-4394	191	8	,	,	PUNCT
american_scientific_journal-4394	191	9	it	it	PRON
american_scientific_journal-4394	191	10	becomes	become	VERB
american_scientific_journal-4394	191	11	a	a	DET
american_scientific_journal-4394	191	12	trade	trade	NOUN
american_scientific_journal-4394	191	13	-	-	PUNCT
american_scientific_journal-4394	191	14	off	off	NOUN
american_scientific_journal-4394	191	15	and	and	CCONJ
american_scientific_journal-4394	191	16	requires	require	VERB
american_scientific_journal-4394	191	17	careful	careful	ADJ
american_scientific_journal-4394	191	18	engineering	engineering	NOUN
american_scientific_journal-4394	191	19	of	of	ADP
american_scientific_journal-4394	191	20	a	a	DET
american_scientific_journal-4394	191	21	reward	reward	NOUN
american_scientific_journal-4394	191	22	system	system	NOUN
american_scientific_journal-4394	191	23	for	for	SCONJ
american_scientific_journal-4394	191	24	agents	agent	NOUN
american_scientific_journal-4394	191	25	to	to	PART
american_scientific_journal-4394	191	26	perform	perform	VERB
american_scientific_journal-4394	191	27	well	well	ADV
american_scientific_journal-4394	191	28	.	.	PUNCT
american_scientific_journal-4394	192	1	however	however	ADV
american_scientific_journal-4394	192	2	,	,	PUNCT
american_scientific_journal-4394	192	3	this	this	PRON
american_scientific_journal-4394	192	4	is	be	AUX
american_scientific_journal-4394	192	5	often	often	ADV
american_scientific_journal-4394	192	6	extremely	extremely	ADV
american_scientific_journal-4394	192	7	time	time	NOUN
american_scientific_journal-4394	192	8	-	-	PUNCT
american_scientific_journal-4394	192	9	consuming	consume	VERB
american_scientific_journal-4394	192	10	and	and	CCONJ
american_scientific_journal-4394	192	11	not	not	PART
american_scientific_journal-4394	192	12	that	that	ADV
american_scientific_journal-4394	192	13	reliable	reliable	ADJ
american_scientific_journal-4394	192	14	.	.	PUNCT
american_scientific_journal-4394	193	1	this	this	PRON
american_scientific_journal-4394	193	2	is	be	AUX
american_scientific_journal-4394	193	3	most	most	ADV
american_scientific_journal-4394	193	4	clearly	clearly	ADV
american_scientific_journal-4394	193	5	see	see	VERB
american_scientific_journal-4394	193	6	in	in	ADP
american_scientific_journal-4394	193	7	popov	popov	PROPN
american_scientific_journal-4394	193	8	and	and	CCONJ
american_scientific_journal-4394	193	9	his	his	PRON
american_scientific_journal-4394	193	10	colleagues	colleague	NOUN
american_scientific_journal-4394	193	11	(	(	PUNCT
american_scientific_journal-4394	193	12	2017	2017	NUM
american_scientific_journal-4394	193	13	)	)	PUNCT
american_scientific_journal-4394	194	1	[	[	X
american_scientific_journal-4394	194	2	15	15	NUM
american_scientific_journal-4394	194	3	]	]	PUNCT
american_scientific_journal-4394	194	4	where	where	SCONJ
american_scientific_journal-4394	194	5	the	the	DET
american_scientific_journal-4394	194	6	model	model	NOUN
american_scientific_journal-4394	194	7	,	,	PUNCT
american_scientific_journal-4394	194	8	instead	instead	ADV
american_scientific_journal-4394	194	9	of	of	ADP
american_scientific_journal-4394	194	10	picking	pick	VERB
american_scientific_journal-4394	194	11	up	up	ADP
american_scientific_journal-4394	194	12	the	the	DET
american_scientific_journal-4394	194	13	block	block	NOUN
american_scientific_journal-4394	194	14	(	(	PUNCT
american_scientific_journal-4394	194	15	in	in	ADP
american_scientific_journal-4394	194	16	a	a	DET
american_scientific_journal-4394	194	17	simulation	simulation	NOUN
american_scientific_journal-4394	194	18	environment	environment	NOUN
american_scientific_journal-4394	194	19	with	with	ADP
american_scientific_journal-4394	194	20	a	a	DET
american_scientific_journal-4394	194	21	robotic	robotic	ADJ
american_scientific_journal-4394	194	22	arm	arm	NOUN
american_scientific_journal-4394	194	23	)	)	PUNCT
american_scientific_journal-4394	194	24	,	,	PUNCT
american_scientific_journal-4394	194	25	pushes	push	VERB
american_scientific_journal-4394	194	26	it	it	PRON
american_scientific_journal-4394	194	27	until	until	SCONJ
american_scientific_journal-4394	194	28	it	it	PRON
american_scientific_journal-4394	194	29	is	be	AUX
american_scientific_journal-4394	194	30	vertical	vertical	ADJ
american_scientific_journal-4394	194	31	.	.	PUNCT
american_scientific_journal-4394	195	1	in	in	ADP
american_scientific_journal-4394	195	2	all	all	PRON
american_scientific_journal-4394	195	3	of	of	ADP
american_scientific_journal-4394	195	4	the	the	DET
american_scientific_journal-4394	195	5	papers	paper	NOUN
american_scientific_journal-4394	195	6	released	release	VERB
american_scientific_journal-4394	195	7	on	on	ADP
american_scientific_journal-4394	195	8	dqns	dqns	PROPN
american_scientific_journal-4394	195	9	and	and	CCONJ
american_scientific_journal-4394	195	10	their	their	PRON
american_scientific_journal-4394	195	11	improvements	improvement	NOUN
american_scientific_journal-4394	195	12	,	,	PUNCT
american_scientific_journal-4394	195	13	the	the	DET
american_scientific_journal-4394	195	14	models	model	NOUN
american_scientific_journal-4394	195	15	have	have	AUX
american_scientific_journal-4394	195	16	always	always	ADV
american_scientific_journal-4394	195	17	used	use	VERB
american_scientific_journal-4394	195	18	the	the	DET
american_scientific_journal-4394	195	19	atari	atari	PROPN
american_scientific_journal-4394	195	20	games	game	NOUN
american_scientific_journal-4394	195	21	as	as	ADP
american_scientific_journal-4394	195	22	a	a	DET
american_scientific_journal-4394	195	23	benchmark	benchmark	NOUN
american_scientific_journal-4394	195	24	.	.	PUNCT
american_scientific_journal-4394	196	1	this	this	PRON
american_scientific_journal-4394	196	2	provides	provide	VERB
american_scientific_journal-4394	196	3	a	a	DET
american_scientific_journal-4394	196	4	reliable	reliable	ADJ
american_scientific_journal-4394	196	5	comparison	comparison	NOUN
american_scientific_journal-4394	196	6	between	between	ADP
american_scientific_journal-4394	196	7	models	model	NOUN
american_scientific_journal-4394	196	8	and	and	CCONJ
american_scientific_journal-4394	196	9	using	use	VERB
american_scientific_journal-4394	196	10	ale	ale	NOUN
american_scientific_journal-4394	196	11	,	,	PUNCT
american_scientific_journal-4394	196	12	it	it	PRON
american_scientific_journal-4394	196	13	also	also	ADV
american_scientific_journal-4394	196	14	provides	provide	VERB
american_scientific_journal-4394	196	15	a	a	DET
american_scientific_journal-4394	196	16	seamless	seamless	ADJ
american_scientific_journal-4394	196	17	integration	integration	NOUN
american_scientific_journal-4394	196	18	between	between	ADP
american_scientific_journal-4394	196	19	the	the	DET
american_scientific_journal-4394	196	20	games	game	NOUN
american_scientific_journal-4394	196	21	and	and	CCONJ
american_scientific_journal-4394	196	22	the	the	DET
american_scientific_journal-4394	196	23	model	model	NOUN
american_scientific_journal-4394	196	24	.	.	PUNCT
american_scientific_journal-4394	197	1	however	however	ADV
american_scientific_journal-4394	197	2	,	,	PUNCT
american_scientific_journal-4394	197	3	all	all	PRON
american_scientific_journal-4394	197	4	of	of	ADP
american_scientific_journal-4394	197	5	the	the	DET
american_scientific_journal-4394	197	6	atari	atari	PROPN
american_scientific_journal-4394	197	7	games	game	NOUN
american_scientific_journal-4394	197	8	are	be	AUX
american_scientific_journal-4394	197	9	scored	score	VERB
american_scientific_journal-4394	197	10	based	base	VERB
american_scientific_journal-4394	197	11	games	game	NOUN
american_scientific_journal-4394	197	12	.	.	PUNCT
american_scientific_journal-4394	198	1	thus	thus	ADV
american_scientific_journal-4394	198	2	,	,	PUNCT
american_scientific_journal-4394	198	3	regardless	regardless	ADV
american_scientific_journal-4394	198	4	of	of	ADP
american_scientific_journal-4394	198	5	how	how	SCONJ
american_scientific_journal-4394	198	6	complex	complex	ADJ
american_scientific_journal-4394	198	7	or	or	CCONJ
american_scientific_journal-4394	198	8	simple	simple	ADJ
american_scientific_journal-4394	198	9	the	the	DET
american_scientific_journal-4394	198	10	environment	environment	NOUN
american_scientific_journal-4394	198	11	is	be	AUX
american_scientific_journal-4394	198	12	or	or	CCONJ
american_scientific_journal-4394	198	13	the	the	DET
american_scientific_journal-4394	198	14	number	number	NOUN
american_scientific_journal-4394	198	15	of	of	ADP
american_scientific_journal-4394	198	16	actions	action	NOUN
american_scientific_journal-4394	198	17	available	available	ADJ
american_scientific_journal-4394	198	18	,	,	PUNCT
american_scientific_journal-4394	198	19	the	the	PRON
american_scientific_journal-4394	198	20	higher	high	ADJ
american_scientific_journal-4394	198	21	the	the	DET
american_scientific_journal-4394	198	22	score	score	NOUN
american_scientific_journal-4394	198	23	,	,	PUNCT
american_scientific_journal-4394	198	24	the	the	PRON
american_scientific_journal-4394	198	25	better	well	ADJ
american_scientific_journal-4394	198	26	the	the	DET
american_scientific_journal-4394	198	27	player	player	NOUN
american_scientific_journal-4394	198	28	or	or	CCONJ
american_scientific_journal-4394	198	29	the	the	DET
american_scientific_journal-4394	198	30	model	model	NOUN
american_scientific_journal-4394	198	31	.	.	PUNCT
american_scientific_journal-4394	199	1	this	this	PRON
american_scientific_journal-4394	199	2	means	mean	VERB
american_scientific_journal-4394	199	3	the	the	DET
american_scientific_journal-4394	199	4	reward	reward	NOUN
american_scientific_journal-4394	199	5	function	function	NOUN
american_scientific_journal-4394	199	6	provides	provide	VERB
american_scientific_journal-4394	199	7	a	a	DET
american_scientific_journal-4394	199	8	direct	direct	ADJ
american_scientific_journal-4394	199	9	and	and	CCONJ
american_scientific_journal-4394	199	10	easy	easy	ADJ
american_scientific_journal-4394	199	11	route	route	NOUN
american_scientific_journal-4394	199	12	for	for	ADP
american_scientific_journal-4394	199	13	the	the	DET
american_scientific_journal-4394	199	14	agent	agent	NOUN
american_scientific_journal-4394	199	15	to	to	ADP
american_scientific_journal-4394	199	16	experiment	experiment	NOUN
american_scientific_journal-4394	199	17	and	and	CCONJ
american_scientific_journal-4394	199	18	then	then	ADV
american_scientific_journal-4394	199	19	optimize	optimize	VERB
american_scientific_journal-4394	199	20	.	.	PUNCT
american_scientific_journal-4394	200	1	put	put	VERB
american_scientific_journal-4394	200	2	simply	simply	ADV
american_scientific_journal-4394	200	3	,	,	PUNCT
american_scientific_journal-4394	200	4	whatever	whatever	PRON
american_scientific_journal-4394	200	5	the	the	DET
american_scientific_journal-4394	200	6	agent	agent	NOUN
american_scientific_journal-4394	200	7	does	do	VERB
american_scientific_journal-4394	200	8	,	,	PUNCT
american_scientific_journal-4394	200	9	if	if	SCONJ
american_scientific_journal-4394	200	10	the	the	DET
american_scientific_journal-4394	200	11	score	score	NOUN
american_scientific_journal-4394	200	12	increases	increase	VERB
american_scientific_journal-4394	200	13	,	,	PUNCT
american_scientific_journal-4394	200	14	it	it	PRON
american_scientific_journal-4394	200	15	should	should	AUX
american_scientific_journal-4394	200	16	keep	keep	VERB
american_scientific_journal-4394	200	17	doing	do	VERB
american_scientific_journal-4394	200	18	it	it	PRON
american_scientific_journal-4394	200	19	.	.	PUNCT
american_scientific_journal-4394	201	1	if	if	SCONJ
american_scientific_journal-4394	201	2	the	the	DET
american_scientific_journal-4394	201	3	score	score	NOUN
american_scientific_journal-4394	201	4	does	do	AUX
american_scientific_journal-4394	201	5	not	not	PART
american_scientific_journal-4394	201	6	change	change	VERB
american_scientific_journal-4394	201	7	,	,	PUNCT
american_scientific_journal-4394	201	8	it	it	PRON
american_scientific_journal-4394	201	9	should	should	AUX
american_scientific_journal-4394	201	10	stop	stop	VERB
american_scientific_journal-4394	201	11	and	and	CCONJ
american_scientific_journal-4394	201	12	find	find	VERB
american_scientific_journal-4394	201	13	another	another	DET
american_scientific_journal-4394	201	14	action	action	NOUN
american_scientific_journal-4394	201	15	to	to	PART
american_scientific_journal-4394	201	16	take	take	VERB
american_scientific_journal-4394	201	17	.	.	PUNCT
american_scientific_journal-4394	202	1	although	although	SCONJ
american_scientific_journal-4394	202	2	it	it	PRON
american_scientific_journal-4394	202	3	’s	’	VERB
american_scientific_journal-4394	202	4	still	still	ADV
american_scientific_journal-4394	202	5	impressive	impressive	ADJ
american_scientific_journal-4394	202	6	that	that	SCONJ
american_scientific_journal-4394	202	7	deep	deep	ADJ
american_scientific_journal-4394	202	8	learning	learning	NOUN
american_scientific_journal-4394	202	9	models	model	NOUN
american_scientific_journal-4394	202	10	are	be	AUX
american_scientific_journal-4394	202	11	able	able	ADJ
american_scientific_journal-4394	202	12	to	to	PART
american_scientific_journal-4394	202	13	perform	perform	VERB
american_scientific_journal-4394	202	14	at	at	ADP
american_scientific_journal-4394	202	15	such	such	DET
american_scientific_journal-4394	202	16	a	a	DET
american_scientific_journal-4394	202	17	high	high	ADJ
american_scientific_journal-4394	202	18	level	level	NOUN
american_scientific_journal-4394	202	19	given	give	VERB
american_scientific_journal-4394	202	20	only	only	ADV
american_scientific_journal-4394	202	21	the	the	DET
american_scientific_journal-4394	202	22	pixels	pixel	NOUN
american_scientific_journal-4394	202	23	as	as	ADP
american_scientific_journal-4394	202	24	input	input	NOUN
american_scientific_journal-4394	202	25	,	,	PUNCT
american_scientific_journal-4394	202	26	these	these	DET
american_scientific_journal-4394	202	27	games	game	NOUN
american_scientific_journal-4394	202	28	represent	represent	VERB
american_scientific_journal-4394	202	29	a	a	DET
american_scientific_journal-4394	202	30	small	small	ADJ
american_scientific_journal-4394	202	31	portion	portion	NOUN
american_scientific_journal-4394	202	32	of	of	ADP
american_scientific_journal-4394	202	33	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	202	34	learning	learning	NOUN
american_scientific_journal-4394	202	35	problems	problem	NOUN
american_scientific_journal-4394	202	36	and	and	CCONJ
american_scientific_journal-4394	202	37	are	be	AUX
american_scientific_journal-4394	202	38	not	not	PART
american_scientific_journal-4394	202	39	a	a	DET
american_scientific_journal-4394	202	40	complete	complete	ADJ
american_scientific_journal-4394	202	41	representation	representation	NOUN
american_scientific_journal-4394	202	42	of	of	ADP
american_scientific_journal-4394	202	43	deep	deep	ADJ
american_scientific_journal-4394	202	44	neural	neural	ADJ
american_scientific_journal-4394	202	45	nets	net	NOUN
american_scientific_journal-4394	202	46	’	'	PUNCT
american_scientific_journal-4394	202	47	success	success	NOUN
american_scientific_journal-4394	202	48	in	in	ADP
american_scientific_journal-4394	202	49	the	the	DET
american_scientific_journal-4394	202	50	realm	realm	NOUN
american_scientific_journal-4394	202	51	of	of	ADP
american_scientific_journal-4394	202	52	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	202	53	learning	learning	NOUN
american_scientific_journal-4394	202	54	(	(	PUNCT
american_scientific_journal-4394	202	55	as	as	SCONJ
american_scientific_journal-4394	202	56	seen	see	VERB
american_scientific_journal-4394	202	57	with	with	ADP
american_scientific_journal-4394	202	58	online	online	ADJ
american_scientific_journal-4394	202	59	trajectory	trajectory	NOUN
american_scientific_journal-4394	202	60	optimization	optimization	NOUN
american_scientific_journal-4394	202	61	)	)	PUNCT
american_scientific_journal-4394	202	62	.	.	PUNCT
american_scientific_journal-4394	203	1	3.4	3.4	NUM
american_scientific_journal-4394	203	2	alphago	alphago	NOUN
american_scientific_journal-4394	203	3	yet	yet	ADV
american_scientific_journal-4394	203	4	,	,	PUNCT
american_scientific_journal-4394	203	5	with	with	ADP
american_scientific_journal-4394	203	6	all	all	PRON
american_scientific_journal-4394	203	7	of	of	ADP
american_scientific_journal-4394	203	8	its	its	PRON
american_scientific_journal-4394	203	9	problems	problem	NOUN
american_scientific_journal-4394	203	10	,	,	PUNCT
american_scientific_journal-4394	203	11	deep	deep	ADJ
american_scientific_journal-4394	203	12	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	203	13	learning	learning	NOUN
american_scientific_journal-4394	203	14	has	have	AUX
american_scientific_journal-4394	203	15	not	not	PART
american_scientific_journal-4394	203	16	failed	fail	VERB
american_scientific_journal-4394	203	17	to	to	PART
american_scientific_journal-4394	203	18	surprise	surprise	VERB
american_scientific_journal-4394	203	19	us	we	PRON
american_scientific_journal-4394	203	20	.	.	PUNCT
american_scientific_journal-4394	204	1	in	in	ADP
american_scientific_journal-4394	204	2	2016	2016	NUM
american_scientific_journal-4394	204	3	,	,	PUNCT
american_scientific_journal-4394	204	4	with	with	ADP
american_scientific_journal-4394	204	5	the	the	DET
american_scientific_journal-4394	204	6	power	power	NOUN
american_scientific_journal-4394	204	7	of	of	ADP
american_scientific_journal-4394	204	8	deep	deep	ADJ
american_scientific_journal-4394	204	9	neural	neural	ADJ
american_scientific_journal-4394	204	10	nets	net	NOUN
american_scientific_journal-4394	204	11	,	,	PUNCT
american_scientific_journal-4394	204	12	alphago	alphago	NOUN
american_scientific_journal-4394	204	13	beat	beat	VERB
american_scientific_journal-4394	204	14	lee	lee	PROPN
american_scientific_journal-4394	204	15	sedol	sedol	NOUN
american_scientific_journal-4394	204	16	–	–	PUNCT
american_scientific_journal-4394	204	17	considered	consider	VERB
american_scientific_journal-4394	204	18	to	to	PART
american_scientific_journal-4394	204	19	be	be	AUX
american_scientific_journal-4394	204	20	one	one	NUM
american_scientific_journal-4394	204	21	of	of	ADP
american_scientific_journal-4394	204	22	the	the	DET
american_scientific_journal-4394	204	23	best	good	ADJ
american_scientific_journal-4394	204	24	players	player	NOUN
american_scientific_journal-4394	204	25	in	in	ADP
american_scientific_journal-4394	204	26	the	the	DET
american_scientific_journal-4394	204	27	past	past	ADJ
american_scientific_journal-4394	204	28	50	50	NUM
american_scientific_journal-4394	204	29	years	year	NOUN
american_scientific_journal-4394	204	30	.	.	PUNCT
american_scientific_journal-4394	205	1	for	for	ADP
american_scientific_journal-4394	205	2	the	the	DET
american_scientific_journal-4394	205	3	first	first	ADJ
american_scientific_journal-4394	205	4	time	time	NOUN
american_scientific_journal-4394	205	5	in	in	ADP
american_scientific_journal-4394	205	6	the	the	DET
american_scientific_journal-4394	205	7	artificial	artificial	ADJ
american_scientific_journal-4394	205	8	intelligence	intelligence	NOUN
american_scientific_journal-4394	205	9	community	community	NOUN
american_scientific_journal-4394	205	10	,	,	PUNCT
american_scientific_journal-4394	205	11	deep	deep	ADJ
american_scientific_journal-4394	205	12	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	205	13	learning	learning	NOUN
american_scientific_journal-4394	205	14	had	have	AUX
american_scientific_journal-4394	205	15	earned	earn	VERB
american_scientific_journal-4394	205	16	a	a	DET
american_scientific_journal-4394	205	17	victory	victory	NOUN
american_scientific_journal-4394	205	18	.	.	PUNCT
american_scientific_journal-4394	206	1	in	in	ADP
american_scientific_journal-4394	206	2	the	the	DET
american_scientific_journal-4394	206	3	past	past	NOUN
american_scientific_journal-4394	206	4	,	,	PUNCT
american_scientific_journal-4394	206	5	the	the	DET
american_scientific_journal-4394	206	6	game	game	NOUN
american_scientific_journal-4394	206	7	of	of	ADP
american_scientific_journal-4394	206	8	go	go	NOUN
american_scientific_journal-4394	206	9	had	have	AUX
american_scientific_journal-4394	206	10	always	always	ADV
american_scientific_journal-4394	206	11	been	be	AUX
american_scientific_journal-4394	206	12	a	a	DET
american_scientific_journal-4394	206	13	challenge	challenge	NOUN
american_scientific_journal-4394	206	14	for	for	ADP
american_scientific_journal-4394	206	15	the	the	DET
american_scientific_journal-4394	206	16	artificial	artificial	ADJ
american_scientific_journal-4394	206	17	intelligence	intelligence	NOUN
american_scientific_journal-4394	206	18	community	community	NOUN
american_scientific_journal-4394	206	19	because	because	SCONJ
american_scientific_journal-4394	206	20	of	of	ADP
american_scientific_journal-4394	206	21	the	the	DET
american_scientific_journal-4394	206	22	number	number	NOUN
american_scientific_journal-4394	206	23	of	of	ADP
american_scientific_journal-4394	206	24	possibilities	possibility	NOUN
american_scientific_journal-4394	206	25	–	–	PUNCT
american_scientific_journal-4394	206	26	there	there	PRON
american_scientific_journal-4394	206	27	were	be	VERB
american_scientific_journal-4394	206	28	more	more	ADJ
american_scientific_journal-4394	206	29	combinations	combination	NOUN
american_scientific_journal-4394	206	30	of	of	ADP
american_scientific_journal-4394	206	31	pieces	piece	NOUN
american_scientific_journal-4394	206	32	on	on	ADP
american_scientific_journal-4394	206	33	a	a	DET
american_scientific_journal-4394	206	34	board	board	NOUN
american_scientific_journal-4394	206	35	than	than	ADP
american_scientific_journal-4394	206	36	atoms	atom	NOUN
american_scientific_journal-4394	206	37	in	in	ADP
american_scientific_journal-4394	206	38	the	the	DET
american_scientific_journal-4394	206	39	known	know	VERB
american_scientific_journal-4394	206	40	universe	universe	NOUN
american_scientific_journal-4394	206	41	.	.	PUNCT
american_scientific_journal-4394	207	1	the	the	DET
american_scientific_journal-4394	207	2	game	game	NOUN
american_scientific_journal-4394	207	3	go	go	VERB
american_scientific_journal-4394	207	4	consists	consist	VERB
american_scientific_journal-4394	207	5	of	of	ADP
american_scientific_journal-4394	207	6	a	a	DET
american_scientific_journal-4394	207	7	19	19	NUM
american_scientific_journal-4394	207	8	by	by	ADP
american_scientific_journal-4394	207	9	19	19	NUM
american_scientific_journal-4394	207	10	board	board	NOUN
american_scientific_journal-4394	207	11	and	and	CCONJ
american_scientific_journal-4394	207	12	players	player	NOUN
american_scientific_journal-4394	207	13	fight	fight	VERB
american_scientific_journal-4394	207	14	to	to	PART
american_scientific_journal-4394	207	15	gain	gain	VERB
american_scientific_journal-4394	207	16	the	the	DET
american_scientific_journal-4394	207	17	most	most	ADJ
american_scientific_journal-4394	207	18	territory	territory	NOUN
american_scientific_journal-4394	207	19	.	.	PUNCT
american_scientific_journal-4394	208	1	given	give	VERB
american_scientific_journal-4394	208	2	the	the	DET
american_scientific_journal-4394	208	3	vast	vast	ADJ
american_scientific_journal-4394	208	4	network	network	NOUN
american_scientific_journal-4394	208	5	of	of	ADP
american_scientific_journal-4394	208	6	possible	possible	ADJ
american_scientific_journal-4394	208	7	moves	move	NOUN
american_scientific_journal-4394	208	8	,	,	PUNCT
american_scientific_journal-4394	208	9	the	the	DET
american_scientific_journal-4394	208	10	deepmind	deepmind	NOUN
american_scientific_journal-4394	208	11	team	team	NOUN
american_scientific_journal-4394	208	12	realized	realize	VERB
american_scientific_journal-4394	208	13	that	that	SCONJ
american_scientific_journal-4394	208	14	brute	brute	ADJ
american_scientific_journal-4394	208	15	force	force	NOUN
american_scientific_journal-4394	208	16	was	be	AUX
american_scientific_journal-4394	208	17	not	not	PART
american_scientific_journal-4394	208	18	an	an	DET
american_scientific_journal-4394	208	19	option	option	NOUN
american_scientific_journal-4394	208	20	and	and	CCONJ
american_scientific_journal-4394	208	21	that	that	SCONJ
american_scientific_journal-4394	208	22	the	the	DET
american_scientific_journal-4394	208	23	power	power	NOUN
american_scientific_journal-4394	208	24	of	of	ADP
american_scientific_journal-4394	208	25	deep	deep	ADJ
american_scientific_journal-4394	208	26	neural	neural	ADJ
american_scientific_journal-4394	208	27	nets	net	NOUN
american_scientific_journal-4394	208	28	paired	pair	VERB
american_scientific_journal-4394	208	29	with	with	ADP
american_scientific_journal-4394	208	30	a	a	DET
american_scientific_journal-4394	208	31	mcts	mct	NOUN
american_scientific_journal-4394	208	32	could	could	AUX
american_scientific_journal-4394	208	33	solve	solve	VERB
american_scientific_journal-4394	208	34	this	this	DET
american_scientific_journal-4394	208	35	problem	problem	NOUN
american_scientific_journal-4394	208	36	.	.	PUNCT
american_scientific_journal-4394	209	1	alphago	alphago	PROPN
american_scientific_journal-4394	209	2	went	go	VERB
american_scientific_journal-4394	209	3	through	through	ADP
american_scientific_journal-4394	209	4	several	several	ADJ
american_scientific_journal-4394	209	5	versions	version	NOUN
american_scientific_journal-4394	209	6	,	,	PUNCT
american_scientific_journal-4394	209	7	two	two	NUM
american_scientific_journal-4394	209	8	of	of	ADP
american_scientific_journal-4394	209	9	which	which	PRON
american_scientific_journal-4394	209	10	will	will	AUX
american_scientific_journal-4394	209	11	be	be	AUX
american_scientific_journal-4394	209	12	discussed	discuss	VERB
american_scientific_journal-4394	209	13	:	:	PUNCT
american_scientific_journal-4394	209	14	the	the	DET
american_scientific_journal-4394	209	15	version	version	NOUN
american_scientific_journal-4394	209	16	that	that	PRON
american_scientific_journal-4394	209	17	beat	beat	VERB
american_scientific_journal-4394	209	18	lee	lee	PROPN
american_scientific_journal-4394	209	19	sedol	sedol	PROPN
american_scientific_journal-4394	209	20	and	and	CCONJ
american_scientific_journal-4394	209	21	alphago	alphago	NOUN
american_scientific_journal-4394	209	22	zero	zero	NUM
american_scientific_journal-4394	209	23	,	,	PUNCT
american_scientific_journal-4394	209	24	the	the	DET
american_scientific_journal-4394	209	25	latest	late	ADJ
american_scientific_journal-4394	209	26	and	and	CCONJ
american_scientific_journal-4394	209	27	most	most	ADV
american_scientific_journal-4394	209	28	impressive	impressive	ADJ
american_scientific_journal-4394	209	29	version	version	NOUN
american_scientific_journal-4394	209	30	.	.	PUNCT
american_scientific_journal-4394	210	1	the	the	DET
american_scientific_journal-4394	210	2	version	version	NOUN
american_scientific_journal-4394	210	3	of	of	ADP
american_scientific_journal-4394	210	4	alphago	alphago	NOUN
american_scientific_journal-4394	210	5	that	that	PRON
american_scientific_journal-4394	210	6	beat	beat	VERB
american_scientific_journal-4394	210	7	lee	lee	PROPN
american_scientific_journal-4394	210	8	sedol	sedol	PROPN
american_scientific_journal-4394	210	9	consisted	consist	VERB
american_scientific_journal-4394	210	10	of	of	ADP
american_scientific_journal-4394	210	11	two	two	NUM
american_scientific_journal-4394	210	12	main	main	ADJ
american_scientific_journal-4394	210	13	networks	network	NOUN
american_scientific_journal-4394	210	14	:	:	PUNCT
american_scientific_journal-4394	210	15	a	a	DET
american_scientific_journal-4394	210	16	policy	policy	NOUN
american_scientific_journal-4394	210	17	network	network	NOUN
american_scientific_journal-4394	210	18	that	that	PRON
american_scientific_journal-4394	210	19	was	be	AUX
american_scientific_journal-4394	210	20	trained	train	VERB
american_scientific_journal-4394	210	21	on	on	ADP
american_scientific_journal-4394	210	22	expert	expert	NOUN
american_scientific_journal-4394	210	23	moves	move	NOUN
american_scientific_journal-4394	210	24	(	(	PUNCT
american_scientific_journal-4394	210	25	using	use	VERB
american_scientific_journal-4394	210	26	supervised	supervised	ADJ
american_scientific_journal-4394	210	27	learning	learning	NOUN
american_scientific_journal-4394	210	28	)	)	PUNCT
american_scientific_journal-4394	210	29	and	and	CCONJ
american_scientific_journal-4394	210	30	taught	teach	VERB
american_scientific_journal-4394	210	31	the	the	DET
american_scientific_journal-4394	210	32	agent	agent	NOUN
american_scientific_journal-4394	210	33	to	to	PART
american_scientific_journal-4394	210	34	mimic	mimic	VERB
american_scientific_journal-4394	210	35	the	the	DET
american_scientific_journal-4394	210	36	playing	play	VERB
american_scientific_journal-4394	210	37	style	style	NOUN
american_scientific_journal-4394	210	38	of	of	ADP
american_scientific_journal-4394	210	39	professionals	professional	NOUN
american_scientific_journal-4394	210	40	,	,	PUNCT
american_scientific_journal-4394	210	41	and	and	CCONJ
american_scientific_journal-4394	210	42	a	a	DET
american_scientific_journal-4394	210	43	value	value	NOUN
american_scientific_journal-4394	210	44	network	network	NOUN
american_scientific_journal-4394	210	45	that	that	PRON
american_scientific_journal-4394	210	46	predicted	predict	VERB
american_scientific_journal-4394	210	47	(	(	PUNCT
american_scientific_journal-4394	210	48	at	at	ADP
american_scientific_journal-4394	210	49	each	each	DET
american_scientific_journal-4394	210	50	game	game	NOUN
american_scientific_journal-4394	210	51	state	state	NOUN
american_scientific_journal-4394	210	52	)	)	PUNCT
american_scientific_journal-4394	210	53	who	who	PRON
american_scientific_journal-4394	210	54	the	the	DET
american_scientific_journal-4394	210	55	winner	winner	NOUN
american_scientific_journal-4394	210	56	would	would	AUX
american_scientific_journal-4394	210	57	most	most	ADV
american_scientific_journal-4394	210	58	likely	likely	ADV
american_scientific_journal-4394	210	59	be	be	AUX
american_scientific_journal-4394	210	60	(	(	PUNCT
american_scientific_journal-4394	210	61	white	white	ADJ
american_scientific_journal-4394	210	62	or	or	CCONJ
american_scientific_journal-4394	210	63	black	black	ADJ
american_scientific_journal-4394	210	64	)	)	PUNCT
american_scientific_journal-4394	210	65	.	.	PUNCT
american_scientific_journal-4394	211	1	these	these	DET
american_scientific_journal-4394	211	2	two	two	NUM
american_scientific_journal-4394	211	3	deep	deep	ADJ
american_scientific_journal-4394	211	4	neural	neural	ADJ
american_scientific_journal-4394	211	5	networks	network	NOUN
american_scientific_journal-4394	211	6	were	be	AUX
american_scientific_journal-4394	211	7	paired	pair	VERB
american_scientific_journal-4394	211	8	with	with	ADP
american_scientific_journal-4394	211	9	a	a	DET
american_scientific_journal-4394	211	10	mcts	mct	NOUN
american_scientific_journal-4394	211	11	that	that	PRON
american_scientific_journal-4394	211	12	provided	provide	VERB
american_scientific_journal-4394	211	13	a	a	DET
american_scientific_journal-4394	211	14	look	look	NOUN
american_scientific_journal-4394	211	15	ahead	ahead	ADV
american_scientific_journal-4394	211	16	search	search	NOUN
american_scientific_journal-4394	211	17	.	.	PUNCT
american_scientific_journal-4394	212	1	since	since	SCONJ
american_scientific_journal-4394	212	2	the	the	DET
american_scientific_journal-4394	212	3	number	number	NOUN
american_scientific_journal-4394	212	4	of	of	ADP
american_scientific_journal-4394	212	5	possible	possible	ADJ
american_scientific_journal-4394	212	6	combinations	combination	NOUN
american_scientific_journal-4394	212	7	is	be	AUX
american_scientific_journal-4394	212	8	so	so	ADV
american_scientific_journal-4394	212	9	vast	vast	ADJ
american_scientific_journal-4394	212	10	,	,	PUNCT
american_scientific_journal-4394	212	11	the	the	DET
american_scientific_journal-4394	212	12	deepmind	deepmind	NOUN
american_scientific_journal-4394	212	13	team	team	NOUN
american_scientific_journal-4394	212	14	developed	develop	VERB
american_scientific_journal-4394	212	15	the	the	DET
american_scientific_journal-4394	212	16	search	search	NOUN
american_scientific_journal-4394	212	17	so	so	SCONJ
american_scientific_journal-4394	212	18	that	that	SCONJ
american_scientific_journal-4394	212	19	it	it	PRON
american_scientific_journal-4394	212	20	only	only	ADV
american_scientific_journal-4394	212	21	focused	focus	VERB
american_scientific_journal-4394	212	22	on	on	ADP
american_scientific_journal-4394	212	23	a	a	DET
american_scientific_journal-4394	212	24	handful	handful	NOUN
american_scientific_journal-4394	212	25	(	(	PUNCT
american_scientific_journal-4394	212	26	of	of	ADP
american_scientific_journal-4394	212	27	around	around	ADP
american_scientific_journal-4394	212	28	20	20	NUM
american_scientific_journal-4394	212	29	)	)	PUNCT
american_scientific_journal-4394	212	30	of	of	ADP
american_scientific_journal-4394	212	31	the	the	DET
american_scientific_journal-4394	212	32	most	most	ADV
american_scientific_journal-4394	212	33	promising	promising	ADJ
american_scientific_journal-4394	212	34	moves	move	NOUN
american_scientific_journal-4394	212	35	.	.	PUNCT
american_scientific_journal-4394	213	1	because	because	SCONJ
american_scientific_journal-4394	213	2	of	of	ADP
american_scientific_journal-4394	213	3	the	the	DET
american_scientific_journal-4394	213	4	design	design	NOUN
american_scientific_journal-4394	213	5	of	of	ADP
american_scientific_journal-4394	213	6	the	the	DET
american_scientific_journal-4394	213	7	network	network	NOUN
american_scientific_journal-4394	213	8	and	and	CCONJ
american_scientific_journal-4394	213	9	the	the	DET
american_scientific_journal-4394	213	10	deep	deep	ADJ
american_scientific_journal-4394	213	11	neural	neural	ADJ
american_scientific_journal-4394	213	12	nets	net	NOUN
american_scientific_journal-4394	213	13	used	use	VERB
american_scientific_journal-4394	213	14	for	for	ADP
american_scientific_journal-4394	213	15	training	training	NOUN
american_scientific_journal-4394	213	16	,	,	PUNCT
american_scientific_journal-4394	213	17	alphago	alphago	NOUN
american_scientific_journal-4394	213	18	was	be	AUX
american_scientific_journal-4394	213	19	able	able	ADJ
american_scientific_journal-4394	213	20	to	to	PART
american_scientific_journal-4394	213	21	think	think	VERB
american_scientific_journal-4394	213	22	of	of	ADP
american_scientific_journal-4394	213	23	strategically	strategically	ADV
american_scientific_journal-4394	213	24	unique	unique	ADJ
american_scientific_journal-4394	213	25	ways	way	NOUN
american_scientific_journal-4394	213	26	that	that	PRON
american_scientific_journal-4394	213	27	were	be	AUX
american_scientific_journal-4394	213	28	fundamentally	fundamentally	ADV
american_scientific_journal-4394	213	29	different	different	ADJ
american_scientific_journal-4394	213	30	to	to	ADP
american_scientific_journal-4394	213	31	the	the	DET
american_scientific_journal-4394	213	32	history	history	NOUN
american_scientific_journal-4394	213	33	of	of	ADP
american_scientific_journal-4394	213	34	teaching	teaching	NOUN
american_scientific_journal-4394	213	35	of	of	ADP
american_scientific_journal-4394	213	36	go	go	VERB
american_scientific_journal-4394	213	37	.	.	PUNCT
american_scientific_journal-4394	214	1	for	for	ADP
american_scientific_journal-4394	214	2	example	example	NOUN
american_scientific_journal-4394	214	3	,	,	PUNCT
american_scientific_journal-4394	214	4	in	in	ADP
american_scientific_journal-4394	214	5	the	the	DET
american_scientific_journal-4394	214	6	second	second	ADJ
american_scientific_journal-4394	214	7	game	game	NOUN
american_scientific_journal-4394	214	8	,	,	PUNCT
american_scientific_journal-4394	214	9	alphago	alphago	NOUN
american_scientific_journal-4394	214	10	played	play	VERB
american_scientific_journal-4394	214	11	a	a	DET
american_scientific_journal-4394	214	12	surprising	surprising	ADJ
american_scientific_journal-4394	214	13	move	move	NOUN
american_scientific_journal-4394	214	14	(	(	PUNCT
american_scientific_journal-4394	214	15	move	move	VERB
american_scientific_journal-4394	214	16	american	american	ADJ
american_scientific_journal-4394	214	17	scientific	scientific	ADJ
american_scientific_journal-4394	214	18	research	research	NOUN
american_scientific_journal-4394	214	19	journal	journal	NOUN
american_scientific_journal-4394	214	20	for	for	ADP
american_scientific_journal-4394	214	21	engineering	engineering	NOUN
american_scientific_journal-4394	214	22	,	,	PUNCT
american_scientific_journal-4394	214	23	technology	technology	NOUN
american_scientific_journal-4394	214	24	,	,	PUNCT
american_scientific_journal-4394	214	25	and	and	CCONJ
american_scientific_journal-4394	214	26	sciences	science	NOUN
american_scientific_journal-4394	214	27	(	(	PUNCT
american_scientific_journal-4394	214	28	asrjets	asrjet	NOUN
american_scientific_journal-4394	214	29	)	)	PUNCT
american_scientific_journal-4394	214	30	(	(	PUNCT
american_scientific_journal-4394	214	31	2018	2018	NUM
american_scientific_journal-4394	214	32	)	)	PUNCT
american_scientific_journal-4394	214	33	volume	volume	NOUN
american_scientific_journal-4394	214	34	46	46	NUM
american_scientific_journal-4394	214	35	,	,	PUNCT
american_scientific_journal-4394	214	36	no	no	DET
american_scientific_journal-4394	214	37	1	1	NUM
american_scientific_journal-4394	214	38	,	,	PUNCT
american_scientific_journal-4394	214	39	pp	pp	ADV
american_scientific_journal-4394	214	40	260	260	NUM
american_scientific_journal-4394	214	41	-	-	SYM
american_scientific_journal-4394	214	42	272	272	NUM
american_scientific_journal-4394	214	43	270	270	NUM
american_scientific_journal-4394	214	44	37	37	NUM
american_scientific_journal-4394	214	45	)	)	PUNCT
american_scientific_journal-4394	214	46	that	that	PRON
american_scientific_journal-4394	214	47	shocked	shock	VERB
american_scientific_journal-4394	214	48	most	most	ADJ
american_scientific_journal-4394	214	49	of	of	ADP
american_scientific_journal-4394	214	50	the	the	DET
american_scientific_journal-4394	214	51	spectators	spectator	NOUN
american_scientific_journal-4394	214	52	.	.	PUNCT
american_scientific_journal-4394	215	1	for	for	ADP
american_scientific_journal-4394	215	2	professional	professional	ADJ
american_scientific_journal-4394	215	3	go	go	NOUN
american_scientific_journal-4394	215	4	players	player	NOUN
american_scientific_journal-4394	215	5	,	,	PUNCT
american_scientific_journal-4394	215	6	this	this	DET
american_scientific_journal-4394	215	7	move	move	NOUN
american_scientific_journal-4394	215	8	appeared	appear	VERB
american_scientific_journal-4394	215	9	to	to	PART
american_scientific_journal-4394	215	10	be	be	AUX
american_scientific_journal-4394	215	11	a	a	DET
american_scientific_journal-4394	215	12	“	"	PUNCT
american_scientific_journal-4394	215	13	strange	strange	ADJ
american_scientific_journal-4394	215	14	mistake	mistake	NOUN
american_scientific_journal-4394	215	15	”	"	PUNCT
american_scientific_journal-4394	215	16	as	as	SCONJ
american_scientific_journal-4394	215	17	lee	lee	PROPN
american_scientific_journal-4394	215	18	sedol	sedol	PROPN
american_scientific_journal-4394	215	19	said	say	VERB
american_scientific_journal-4394	215	20	.	.	PUNCT
american_scientific_journal-4394	216	1	indeed	indeed	ADV
american_scientific_journal-4394	216	2	,	,	PUNCT
american_scientific_journal-4394	216	3	this	this	DET
american_scientific_journal-4394	216	4	move	move	NOUN
american_scientific_journal-4394	216	5	turned	turn	VERB
american_scientific_journal-4394	216	6	the	the	DET
american_scientific_journal-4394	216	7	course	course	NOUN
american_scientific_journal-4394	216	8	of	of	ADP
american_scientific_journal-4394	216	9	the	the	DET
american_scientific_journal-4394	216	10	game	game	NOUN
american_scientific_journal-4394	216	11	as	as	SCONJ
american_scientific_journal-4394	216	12	it	it	PRON
american_scientific_journal-4394	216	13	offered	offer	VERB
american_scientific_journal-4394	216	14	a	a	DET
american_scientific_journal-4394	216	15	strategic	strategic	ADJ
american_scientific_journal-4394	216	16	midpoint	midpoint	NOUN
american_scientific_journal-4394	216	17	to	to	PART
american_scientific_journal-4394	216	18	build	build	VERB
american_scientific_journal-4394	216	19	and	and	CCONJ
american_scientific_journal-4394	216	20	expand	expand	VERB
american_scientific_journal-4394	216	21	alphago	alphago	PROPN
american_scientific_journal-4394	216	22	’s	’s	PART
american_scientific_journal-4394	216	23	territory	territory	NOUN
american_scientific_journal-4394	216	24	.	.	PUNCT
american_scientific_journal-4394	217	1	with	with	ADP
american_scientific_journal-4394	217	2	the	the	DET
american_scientific_journal-4394	217	3	power	power	NOUN
american_scientific_journal-4394	217	4	of	of	ADP
american_scientific_journal-4394	217	5	deep	deep	ADJ
american_scientific_journal-4394	217	6	neural	neural	ADJ
american_scientific_journal-4394	217	7	nets	net	NOUN
american_scientific_journal-4394	217	8	,	,	PUNCT
american_scientific_journal-4394	217	9	alphago	alphago	NOUN
american_scientific_journal-4394	217	10	had	have	AUX
american_scientific_journal-4394	217	11	developed	develop	VERB
american_scientific_journal-4394	217	12	an	an	DET
american_scientific_journal-4394	217	13	artificial	artificial	ADJ
american_scientific_journal-4394	217	14	intelligence	intelligence	NOUN
american_scientific_journal-4394	217	15	that	that	PRON
american_scientific_journal-4394	217	16	re	re	VERB
american_scientific_journal-4394	217	17	-	-	VERB
american_scientific_journal-4394	217	18	defined	define	VERB
american_scientific_journal-4394	217	19	many	many	ADJ
american_scientific_journal-4394	217	20	of	of	ADP
american_scientific_journal-4394	217	21	go	go	NOUN
american_scientific_journal-4394	217	22	players	player	NOUN
american_scientific_journal-4394	217	23	’	'	PUNCT
american_scientific_journal-4394	217	24	key	key	ADJ
american_scientific_journal-4394	217	25	ideologies	ideology	NOUN
american_scientific_journal-4394	217	26	after	after	ADP
american_scientific_journal-4394	217	27	the	the	DET
american_scientific_journal-4394	217	28	games	game	NOUN
american_scientific_journal-4394	217	29	.	.	PUNCT
american_scientific_journal-4394	218	1	the	the	DET
american_scientific_journal-4394	218	2	final	final	ADJ
american_scientific_journal-4394	218	3	version	version	NOUN
american_scientific_journal-4394	218	4	of	of	ADP
american_scientific_journal-4394	218	5	alphago	alphago	NOUN
american_scientific_journal-4394	218	6	,	,	PUNCT
american_scientific_journal-4394	218	7	titled	title	VERB
american_scientific_journal-4394	218	8	alphago	alphago	NOUN
american_scientific_journal-4394	218	9	zero	zero	NUM
american_scientific_journal-4394	218	10	,	,	PUNCT
american_scientific_journal-4394	218	11	consists	consist	VERB
american_scientific_journal-4394	218	12	of	of	ADP
american_scientific_journal-4394	218	13	only	only	ADV
american_scientific_journal-4394	218	14	one	one	NUM
american_scientific_journal-4394	218	15	neural	neural	ADJ
american_scientific_journal-4394	218	16	network	network	NOUN
american_scientific_journal-4394	218	17	that	that	PRON
american_scientific_journal-4394	218	18	only	only	ADV
american_scientific_journal-4394	218	19	takes	take	VERB
american_scientific_journal-4394	218	20	the	the	DET
american_scientific_journal-4394	218	21	positions	position	NOUN
american_scientific_journal-4394	218	22	of	of	ADP
american_scientific_journal-4394	218	23	the	the	DET
american_scientific_journal-4394	218	24	white	white	ADJ
american_scientific_journal-4394	218	25	and	and	CCONJ
american_scientific_journal-4394	218	26	black	black	ADJ
american_scientific_journal-4394	218	27	tiles	tile	NOUN
american_scientific_journal-4394	218	28	as	as	ADP
american_scientific_journal-4394	218	29	input	input	NOUN
american_scientific_journal-4394	218	30	,	,	PUNCT
american_scientific_journal-4394	218	31	incorporates	incorporate	VERB
american_scientific_journal-4394	218	32	tree	tree	NOUN
american_scientific_journal-4394	218	33	search	search	NOUN
american_scientific_journal-4394	218	34	within	within	ADP
american_scientific_journal-4394	218	35	the	the	DET
american_scientific_journal-4394	218	36	loop	loop	NOUN
american_scientific_journal-4394	218	37	,	,	PUNCT
american_scientific_journal-4394	218	38	and	and	CCONJ
american_scientific_journal-4394	218	39	most	most	ADV
american_scientific_journal-4394	218	40	impressively	impressively	ADV
american_scientific_journal-4394	218	41	,	,	PUNCT
american_scientific_journal-4394	218	42	only	only	ADV
american_scientific_journal-4394	218	43	uses	use	VERB
american_scientific_journal-4394	218	44	self	self	NOUN
american_scientific_journal-4394	218	45	-	-	PUNCT
american_scientific_journal-4394	218	46	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	218	47	learning	learning	NOUN
american_scientific_journal-4394	218	48	.	.	PUNCT
american_scientific_journal-4394	219	1	this	this	PRON
american_scientific_journal-4394	219	2	means	mean	VERB
american_scientific_journal-4394	219	3	it	it	PRON
american_scientific_journal-4394	219	4	’s	’s	AUX
american_scientific_journal-4394	219	5	not	not	PART
american_scientific_journal-4394	219	6	trained	train	VERB
american_scientific_journal-4394	219	7	on	on	ADP
american_scientific_journal-4394	219	8	any	any	DET
american_scientific_journal-4394	219	9	professional	professional	ADJ
american_scientific_journal-4394	219	10	players	player	NOUN
american_scientific_journal-4394	219	11	or	or	CCONJ
american_scientific_journal-4394	219	12	moves	move	NOUN
american_scientific_journal-4394	219	13	,	,	PUNCT
american_scientific_journal-4394	219	14	it	it	PRON
american_scientific_journal-4394	219	15	simply	simply	ADV
american_scientific_journal-4394	219	16	learns	learn	VERB
american_scientific_journal-4394	219	17	by	by	ADP
american_scientific_journal-4394	219	18	playing	play	VERB
american_scientific_journal-4394	219	19	millions	million	NOUN
american_scientific_journal-4394	219	20	and	and	CCONJ
american_scientific_journal-4394	219	21	millions	million	NOUN
american_scientific_journal-4394	219	22	of	of	ADP
american_scientific_journal-4394	219	23	games	game	NOUN
american_scientific_journal-4394	219	24	against	against	ADP
american_scientific_journal-4394	219	25	itself	itself	PRON
american_scientific_journal-4394	219	26	.	.	PUNCT
american_scientific_journal-4394	220	1	furthermore	furthermore	ADV
american_scientific_journal-4394	220	2	,	,	PUNCT
american_scientific_journal-4394	220	3	this	this	DET
american_scientific_journal-4394	220	4	model	model	NOUN
american_scientific_journal-4394	220	5	achieves	achieve	VERB
american_scientific_journal-4394	220	6	better	well	ADJ
american_scientific_journal-4394	220	7	performance	performance	NOUN
american_scientific_journal-4394	220	8	than	than	ADP
american_scientific_journal-4394	220	9	the	the	DET
american_scientific_journal-4394	220	10	last	last	ADJ
american_scientific_journal-4394	220	11	version	version	NOUN
american_scientific_journal-4394	220	12	.	.	PUNCT
american_scientific_journal-4394	221	1	to	to	ADP
american_scientific_journal-4394	221	2	the	the	DET
american_scientific_journal-4394	221	3	community	community	NOUN
american_scientific_journal-4394	221	4	at	at	ADP
american_scientific_journal-4394	221	5	the	the	DET
american_scientific_journal-4394	221	6	time	time	NOUN
american_scientific_journal-4394	221	7	,	,	PUNCT
american_scientific_journal-4394	221	8	this	this	DET
american_scientific_journal-4394	221	9	model	model	NOUN
american_scientific_journal-4394	221	10	was	be	AUX
american_scientific_journal-4394	221	11	truly	truly	ADV
american_scientific_journal-4394	221	12	a	a	DET
american_scientific_journal-4394	221	13	shock	shock	NOUN
american_scientific_journal-4394	221	14	because	because	SCONJ
american_scientific_journal-4394	221	15	deep	deep	ADJ
american_scientific_journal-4394	221	16	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	221	17	learning	learning	NOUN
american_scientific_journal-4394	221	18	had	have	AUX
american_scientific_journal-4394	221	19	not	not	PART
american_scientific_journal-4394	221	20	made	make	VERB
american_scientific_journal-4394	221	21	such	such	DET
american_scientific_journal-4394	221	22	a	a	DET
american_scientific_journal-4394	221	23	giant	giant	ADJ
american_scientific_journal-4394	221	24	leap	leap	NOUN
american_scientific_journal-4394	221	25	since	since	SCONJ
american_scientific_journal-4394	221	26	the	the	DET
american_scientific_journal-4394	221	27	introduction	introduction	NOUN
american_scientific_journal-4394	221	28	of	of	ADP
american_scientific_journal-4394	221	29	the	the	DET
american_scientific_journal-4394	221	30	deep	deep	ADJ
american_scientific_journal-4394	221	31	-	-	PUNCT
american_scientific_journal-4394	221	32	q	q	NOUN
american_scientific_journal-4394	221	33	network	network	NOUN
american_scientific_journal-4394	221	34	.	.	PUNCT
american_scientific_journal-4394	222	1	many	many	ADJ
american_scientific_journal-4394	222	2	challenges	challenge	NOUN
american_scientific_journal-4394	222	3	that	that	PRON
american_scientific_journal-4394	222	4	researchers	researcher	NOUN
american_scientific_journal-4394	222	5	did	do	AUX
american_scientific_journal-4394	222	6	not	not	PART
american_scientific_journal-4394	222	7	think	think	VERB
american_scientific_journal-4394	222	8	possible	possible	ADJ
american_scientific_journal-4394	222	9	,	,	PUNCT
american_scientific_journal-4394	222	10	such	such	ADJ
american_scientific_journal-4394	222	11	as	as	ADP
american_scientific_journal-4394	222	12	tackling	tackle	VERB
american_scientific_journal-4394	222	13	the	the	DET
american_scientific_journal-4394	222	14	game	game	NOUN
american_scientific_journal-4394	222	15	of	of	ADP
american_scientific_journal-4394	222	16	go	go	NOUN
american_scientific_journal-4394	222	17	,	,	PUNCT
american_scientific_journal-4394	222	18	have	have	AUX
american_scientific_journal-4394	222	19	been	be	AUX
american_scientific_journal-4394	222	20	proven	prove	VERB
american_scientific_journal-4394	222	21	and	and	CCONJ
american_scientific_journal-4394	222	22	continue	continue	VERB
american_scientific_journal-4394	222	23	to	to	PART
american_scientific_journal-4394	222	24	be	be	AUX
american_scientific_journal-4394	222	25	proven	prove	VERB
american_scientific_journal-4394	222	26	.	.	PUNCT
american_scientific_journal-4394	223	1	thus	thus	ADV
american_scientific_journal-4394	223	2	,	,	PUNCT
american_scientific_journal-4394	223	3	while	while	SCONJ
american_scientific_journal-4394	223	4	there	there	PRON
american_scientific_journal-4394	223	5	are	be	VERB
american_scientific_journal-4394	223	6	many	many	ADJ
american_scientific_journal-4394	223	7	challenges	challenge	NOUN
american_scientific_journal-4394	223	8	that	that	SCONJ
american_scientific_journal-4394	223	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	223	10	learning	learning	NOUN
american_scientific_journal-4394	223	11	faces	face	NOUN
american_scientific_journal-4394	223	12	today	today	NOUN
american_scientific_journal-4394	223	13	,	,	PUNCT
american_scientific_journal-4394	223	14	it	it	PRON
american_scientific_journal-4394	223	15	is	be	AUX
american_scientific_journal-4394	223	16	clear	clear	ADJ
american_scientific_journal-4394	223	17	that	that	SCONJ
american_scientific_journal-4394	223	18	the	the	DET
american_scientific_journal-4394	223	19	influence	influence	NOUN
american_scientific_journal-4394	223	20	of	of	ADP
american_scientific_journal-4394	223	21	deep	deep	ADJ
american_scientific_journal-4394	223	22	neural	neural	ADJ
american_scientific_journal-4394	223	23	nets	net	NOUN
american_scientific_journal-4394	223	24	has	have	AUX
american_scientific_journal-4394	223	25	had	have	VERB
american_scientific_journal-4394	223	26	(	(	PUNCT
american_scientific_journal-4394	223	27	and	and	CCONJ
american_scientific_journal-4394	223	28	will	will	AUX
american_scientific_journal-4394	223	29	continue	continue	VERB
american_scientific_journal-4394	223	30	to	to	PART
american_scientific_journal-4394	223	31	have	have	VERB
american_scientific_journal-4394	223	32	)	)	PUNCT
american_scientific_journal-4394	223	33	a	a	DET
american_scientific_journal-4394	223	34	great	great	ADJ
american_scientific_journal-4394	223	35	influence	influence	NOUN
american_scientific_journal-4394	223	36	on	on	ADP
american_scientific_journal-4394	223	37	the	the	DET
american_scientific_journal-4394	223	38	successes	success	NOUN
american_scientific_journal-4394	223	39	of	of	ADP
american_scientific_journal-4394	223	40	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	223	41	learning	learning	NOUN
american_scientific_journal-4394	223	42	problems	problem	NOUN
american_scientific_journal-4394	223	43	across	across	ADP
american_scientific_journal-4394	223	44	all	all	DET
american_scientific_journal-4394	223	45	fields	field	NOUN
american_scientific_journal-4394	223	46	.	.	PUNCT
american_scientific_journal-4394	224	1	4	4	X
american_scientific_journal-4394	224	2	.	.	X
american_scientific_journal-4394	224	3	conclusion	conclusion	NOUN
american_scientific_journal-4394	224	4	in	in	ADP
american_scientific_journal-4394	224	5	conclusion	conclusion	NOUN
american_scientific_journal-4394	224	6	,	,	PUNCT
american_scientific_journal-4394	224	7	although	although	SCONJ
american_scientific_journal-4394	224	8	deep	deep	ADJ
american_scientific_journal-4394	224	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	224	10	learning	learning	NOUN
american_scientific_journal-4394	224	11	faces	face	VERB
american_scientific_journal-4394	224	12	many	many	ADJ
american_scientific_journal-4394	224	13	challenges	challenge	NOUN
american_scientific_journal-4394	224	14	today	today	NOUN
american_scientific_journal-4394	224	15	,	,	PUNCT
american_scientific_journal-4394	224	16	it	it	PRON
american_scientific_journal-4394	224	17	has	have	AUX
american_scientific_journal-4394	224	18	also	also	ADV
american_scientific_journal-4394	224	19	achieved	achieve	VERB
american_scientific_journal-4394	224	20	many	many	ADJ
american_scientific_journal-4394	224	21	success	success	NOUN
american_scientific_journal-4394	224	22	,	,	PUNCT
american_scientific_journal-4394	224	23	tackling	tackle	VERB
american_scientific_journal-4394	224	24	problems	problem	NOUN
american_scientific_journal-4394	224	25	that	that	PRON
american_scientific_journal-4394	224	26	were	be	AUX
american_scientific_journal-4394	224	27	once	once	ADV
american_scientific_journal-4394	224	28	thought	think	VERB
american_scientific_journal-4394	224	29	to	to	PART
american_scientific_journal-4394	224	30	be	be	AUX
american_scientific_journal-4394	224	31	impossible	impossible	ADJ
american_scientific_journal-4394	224	32	and	and	CCONJ
american_scientific_journal-4394	224	33	outperforming	outperforming	NOUN
american_scientific_journal-4394	224	34	models	model	NOUN
american_scientific_journal-4394	224	35	that	that	PRON
american_scientific_journal-4394	224	36	were	be	AUX
american_scientific_journal-4394	224	37	once	once	ADV
american_scientific_journal-4394	224	38	thought	think	VERB
american_scientific_journal-4394	224	39	to	to	PART
american_scientific_journal-4394	224	40	be	be	AUX
american_scientific_journal-4394	224	41	state	state	NOUN
american_scientific_journal-4394	224	42	-	-	PUNCT
american_scientific_journal-4394	224	43	of	of	ADP
american_scientific_journal-4394	224	44	-	-	PUNCT
american_scientific_journal-4394	224	45	the	the	DET
american_scientific_journal-4394	224	46	art	art	NOUN
american_scientific_journal-4394	224	47	.	.	PUNCT
american_scientific_journal-4394	225	1	one	one	PRON
american_scientific_journal-4394	225	2	can	can	AUX
american_scientific_journal-4394	225	3	confidently	confidently	ADV
american_scientific_journal-4394	225	4	conclude	conclude	VERB
american_scientific_journal-4394	225	5	that	that	SCONJ
american_scientific_journal-4394	225	6	the	the	DET
american_scientific_journal-4394	225	7	success	success	NOUN
american_scientific_journal-4394	225	8	of	of	ADP
american_scientific_journal-4394	225	9	deep	deep	ADJ
american_scientific_journal-4394	225	10	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	225	11	learning	learning	NOUN
american_scientific_journal-4394	225	12	is	be	AUX
american_scientific_journal-4394	225	13	largely	largely	ADV
american_scientific_journal-4394	225	14	attributed	attribute	VERB
american_scientific_journal-4394	225	15	to	to	ADP
american_scientific_journal-4394	225	16	the	the	DET
american_scientific_journal-4394	225	17	power	power	NOUN
american_scientific_journal-4394	225	18	and	and	CCONJ
american_scientific_journal-4394	225	19	influence	influence	NOUN
american_scientific_journal-4394	225	20	of	of	ADP
american_scientific_journal-4394	225	21	deep	deep	ADJ
american_scientific_journal-4394	225	22	neural	neural	ADJ
american_scientific_journal-4394	225	23	nets	net	NOUN
american_scientific_journal-4394	225	24	,	,	PUNCT
american_scientific_journal-4394	225	25	which	which	PRON
american_scientific_journal-4394	225	26	have	have	AUX
american_scientific_journal-4394	225	27	allowed	allow	VERB
american_scientific_journal-4394	225	28	for	for	ADP
american_scientific_journal-4394	225	29	more	more	ADV
american_scientific_journal-4394	225	30	accurate	accurate	ADJ
american_scientific_journal-4394	225	31	reward	reward	NOUN
american_scientific_journal-4394	225	32	function	function	NOUN
american_scientific_journal-4394	225	33	approximations	approximation	NOUN
american_scientific_journal-4394	225	34	and	and	CCONJ
american_scientific_journal-4394	225	35	more	more	ADV
american_scientific_journal-4394	225	36	intelligent	intelligent	ADJ
american_scientific_journal-4394	225	37	policies	policy	NOUN
american_scientific_journal-4394	225	38	.	.	PUNCT
american_scientific_journal-4394	226	1	however	however	ADV
american_scientific_journal-4394	226	2	,	,	PUNCT
american_scientific_journal-4394	226	3	in	in	ADP
american_scientific_journal-4394	226	4	order	order	NOUN
american_scientific_journal-4394	226	5	to	to	PART
american_scientific_journal-4394	226	6	fully	fully	ADV
american_scientific_journal-4394	226	7	solve	solve	VERB
american_scientific_journal-4394	226	8	the	the	DET
american_scientific_journal-4394	226	9	problem	problem	NOUN
american_scientific_journal-4394	226	10	of	of	ADP
american_scientific_journal-4394	226	11	deep	deep	ADJ
american_scientific_journal-4394	226	12	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	226	13	learning	learning	NOUN
american_scientific_journal-4394	226	14	;	;	PUNCT
american_scientific_journal-4394	226	15	that	that	PRON
american_scientific_journal-4394	226	16	is	is	ADV
american_scientific_journal-4394	226	17	,	,	PUNCT
american_scientific_journal-4394	226	18	develop	develop	VERB
american_scientific_journal-4394	226	19	a	a	DET
american_scientific_journal-4394	226	20	model	model	NOUN
american_scientific_journal-4394	226	21	that	that	PRON
american_scientific_journal-4394	226	22	can	can	AUX
american_scientific_journal-4394	226	23	tackle	tackle	VERB
american_scientific_journal-4394	226	24	any	any	DET
american_scientific_journal-4394	226	25	unknown	unknown	ADJ
american_scientific_journal-4394	226	26	environment	environment	NOUN
american_scientific_journal-4394	226	27	,	,	PUNCT
american_scientific_journal-4394	226	28	game	game	NOUN
american_scientific_journal-4394	226	29	,	,	PUNCT
american_scientific_journal-4394	226	30	or	or	CCONJ
american_scientific_journal-4394	226	31	simulation	simulation	NOUN
american_scientific_journal-4394	226	32	,	,	PUNCT
american_scientific_journal-4394	226	33	deep	deep	ADJ
american_scientific_journal-4394	226	34	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	226	35	learning	learning	NOUN
american_scientific_journal-4394	226	36	must	must	AUX
american_scientific_journal-4394	226	37	solve	solve	VERB
american_scientific_journal-4394	226	38	/	/	SYM
american_scientific_journal-4394	226	39	incorporate	incorporate	VERB
american_scientific_journal-4394	226	40	three	three	NUM
american_scientific_journal-4394	226	41	key	key	ADJ
american_scientific_journal-4394	226	42	characteristics	characteristic	NOUN
american_scientific_journal-4394	226	43	.	.	PUNCT
american_scientific_journal-4394	227	1	firstly	firstly	ADV
american_scientific_journal-4394	227	2	,	,	PUNCT
american_scientific_journal-4394	227	3	reward	reward	NOUN
american_scientific_journal-4394	227	4	functions	function	NOUN
american_scientific_journal-4394	227	5	must	must	AUX
american_scientific_journal-4394	227	6	be	be	AUX
american_scientific_journal-4394	227	7	learnable	learnable	ADJ
american_scientific_journal-4394	227	8	.	.	PUNCT
american_scientific_journal-4394	228	1	as	as	SCONJ
american_scientific_journal-4394	228	2	discussed	discuss	VERB
american_scientific_journal-4394	228	3	earlier	early	ADV
american_scientific_journal-4394	228	4	,	,	PUNCT
american_scientific_journal-4394	228	5	in	in	ADP
american_scientific_journal-4394	228	6	some	some	DET
american_scientific_journal-4394	228	7	games	game	NOUN
american_scientific_journal-4394	228	8	or	or	CCONJ
american_scientific_journal-4394	228	9	situations	situation	NOUN
american_scientific_journal-4394	228	10	,	,	PUNCT
american_scientific_journal-4394	228	11	the	the	DET
american_scientific_journal-4394	228	12	community	community	NOUN
american_scientific_journal-4394	228	13	has	have	AUX
american_scientific_journal-4394	228	14	not	not	PART
american_scientific_journal-4394	228	15	figured	figure	VERB
american_scientific_journal-4394	228	16	out	out	ADP
american_scientific_journal-4394	228	17	a	a	DET
american_scientific_journal-4394	228	18	method	method	NOUN
american_scientific_journal-4394	228	19	that	that	PRON
american_scientific_journal-4394	228	20	allows	allow	VERB
american_scientific_journal-4394	228	21	for	for	ADP
american_scientific_journal-4394	228	22	a	a	DET
american_scientific_journal-4394	228	23	learnable	learnable	ADJ
american_scientific_journal-4394	228	24	reward	reward	NOUN
american_scientific_journal-4394	228	25	function	function	NOUN
american_scientific_journal-4394	228	26	that	that	PRON
american_scientific_journal-4394	228	27	avoids	avoid	VERB
american_scientific_journal-4394	228	28	both	both	DET
american_scientific_journal-4394	228	29	overfitting	overfitting	ADJ
american_scientific_journal-4394	228	30	and	and	CCONJ
american_scientific_journal-4394	228	31	unwanted	unwanted	ADJ
american_scientific_journal-4394	228	32	behaviors	behavior	NOUN
american_scientific_journal-4394	228	33	.	.	PUNCT
american_scientific_journal-4394	229	1	in	in	ADP
american_scientific_journal-4394	229	2	order	order	NOUN
american_scientific_journal-4394	229	3	to	to	PART
american_scientific_journal-4394	229	4	be	be	AUX
american_scientific_journal-4394	229	5	able	able	ADJ
american_scientific_journal-4394	229	6	to	to	PART
american_scientific_journal-4394	229	7	approach	approach	VERB
american_scientific_journal-4394	229	8	any	any	DET
american_scientific_journal-4394	229	9	problem	problem	NOUN
american_scientific_journal-4394	229	10	without	without	ADP
american_scientific_journal-4394	229	11	any	any	DET
american_scientific_journal-4394	229	12	initial	initial	ADJ
american_scientific_journal-4394	229	13	knowledge	knowledge	NOUN
american_scientific_journal-4394	229	14	,	,	PUNCT
american_scientific_journal-4394	229	15	deep	deep	ADJ
american_scientific_journal-4394	229	16	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	229	17	learning	learning	NOUN
american_scientific_journal-4394	229	18	must	must	AUX
american_scientific_journal-4394	229	19	improve	improve	VERB
american_scientific_journal-4394	229	20	on	on	ADP
american_scientific_journal-4394	229	21	the	the	DET
american_scientific_journal-4394	229	22	current	current	ADJ
american_scientific_journal-4394	229	23	most	most	ADV
american_scientific_journal-4394	229	24	popular	popular	ADJ
american_scientific_journal-4394	229	25	method	method	NOUN
american_scientific_journal-4394	229	26	of	of	ADP
american_scientific_journal-4394	229	27	q	q	NOUN
american_scientific_journal-4394	229	28	-	-	PUNCT
american_scientific_journal-4394	229	29	learning	learning	NOUN
american_scientific_journal-4394	229	30	.	.	PUNCT
american_scientific_journal-4394	230	1	secondly	secondly	ADV
american_scientific_journal-4394	230	2	,	,	PUNCT
american_scientific_journal-4394	230	3	models	model	NOUN
american_scientific_journal-4394	230	4	should	should	AUX
american_scientific_journal-4394	230	5	introduce	introduce	VERB
american_scientific_journal-4394	230	6	self	self	NOUN
american_scientific_journal-4394	230	7	-	-	PUNCT
american_scientific_journal-4394	230	8	play	play	NOUN
american_scientific_journal-4394	230	9	.	.	PUNCT
american_scientific_journal-4394	231	1	this	this	PRON
american_scientific_journal-4394	231	2	is	be	AUX
american_scientific_journal-4394	231	3	a	a	DET
american_scientific_journal-4394	231	4	very	very	ADV
american_scientific_journal-4394	231	5	important	important	ADJ
american_scientific_journal-4394	231	6	idea	idea	NOUN
american_scientific_journal-4394	231	7	that	that	PRON
american_scientific_journal-4394	231	8	is	be	AUX
american_scientific_journal-4394	231	9	one	one	NUM
american_scientific_journal-4394	231	10	of	of	ADP
american_scientific_journal-4394	231	11	the	the	DET
american_scientific_journal-4394	231	12	main	main	ADJ
american_scientific_journal-4394	231	13	reasons	reason	NOUN
american_scientific_journal-4394	231	14	behind	behind	ADP
american_scientific_journal-4394	231	15	the	the	DET
american_scientific_journal-4394	231	16	success	success	NOUN
american_scientific_journal-4394	231	17	of	of	ADP
american_scientific_journal-4394	231	18	alphago	alphago	NOUN
american_scientific_journal-4394	231	19	.	.	PUNCT
american_scientific_journal-4394	232	1	introducing	introduce	VERB
american_scientific_journal-4394	232	2	self	self	NOUN
american_scientific_journal-4394	232	3	-	-	PUNCT
american_scientific_journal-4394	232	4	play	play	NOUN
american_scientific_journal-4394	232	5	allows	allow	VERB
american_scientific_journal-4394	232	6	for	for	ADP
american_scientific_journal-4394	232	7	many	many	ADJ
american_scientific_journal-4394	232	8	more	more	ADJ
american_scientific_journal-4394	232	9	games	game	NOUN
american_scientific_journal-4394	232	10	to	to	PART
american_scientific_journal-4394	232	11	be	be	AUX
american_scientific_journal-4394	232	12	played	play	VERB
american_scientific_journal-4394	232	13	and	and	CCONJ
american_scientific_journal-4394	232	14	as	as	ADP
american_scientific_journal-4394	232	15	with	with	ADP
american_scientific_journal-4394	232	16	any	any	DET
american_scientific_journal-4394	232	17	machine	machine	NOUN
american_scientific_journal-4394	232	18	learning	learning	NOUN
american_scientific_journal-4394	232	19	problem	problem	NOUN
american_scientific_journal-4394	232	20	,	,	PUNCT
american_scientific_journal-4394	232	21	more	more	ADJ
american_scientific_journal-4394	232	22	data	data	NOUN
american_scientific_journal-4394	232	23	yields	yield	VERB
american_scientific_journal-4394	232	24	more	more	ADV
american_scientific_journal-4394	232	25	accurate	accurate	ADJ
american_scientific_journal-4394	232	26	results	result	NOUN
american_scientific_journal-4394	232	27	.	.	PUNCT
american_scientific_journal-4394	233	1	thirdly	thirdly	ADV
american_scientific_journal-4394	233	2	,	,	PUNCT
american_scientific_journal-4394	233	3	hardware	hardware	NOUN
american_scientific_journal-4394	233	4	needs	need	VERB
american_scientific_journal-4394	233	5	to	to	PART
american_scientific_journal-4394	233	6	become	become	VERB
american_scientific_journal-4394	233	7	cheaper	cheap	ADJ
american_scientific_journal-4394	233	8	or	or	CCONJ
american_scientific_journal-4394	233	9	models	model	NOUN
american_scientific_journal-4394	233	10	need	need	VERB
american_scientific_journal-4394	233	11	to	to	PART
american_scientific_journal-4394	233	12	become	become	VERB
american_scientific_journal-4394	233	13	more	more	ADV
american_scientific_journal-4394	233	14	efficient	efficient	ADJ
american_scientific_journal-4394	233	15	.	.	PUNCT
american_scientific_journal-4394	234	1	all	all	PRON
american_scientific_journal-4394	234	2	of	of	ADP
american_scientific_journal-4394	234	3	the	the	DET
american_scientific_journal-4394	234	4	research	research	NOUN
american_scientific_journal-4394	234	5	papers	paper	NOUN
american_scientific_journal-4394	234	6	discussed	discuss	VERB
american_scientific_journal-4394	234	7	in	in	ADP
american_scientific_journal-4394	234	8	the	the	DET
american_scientific_journal-4394	234	9	literature	literature	NOUN
american_scientific_journal-4394	234	10	review	review	NOUN
american_scientific_journal-4394	234	11	such	such	ADJ
american_scientific_journal-4394	234	12	as	as	ADP
american_scientific_journal-4394	234	13	the	the	DET
american_scientific_journal-4394	234	14	dqn	dqn	NOUN
american_scientific_journal-4394	234	15	,	,	PUNCT
american_scientific_journal-4394	234	16	rainbow	rainbow	NOUN
american_scientific_journal-4394	234	17	,	,	PUNCT
american_scientific_journal-4394	234	18	or	or	CCONJ
american_scientific_journal-4394	234	19	emergence	emergence	NOUN
american_scientific_journal-4394	234	20	locomotion	locomotion	NOUN
american_scientific_journal-4394	234	21	were	be	AUX
american_scientific_journal-4394	234	22	often	often	ADV
american_scientific_journal-4394	234	23	using	use	VERB
american_scientific_journal-4394	234	24	expensive	expensive	ADJ
american_scientific_journal-4394	234	25	hardware	hardware	NOUN
american_scientific_journal-4394	234	26	.	.	PUNCT
american_scientific_journal-4394	235	1	over	over	ADP
american_scientific_journal-4394	235	2	time	time	NOUN
american_scientific_journal-4394	235	3	,	,	PUNCT
american_scientific_journal-4394	235	4	technology	technology	NOUN
american_scientific_journal-4394	235	5	will	will	AUX
american_scientific_journal-4394	235	6	become	become	VERB
american_scientific_journal-4394	235	7	affordable	affordable	ADJ
american_scientific_journal-4394	235	8	and	and	CCONJ
american_scientific_journal-4394	235	9	until	until	SCONJ
american_scientific_journal-4394	235	10	hardware	hardware	NOUN
american_scientific_journal-4394	235	11	reaches	reach	VERB
american_scientific_journal-4394	235	12	a	a	DET
american_scientific_journal-4394	235	13	level	level	NOUN
american_scientific_journal-4394	235	14	of	of	ADP
american_scientific_journal-4394	235	15	affordability	affordability	NOUN
american_scientific_journal-4394	235	16	where	where	SCONJ
american_scientific_journal-4394	235	17	anyone	anyone	PRON
american_scientific_journal-4394	235	18	can	can	AUX
american_scientific_journal-4394	235	19	buy	buy	VERB
american_scientific_journal-4394	235	20	many	many	ADJ
american_scientific_journal-4394	235	21	cpus	cpu	NOUN
american_scientific_journal-4394	235	22	and	and	CCONJ
american_scientific_journal-4394	235	23	gpus	gpu	NOUN
american_scientific_journal-4394	235	24	for	for	ADP
american_scientific_journal-4394	235	25	a	a	DET
american_scientific_journal-4394	235	26	relatively	relatively	ADV
american_scientific_journal-4394	235	27	affordable	affordable	ADJ
american_scientific_journal-4394	235	28	price	price	NOUN
american_scientific_journal-4394	235	29	,	,	PUNCT
american_scientific_journal-4394	235	30	or	or	CCONJ
american_scientific_journal-4394	235	31	where	where	SCONJ
american_scientific_journal-4394	235	32	models	model	NOUN
american_scientific_journal-4394	235	33	become	become	VERB
american_scientific_journal-4394	235	34	more	more	ADV
american_scientific_journal-4394	235	35	computationally	computationally	ADV
american_scientific_journal-4394	235	36	efficient	efficient	ADJ
american_scientific_journal-4394	235	37	,	,	PUNCT
american_scientific_journal-4394	235	38	deep	deep	ADJ
american_scientific_journal-4394	235	39	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	235	40	learning	learning	NOUN
american_scientific_journal-4394	235	41	will	will	AUX
american_scientific_journal-4394	235	42	continue	continue	VERB
american_scientific_journal-4394	235	43	to	to	PART
american_scientific_journal-4394	235	44	be	be	AUX
american_scientific_journal-4394	235	45	from	from	ADP
american_scientific_journal-4394	235	46	a	a	DET
american_scientific_journal-4394	235	47	monetary	monetary	ADJ
american_scientific_journal-4394	235	48	and	and	CCONJ
american_scientific_journal-4394	235	49	american	american	ADJ
american_scientific_journal-4394	235	50	scientific	scientific	ADJ
american_scientific_journal-4394	235	51	research	research	NOUN
american_scientific_journal-4394	235	52	journal	journal	NOUN
american_scientific_journal-4394	235	53	for	for	ADP
american_scientific_journal-4394	235	54	engineering	engineering	NOUN
american_scientific_journal-4394	235	55	,	,	PUNCT
american_scientific_journal-4394	235	56	technology	technology	NOUN
american_scientific_journal-4394	235	57	,	,	PUNCT
american_scientific_journal-4394	235	58	and	and	CCONJ
american_scientific_journal-4394	235	59	sciences	science	NOUN
american_scientific_journal-4394	235	60	(	(	PUNCT
american_scientific_journal-4394	235	61	asrjets	asrjet	NOUN
american_scientific_journal-4394	235	62	)	)	PUNCT
american_scientific_journal-4394	235	63	(	(	PUNCT
american_scientific_journal-4394	235	64	2018	2018	NUM
american_scientific_journal-4394	235	65	)	)	PUNCT
american_scientific_journal-4394	235	66	volume	volume	NOUN
american_scientific_journal-4394	235	67	46	46	NUM
american_scientific_journal-4394	235	68	,	,	PUNCT
american_scientific_journal-4394	235	69	no	no	DET
american_scientific_journal-4394	235	70	1	1	NUM
american_scientific_journal-4394	235	71	,	,	PUNCT
american_scientific_journal-4394	235	72	pp	pp	ADV
american_scientific_journal-4394	235	73	260	260	NUM
american_scientific_journal-4394	235	74	-	-	SYM
american_scientific_journal-4394	235	75	272	272	NUM
american_scientific_journal-4394	235	76	271	271	NUM
american_scientific_journal-4394	235	77	computation	computation	NOUN
american_scientific_journal-4394	235	78	perspective	perspective	NOUN
american_scientific_journal-4394	235	79	,	,	PUNCT
american_scientific_journal-4394	235	80	expensive	expensive	ADJ
american_scientific_journal-4394	235	81	.	.	PUNCT
american_scientific_journal-4394	236	1	combined	combine	VERB
american_scientific_journal-4394	236	2	,	,	PUNCT
american_scientific_journal-4394	236	3	these	these	DET
american_scientific_journal-4394	236	4	three	three	NUM
american_scientific_journal-4394	236	5	characteristics	characteristic	NOUN
american_scientific_journal-4394	236	6	will	will	AUX
american_scientific_journal-4394	236	7	allow	allow	VERB
american_scientific_journal-4394	236	8	deep	deep	ADJ
american_scientific_journal-4394	236	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	236	10	learning	learning	NOUN
american_scientific_journal-4394	236	11	to	to	PART
american_scientific_journal-4394	236	12	continue	continue	VERB
american_scientific_journal-4394	236	13	to	to	PART
american_scientific_journal-4394	236	14	improve	improve	VERB
american_scientific_journal-4394	236	15	on	on	ADP
american_scientific_journal-4394	236	16	current	current	ADJ
american_scientific_journal-4394	236	17	models	model	NOUN
american_scientific_journal-4394	236	18	and	and	CCONJ
american_scientific_journal-4394	236	19	solve	solve	VERB
american_scientific_journal-4394	236	20	new	new	ADJ
american_scientific_journal-4394	236	21	problems	problem	NOUN
american_scientific_journal-4394	236	22	.	.	PUNCT
american_scientific_journal-4394	237	1	in	in	ADP
american_scientific_journal-4394	237	2	the	the	DET
american_scientific_journal-4394	237	3	future	future	NOUN
american_scientific_journal-4394	237	4	,	,	PUNCT
american_scientific_journal-4394	237	5	one	one	PRON
american_scientific_journal-4394	237	6	can	can	AUX
american_scientific_journal-4394	237	7	expect	expect	VERB
american_scientific_journal-4394	237	8	research	research	NOUN
american_scientific_journal-4394	237	9	to	to	PART
american_scientific_journal-4394	237	10	begin	begin	VERB
american_scientific_journal-4394	237	11	to	to	PART
american_scientific_journal-4394	237	12	tackle	tackle	VERB
american_scientific_journal-4394	237	13	and	and	CCONJ
american_scientific_journal-4394	237	14	solve	solve	VERB
american_scientific_journal-4394	237	15	these	these	DET
american_scientific_journal-4394	237	16	challenging	challenging	ADJ
american_scientific_journal-4394	237	17	problems	problem	NOUN
american_scientific_journal-4394	237	18	,	,	PUNCT
american_scientific_journal-4394	237	19	allowing	allow	VERB
american_scientific_journal-4394	237	20	deep	deep	ADJ
american_scientific_journal-4394	237	21	neural	neural	ADJ
american_scientific_journal-4394	237	22	nets	net	NOUN
american_scientific_journal-4394	237	23	to	to	PART
american_scientific_journal-4394	237	24	flourish	flourish	VERB
american_scientific_journal-4394	237	25	once	once	ADV
american_scientific_journal-4394	237	26	more	more	ADV
american_scientific_journal-4394	237	27	within	within	ADP
american_scientific_journal-4394	237	28	the	the	DET
american_scientific_journal-4394	237	29	domain	domain	NOUN
american_scientific_journal-4394	237	30	of	of	ADP
american_scientific_journal-4394	237	31	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	237	32	learning	learning	NOUN
american_scientific_journal-4394	237	33	and	and	CCONJ
american_scientific_journal-4394	237	34	have	have	VERB
american_scientific_journal-4394	237	35	real	real	ADJ
american_scientific_journal-4394	237	36	-	-	PUNCT
american_scientific_journal-4394	237	37	life	life	NOUN
american_scientific_journal-4394	237	38	applications	application	NOUN
american_scientific_journal-4394	237	39	.	.	PUNCT
american_scientific_journal-4394	238	1	thus	thus	ADV
american_scientific_journal-4394	238	2	the	the	DET
american_scientific_journal-4394	238	3	future	future	NOUN
american_scientific_journal-4394	238	4	of	of	ADP
american_scientific_journal-4394	238	5	deep	deep	ADJ
american_scientific_journal-4394	238	6	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	238	7	learning	learning	NOUN
american_scientific_journal-4394	238	8	is	be	AUX
american_scientific_journal-4394	238	9	optimistic	optimistic	ADJ
american_scientific_journal-4394	238	10	and	and	CCONJ
american_scientific_journal-4394	238	11	given	give	VERB
american_scientific_journal-4394	238	12	the	the	DET
american_scientific_journal-4394	238	13	pace	pace	NOUN
american_scientific_journal-4394	238	14	at	at	ADP
american_scientific_journal-4394	238	15	which	which	PRON
american_scientific_journal-4394	238	16	research	research	NOUN
american_scientific_journal-4394	238	17	occurs	occur	VERB
american_scientific_journal-4394	238	18	in	in	ADP
american_scientific_journal-4394	238	19	such	such	DET
american_scientific_journal-4394	238	20	a	a	DET
american_scientific_journal-4394	238	21	dynamic	dynamic	ADJ
american_scientific_journal-4394	238	22	field	field	NOUN
american_scientific_journal-4394	238	23	as	as	ADP
american_scientific_journal-4394	238	24	machine	machine	NOUN
american_scientific_journal-4394	238	25	learning	learning	NOUN
american_scientific_journal-4394	238	26	,	,	PUNCT
american_scientific_journal-4394	238	27	only	only	ADV
american_scientific_journal-4394	238	28	time	time	NOUN
american_scientific_journal-4394	238	29	will	will	AUX
american_scientific_journal-4394	238	30	tell	tell	VERB
american_scientific_journal-4394	238	31	just	just	ADV
american_scientific_journal-4394	238	32	how	how	SCONJ
american_scientific_journal-4394	238	33	fast	fast	ADJ
american_scientific_journal-4394	238	34	deep	deep	ADJ
american_scientific_journal-4394	238	35	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	238	36	learning	learning	NOUN
american_scientific_journal-4394	238	37	will	will	AUX
american_scientific_journal-4394	238	38	improve	improve	VERB
american_scientific_journal-4394	238	39	.	.	PUNCT
american_scientific_journal-4394	239	1	however	however	ADV
american_scientific_journal-4394	239	2	,	,	PUNCT
american_scientific_journal-4394	239	3	at	at	ADP
american_scientific_journal-4394	239	4	the	the	DET
american_scientific_journal-4394	239	5	moment	moment	NOUN
american_scientific_journal-4394	239	6	,	,	PUNCT
american_scientific_journal-4394	239	7	while	while	SCONJ
american_scientific_journal-4394	239	8	deep	deep	ADJ
american_scientific_journal-4394	239	9	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	239	10	learning	learning	NOUN
american_scientific_journal-4394	239	11	has	have	AUX
american_scientific_journal-4394	239	12	not	not	PART
american_scientific_journal-4394	239	13	achieved	achieve	VERB
american_scientific_journal-4394	239	14	the	the	DET
american_scientific_journal-4394	239	15	best	good	ADJ
american_scientific_journal-4394	239	16	results	result	NOUN
american_scientific_journal-4394	239	17	across	across	ADP
american_scientific_journal-4394	239	18	every	every	DET
american_scientific_journal-4394	239	19	task	task	NOUN
american_scientific_journal-4394	239	20	trialed	triale	VERB
american_scientific_journal-4394	239	21	,	,	PUNCT
american_scientific_journal-4394	239	22	one	one	PRON
american_scientific_journal-4394	239	23	can	can	AUX
american_scientific_journal-4394	239	24	only	only	ADV
american_scientific_journal-4394	239	25	attribute	attribute	VERB
american_scientific_journal-4394	239	26	its	its	PRON
american_scientific_journal-4394	239	27	consistent	consistent	ADJ
american_scientific_journal-4394	239	28	performance	performance	NOUN
american_scientific_journal-4394	239	29	across	across	ADP
american_scientific_journal-4394	239	30	these	these	DET
american_scientific_journal-4394	239	31	domains	domain	NOUN
american_scientific_journal-4394	239	32	to	to	ADP
american_scientific_journal-4394	239	33	deep	deep	ADJ
american_scientific_journal-4394	239	34	neural	neural	ADJ
american_scientific_journal-4394	239	35	nets	net	NOUN
american_scientific_journal-4394	239	36	,	,	PUNCT
american_scientific_journal-4394	239	37	which	which	PRON
american_scientific_journal-4394	239	38	have	have	AUX
american_scientific_journal-4394	239	39	solved	solve	VERB
american_scientific_journal-4394	239	40	many	many	ADJ
american_scientific_journal-4394	239	41	problems	problem	NOUN
american_scientific_journal-4394	239	42	in	in	ADP
american_scientific_journal-4394	239	43	the	the	DET
american_scientific_journal-4394	239	44	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	239	45	learning	learning	NOUN
american_scientific_journal-4394	239	46	community	community	NOUN
american_scientific_journal-4394	239	47	.	.	PUNCT
american_scientific_journal-4394	240	1	references	reference	NOUN
american_scientific_journal-4394	240	2	[	[	X
american_scientific_journal-4394	240	3	1	1	NUM
american_scientific_journal-4394	240	4	]	]	PUNCT
american_scientific_journal-4394	240	5	f.	f.	PROPN
american_scientific_journal-4394	240	6	rosenblatt	rosenblatt	PROPN
american_scientific_journal-4394	240	7	.	.	PUNCT
american_scientific_journal-4394	241	1	“	"	PUNCT
american_scientific_journal-4394	241	2	the	the	DET
american_scientific_journal-4394	241	3	perceptron	perceptron	PROPN
american_scientific_journal-4394	241	4	:	:	PUNCT
american_scientific_journal-4394	241	5	a	a	DET
american_scientific_journal-4394	241	6	probabilistic	probabilistic	ADJ
american_scientific_journal-4394	241	7	model	model	NOUN
american_scientific_journal-4394	241	8	for	for	ADP
american_scientific_journal-4394	241	9	information	information	NOUN
american_scientific_journal-4394	241	10	storage	storage	NOUN
american_scientific_journal-4394	241	11	and	and	CCONJ
american_scientific_journal-4394	241	12	organization	organization	NOUN
american_scientific_journal-4394	241	13	in	in	ADP
american_scientific_journal-4394	241	14	the	the	DET
american_scientific_journal-4394	241	15	brain	brain	NOUN
american_scientific_journal-4394	241	16	.	.	PUNCT
american_scientific_journal-4394	241	17	”	"	PUNCT
american_scientific_journal-4394	242	1	psychological	psychological	ADJ
american_scientific_journal-4394	242	2	review	review	NOUN
american_scientific_journal-4394	242	3	vol	vol	NOUN
american_scientific_journal-4394	242	4	.	.	PROPN
american_scientific_journal-4394	243	1	65	65	NUM
american_scientific_journal-4394	243	2	,	,	PUNCT
american_scientific_journal-4394	243	3	no	no	INTJ
american_scientific_journal-4394	243	4	.	.	NOUN
american_scientific_journal-4394	243	5	6	6	NUM
american_scientific_journal-4394	243	6	,	,	PUNCT
american_scientific_journal-4394	243	7	pp	pp	ADJ
american_scientific_journal-4394	243	8	.	.	PUNCT
american_scientific_journal-4394	244	1	1	1	NUM
american_scientific_journal-4394	244	2	-	-	SYM
american_scientific_journal-4394	244	3	6	6	NUM
american_scientific_journal-4394	244	4	1958	1958	NUM
american_scientific_journal-4394	244	5	[	[	X
american_scientific_journal-4394	244	6	2	2	NUM
american_scientific_journal-4394	244	7	]	]	X
american_scientific_journal-4394	244	8	skymind	skymind	NOUN
american_scientific_journal-4394	244	9	.	.	PUNCT
american_scientific_journal-4394	245	1	“	"	PUNCT
american_scientific_journal-4394	245	2	a	a	DET
american_scientific_journal-4394	245	3	beginner	beginner	NOUN
american_scientific_journal-4394	245	4	's	's	PART
american_scientific_journal-4394	245	5	guide	guide	NOUN
american_scientific_journal-4394	245	6	to	to	ADP
american_scientific_journal-4394	245	7	deep	deep	ADJ
american_scientific_journal-4394	245	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	245	9	learning	learning	NOUN
american_scientific_journal-4394	245	10	.	.	PUNCT
american_scientific_journal-4394	245	11	”	"	PUNCT
american_scientific_journal-4394	246	1	internet	internet	NOUN
american_scientific_journal-4394	246	2	:	:	PUNCT
american_scientific_journal-4394	246	3	https://skymind.ai/wiki/deep-reinforcement-learning	https://skymind.ai/wiki/deep-reinforcement-learne	VERB
american_scientific_journal-4394	247	1	[	[	X
american_scientific_journal-4394	247	2	24	24	NUM
american_scientific_journal-4394	247	3	august	august	PROPN
american_scientific_journal-4394	247	4	2018	2018	NUM
american_scientific_journal-4394	247	5	]	]	PUNCT
american_scientific_journal-4394	248	1	[	[	X
american_scientific_journal-4394	248	2	3	3	NUM
american_scientific_journal-4394	248	3	]	]	X
american_scientific_journal-4394	248	4	m.	m.	NOUN
american_scientific_journal-4394	248	5	riedmiller	riedmiller	NOUN
american_scientific_journal-4394	248	6	,	,	PUNCT
american_scientific_journal-4394	248	7	t.	t.	PROPN
american_scientific_journal-4394	248	8	gabel	gabel	PROPN
american_scientific_journal-4394	248	9	,	,	PUNCT
american_scientific_journal-4394	248	10	r.	r.	PROPN
american_scientific_journal-4394	248	11	hafner	hafner	PROPN
american_scientific_journal-4394	248	12	and	and	CCONJ
american_scientific_journal-4394	248	13	s.	s.	PROPN
american_scientific_journal-4394	248	14	lange	lange	PROPN
american_scientific_journal-4394	248	15	.	.	PUNCT
american_scientific_journal-4394	249	1	"	"	PUNCT
american_scientific_journal-4394	249	2	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	249	3	learning	learning	NOUN
american_scientific_journal-4394	249	4	for	for	ADP
american_scientific_journal-4394	249	5	robot	robot	NOUN
american_scientific_journal-4394	249	6	soccer	soccer	NOUN
american_scientific_journal-4394	249	7	"	"	PUNCT
american_scientific_journal-4394	249	8	,	,	PUNCT
american_scientific_journal-4394	249	9	autonomous	autonomous	ADJ
american_scientific_journal-4394	249	10	robots	robot	NOUN
american_scientific_journal-4394	249	11	,	,	PUNCT
american_scientific_journal-4394	249	12	vol	vol	NOUN
american_scientific_journal-4394	249	13	.	.	PROPN
american_scientific_journal-4394	249	14	27	27	NUM
american_scientific_journal-4394	249	15	,	,	PUNCT
american_scientific_journal-4394	249	16	no	no	INTJ
american_scientific_journal-4394	249	17	.	.	NOUN
american_scientific_journal-4394	249	18	1	1	NUM
american_scientific_journal-4394	249	19	,	,	PUNCT
american_scientific_journal-4394	249	20	pp	pp	ADJ
american_scientific_journal-4394	249	21	.	.	PUNCT
american_scientific_journal-4394	250	1	55	55	NUM
american_scientific_journal-4394	250	2	-	-	SYM
american_scientific_journal-4394	250	3	73	73	NUM
american_scientific_journal-4394	250	4	,	,	PUNCT
american_scientific_journal-4394	250	5	2009	2009	NUM
american_scientific_journal-4394	250	6	.	.	PUNCT
american_scientific_journal-4394	251	1	[	[	X
american_scientific_journal-4394	251	2	4	4	NUM
american_scientific_journal-4394	251	3	]	]	PUNCT
american_scientific_journal-4394	251	4	a.	a.	NOUN
american_scientific_journal-4394	251	5	gosavi	gosavi	PROPN
american_scientific_journal-4394	251	6	,	,	PUNCT
american_scientific_journal-4394	251	7	emgt	emgt	NOUN
american_scientific_journal-4394	251	8	457	457	NUM
american_scientific_journal-4394	251	9	.	.	PUNCT
american_scientific_journal-4394	252	1	class	class	NOUN
american_scientific_journal-4394	252	2	lecture	lecture	NOUN
american_scientific_journal-4394	252	3	,	,	PUNCT
american_scientific_journal-4394	252	4	topic	topic	NOUN
american_scientific_journal-4394	252	5	:	:	PUNCT
american_scientific_journal-4394	252	6	‘	'	PUNCT
american_scientific_journal-4394	252	7	neural	neural	ADJ
american_scientific_journal-4394	252	8	networks	network	NOUN
american_scientific_journal-4394	252	9	and	and	CCONJ
american_scientific_journal-4394	252	10	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	252	11	learning	learning	NOUN
american_scientific_journal-4394	252	12	’	'	PUNCT
american_scientific_journal-4394	252	13	,	,	PUNCT
american_scientific_journal-4394	252	14	rolla	rolla	PROPN
american_scientific_journal-4394	252	15	,	,	PUNCT
american_scientific_journal-4394	252	16	mo	mo	PROPN
american_scientific_journal-4394	252	17	65409	65409	NUM
american_scientific_journal-4394	252	18	,	,	PUNCT
american_scientific_journal-4394	252	19	department	department	NOUN
american_scientific_journal-4394	252	20	of	of	ADP
american_scientific_journal-4394	252	21	engineering	engineering	NOUN
american_scientific_journal-4394	252	22	management	management	NOUN
american_scientific_journal-4394	252	23	and	and	CCONJ
american_scientific_journal-4394	252	24	systems	system	NOUN
american_scientific_journal-4394	252	25	engineering	engineering	PROPN
american_scientific_journal-4394	252	26	,	,	PUNCT
american_scientific_journal-4394	252	27	missouri	missouri	PROPN
american_scientific_journal-4394	252	28	university	university	PROPN
american_scientific_journal-4394	252	29	of	of	ADP
american_scientific_journal-4394	252	30	science	science	NOUN
american_scientific_journal-4394	252	31	and	and	CCONJ
american_scientific_journal-4394	252	32	technology	technology	NOUN
american_scientific_journal-4394	252	33	,	,	PUNCT
american_scientific_journal-4394	252	34	2018	2018	NUM
american_scientific_journal-4394	253	1	[	[	X
american_scientific_journal-4394	253	2	5	5	X
american_scientific_journal-4394	253	3	]	]	PUNCT
american_scientific_journal-4394	253	4	v.	v.	PROPN
american_scientific_journal-4394	253	5	mnih	mnih	PROPN
american_scientific_journal-4394	253	6	,	,	PUNCT
american_scientific_journal-4394	253	7	k.	k.	PROPN
american_scientific_journal-4394	253	8	kavukcuoglu	kavukcuoglu	PROPN
american_scientific_journal-4394	253	9	,	,	PUNCT
american_scientific_journal-4394	253	10	d.	d.	PROPN
american_scientific_journal-4394	253	11	silver	silver	PROPN
american_scientific_journal-4394	253	12	,	,	PUNCT
american_scientific_journal-4394	253	13	a.	a.	PROPN
american_scientific_journal-4394	253	14	rusu	rusu	PROPN
american_scientific_journal-4394	253	15	,	,	PUNCT
american_scientific_journal-4394	253	16	j.	j.	PROPN
american_scientific_journal-4394	253	17	veness	veness	PROPN
american_scientific_journal-4394	253	18	,	,	PUNCT
american_scientific_journal-4394	253	19	m.	m.	NOUN
american_scientific_journal-4394	253	20	bellemare	bellemare	NOUN
american_scientific_journal-4394	253	21	,	,	PUNCT
american_scientific_journal-4394	253	22	a.	a.	NOUN
american_scientific_journal-4394	253	23	graves	grave	NOUN
american_scientific_journal-4394	253	24	,	,	PUNCT
american_scientific_journal-4394	253	25	m.	m.	NOUN
american_scientific_journal-4394	253	26	riedmiller	riedmiller	NOUN
american_scientific_journal-4394	253	27	,	,	PUNCT
american_scientific_journal-4394	253	28	a.	a.	NOUN
american_scientific_journal-4394	253	29	fidjeland	fidjeland	PROPN
american_scientific_journal-4394	253	30	,	,	PUNCT
american_scientific_journal-4394	253	31	g.	g.	PROPN
american_scientific_journal-4394	253	32	ostrovski	ostrovski	PROPN
american_scientific_journal-4394	253	33	,	,	PUNCT
american_scientific_journal-4394	253	34	s.	s.	PROPN
american_scientific_journal-4394	253	35	petersen	petersen	PROPN
american_scientific_journal-4394	253	36	,	,	PUNCT
american_scientific_journal-4394	253	37	c.	c.	PROPN
american_scientific_journal-4394	253	38	beattie	beattie	PROPN
american_scientific_journal-4394	253	39	,	,	PUNCT
american_scientific_journal-4394	253	40	a.	a.	PROPN
american_scientific_journal-4394	253	41	sadik	sadik	PROPN
american_scientific_journal-4394	253	42	,	,	PUNCT
american_scientific_journal-4394	253	43	i.	i.	PROPN
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american_scientific_journal-4394	253	45	,	,	PUNCT
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american_scientific_journal-4394	253	48	,	,	PUNCT
american_scientific_journal-4394	253	49	d.	d.	PROPN
american_scientific_journal-4394	253	50	kumaran	kumaran	PROPN
american_scientific_journal-4394	253	51	,	,	PUNCT
american_scientific_journal-4394	253	52	d.	d.	PROPN
american_scientific_journal-4394	253	53	wierstra	wierstra	PROPN
american_scientific_journal-4394	253	54	,	,	PUNCT
american_scientific_journal-4394	253	55	s.	s.	PROPN
american_scientific_journal-4394	253	56	legg	legg	PROPN
american_scientific_journal-4394	253	57	and	and	CCONJ
american_scientific_journal-4394	253	58	d.	d.	PROPN
american_scientific_journal-4394	253	59	hassabis	hassabis	PROPN
american_scientific_journal-4394	253	60	.	.	PUNCT
american_scientific_journal-4394	254	1	"	"	PUNCT
american_scientific_journal-4394	254	2	human	human	ADJ
american_scientific_journal-4394	254	3	-	-	PUNCT
american_scientific_journal-4394	254	4	level	level	NOUN
american_scientific_journal-4394	254	5	control	control	NOUN
american_scientific_journal-4394	254	6	through	through	ADP
american_scientific_journal-4394	254	7	deep	deep	ADJ
american_scientific_journal-4394	254	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	254	9	learning	learning	NOUN
american_scientific_journal-4394	254	10	"	"	PUNCT
american_scientific_journal-4394	254	11	,	,	PUNCT
american_scientific_journal-4394	254	12	nature	nature	NOUN
american_scientific_journal-4394	254	13	,	,	PUNCT
american_scientific_journal-4394	254	14	vol	vol	NOUN
american_scientific_journal-4394	254	15	.	.	PROPN
american_scientific_journal-4394	254	16	518	518	NUM
american_scientific_journal-4394	254	17	,	,	PUNCT
american_scientific_journal-4394	254	18	no	no	INTJ
american_scientific_journal-4394	254	19	.	.	NOUN
american_scientific_journal-4394	254	20	7540	7540	NUM
american_scientific_journal-4394	254	21	,	,	PUNCT
american_scientific_journal-4394	254	22	pp	pp	ADV
american_scientific_journal-4394	254	23	.	.	PUNCT
american_scientific_journal-4394	255	1	529	529	NUM
american_scientific_journal-4394	255	2	-	-	SYM
american_scientific_journal-4394	255	3	533	533	NUM
american_scientific_journal-4394	255	4	,	,	PUNCT
american_scientific_journal-4394	255	5	2015	2015	NUM
american_scientific_journal-4394	255	6	.	.	PUNCT
american_scientific_journal-4394	256	1	[	[	X
american_scientific_journal-4394	256	2	6	6	NUM
american_scientific_journal-4394	256	3	]	]	PUNCT
american_scientific_journal-4394	256	4	t.	t.	PROPN
american_scientific_journal-4394	256	5	schual	schual	PROPN
american_scientific_journal-4394	256	6	,	,	PUNCT
american_scientific_journal-4394	256	7	j.	j.	PROPN
american_scientific_journal-4394	256	8	quan	quan	PROPN
american_scientific_journal-4394	256	9	,	,	PUNCT
american_scientific_journal-4394	256	10	,	,	PUNCT
american_scientific_journal-4394	256	11	i.	i.	PROPN
american_scientific_journal-4394	256	12	antonoglou	antonoglou	PROPN
american_scientific_journal-4394	256	13	,	,	PUNCT
american_scientific_journal-4394	256	14	d.	d.	PROPN
american_scientific_journal-4394	256	15	silver	silver	PROPN
american_scientific_journal-4394	256	16	.	.	PUNCT
american_scientific_journal-4394	257	1	“	"	PUNCT
american_scientific_journal-4394	257	2	prioritized	prioritize	VERB
american_scientific_journal-4394	257	3	experience	experience	NOUN
american_scientific_journal-4394	257	4	replay	replay	NOUN
american_scientific_journal-4394	257	5	”	"	PUNCT
american_scientific_journal-4394	257	6	in	in	ADP
american_scientific_journal-4394	257	7	6th	6th	ADJ
american_scientific_journal-4394	257	8	int	int	NOUN
american_scientific_journal-4394	257	9	.	.	PUNCT
american_scientific_journal-4394	258	1	conf	conf	NOUN
american_scientific_journal-4394	258	2	.	.	PUNCT
american_scientific_journal-4394	259	1	on	on	ADP
american_scientific_journal-4394	259	2	learning	learn	VERB
american_scientific_journal-4394	259	3	representations	representation	NOUN
american_scientific_journal-4394	259	4	,	,	PUNCT
american_scientific_journal-4394	259	5	vancouver	vancouver	PROPN
american_scientific_journal-4394	259	6	,	,	PUNCT
american_scientific_journal-4394	259	7	canada	canada	PROPN
american_scientific_journal-4394	259	8	2016	2016	NUM
american_scientific_journal-4394	259	9	[	[	X
american_scientific_journal-4394	259	10	7	7	NUM
american_scientific_journal-4394	259	11	]	]	X
american_scientific_journal-4394	259	12	m.	m.	NOUN
american_scientific_journal-4394	259	13	hessel	hessel	PROPN
american_scientific_journal-4394	259	14	.	.	PUNCT
american_scientific_journal-4394	260	1	et	et	PROPN
american_scientific_journal-4394	260	2	.	.	PUNCT
american_scientific_journal-4394	261	1	al	al	PROPN
american_scientific_journal-4394	261	2	.	.	PUNCT
american_scientific_journal-4394	262	1	“	"	PUNCT
american_scientific_journal-4394	262	2	rainbow	rainbow	NOUN
american_scientific_journal-4394	262	3	:	:	PUNCT
american_scientific_journal-4394	262	4	combining	combine	VERB
american_scientific_journal-4394	262	5	improvement	improvement	NOUN
american_scientific_journal-4394	262	6	in	in	ADP
american_scientific_journal-4394	262	7	deep	deep	ADJ
american_scientific_journal-4394	262	8	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	262	9	learning	learning	NOUN
american_scientific_journal-4394	262	10	”	"	PUNCT
american_scientific_journal-4394	262	11	presented	present	VERB
american_scientific_journal-4394	262	12	at	at	ADP
american_scientific_journal-4394	262	13	the	the	DET
american_scientific_journal-4394	262	14	aaai	aaai	PROPN
american_scientific_journal-4394	262	15	conf	conf	NOUN
american_scientific_journal-4394	262	16	.	.	PUNCT
american_scientific_journal-4394	263	1	on	on	ADP
american_scientific_journal-4394	263	2	artificial	artificial	ADJ
american_scientific_journal-4394	263	3	intelligence	intelligence	NOUN
american_scientific_journal-4394	263	4	,	,	PUNCT
american_scientific_journal-4394	263	5	new	new	PROPN
american_scientific_journal-4394	263	6	orleans	orleans	PROPN
american_scientific_journal-4394	263	7	,	,	PUNCT
american_scientific_journal-4394	263	8	louisiana	louisiana	PROPN
american_scientific_journal-4394	263	9	,	,	PUNCT
american_scientific_journal-4394	263	10	2018	2018	NUM
american_scientific_journal-4394	263	11	[	[	X
american_scientific_journal-4394	263	12	8	8	NUM
american_scientific_journal-4394	263	13	]	]	PUNCT
american_scientific_journal-4394	263	14	x.	x.	NOUN
american_scientific_journal-4394	263	15	guo	guo	PROPN
american_scientific_journal-4394	263	16	,	,	PUNCT
american_scientific_journal-4394	263	17	s.	s.	PROPN
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american_scientific_journal-4394	263	19	,	,	PUNCT
american_scientific_journal-4394	263	20	h.	h.	PROPN
american_scientific_journal-4394	263	21	lee	lee	PROPN
american_scientific_journal-4394	263	22	,	,	PUNCT
american_scientific_journal-4394	263	23	r.	r.	PROPN
american_scientific_journal-4394	263	24	lewis	lewis	PROPN
american_scientific_journal-4394	263	25	,	,	PUNCT
american_scientific_journal-4394	263	26	x.	x.	PROPN
american_scientific_journal-4394	263	27	wang	wang	PROPN
american_scientific_journal-4394	263	28	.	.	PUNCT
american_scientific_journal-4394	264	1	“	"	PUNCT
american_scientific_journal-4394	264	2	deep	deep	ADJ
american_scientific_journal-4394	264	3	learning	learning	NOUN
american_scientific_journal-4394	264	4	for	for	ADP
american_scientific_journal-4394	264	5	real	real	ADJ
american_scientific_journal-4394	264	6	-	-	PUNCT
american_scientific_journal-4394	264	7	time	time	NOUN
american_scientific_journal-4394	264	8	atari	atari	ADJ
american_scientific_journal-4394	264	9	game	game	NOUN
american_scientific_journal-4394	264	10	play	play	VERB
american_scientific_journal-4394	264	11	using	use	VERB
american_scientific_journal-4394	264	12	offline	offline	ADJ
american_scientific_journal-4394	264	13	monte	monte	PROPN
american_scientific_journal-4394	264	14	-	-	PUNCT
american_scientific_journal-4394	264	15	carlo	carlo	PROPN
american_scientific_journal-4394	264	16	tree	tree	NOUN
american_scientific_journal-4394	264	17	search	search	NOUN
american_scientific_journal-4394	264	18	planning	planning	NOUN
american_scientific_journal-4394	264	19	”	"	PUNCT
american_scientific_journal-4394	264	20	in	in	ADP
american_scientific_journal-4394	264	21	advances	advance	NOUN
american_scientific_journal-4394	264	22	in	in	ADP
american_scientific_journal-4394	264	23	neural	neural	ADJ
american_scientific_journal-4394	264	24	information	information	NOUN
american_scientific_journal-4394	264	25	processing	processing	NOUN
american_scientific_journal-4394	264	26	systems	system	NOUN
american_scientific_journal-4394	264	27	(	(	PUNCT
american_scientific_journal-4394	264	28	nips	nip	NOUN
american_scientific_journal-4394	264	29	)	)	PUNCT
american_scientific_journal-4394	264	30	,	,	PUNCT
american_scientific_journal-4394	264	31	montreal	montreal	PROPN
american_scientific_journal-4394	264	32	,	,	PUNCT
american_scientific_journal-4394	264	33	canada	canada	PROPN
american_scientific_journal-4394	264	34	,	,	PUNCT
american_scientific_journal-4394	264	35	2014	2014	NUM
american_scientific_journal-4394	264	36	[	[	X
american_scientific_journal-4394	264	37	9	9	NUM
american_scientific_journal-4394	264	38	]	]	PUNCT
american_scientific_journal-4394	264	39	m.	m.	NOUN
american_scientific_journal-4394	264	40	kelly	kelly	PROPN
american_scientific_journal-4394	264	41	.	.	PUNCT
american_scientific_journal-4394	265	1	“	"	PUNCT
american_scientific_journal-4394	265	2	introduction	introduction	NOUN
american_scientific_journal-4394	265	3	to	to	ADP
american_scientific_journal-4394	265	4	trajectory	trajectory	NOUN
american_scientific_journal-4394	265	5	optimization	optimization	NOUN
american_scientific_journal-4394	265	6	”	"	PUNCT
american_scientific_journal-4394	265	7	internet	internet	NOUN
american_scientific_journal-4394	265	8	:	:	PUNCT
american_scientific_journal-4394	265	9	https://skymind.ai/wiki/deep-reinforcement-learning	https://skymind.ai/wiki/deep-reinforcement-learne	VERB
american_scientific_journal-4394	265	10	american	american	ADJ
american_scientific_journal-4394	265	11	scientific	scientific	ADJ
american_scientific_journal-4394	265	12	research	research	NOUN
american_scientific_journal-4394	265	13	journal	journal	NOUN
american_scientific_journal-4394	265	14	for	for	ADP
american_scientific_journal-4394	265	15	engineering	engineering	NOUN
american_scientific_journal-4394	265	16	,	,	PUNCT
american_scientific_journal-4394	265	17	technology	technology	NOUN
american_scientific_journal-4394	265	18	,	,	PUNCT
american_scientific_journal-4394	265	19	and	and	CCONJ
american_scientific_journal-4394	265	20	sciences	science	NOUN
american_scientific_journal-4394	265	21	(	(	PUNCT
american_scientific_journal-4394	265	22	asrjets	asrjet	NOUN
american_scientific_journal-4394	265	23	)	)	PUNCT
american_scientific_journal-4394	265	24	(	(	PUNCT
american_scientific_journal-4394	265	25	2018	2018	NUM
american_scientific_journal-4394	265	26	)	)	PUNCT
american_scientific_journal-4394	265	27	volume	volume	NOUN
american_scientific_journal-4394	265	28	46	46	NUM
american_scientific_journal-4394	265	29	,	,	PUNCT
american_scientific_journal-4394	265	30	no	no	DET
american_scientific_journal-4394	265	31	1	1	NUM
american_scientific_journal-4394	265	32	,	,	PUNCT
american_scientific_journal-4394	265	33	pp	pp	ADV
american_scientific_journal-4394	265	34	260	260	NUM
american_scientific_journal-4394	265	35	-	-	SYM
american_scientific_journal-4394	265	36	272	272	NUM
american_scientific_journal-4394	265	37	272	272	NUM
american_scientific_journal-4394	265	38	https://www.youtube.com/watch?v=wlkrymvuzts	https://www.youtube.com/watch?v=wlkrymvuzt	NOUN
american_scientific_journal-4394	265	39	,	,	PUNCT
american_scientific_journal-4394	265	40	may	may	AUX
american_scientific_journal-4394	265	41	1	1	NUM
american_scientific_journal-4394	265	42	,	,	PUNCT
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american_scientific_journal-4394	266	1	[	[	X
american_scientific_journal-4394	266	2	sep	sep	PROPN
american_scientific_journal-4394	266	3	.	.	PROPN
american_scientific_journal-4394	266	4	2	2	NUM
american_scientific_journal-4394	266	5	,	,	PUNCT
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american_scientific_journal-4394	267	3	]	]	X
american_scientific_journal-4394	267	4	n.	n.	PROPN
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american_scientific_journal-4394	267	6	.	.	PUNCT
american_scientific_journal-4394	268	1	et	et	PROPN
american_scientific_journal-4394	268	2	.	.	PUNCT
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american_scientific_journal-4394	270	5	behaviours	behaviour	NOUN
american_scientific_journal-4394	270	6	in	in	ADP
american_scientific_journal-4394	270	7	rich	rich	ADJ
american_scientific_journal-4394	270	8	environments	environment	NOUN
american_scientific_journal-4394	270	9	”	"	PUNCT
american_scientific_journal-4394	270	10	in	in	ADP
american_scientific_journal-4394	270	11	corr	corr	PROPN
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american_scientific_journal-4394	270	13	,	,	PUNCT
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american_scientific_journal-4394	270	16	11	11	NUM
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american_scientific_journal-4394	270	20	.	.	PUNCT
american_scientific_journal-4394	271	1	et	et	PROPN
american_scientific_journal-4394	271	2	.	.	PUNCT
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american_scientific_journal-4394	272	2	.	.	PUNCT
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american_scientific_journal-4394	273	6	in	in	ADP
american_scientific_journal-4394	273	7	rich	rich	ADJ
american_scientific_journal-4394	273	8	environments	environment	NOUN
american_scientific_journal-4394	273	9	”	"	PUNCT
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american_scientific_journal-4394	273	11	:	:	PUNCT
american_scientific_journal-4394	273	12	https://www.youtube.com/watch?v=hx_bgotf7bs	https://www.youtube.com/watch?v=hx_bgotf7bs	NUM
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american_scientific_journal-4394	273	16	,	,	PUNCT
american_scientific_journal-4394	273	17	2017	2017	NUM
american_scientific_journal-4394	273	18	[	[	X
american_scientific_journal-4394	273	19	sep	sep	NOUN
american_scientific_journal-4394	273	20	.	.	PROPN
american_scientific_journal-4394	273	21	2	2	NUM
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american_scientific_journal-4394	273	23	]	]	PUNCT
american_scientific_journal-4394	274	1	[	[	X
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american_scientific_journal-4394	274	4	y.	y.	PROPN
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american_scientific_journal-4394	274	6	,	,	PUNCT
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american_scientific_journal-4394	275	1	“	"	PUNCT
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american_scientific_journal-4394	275	3	and	and	CCONJ
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american_scientific_journal-4394	275	10	trajectory	trajectory	NOUN
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american_scientific_journal-4394	275	15	/	/	SYM
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american_scientific_journal-4394	275	17	int	int	NOUN
american_scientific_journal-4394	275	18	.	.	PUNCT
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american_scientific_journal-4394	275	20	.	.	PUNCT
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american_scientific_journal-4394	276	6	,	,	PUNCT
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american_scientific_journal-4394	276	8	,	,	PUNCT
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american_scientific_journal-4394	276	10	:	:	PUNCT
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american_scientific_journal-4394	276	12	4913	4913	NUM
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american_scientific_journal-4394	276	14	13	13	NUM
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american_scientific_journal-4394	276	18	.	.	PUNCT
american_scientific_journal-4394	277	1	“	"	PUNCT
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american_scientific_journal-4394	277	4	learning	learning	NOUN
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american_scientific_journal-4394	277	10	”	"	PUNCT
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american_scientific_journal-4394	278	2	:	:	PUNCT
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american_scientific_journal-4394	278	7	,	,	PUNCT
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american_scientific_journal-4394	278	9	[	[	X
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american_scientific_journal-4394	279	7	d.	d.	PROPN
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american_scientific_journal-4394	279	9	.	.	PUNCT
american_scientific_journal-4394	280	1	“	"	PUNCT
american_scientific_journal-4394	280	2	faulty	faulty	ADJ
american_scientific_journal-4394	280	3	reward	reward	NOUN
american_scientific_journal-4394	280	4	functions	function	NOUN
american_scientific_journal-4394	280	5	in	in	ADP
american_scientific_journal-4394	280	6	the	the	DET
american_scientific_journal-4394	280	7	wild	wild	NOUN
american_scientific_journal-4394	280	8	.	.	PUNCT
american_scientific_journal-4394	280	9	”	"	PUNCT
american_scientific_journal-4394	280	10	internet	internet	NOUN
american_scientific_journal-4394	280	11	:	:	PUNCT
american_scientific_journal-4394	280	12	https://blog.openai.com/faultyreward-functions/	https://blog.openai.com/faultyreward-functions/	PROPN
american_scientific_journal-4394	280	13	,	,	PUNCT
american_scientific_journal-4394	280	14	dec	dec	PROPN
american_scientific_journal-4394	280	15	.	.	PROPN
american_scientific_journal-4394	280	16	21	21	NUM
american_scientific_journal-4394	280	17	2016	2016	NUM
american_scientific_journal-4394	281	1	[	[	X
american_scientific_journal-4394	281	2	sep	sep	PROPN
american_scientific_journal-4394	281	3	.	.	PROPN
american_scientific_journal-4394	281	4	5	5	NUM
american_scientific_journal-4394	281	5	2018	2018	NUM
american_scientific_journal-4394	281	6	]	]	PUNCT
american_scientific_journal-4394	281	7	.	.	PUNCT
american_scientific_journal-4394	282	1	[	[	X
american_scientific_journal-4394	282	2	15	15	NUM
american_scientific_journal-4394	282	3	]	]	X
american_scientific_journal-4394	282	4	i.	i.	PROPN
american_scientific_journal-4394	282	5	popov	popov	PROPN
american_scientific_journal-4394	282	6	.	.	PUNCT
american_scientific_journal-4394	283	1	et	et	PROPN
american_scientific_journal-4394	283	2	.	.	PUNCT
american_scientific_journal-4394	284	1	al	al	PROPN
american_scientific_journal-4394	284	2	.	.	PUNCT
american_scientific_journal-4394	285	1	“	"	PUNCT
american_scientific_journal-4394	285	2	data	data	NOUN
american_scientific_journal-4394	285	3	-	-	PUNCT
american_scientific_journal-4394	285	4	efficient	efficient	ADJ
american_scientific_journal-4394	285	5	deep	deep	ADJ
american_scientific_journal-4394	285	6	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	285	7	learning	learning	NOUN
american_scientific_journal-4394	285	8	for	for	ADP
american_scientific_journal-4394	285	9	dexterous	dexterous	ADJ
american_scientific_journal-4394	285	10	manipulation	manipulation	NOUN
american_scientific_journal-4394	285	11	”	"	PUNCT
american_scientific_journal-4394	285	12	in	in	ADP
american_scientific_journal-4394	285	13	corr	corr	PROPN
american_scientific_journal-4394	285	14	,	,	PUNCT
american_scientific_journal-4394	285	15	abs/1704.03073	abs/1704.03073	NOUN
american_scientific_journal-4394	285	16	,	,	PUNCT
american_scientific_journal-4394	285	17	2017	2017	NUM
american_scientific_journal-4394	285	18	https://www.youtube.com/watch?v=wlkrymvuzts	https://www.youtube.com/watch?v=wlkrymvuzt	NOUN
american_scientific_journal-4394	285	19	https://www.youtube.com/watch?v=hx_bgotf7bs	https://www.youtube.com/watch?v=hx_bgotf7b	VERB
american_scientific_journal-4394	285	20	https://www.alexirpan.com/2018/02/14/rl-hard.html	https://www.alexirpan.com/2018/02/14/rl-hard.html	PROPN
american_scientific_journal-4394	286	1	https://blog.openai.com/faulty-reward-functions/	https://blog.openai.com/faulty-reward-functions/	PRON
american_scientific_journal-4394	286	2	https://blog.openai.com/faulty-reward-functions/	https://blog.openai.com/faulty-reward-functions/	ADJ
american_scientific_journal-4394	286	3	abstract	abstract	ADJ
american_scientific_journal-4394	286	4	1	1	NUM
american_scientific_journal-4394	286	5	.	.	PUNCT
american_scientific_journal-4394	286	6	introduction	introduction	NOUN
american_scientific_journal-4394	286	7	1.1	1.1	NUM
american_scientific_journal-4394	286	8	neural	neural	ADJ
american_scientific_journal-4394	286	9	networks	network	NOUN
american_scientific_journal-4394	286	10	1.2	1.2	NUM
american_scientific_journal-4394	286	11	reinforcement	reinforcement	NOUN
american_scientific_journal-4394	286	12	learning	learn	VERB
american_scientific_journal-4394	286	13	2.1	2.1	NUM
american_scientific_journal-4394	286	14	introduction	introduction	NOUN
american_scientific_journal-4394	286	15	2.2	2.2	NUM
american_scientific_journal-4394	286	16	challenges	challenge	NOUN
american_scientific_journal-4394	286	17	with	with	ADP
american_scientific_journal-4394	286	18	reward	reward	NOUN
american_scientific_journal-4394	286	19	functions	function	NOUN
american_scientific_journal-4394	286	20	2.3	2.3	NUM
american_scientific_journal-4394	286	21	deep	deep	ADJ
american_scientific_journal-4394	286	22	-	-	PUNCT
american_scientific_journal-4394	286	23	q	q	NOUN
american_scientific_journal-4394	286	24	networks	network	NOUN
american_scientific_journal-4394	286	25	2.4	2.4	NUM
american_scientific_journal-4394	286	26	domain	domain	NOUN
american_scientific_journal-4394	286	27	-	-	PUNCT
american_scientific_journal-4394	286	28	specific	specific	ADJ
american_scientific_journal-4394	286	29	techniques	technique	NOUN
american_scientific_journal-4394	286	30	2.4.1	2.4.1	NUM
american_scientific_journal-4394	286	31	monte	monte	PROPN
american_scientific_journal-4394	286	32	-	-	PUNCT
american_scientific_journal-4394	286	33	carlo	carlo	NOUN
american_scientific_journal-4394	286	34	tree	tree	NOUN
american_scientific_journal-4394	286	35	search	search	NOUN
american_scientific_journal-4394	286	36	2.4.2	2.4.2	NUM
american_scientific_journal-4394	286	37	trajectory	trajectory	NOUN
american_scientific_journal-4394	286	38	optimization	optimization	NOUN
american_scientific_journal-4394	286	39	2.4.3	2.4.3	NUM
american_scientific_journal-4394	286	40	model	model	NOUN
american_scientific_journal-4394	286	41	predictive	predictive	ADJ
american_scientific_journal-4394	286	42	control	control	NOUN
american_scientific_journal-4394	286	43	3	3	X
american_scientific_journal-4394	286	44	.	.	PUNCT
american_scientific_journal-4394	286	45	discussion	discussion	NOUN
american_scientific_journal-4394	286	46	3.1	3.1	NUM
american_scientific_journal-4394	286	47	importance	importance	NOUN
american_scientific_journal-4394	286	48	of	of	ADP
american_scientific_journal-4394	286	49	deep	deep	ADJ
american_scientific_journal-4394	286	50	neural	neural	ADJ
american_scientific_journal-4394	286	51	nets	net	NOUN
american_scientific_journal-4394	286	52	for	for	ADP
american_scientific_journal-4394	286	53	q	q	ADV
american_scientific_journal-4394	286	54	-	-	PUNCT
american_scientific_journal-4394	286	55	learning	learn	VERB
american_scientific_journal-4394	286	56	3.2	3.2	NUM
american_scientific_journal-4394	286	57	overfitting	overfitte	VERB
american_scientific_journal-4394	286	58	3.3	3.3	NUM
american_scientific_journal-4394	286	59	reward	reward	NOUN
american_scientific_journal-4394	286	60	functions	function	NOUN
american_scientific_journal-4394	286	61	design	design	VERB
american_scientific_journal-4394	286	62	3.4	3.4	NUM
american_scientific_journal-4394	286	63	alphago	alphago	NOUN
american_scientific_journal-4394	286	64	4	4	NUM
american_scientific_journal-4394	286	65	.	.	PUNCT
american_scientific_journal-4394	286	66	conclusion	conclusion	NOUN