id	sid	tid	token	lemma	pos
american_scientific_journal-7149	1	1	15	15	NUM
american_scientific_journal-7149	1	2	american	american	ADJ
american_scientific_journal-7149	1	3	academic	academic	ADJ
american_scientific_journal-7149	1	4	scientific	scientific	ADJ
american_scientific_journal-7149	1	5	research	research	NOUN
american_scientific_journal-7149	1	6	journal	journal	NOUN
american_scientific_journal-7149	1	7	for	for	ADP
american_scientific_journal-7149	1	8	engineering	engineering	NOUN
american_scientific_journal-7149	1	9	,	,	PUNCT
american_scientific_journal-7149	1	10	technology	technology	NOUN
american_scientific_journal-7149	1	11	,	,	PUNCT
american_scientific_journal-7149	1	12	and	and	CCONJ
american_scientific_journal-7149	1	13	sciences	sciences	PROPN
american_scientific_journal-7149	1	14	issn	issn	PROPN
american_scientific_journal-7149	1	15	(	(	PUNCT
american_scientific_journal-7149	1	16	print	print	NOUN
american_scientific_journal-7149	1	17	)	)	PUNCT
american_scientific_journal-7149	1	18	2313	2313	NUM
american_scientific_journal-7149	1	19	-	-	SYM
american_scientific_journal-7149	1	20	4410	4410	NUM
american_scientific_journal-7149	1	21	,	,	PUNCT
american_scientific_journal-7149	1	22	issn	issn	PROPN
american_scientific_journal-7149	1	23	(	(	PUNCT
american_scientific_journal-7149	1	24	online	online	ADJ
american_scientific_journal-7149	1	25	)	)	PUNCT
american_scientific_journal-7149	1	26	2313	2313	NUM
american_scientific_journal-7149	1	27	-	-	SYM
american_scientific_journal-7149	1	28	4402	4402	NUM
american_scientific_journal-7149	1	29	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-7149	1	30	a	a	DET
american_scientific_journal-7149	1	31	deep	deep	ADJ
american_scientific_journal-7149	1	32	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	1	33	learning	learning	NOUN
american_scientific_journal-7149	1	34	approach	approach	NOUN
american_scientific_journal-7149	1	35	to	to	ADP
american_scientific_journal-7149	1	36	queue	queue	NOUN
american_scientific_journal-7149	1	37	management	management	NOUN
american_scientific_journal-7149	1	38	and	and	CCONJ
american_scientific_journal-7149	1	39	revenue	revenue	NOUN
american_scientific_journal-7149	1	40	maximization	maximization	NOUN
american_scientific_journal-7149	1	41	in	in	ADP
american_scientific_journal-7149	1	42	multi	multi	ADJ
american_scientific_journal-7149	1	43	-	-	ADJ
american_scientific_journal-7149	1	44	tier	tier	ADJ
american_scientific_journal-7149	1	45	5	5	NUM
american_scientific_journal-7149	1	46	g	g	NOUN
american_scientific_journal-7149	1	47	wireless	wireless	ADJ
american_scientific_journal-7149	1	48	networks	network	NOUN
american_scientific_journal-7149	1	49	elizabeth	elizabeth	PROPN
american_scientific_journal-7149	1	50	m.	m.	PROPN
american_scientific_journal-7149	1	51	okumu	okumu	PROPN
american_scientific_journal-7149	1	52	*	*	PROPN
american_scientific_journal-7149	1	53	kabarak	kabarak	PROPN
american_scientific_journal-7149	1	54	university	university	PROPN
american_scientific_journal-7149	1	55	,	,	PUNCT
american_scientific_journal-7149	1	56	school	school	NOUN
american_scientific_journal-7149	1	57	of	of	ADP
american_scientific_journal-7149	1	58	science	science	NOUN
american_scientific_journal-7149	1	59	engineering	engineering	NOUN
american_scientific_journal-7149	1	60	and	and	CCONJ
american_scientific_journal-7149	1	61	technology	technology	NOUN
american_scientific_journal-7149	1	62	,	,	PUNCT
american_scientific_journal-7149	1	63	p.	p.	PROPN
american_scientific_journal-7149	1	64	o.	o.	PROPN
american_scientific_journal-7149	1	65	box	box	PROPN
american_scientific_journal-7149	1	66	private	private	ADJ
american_scientific_journal-7149	1	67	bag	bag	NOUN
american_scientific_journal-7149	1	68	20157	20157	NUM
american_scientific_journal-7149	1	69	,	,	PUNCT
american_scientific_journal-7149	1	70	nakuru	nakuru	PROPN
american_scientific_journal-7149	1	71	20100	20100	NUM
american_scientific_journal-7149	1	72	,	,	PUNCT
american_scientific_journal-7149	1	73	kenya	kenya	PROPN
american_scientific_journal-7149	1	74	email	email	NOUN
american_scientific_journal-7149	1	75	:	:	PUNCT
american_scientific_journal-7149	1	76	eokumu@kabarak.ac.ke	eokumu@kabarak.ac.ke	NOUN
american_scientific_journal-7149	1	77	abstract	abstract	ADJ
american_scientific_journal-7149	1	78	it	it	PRON
american_scientific_journal-7149	1	79	is	be	AUX
american_scientific_journal-7149	1	80	envisioned	envision	VERB
american_scientific_journal-7149	1	81	that	that	SCONJ
american_scientific_journal-7149	1	82	5	5	NUM
american_scientific_journal-7149	1	83	g	g	NOUN
american_scientific_journal-7149	1	84	systems	system	NOUN
american_scientific_journal-7149	1	85	will	will	AUX
american_scientific_journal-7149	1	86	increasingly	increasingly	ADV
american_scientific_journal-7149	1	87	leverage	leverage	VERB
american_scientific_journal-7149	1	88	on	on	ADP
american_scientific_journal-7149	1	89	the	the	DET
american_scientific_journal-7149	1	90	network	network	NOUN
american_scientific_journal-7149	1	91	slicing	slice	VERB
american_scientific_journal-7149	1	92	concept	concept	NOUN
american_scientific_journal-7149	1	93	to	to	PART
american_scientific_journal-7149	1	94	meet	meet	VERB
american_scientific_journal-7149	1	95	the	the	DET
american_scientific_journal-7149	1	96	demand	demand	NOUN
american_scientific_journal-7149	1	97	of	of	ADP
american_scientific_journal-7149	1	98	diverse	diverse	ADJ
american_scientific_journal-7149	1	99	services	service	NOUN
american_scientific_journal-7149	1	100	,	,	PUNCT
american_scientific_journal-7149	1	101	each	each	PRON
american_scientific_journal-7149	1	102	tailored	tailor	VERB
american_scientific_journal-7149	1	103	for	for	ADP
american_scientific_journal-7149	1	104	specific	specific	ADJ
american_scientific_journal-7149	1	105	user	user	NOUN
american_scientific_journal-7149	1	106	requirements	requirement	NOUN
american_scientific_journal-7149	1	107	.	.	PUNCT
american_scientific_journal-7149	2	1	in	in	ADP
american_scientific_journal-7149	2	2	this	this	DET
american_scientific_journal-7149	2	3	context	context	NOUN
american_scientific_journal-7149	2	4	,	,	PUNCT
american_scientific_journal-7149	2	5	slice	slice	NOUN
american_scientific_journal-7149	2	6	admission	admission	NOUN
american_scientific_journal-7149	2	7	algorithms	algorithm	NOUN
american_scientific_journal-7149	2	8	that	that	PRON
american_scientific_journal-7149	2	9	admit	admit	VERB
american_scientific_journal-7149	2	10	slices	slice	NOUN
american_scientific_journal-7149	2	11	to	to	ADP
american_scientific_journal-7149	2	12	the	the	DET
american_scientific_journal-7149	2	13	system	system	NOUN
american_scientific_journal-7149	2	14	,	,	PUNCT
american_scientific_journal-7149	2	15	that	that	PRON
american_scientific_journal-7149	2	16	optimize	optimize	VERB
american_scientific_journal-7149	2	17	a	a	DET
american_scientific_journal-7149	2	18	given	give	VERB
american_scientific_journal-7149	2	19	objective	objective	NOUN
american_scientific_journal-7149	2	20	while	while	SCONJ
american_scientific_journal-7149	2	21	ensuring	ensure	VERB
american_scientific_journal-7149	2	22	the	the	DET
american_scientific_journal-7149	2	23	efficient	efficient	ADJ
american_scientific_journal-7149	2	24	allocation	allocation	NOUN
american_scientific_journal-7149	2	25	of	of	ADP
american_scientific_journal-7149	2	26	resources	resource	NOUN
american_scientific_journal-7149	2	27	,	,	PUNCT
american_scientific_journal-7149	2	28	are	be	AUX
american_scientific_journal-7149	2	29	required	require	VERB
american_scientific_journal-7149	2	30	.	.	PUNCT
american_scientific_journal-7149	3	1	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	3	2	learning	learning	NOUN
american_scientific_journal-7149	3	3	has	have	AUX
american_scientific_journal-7149	3	4	been	be	AUX
american_scientific_journal-7149	3	5	used	use	VERB
american_scientific_journal-7149	3	6	successfully	successfully	ADV
american_scientific_journal-7149	3	7	to	to	PART
american_scientific_journal-7149	3	8	implement	implement	VERB
american_scientific_journal-7149	3	9	optimal	optimal	ADJ
american_scientific_journal-7149	3	10	slice	slice	NOUN
american_scientific_journal-7149	3	11	admission	admission	NOUN
american_scientific_journal-7149	3	12	policies	policy	NOUN
american_scientific_journal-7149	3	13	.	.	PUNCT
american_scientific_journal-7149	4	1	but	but	CCONJ
american_scientific_journal-7149	4	2	as	as	SCONJ
american_scientific_journal-7149	4	3	the	the	DET
american_scientific_journal-7149	4	4	5	5	NUM
american_scientific_journal-7149	4	5	g	g	NOUN
american_scientific_journal-7149	4	6	wireless	wireless	ADJ
american_scientific_journal-7149	4	7	network	network	NOUN
american_scientific_journal-7149	4	8	becomes	become	VERB
american_scientific_journal-7149	4	9	more	more	ADV
american_scientific_journal-7149	4	10	extensive	extensive	ADJ
american_scientific_journal-7149	4	11	and	and	CCONJ
american_scientific_journal-7149	4	12	intricate	intricate	ADJ
american_scientific_journal-7149	4	13	,	,	PUNCT
american_scientific_journal-7149	4	14	the	the	DET
american_scientific_journal-7149	4	15	state	state	NOUN
american_scientific_journal-7149	4	16	and	and	CCONJ
american_scientific_journal-7149	4	17	action	action	NOUN
american_scientific_journal-7149	4	18	spaces	space	NOUN
american_scientific_journal-7149	4	19	become	become	VERB
american_scientific_journal-7149	4	20	large	large	ADJ
american_scientific_journal-7149	4	21	.	.	PUNCT
american_scientific_journal-7149	5	1	the	the	DET
american_scientific_journal-7149	5	2	efficiency	efficiency	NOUN
american_scientific_journal-7149	5	3	and	and	CCONJ
american_scientific_journal-7149	5	4	convergence	convergence	NOUN
american_scientific_journal-7149	5	5	of	of	ADP
american_scientific_journal-7149	5	6	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	5	7	learning	learning	NOUN
american_scientific_journal-7149	5	8	slice	slice	NOUN
american_scientific_journal-7149	5	9	admission	admission	NOUN
american_scientific_journal-7149	5	10	algorithms	algorithm	NOUN
american_scientific_journal-7149	5	11	is	be	AUX
american_scientific_journal-7149	5	12	negatively	negatively	ADV
american_scientific_journal-7149	5	13	impacted	impact	VERB
american_scientific_journal-7149	5	14	in	in	ADP
american_scientific_journal-7149	5	15	such	such	DET
american_scientific_journal-7149	5	16	a	a	DET
american_scientific_journal-7149	5	17	scenario	scenario	NOUN
american_scientific_journal-7149	5	18	.	.	PUNCT
american_scientific_journal-7149	6	1	to	to	PART
american_scientific_journal-7149	6	2	improve	improve	VERB
american_scientific_journal-7149	6	3	on	on	ADP
american_scientific_journal-7149	6	4	this	this	PRON
american_scientific_journal-7149	6	5	,	,	PUNCT
american_scientific_journal-7149	6	6	deep	deep	ADJ
american_scientific_journal-7149	6	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	6	8	learning	learning	NOUN
american_scientific_journal-7149	6	9	,	,	PUNCT
american_scientific_journal-7149	6	10	a	a	DET
american_scientific_journal-7149	6	11	combination	combination	NOUN
american_scientific_journal-7149	6	12	of	of	ADP
american_scientific_journal-7149	6	13	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	6	14	learning	learning	NOUN
american_scientific_journal-7149	6	15	and	and	CCONJ
american_scientific_journal-7149	6	16	deep	deep	ADJ
american_scientific_journal-7149	6	17	learning	learning	NOUN
american_scientific_journal-7149	6	18	,	,	PUNCT
american_scientific_journal-7149	6	19	has	have	AUX
american_scientific_journal-7149	6	20	been	be	AUX
american_scientific_journal-7149	6	21	adopted	adopt	VERB
american_scientific_journal-7149	6	22	.	.	PUNCT
american_scientific_journal-7149	7	1	in	in	ADP
american_scientific_journal-7149	7	2	this	this	DET
american_scientific_journal-7149	7	3	paper	paper	NOUN
american_scientific_journal-7149	7	4	,	,	PUNCT
american_scientific_journal-7149	7	5	a	a	DET
american_scientific_journal-7149	7	6	deep	deep	ADJ
american_scientific_journal-7149	7	7	q	q	NOUN
american_scientific_journal-7149	7	8	-	-	PUNCT
american_scientific_journal-7149	7	9	learning	learn	VERB
american_scientific_journal-7149	7	10	slice	slice	NOUN
american_scientific_journal-7149	7	11	admission	admission	NOUN
american_scientific_journal-7149	7	12	algorithm	algorithm	NOUN
american_scientific_journal-7149	7	13	is	be	AUX
american_scientific_journal-7149	7	14	designed	design	VERB
american_scientific_journal-7149	7	15	;	;	PUNCT
american_scientific_journal-7149	7	16	to	to	ADP
american_scientific_journal-7149	7	17	this	this	DET
american_scientific_journal-7149	7	18	end	end	NOUN
american_scientific_journal-7149	7	19	a	a	DET
american_scientific_journal-7149	7	20	utility	utility	NOUN
american_scientific_journal-7149	7	21	,	,	PUNCT
american_scientific_journal-7149	7	22	was	be	AUX
american_scientific_journal-7149	7	23	developed	develop	VERB
american_scientific_journal-7149	7	24	.	.	PUNCT
american_scientific_journal-7149	8	1	results	result	NOUN
american_scientific_journal-7149	8	2	show	show	VERB
american_scientific_journal-7149	8	3	that	that	SCONJ
american_scientific_journal-7149	8	4	using	use	VERB
american_scientific_journal-7149	8	5	the	the	DET
american_scientific_journal-7149	8	6	utility	utility	NOUN
american_scientific_journal-7149	8	7	as	as	ADP
american_scientific_journal-7149	8	8	a	a	DET
american_scientific_journal-7149	8	9	maximization	maximization	NOUN
american_scientific_journal-7149	8	10	objective	objective	NOUN
american_scientific_journal-7149	8	11	enabled	enable	VERB
american_scientific_journal-7149	8	12	the	the	DET
american_scientific_journal-7149	8	13	designed	design	VERB
american_scientific_journal-7149	8	14	algorithm	algorithm	NOUN
american_scientific_journal-7149	8	15	to	to	ADP
american_scientific_journal-7149	8	16	(	(	PUNCT
american_scientific_journal-7149	8	17	i	i	NOUN
american_scientific_journal-7149	8	18	)	)	PUNCT
american_scientific_journal-7149	8	19	optimize	optimize	VERB
american_scientific_journal-7149	8	20	the	the	DET
american_scientific_journal-7149	8	21	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	8	22	provider	provider	NOUN
american_scientific_journal-7149	8	23	’s	’s	PART
american_scientific_journal-7149	8	24	revenue	revenue	NOUN
american_scientific_journal-7149	8	25	while	while	SCONJ
american_scientific_journal-7149	8	26	(	(	PUNCT
american_scientific_journal-7149	8	27	ii	ii	NOUN
american_scientific_journal-7149	8	28	)	)	PUNCT
american_scientific_journal-7149	8	29	providing	provide	VERB
american_scientific_journal-7149	8	30	queue	queue	NOUN
american_scientific_journal-7149	8	31	management	management	NOUN
american_scientific_journal-7149	8	32	,	,	PUNCT
american_scientific_journal-7149	8	33	in	in	ADP
american_scientific_journal-7149	8	34	terms	term	NOUN
american_scientific_journal-7149	8	35	of	of	ADP
american_scientific_journal-7149	8	36	queue	queue	NOUN
american_scientific_journal-7149	8	37	length	length	NOUN
american_scientific_journal-7149	8	38	and	and	CCONJ
american_scientific_journal-7149	8	39	queue	queue	NOUN
american_scientific_journal-7149	8	40	delay	delay	NOUN
american_scientific_journal-7149	8	41	.	.	PUNCT
american_scientific_journal-7149	9	1	keywords	keyword	NOUN
american_scientific_journal-7149	9	2	:	:	PUNCT
american_scientific_journal-7149	9	3	deep	deep	ADJ
american_scientific_journal-7149	9	4	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	9	5	learning	learning	NOUN
american_scientific_journal-7149	9	6	;	;	PUNCT
american_scientific_journal-7149	9	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	9	8	learning	learning	NOUN
american_scientific_journal-7149	9	9	;	;	PUNCT
american_scientific_journal-7149	9	10	network	network	NOUN
american_scientific_journal-7149	9	11	slice	slice	NOUN
american_scientific_journal-7149	9	12	;	;	PUNCT
american_scientific_journal-7149	9	13	5	5	NUM
american_scientific_journal-7149	9	14	g	g	NOUN
american_scientific_journal-7149	9	15	;	;	PUNCT
american_scientific_journal-7149	9	16	slice	slice	NOUN
american_scientific_journal-7149	9	17	admission	admission	NOUN
american_scientific_journal-7149	9	18	;	;	PUNCT
american_scientific_journal-7149	9	19	resource	resource	NOUN
american_scientific_journal-7149	9	20	allocation	allocation	NOUN
american_scientific_journal-7149	9	21	.	.	PUNCT
american_scientific_journal-7149	10	1	1	1	X
american_scientific_journal-7149	10	2	.	.	X
american_scientific_journal-7149	10	3	introduction	introduction	NOUN
american_scientific_journal-7149	10	4	fifth	fifth	ADJ
american_scientific_journal-7149	10	5	generation	generation	NOUN
american_scientific_journal-7149	10	6	(	(	PUNCT
american_scientific_journal-7149	10	7	5	5	NUM
american_scientific_journal-7149	10	8	g	g	NOUN
american_scientific_journal-7149	10	9	)	)	PUNCT
american_scientific_journal-7149	10	10	communication	communication	NOUN
american_scientific_journal-7149	10	11	networks	network	NOUN
american_scientific_journal-7149	10	12	are	be	AUX
american_scientific_journal-7149	10	13	expected	expect	VERB
american_scientific_journal-7149	10	14	to	to	PART
american_scientific_journal-7149	10	15	be	be	AUX
american_scientific_journal-7149	10	16	become	become	VERB
american_scientific_journal-7149	10	17	increasingly	increasingly	ADV
american_scientific_journal-7149	10	18	heterogeneous	heterogeneous	ADJ
american_scientific_journal-7149	10	19	by	by	ADP
american_scientific_journal-7149	10	20	integrating	integrate	VERB
american_scientific_journal-7149	10	21	different	different	ADJ
american_scientific_journal-7149	10	22	wireless	wireless	NOUN
american_scientific_journal-7149	10	23	technologies	technology	NOUN
american_scientific_journal-7149	10	24	in	in	ADP
american_scientific_journal-7149	10	25	a	a	DET
american_scientific_journal-7149	10	26	bid	bid	NOUN
american_scientific_journal-7149	10	27	to	to	PART
american_scientific_journal-7149	10	28	satisfy	satisfy	VERB
american_scientific_journal-7149	10	29	diverse	diverse	ADJ
american_scientific_journal-7149	10	30	user	user	NOUN
american_scientific_journal-7149	10	31	demands	demand	NOUN
american_scientific_journal-7149	10	32	.	.	PUNCT
american_scientific_journal-7149	11	1	in	in	ADP
american_scientific_journal-7149	11	2	such	such	ADJ
american_scientific_journal-7149	11	3	networks	network	NOUN
american_scientific_journal-7149	11	4	,	,	PUNCT
american_scientific_journal-7149	11	5	network	network	NOUN
american_scientific_journal-7149	11	6	entities	entity	NOUN
american_scientific_journal-7149	11	7	will	will	AUX
american_scientific_journal-7149	11	8	be	be	AUX
american_scientific_journal-7149	11	9	required	require	VERB
american_scientific_journal-7149	11	10	to	to	PART
american_scientific_journal-7149	11	11	make	make	VERB
american_scientific_journal-7149	11	12	autonomous	autonomous	ADJ
american_scientific_journal-7149	11	13	decisions	decision	NOUN
american_scientific_journal-7149	11	14	that	that	PRON
american_scientific_journal-7149	11	15	optimize	optimize	VERB
american_scientific_journal-7149	11	16	resource	resource	NOUN
american_scientific_journal-7149	11	17	allocation	allocation	NOUN
american_scientific_journal-7149	11	18	so	so	SCONJ
american_scientific_journal-7149	11	19	as	as	SCONJ
american_scientific_journal-7149	11	20	to	to	PART
american_scientific_journal-7149	11	21	meet	meet	VERB
american_scientific_journal-7149	11	22	specific	specific	ADJ
american_scientific_journal-7149	11	23	user	user	NOUN
american_scientific_journal-7149	11	24	requirements	requirement	NOUN
american_scientific_journal-7149	11	25	;	;	PUNCT
american_scientific_journal-7149	11	26	such	such	ADJ
american_scientific_journal-7149	11	27	as	as	ADP
american_scientific_journal-7149	11	28	throughput	throughput	NOUN
american_scientific_journal-7149	11	29	,	,	PUNCT
american_scientific_journal-7149	11	30	latency	latency	NOUN
american_scientific_journal-7149	11	31	,	,	PUNCT
american_scientific_journal-7149	11	32	reliability	reliability	NOUN
american_scientific_journal-7149	11	33	and	and	CCONJ
american_scientific_journal-7149	11	34	efficiency	efficiency	NOUN
american_scientific_journal-7149	11	35	.	.	PUNCT
american_scientific_journal-7149	12	1	machine	machine	NOUN
american_scientific_journal-7149	12	2	learning	learning	NOUN
american_scientific_journal-7149	12	3	has	have	AUX
american_scientific_journal-7149	12	4	been	be	AUX
american_scientific_journal-7149	12	5	successfully	successfully	ADV
american_scientific_journal-7149	12	6	used	use	VERB
american_scientific_journal-7149	12	7	in	in	ADP
american_scientific_journal-7149	12	8	other	other	ADJ
american_scientific_journal-7149	12	9	fields	field	NOUN
american_scientific_journal-7149	12	10	to	to	PART
american_scientific_journal-7149	12	11	solve	solve	VERB
american_scientific_journal-7149	12	12	decision	decision	NOUN
american_scientific_journal-7149	12	13	making	make	VERB
american_scientific_journal-7149	12	14	problems	problem	NOUN
american_scientific_journal-7149	12	15	[	[	X
american_scientific_journal-7149	12	16	1	1	NUM
american_scientific_journal-7149	12	17	]	]	PUNCT
american_scientific_journal-7149	12	18	;	;	PUNCT
american_scientific_journal-7149	12	19	this	this	DET
american_scientific_journal-7149	12	20	success	success	NOUN
american_scientific_journal-7149	12	21	has	have	AUX
american_scientific_journal-7149	12	22	seen	see	VERB
american_scientific_journal-7149	12	23	machine	machine	NOUN
american_scientific_journal-7149	12	24	learning	learning	NOUN
american_scientific_journal-7149	12	25	being	be	AUX
american_scientific_journal-7149	12	26	applied	apply	VERB
american_scientific_journal-7149	12	27	in	in	ADP
american_scientific_journal-7149	12	28	the	the	DET
american_scientific_journal-7149	12	29	field	field	NOUN
american_scientific_journal-7149	12	30	of	of	ADP
american_scientific_journal-7149	12	31	wireless	wireless	ADJ
american_scientific_journal-7149	12	32	networks	network	NOUN
american_scientific_journal-7149	12	33	.	.	PUNCT
american_scientific_journal-7149	13	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-7149	14	1	*	*	PUNCT
american_scientific_journal-7149	14	2	corresponding	correspond	VERB
american_scientific_journal-7149	14	3	author	author	NOUN
american_scientific_journal-7149	14	4	.	.	PUNCT
american_scientific_journal-7149	15	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-7149	15	2	american	american	PROPN
american_scientific_journal-7149	15	3	academic	academic	PROPN
american_scientific_journal-7149	15	4	scientific	scientific	ADJ
american_scientific_journal-7149	15	5	research	research	NOUN
american_scientific_journal-7149	15	6	journal	journal	NOUN
american_scientific_journal-7149	15	7	for	for	ADP
american_scientific_journal-7149	15	8	engineering	engineering	NOUN
american_scientific_journal-7149	15	9	,	,	PUNCT
american_scientific_journal-7149	15	10	technology	technology	NOUN
american_scientific_journal-7149	15	11	,	,	PUNCT
american_scientific_journal-7149	15	12	and	and	CCONJ
american_scientific_journal-7149	15	13	sciences	science	NOUN
american_scientific_journal-7149	15	14	(	(	PUNCT
american_scientific_journal-7149	15	15	asrjets	asrjet	NOUN
american_scientific_journal-7149	15	16	)	)	PUNCT
american_scientific_journal-7149	15	17	(	(	PUNCT
american_scientific_journal-7149	15	18	2021	2021	NUM
american_scientific_journal-7149	15	19	)	)	PUNCT
american_scientific_journal-7149	15	20	volume	volume	NOUN
american_scientific_journal-7149	15	21	84	84	NUM
american_scientific_journal-7149	15	22	,	,	PUNCT
american_scientific_journal-7149	15	23	no	no	DET
american_scientific_journal-7149	15	24	1	1	NUM
american_scientific_journal-7149	15	25	,	,	PUNCT
american_scientific_journal-7149	15	26	pp	pp	ADV
american_scientific_journal-7149	15	27	15	15	NUM
american_scientific_journal-7149	15	28	-	-	SYM
american_scientific_journal-7149	15	29	26	26	NUM
american_scientific_journal-7149	15	30	16	16	NUM
american_scientific_journal-7149	15	31	in	in	ADP
american_scientific_journal-7149	15	32	this	this	DET
american_scientific_journal-7149	15	33	context	context	NOUN
american_scientific_journal-7149	15	34	,	,	PUNCT
american_scientific_journal-7149	15	35	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	15	36	learning	learning	NOUN
american_scientific_journal-7149	15	37	(	(	PUNCT
american_scientific_journal-7149	15	38	rl	rl	NOUN
american_scientific_journal-7149	15	39	)	)	PUNCT
american_scientific_journal-7149	15	40	has	have	AUX
american_scientific_journal-7149	15	41	been	be	AUX
american_scientific_journal-7149	15	42	employed	employ	VERB
american_scientific_journal-7149	15	43	in	in	ADP
american_scientific_journal-7149	15	44	dynamic	dynamic	ADJ
american_scientific_journal-7149	15	45	decision	decision	NOUN
american_scientific_journal-7149	15	46	making	making	NOUN
american_scientific_journal-7149	15	47	in	in	ADP
american_scientific_journal-7149	15	48	the	the	DET
american_scientific_journal-7149	15	49	highly	highly	ADV
american_scientific_journal-7149	15	50	uncertain	uncertain	ADJ
american_scientific_journal-7149	15	51	,	,	PUNCT
american_scientific_journal-7149	15	52	time	time	NOUN
american_scientific_journal-7149	15	53	varying	vary	VERB
american_scientific_journal-7149	15	54	and	and	CCONJ
american_scientific_journal-7149	15	55	heterogeneous	heterogeneous	ADJ
american_scientific_journal-7149	15	56	5	5	NUM
american_scientific_journal-7149	15	57	g	g	NOUN
american_scientific_journal-7149	15	58	wireless	wireless	ADJ
american_scientific_journal-7149	15	59	network	network	NOUN
american_scientific_journal-7149	15	60	environment	environment	NOUN
american_scientific_journal-7149	16	1	[	[	X
american_scientific_journal-7149	16	2	2	2	NUM
american_scientific_journal-7149	16	3	]	]	PUNCT
american_scientific_journal-7149	16	4	.	.	PUNCT
american_scientific_journal-7149	17	1	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	17	2	learning	learning	NOUN
american_scientific_journal-7149	17	3	enables	enable	VERB
american_scientific_journal-7149	17	4	a	a	DET
american_scientific_journal-7149	17	5	network	network	NOUN
american_scientific_journal-7149	17	6	agent	agent	NOUN
american_scientific_journal-7149	17	7	make	make	VERB
american_scientific_journal-7149	17	8	optimal	optimal	ADJ
american_scientific_journal-7149	17	9	decisions	decision	NOUN
american_scientific_journal-7149	17	10	;	;	PUNCT
american_scientific_journal-7149	17	11	this	this	PRON
american_scientific_journal-7149	17	12	is	be	AUX
american_scientific_journal-7149	17	13	achieved	achieve	VERB
american_scientific_journal-7149	17	14	by	by	ADP
american_scientific_journal-7149	17	15	the	the	DET
american_scientific_journal-7149	17	16	agent	agent	NOUN
american_scientific_journal-7149	17	17	interacting	interact	VERB
american_scientific_journal-7149	17	18	with	with	ADP
american_scientific_journal-7149	17	19	the	the	DET
american_scientific_journal-7149	17	20	environment	environment	NOUN
american_scientific_journal-7149	17	21	and	and	CCONJ
american_scientific_journal-7149	17	22	observing	observe	VERB
american_scientific_journal-7149	17	23	how	how	SCONJ
american_scientific_journal-7149	17	24	it	it	PRON
american_scientific_journal-7149	17	25	responds	respond	VERB
american_scientific_journal-7149	17	26	to	to	ADP
american_scientific_journal-7149	17	27	its	its	PRON
american_scientific_journal-7149	17	28	actions	action	NOUN
american_scientific_journal-7149	17	29	.	.	PUNCT
american_scientific_journal-7149	18	1	the	the	DET
american_scientific_journal-7149	18	2	agent	agent	NOUN
american_scientific_journal-7149	18	3	uses	use	VERB
american_scientific_journal-7149	18	4	states	state	NOUN
american_scientific_journal-7149	18	5	and	and	CCONJ
american_scientific_journal-7149	18	6	actions	action	NOUN
american_scientific_journal-7149	18	7	and	and	CCONJ
american_scientific_journal-7149	18	8	the	the	DET
american_scientific_journal-7149	18	9	response	response	NOUN
american_scientific_journal-7149	18	10	of	of	ADP
american_scientific_journal-7149	18	11	the	the	DET
american_scientific_journal-7149	18	12	environment	environment	NOUN
american_scientific_journal-7149	18	13	to	to	ADP
american_scientific_journal-7149	18	14	its	its	PRON
american_scientific_journal-7149	18	15	actions	action	NOUN
american_scientific_journal-7149	18	16	to	to	PART
american_scientific_journal-7149	18	17	continually	continually	ADV
american_scientific_journal-7149	18	18	modify	modify	VERB
american_scientific_journal-7149	18	19	its	its	PRON
american_scientific_journal-7149	18	20	actions	action	NOUN
american_scientific_journal-7149	18	21	;	;	PUNCT
american_scientific_journal-7149	18	22	this	this	PRON
american_scientific_journal-7149	18	23	enables	enable	VERB
american_scientific_journal-7149	18	24	the	the	DET
american_scientific_journal-7149	18	25	agent	agent	NOUN
american_scientific_journal-7149	18	26	independently	independently	ADV
american_scientific_journal-7149	18	27	learn	learn	VERB
american_scientific_journal-7149	18	28	the	the	DET
american_scientific_journal-7149	18	29	optimal	optimal	ADJ
american_scientific_journal-7149	18	30	sequence	sequence	NOUN
american_scientific_journal-7149	18	31	of	of	ADP
american_scientific_journal-7149	18	32	actions	action	NOUN
american_scientific_journal-7149	18	33	that	that	PRON
american_scientific_journal-7149	18	34	optimizes	optimize	VERB
american_scientific_journal-7149	18	35	a	a	DET
american_scientific_journal-7149	18	36	given	give	VERB
american_scientific_journal-7149	18	37	objective	objective	NOUN
american_scientific_journal-7149	18	38	[	[	X
american_scientific_journal-7149	18	39	1,3	1,3	NUM
american_scientific_journal-7149	18	40	]	]	PUNCT
american_scientific_journal-7149	18	41	.	.	PUNCT
american_scientific_journal-7149	19	1	however	however	ADV
american_scientific_journal-7149	19	2	,	,	PUNCT
american_scientific_journal-7149	19	3	as	as	ADP
american_scientific_journal-7149	19	4	the	the	DET
american_scientific_journal-7149	19	5	complexity	complexity	NOUN
american_scientific_journal-7149	19	6	and	and	CCONJ
american_scientific_journal-7149	19	7	size	size	NOUN
american_scientific_journal-7149	19	8	of	of	ADP
american_scientific_journal-7149	19	9	the	the	DET
american_scientific_journal-7149	19	10	wireless	wireless	ADJ
american_scientific_journal-7149	19	11	network	network	NOUN
american_scientific_journal-7149	19	12	increases	increase	NOUN
american_scientific_journal-7149	19	13	,	,	PUNCT
american_scientific_journal-7149	19	14	the	the	DET
american_scientific_journal-7149	19	15	state	state	NOUN
american_scientific_journal-7149	19	16	and	and	CCONJ
american_scientific_journal-7149	19	17	action	action	NOUN
american_scientific_journal-7149	19	18	spaces	space	NOUN
american_scientific_journal-7149	19	19	become	become	VERB
american_scientific_journal-7149	19	20	large	large	ADJ
american_scientific_journal-7149	19	21	;	;	PUNCT
american_scientific_journal-7149	19	22	this	this	PRON
american_scientific_journal-7149	19	23	results	result	VERB
american_scientific_journal-7149	19	24	in	in	ADP
american_scientific_journal-7149	19	25	the	the	DET
american_scientific_journal-7149	19	26	convergence	convergence	NOUN
american_scientific_journal-7149	19	27	to	to	ADP
american_scientific_journal-7149	19	28	optimal	optimal	ADJ
american_scientific_journal-7149	19	29	policy	policy	NOUN
american_scientific_journal-7149	19	30	slowing	slow	VERB
american_scientific_journal-7149	19	31	down	down	ADP
american_scientific_journal-7149	19	32	in	in	ADP
american_scientific_journal-7149	19	33	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	19	34	learning	learning	NOUN
american_scientific_journal-7149	19	35	algorithms	algorithm	NOUN
american_scientific_journal-7149	19	36	such	such	ADJ
american_scientific_journal-7149	19	37	as	as	ADP
american_scientific_journal-7149	19	38	q	q	NOUN
american_scientific_journal-7149	19	39	-	-	PUNCT
american_scientific_journal-7149	19	40	learning	learn	VERB
american_scientific_journal-7149	19	41	algorithms	algorithm	NOUN
american_scientific_journal-7149	19	42	.	.	PUNCT
american_scientific_journal-7149	20	1	additionally	additionally	ADV
american_scientific_journal-7149	20	2	,	,	PUNCT
american_scientific_journal-7149	20	3	the	the	DET
american_scientific_journal-7149	20	4	qtables	qtable	NOUN
american_scientific_journal-7149	20	5	become	become	VERB
american_scientific_journal-7149	20	6	too	too	ADV
american_scientific_journal-7149	20	7	large	large	ADJ
american_scientific_journal-7149	20	8	to	to	PART
american_scientific_journal-7149	20	9	practically	practically	ADV
american_scientific_journal-7149	20	10	maintain	maintain	VERB
american_scientific_journal-7149	20	11	on	on	ADP
american_scientific_journal-7149	20	12	mobile	mobile	ADJ
american_scientific_journal-7149	20	13	devices	device	NOUN
american_scientific_journal-7149	20	14	.	.	PUNCT
american_scientific_journal-7149	21	1	to	to	PART
american_scientific_journal-7149	21	2	overcome	overcome	VERB
american_scientific_journal-7149	21	3	these	these	DET
american_scientific_journal-7149	21	4	shortcomings	shortcoming	NOUN
american_scientific_journal-7149	21	5	,	,	PUNCT
american_scientific_journal-7149	21	6	deep	deep	ADJ
american_scientific_journal-7149	21	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	21	8	learning	learning	NOUN
american_scientific_journal-7149	21	9	(	(	PUNCT
american_scientific_journal-7149	21	10	drl	drl	PROPN
american_scientific_journal-7149	21	11	)	)	PUNCT
american_scientific_journal-7149	21	12	,	,	PUNCT
american_scientific_journal-7149	21	13	a	a	DET
american_scientific_journal-7149	21	14	combination	combination	NOUN
american_scientific_journal-7149	21	15	of	of	ADP
american_scientific_journal-7149	21	16	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	21	17	learning	learning	NOUN
american_scientific_journal-7149	21	18	and	and	CCONJ
american_scientific_journal-7149	21	19	deep	deep	ADJ
american_scientific_journal-7149	21	20	learning	learning	NOUN
american_scientific_journal-7149	21	21	was	be	AUX
american_scientific_journal-7149	21	22	developed	develop	VERB
american_scientific_journal-7149	21	23	.	.	PUNCT
american_scientific_journal-7149	22	1	applications	application	NOUN
american_scientific_journal-7149	22	2	of	of	ADP
american_scientific_journal-7149	22	3	drl	drl	PROPN
american_scientific_journal-7149	22	4	in	in	ADP
american_scientific_journal-7149	22	5	wireless	wireless	ADJ
american_scientific_journal-7149	22	6	communications	communication	NOUN
american_scientific_journal-7149	22	7	include	include	VERB
american_scientific_journal-7149	22	8	network	network	NOUN
american_scientific_journal-7149	22	9	access	access	NOUN
american_scientific_journal-7149	22	10	and	and	CCONJ
american_scientific_journal-7149	22	11	adaptive	adaptive	ADJ
american_scientific_journal-7149	22	12	rate	rate	NOUN
american_scientific_journal-7149	22	13	control	control	NOUN
american_scientific_journal-7149	22	14	,	,	PUNCT
american_scientific_journal-7149	22	15	proactive	proactive	ADJ
american_scientific_journal-7149	22	16	caching	cache	VERB
american_scientific_journal-7149	22	17	and	and	CCONJ
american_scientific_journal-7149	22	18	data	datum	NOUN
american_scientific_journal-7149	22	19	offloading	offloading	NOUN
american_scientific_journal-7149	22	20	,	,	PUNCT
american_scientific_journal-7149	22	21	network	network	NOUN
american_scientific_journal-7149	22	22	security	security	NOUN
american_scientific_journal-7149	22	23	and	and	CCONJ
american_scientific_journal-7149	22	24	connectivity	connectivity	NOUN
american_scientific_journal-7149	22	25	preservation	preservation	NOUN
american_scientific_journal-7149	22	26	,	,	PUNCT
american_scientific_journal-7149	22	27	resource	resource	NOUN
american_scientific_journal-7149	22	28	sharing	sharing	NOUN
american_scientific_journal-7149	22	29	and	and	CCONJ
american_scientific_journal-7149	22	30	scheduling	scheduling	NOUN
american_scientific_journal-7149	22	31	among	among	ADP
american_scientific_journal-7149	22	32	others	other	NOUN
american_scientific_journal-7149	22	33	[	[	X
american_scientific_journal-7149	22	34	2	2	NUM
american_scientific_journal-7149	22	35	]	]	PUNCT
american_scientific_journal-7149	22	36	.	.	PUNCT
american_scientific_journal-7149	23	1	with	with	ADP
american_scientific_journal-7149	23	2	respect	respect	NOUN
american_scientific_journal-7149	23	3	to	to	ADP
american_scientific_journal-7149	23	4	resource	resource	NOUN
american_scientific_journal-7149	23	5	allocation	allocation	NOUN
american_scientific_journal-7149	23	6	in	in	ADP
american_scientific_journal-7149	23	7	5	5	NUM
american_scientific_journal-7149	23	8	g	g	NOUN
american_scientific_journal-7149	23	9	systems	system	NOUN
american_scientific_journal-7149	23	10	,	,	PUNCT
american_scientific_journal-7149	23	11	the	the	DET
american_scientific_journal-7149	23	12	concept	concept	NOUN
american_scientific_journal-7149	23	13	of	of	ADP
american_scientific_journal-7149	23	14	network	network	NOUN
american_scientific_journal-7149	23	15	slicing	slicing	NOUN
american_scientific_journal-7149	23	16	,	,	PUNCT
american_scientific_journal-7149	23	17	which	which	PRON
american_scientific_journal-7149	23	18	promises	promise	VERB
american_scientific_journal-7149	23	19	improved	improved	ADJ
american_scientific_journal-7149	23	20	performance	performance	NOUN
american_scientific_journal-7149	23	21	and	and	CCONJ
american_scientific_journal-7149	23	22	efficiency	efficiency	NOUN
american_scientific_journal-7149	23	23	,	,	PUNCT
american_scientific_journal-7149	23	24	has	have	AUX
american_scientific_journal-7149	23	25	been	be	AUX
american_scientific_journal-7149	23	26	widely	widely	ADV
american_scientific_journal-7149	23	27	adopted	adopt	VERB
american_scientific_journal-7149	23	28	in	in	ADP
american_scientific_journal-7149	23	29	literature	literature	NOUN
american_scientific_journal-7149	23	30	[	[	X
american_scientific_journal-7149	23	31	4,5	4,5	NUM
american_scientific_journal-7149	23	32	]	]	PUNCT
american_scientific_journal-7149	23	33	.	.	PUNCT
american_scientific_journal-7149	24	1	accommodating	accommodate	VERB
american_scientific_journal-7149	24	2	heterogeneous	heterogeneous	ADJ
american_scientific_journal-7149	24	3	services	service	NOUN
american_scientific_journal-7149	24	4	,	,	PUNCT
american_scientific_journal-7149	24	5	using	use	VERB
american_scientific_journal-7149	24	6	the	the	DET
american_scientific_journal-7149	24	7	same	same	ADJ
american_scientific_journal-7149	24	8	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	24	9	,	,	PUNCT
american_scientific_journal-7149	24	10	on	on	ADP
american_scientific_journal-7149	24	11	the	the	DET
american_scientific_journal-7149	24	12	current	current	ADJ
american_scientific_journal-7149	24	13	monolithic	monolithic	ADJ
american_scientific_journal-7149	24	14	wireless	wireless	ADJ
american_scientific_journal-7149	24	15	network	network	NOUN
american_scientific_journal-7149	24	16	architecture	architecture	NOUN
american_scientific_journal-7149	24	17	can	can	AUX
american_scientific_journal-7149	24	18	not	not	PART
american_scientific_journal-7149	24	19	be	be	AUX
american_scientific_journal-7149	24	20	accomplished	accomplish	VERB
american_scientific_journal-7149	24	21	effectively	effectively	ADV
american_scientific_journal-7149	24	22	and	and	CCONJ
american_scientific_journal-7149	24	23	efficiently	efficiently	ADV
american_scientific_journal-7149	24	24	.	.	PUNCT
american_scientific_journal-7149	25	1	network	network	NOUN
american_scientific_journal-7149	25	2	slicing	slicing	NOUN
american_scientific_journal-7149	25	3	overcomes	overcome	VERB
american_scientific_journal-7149	25	4	this	this	PRON
american_scientific_journal-7149	25	5	by	by	ADP
american_scientific_journal-7149	25	6	dividing	divide	VERB
american_scientific_journal-7149	25	7	the	the	DET
american_scientific_journal-7149	25	8	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	25	9	into	into	ADP
american_scientific_journal-7149	25	10	logical	logical	ADJ
american_scientific_journal-7149	25	11	networks	network	NOUN
american_scientific_journal-7149	25	12	(	(	PUNCT
american_scientific_journal-7149	25	13	slices	slice	NOUN
american_scientific_journal-7149	25	14	)	)	PUNCT
american_scientific_journal-7149	25	15	each	each	PRON
american_scientific_journal-7149	25	16	customized	customize	VERB
american_scientific_journal-7149	25	17	to	to	PART
american_scientific_journal-7149	25	18	provide	provide	VERB
american_scientific_journal-7149	25	19	the	the	DET
american_scientific_journal-7149	25	20	quality	quality	NOUN
american_scientific_journal-7149	25	21	of	of	ADP
american_scientific_journal-7149	25	22	service	service	NOUN
american_scientific_journal-7149	25	23	required	require	VERB
american_scientific_journal-7149	25	24	for	for	ADP
american_scientific_journal-7149	25	25	diverse	diverse	ADJ
american_scientific_journal-7149	25	26	applications	application	NOUN
american_scientific_journal-7149	25	27	.	.	PUNCT
american_scientific_journal-7149	26	1	the	the	DET
american_scientific_journal-7149	26	2	owners	owner	NOUN
american_scientific_journal-7149	26	3	of	of	ADP
american_scientific_journal-7149	26	4	the	the	DET
american_scientific_journal-7149	26	5	physical	physical	ADJ
american_scientific_journal-7149	26	6	network	network	NOUN
american_scientific_journal-7149	26	7	resources	resource	NOUN
american_scientific_journal-7149	26	8	,	,	PUNCT
american_scientific_journal-7149	26	9	known	know	VERB
american_scientific_journal-7149	26	10	as	as	ADP
american_scientific_journal-7149	26	11	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	26	12	providers	provider	NOUN
american_scientific_journal-7149	26	13	,	,	PUNCT
american_scientific_journal-7149	26	14	sell	sell	VERB
american_scientific_journal-7149	26	15	the	the	DET
american_scientific_journal-7149	26	16	network	network	NOUN
american_scientific_journal-7149	26	17	slices	slice	NOUN
american_scientific_journal-7149	26	18	to	to	ADP
american_scientific_journal-7149	26	19	tenants	tenant	NOUN
american_scientific_journal-7149	26	20	who	who	PRON
american_scientific_journal-7149	26	21	then	then	ADV
american_scientific_journal-7149	26	22	sell	sell	VERB
american_scientific_journal-7149	26	23	their	their	PRON
american_scientific_journal-7149	26	24	services	service	NOUN
american_scientific_journal-7149	26	25	to	to	PART
american_scientific_journal-7149	26	26	end	end	VERB
american_scientific_journal-7149	26	27	users	user	NOUN
american_scientific_journal-7149	26	28	.	.	PUNCT
american_scientific_journal-7149	27	1	each	each	DET
american_scientific_journal-7149	27	2	network	network	NOUN
american_scientific_journal-7149	27	3	slice	slice	PROPN
american_scientific_journal-7149	27	4	instance	instance	NOUN
american_scientific_journal-7149	27	5	consists	consist	VERB
american_scientific_journal-7149	27	6	of	of	ADP
american_scientific_journal-7149	27	7	a	a	DET
american_scientific_journal-7149	27	8	set	set	NOUN
american_scientific_journal-7149	27	9	of	of	ADP
american_scientific_journal-7149	27	10	virtual	virtual	ADJ
american_scientific_journal-7149	27	11	network	network	NOUN
american_scientific_journal-7149	27	12	functions	function	NOUN
american_scientific_journal-7149	27	13	(	(	PUNCT
american_scientific_journal-7149	27	14	vnfs	vnfs	NOUN
american_scientific_journal-7149	27	15	)	)	PUNCT
american_scientific_journal-7149	27	16	run	run	NOUN
american_scientific_journal-7149	27	17	on	on	ADP
american_scientific_journal-7149	27	18	the	the	DET
american_scientific_journal-7149	27	19	same	same	ADJ
american_scientific_journal-7149	27	20	network	network	NOUN
american_scientific_journal-7149	27	21	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	27	22	.	.	PUNCT
american_scientific_journal-7149	28	1	vnfs	vnfs	PROPN
american_scientific_journal-7149	28	2	are	be	AUX
american_scientific_journal-7149	28	3	dynamic	dynamic	ADJ
american_scientific_journal-7149	28	4	,	,	PUNCT
american_scientific_journal-7149	28	5	unlike	unlike	ADP
american_scientific_journal-7149	28	6	the	the	DET
american_scientific_journal-7149	28	7	network	network	NOUN
american_scientific_journal-7149	28	8	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	28	9	,	,	PUNCT
american_scientific_journal-7149	28	10	which	which	PRON
american_scientific_journal-7149	28	11	is	be	AUX
american_scientific_journal-7149	28	12	largely	largely	ADV
american_scientific_journal-7149	28	13	static	static	ADJ
american_scientific_journal-7149	28	14	;	;	PUNCT
american_scientific_journal-7149	28	15	this	this	PRON
american_scientific_journal-7149	28	16	gives	give	VERB
american_scientific_journal-7149	28	17	vnfs	vnfs	NOUN
american_scientific_journal-7149	28	18	the	the	DET
american_scientific_journal-7149	28	19	capability	capability	NOUN
american_scientific_journal-7149	28	20	of	of	ADP
american_scientific_journal-7149	28	21	supporting	support	VERB
american_scientific_journal-7149	28	22	time	time	NOUN
american_scientific_journal-7149	28	23	-	-	PUNCT
american_scientific_journal-7149	28	24	varying	vary	VERB
american_scientific_journal-7149	28	25	application	application	NOUN
american_scientific_journal-7149	28	26	specific	specific	ADJ
american_scientific_journal-7149	28	27	service	service	NOUN
american_scientific_journal-7149	28	28	requests	request	NOUN
american_scientific_journal-7149	28	29	.	.	PUNCT
american_scientific_journal-7149	29	1	upon	upon	SCONJ
american_scientific_journal-7149	29	2	the	the	DET
american_scientific_journal-7149	29	3	reception	reception	NOUN
american_scientific_journal-7149	29	4	of	of	ADP
american_scientific_journal-7149	29	5	a	a	DET
american_scientific_journal-7149	29	6	slice	slice	NOUN
american_scientific_journal-7149	29	7	request	request	NOUN
american_scientific_journal-7149	29	8	,	,	PUNCT
american_scientific_journal-7149	29	9	resources	resource	NOUN
american_scientific_journal-7149	29	10	are	be	AUX
american_scientific_journal-7149	29	11	dynamically	dynamically	ADV
american_scientific_journal-7149	29	12	allocated	allocate	VERB
american_scientific_journal-7149	29	13	and	and	CCONJ
american_scientific_journal-7149	29	14	associated	associate	VERB
american_scientific_journal-7149	29	15	vnfs	vnfs	NOUN
american_scientific_journal-7149	29	16	launched	launch	VERB
american_scientific_journal-7149	29	17	,	,	PUNCT
american_scientific_journal-7149	29	18	i.e.	i.e.	X
american_scientific_journal-7149	29	19	that	that	PRON
american_scientific_journal-7149	29	20	is	be	AUX
american_scientific_journal-7149	29	21	orchestrated	orchestrate	VERB
american_scientific_journal-7149	29	22	[	[	PUNCT
american_scientific_journal-7149	29	23	6,7	6,7	NUM
american_scientific_journal-7149	29	24	]	]	PUNCT
american_scientific_journal-7149	29	25	.	.	PUNCT
american_scientific_journal-7149	30	1	with	with	ADP
american_scientific_journal-7149	30	2	network	network	NOUN
american_scientific_journal-7149	30	3	slicing	slicing	NOUN
american_scientific_journal-7149	30	4	,	,	PUNCT
american_scientific_journal-7149	30	5	diverse	diverse	ADJ
american_scientific_journal-7149	30	6	services	service	NOUN
american_scientific_journal-7149	30	7	with	with	ADP
american_scientific_journal-7149	30	8	unique	unique	ADJ
american_scientific_journal-7149	30	9	qos	qos	NOUN
american_scientific_journal-7149	30	10	requirements	requirement	NOUN
american_scientific_journal-7149	30	11	can	can	AUX
american_scientific_journal-7149	30	12	be	be	AUX
american_scientific_journal-7149	30	13	deployed	deploy	VERB
american_scientific_journal-7149	30	14	on	on	ADP
american_scientific_journal-7149	30	15	the	the	DET
american_scientific_journal-7149	30	16	same	same	ADJ
american_scientific_journal-7149	30	17	physical	physical	ADJ
american_scientific_journal-7149	30	18	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	30	19	in	in	ADP
american_scientific_journal-7149	30	20	a	a	DET
american_scientific_journal-7149	30	21	cost	cost	NOUN
american_scientific_journal-7149	30	22	effective	effective	ADJ
american_scientific_journal-7149	30	23	,	,	PUNCT
american_scientific_journal-7149	30	24	efficient	efficient	ADJ
american_scientific_journal-7149	30	25	and	and	CCONJ
american_scientific_journal-7149	30	26	effective	effective	ADJ
american_scientific_journal-7149	30	27	manner	manner	NOUN
american_scientific_journal-7149	30	28	.	.	PUNCT
american_scientific_journal-7149	31	1	with	with	ADP
american_scientific_journal-7149	31	2	the	the	DET
american_scientific_journal-7149	31	3	advent	advent	NOUN
american_scientific_journal-7149	31	4	of	of	ADP
american_scientific_journal-7149	31	5	network	network	NOUN
american_scientific_journal-7149	31	6	slicing	slice	VERB
american_scientific_journal-7149	31	7	for	for	ADP
american_scientific_journal-7149	31	8	5	5	NUM
american_scientific_journal-7149	31	9	g	g	NOUN
american_scientific_journal-7149	31	10	systems	system	NOUN
american_scientific_journal-7149	31	11	,	,	PUNCT
american_scientific_journal-7149	31	12	comes	come	VERB
american_scientific_journal-7149	31	13	the	the	DET
american_scientific_journal-7149	31	14	need	need	NOUN
american_scientific_journal-7149	31	15	for	for	ADP
american_scientific_journal-7149	31	16	slice	slice	NOUN
american_scientific_journal-7149	31	17	admission	admission	NOUN
american_scientific_journal-7149	31	18	algorithms	algorithm	NOUN
american_scientific_journal-7149	31	19	.	.	PUNCT
american_scientific_journal-7149	32	1	slice	slice	NOUN
american_scientific_journal-7149	32	2	admission	admission	NOUN
american_scientific_journal-7149	32	3	should	should	AUX
american_scientific_journal-7149	32	4	be	be	AUX
american_scientific_journal-7149	32	5	implemented	implement	VERB
american_scientific_journal-7149	32	6	in	in	ADP
american_scientific_journal-7149	32	7	manner	manner	NOUN
american_scientific_journal-7149	32	8	that	that	PRON
american_scientific_journal-7149	32	9	efficiently	efficiently	ADV
american_scientific_journal-7149	32	10	allocates	allocate	VERB
american_scientific_journal-7149	32	11	network	network	NOUN
american_scientific_journal-7149	32	12	resources	resource	NOUN
american_scientific_journal-7149	32	13	so	so	SCONJ
american_scientific_journal-7149	32	14	as	as	SCONJ
american_scientific_journal-7149	32	15	to	to	PART
american_scientific_journal-7149	32	16	meet	meet	VERB
american_scientific_journal-7149	32	17	predetermined	predetermined	ADJ
american_scientific_journal-7149	32	18	objectives	objective	NOUN
american_scientific_journal-7149	32	19	for	for	ADP
american_scientific_journal-7149	32	20	the	the	DET
american_scientific_journal-7149	32	21	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	32	22	provider	provider	NOUN
american_scientific_journal-7149	32	23	coupled	couple	VERB
american_scientific_journal-7149	32	24	with	with	ADP
american_scientific_journal-7149	32	25	the	the	DET
american_scientific_journal-7149	32	26	specific	specific	ADJ
american_scientific_journal-7149	32	27	requirements	requirement	NOUN
american_scientific_journal-7149	32	28	of	of	ADP
american_scientific_journal-7149	32	29	the	the	DET
american_scientific_journal-7149	32	30	network	network	NOUN
american_scientific_journal-7149	32	31	slice	slice	NOUN
american_scientific_journal-7149	32	32	.	.	PUNCT
american_scientific_journal-7149	33	1	machine	machine	NOUN
american_scientific_journal-7149	33	2	learning	learning	NOUN
american_scientific_journal-7149	33	3	has	have	AUX
american_scientific_journal-7149	33	4	been	be	AUX
american_scientific_journal-7149	33	5	applied	apply	VERB
american_scientific_journal-7149	33	6	to	to	ADP
american_scientific_journal-7149	33	7	slice	slice	NOUN
american_scientific_journal-7149	33	8	admission	admission	NOUN
american_scientific_journal-7149	33	9	algorithms	algorithm	NOUN
american_scientific_journal-7149	33	10	in	in	ADP
american_scientific_journal-7149	33	11	literature	literature	NOUN
american_scientific_journal-7149	33	12	.	.	PUNCT
american_scientific_journal-7149	34	1	in	in	ADP
american_scientific_journal-7149	34	2	[	[	X
american_scientific_journal-7149	34	3	8,9,10	8,9,10	NUM
american_scientific_journal-7149	34	4	]	]	PUNCT
american_scientific_journal-7149	34	5	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	34	6	learning	learning	NOUN
american_scientific_journal-7149	34	7	based	base	VERB
american_scientific_journal-7149	34	8	slice	slice	NOUN
american_scientific_journal-7149	34	9	admission	admission	NOUN
american_scientific_journal-7149	34	10	algorithms	algorithm	NOUN
american_scientific_journal-7149	34	11	that	that	PRON
american_scientific_journal-7149	34	12	maximize	maximize	VERB
american_scientific_journal-7149	34	13	the	the	DET
american_scientific_journal-7149	34	14	revenue	revenue	NOUN
american_scientific_journal-7149	34	15	of	of	ADP
american_scientific_journal-7149	34	16	the	the	DET
american_scientific_journal-7149	34	17	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	34	18	provider	provider	NOUN
american_scientific_journal-7149	34	19	,	,	PUNCT
american_scientific_journal-7149	34	20	are	be	AUX
american_scientific_journal-7149	34	21	presented	present	VERB
american_scientific_journal-7149	34	22	.	.	PUNCT
american_scientific_journal-7149	35	1	the	the	DET
american_scientific_journal-7149	35	2	work	work	NOUN
american_scientific_journal-7149	35	3	in	in	ADP
american_scientific_journal-7149	35	4	[	[	X
american_scientific_journal-7149	35	5	8	8	NUM
american_scientific_journal-7149	35	6	]	]	PUNCT
american_scientific_journal-7149	35	7	developed	develop	VERB
american_scientific_journal-7149	35	8	a	a	DET
american_scientific_journal-7149	35	9	q	q	NOUN
american_scientific_journal-7149	35	10	-	-	PUNCT
american_scientific_journal-7149	35	11	learning	learn	VERB
american_scientific_journal-7149	35	12	algorithm	algorithm	NOUN
american_scientific_journal-7149	35	13	that	that	PRON
american_scientific_journal-7149	35	14	admits	admit	VERB
american_scientific_journal-7149	35	15	slices	slice	NOUN
american_scientific_journal-7149	35	16	,	,	PUNCT
american_scientific_journal-7149	35	17	in	in	ADP
american_scientific_journal-7149	35	18	a	a	DET
american_scientific_journal-7149	35	19	multi	multi	ADJ
american_scientific_journal-7149	35	20	-	-	NOUN
american_scientific_journal-7149	35	21	tier	tier	ADJ
american_scientific_journal-7149	35	22	5	5	NUM
american_scientific_journal-7149	35	23	g	g	NOUN
american_scientific_journal-7149	35	24	wireless	wireless	ADJ
american_scientific_journal-7149	35	25	network	network	NOUN
american_scientific_journal-7149	35	26	,	,	PUNCT
american_scientific_journal-7149	35	27	that	that	PRON
american_scientific_journal-7149	35	28	maximize	maximize	VERB
american_scientific_journal-7149	35	29	the	the	DET
american_scientific_journal-7149	35	30	revenue	revenue	NOUN
american_scientific_journal-7149	35	31	while	while	SCONJ
american_scientific_journal-7149	35	32	satisfying	satisfy	VERB
american_scientific_journal-7149	35	33	resource	resource	NOUN
american_scientific_journal-7149	35	34	constraints	constraint	NOUN
american_scientific_journal-7149	35	35	,	,	PUNCT
american_scientific_journal-7149	35	36	in	in	ADP
american_scientific_journal-7149	35	37	terms	term	NOUN
american_scientific_journal-7149	35	38	of	of	ADP
american_scientific_journal-7149	35	39	the	the	DET
american_scientific_journal-7149	35	40	maximum	maximum	ADJ
american_scientific_journal-7149	35	41	system	system	NOUN
american_scientific_journal-7149	35	42	capacity	capacity	NOUN
american_scientific_journal-7149	35	43	.	.	PUNCT
american_scientific_journal-7149	36	1	the	the	DET
american_scientific_journal-7149	36	2	authors	author	NOUN
american_scientific_journal-7149	36	3	in	in	ADP
american_scientific_journal-7149	36	4	[	[	X
american_scientific_journal-7149	36	5	9	9	NUM
american_scientific_journal-7149	36	6	]	]	PUNCT
american_scientific_journal-7149	36	7	represent	represent	VERB
american_scientific_journal-7149	36	8	the	the	DET
american_scientific_journal-7149	36	9	resource	resource	NOUN
american_scientific_journal-7149	36	10	constraints	constraint	NOUN
american_scientific_journal-7149	36	11	in	in	ADP
american_scientific_journal-7149	36	12	terms	term	NOUN
american_scientific_journal-7149	36	13	of	of	ADP
american_scientific_journal-7149	36	14	an	an	DET
american_scientific_journal-7149	36	15	admissibility	admissibility	NOUN
american_scientific_journal-7149	36	16	region	region	NOUN
american_scientific_journal-7149	36	17	,	,	PUNCT
american_scientific_journal-7149	36	18	which	which	PRON
american_scientific_journal-7149	36	19	an	an	DET
american_scientific_journal-7149	36	20	admitted	admit	VERB
american_scientific_journal-7149	36	21	slice	slice	NOUN
american_scientific_journal-7149	36	22	must	must	AUX
american_scientific_journal-7149	36	23	lie	lie	VERB
american_scientific_journal-7149	36	24	within	within	ADV
american_scientific_journal-7149	36	25	;	;	PUNCT
american_scientific_journal-7149	36	26	based	base	VERB
american_scientific_journal-7149	36	27	on	on	ADP
american_scientific_journal-7149	36	28	this	this	PRON
american_scientific_journal-7149	36	29	,	,	PUNCT
american_scientific_journal-7149	36	30	a	a	DET
american_scientific_journal-7149	36	31	q	q	ADJ
american_scientific_journal-7149	36	32	-	-	PUNCT
american_scientific_journal-7149	36	33	learning	learn	VERB
american_scientific_journal-7149	36	34	slice	slice	NOUN
american_scientific_journal-7149	36	35	admission	admission	NOUN
american_scientific_journal-7149	36	36	algorithm	algorithm	NOUN
american_scientific_journal-7149	36	37	that	that	PRON
american_scientific_journal-7149	36	38	optimizes	optimize	VERB
american_scientific_journal-7149	36	39	revenue	revenue	NOUN
american_scientific_journal-7149	36	40	was	be	AUX
american_scientific_journal-7149	36	41	developed	develop	VERB
american_scientific_journal-7149	36	42	.	.	PUNCT
american_scientific_journal-7149	37	1	while	while	SCONJ
american_scientific_journal-7149	37	2	in	in	ADP
american_scientific_journal-7149	37	3	[	[	X
american_scientific_journal-7149	37	4	8,9	8,9	NUM
american_scientific_journal-7149	37	5	]	]	PUNCT
american_scientific_journal-7149	37	6	the	the	DET
american_scientific_journal-7149	37	7	service	service	NOUN
american_scientific_journal-7149	37	8	requirements	requirement	NOUN
american_scientific_journal-7149	37	9	of	of	ADP
american_scientific_journal-7149	37	10	the	the	DET
american_scientific_journal-7149	37	11	slice	slice	NOUN
american_scientific_journal-7149	37	12	requests	request	NOUN
american_scientific_journal-7149	37	13	are	be	AUX
american_scientific_journal-7149	37	14	in	in	ADP
american_scientific_journal-7149	37	15	terms	term	NOUN
american_scientific_journal-7149	37	16	of	of	ADP
american_scientific_journal-7149	37	17	capacity	capacity	NOUN
american_scientific_journal-7149	37	18	,	,	PUNCT
american_scientific_journal-7149	37	19	and	and	CCONJ
american_scientific_journal-7149	37	20	the	the	DET
american_scientific_journal-7149	37	21	requests	request	NOUN
american_scientific_journal-7149	37	22	are	be	AUX
american_scientific_journal-7149	37	23	serviced	service	VERB
american_scientific_journal-7149	37	24	in	in	ADP
american_scientific_journal-7149	37	25	a	a	DET
american_scientific_journal-7149	37	26	first	first	ADJ
american_scientific_journal-7149	37	27	-	-	PUNCT
american_scientific_journal-7149	37	28	in	in	ADP
american_scientific_journal-7149	37	29	-	-	PUNCT
american_scientific_journal-7149	37	30	first	first	ADV
american_scientific_journal-7149	37	31	-	-	PUNCT
american_scientific_journal-7149	37	32	out	out	NOUN
american_scientific_journal-7149	37	33	(	(	PUNCT
american_scientific_journal-7149	37	34	fifo	fifo	ADJ
american_scientific_journal-7149	37	35	)	)	PUNCT
american_scientific_journal-7149	37	36	manner	manner	NOUN
american_scientific_journal-7149	37	37	,	,	PUNCT
american_scientific_journal-7149	37	38	in	in	SCONJ
american_scientific_journal-7149	37	39	[	[	PUNCT
american_scientific_journal-7149	37	40	10	10	NUM
american_scientific_journal-7149	37	41	]	]	PUNCT
american_scientific_journal-7149	37	42	latency	latency	NOUN
american_scientific_journal-7149	37	43	requirements	requirement	NOUN
american_scientific_journal-7149	37	44	are	be	AUX
american_scientific_journal-7149	37	45	considered	consider	VERB
american_scientific_journal-7149	37	46	and	and	CCONJ
american_scientific_journal-7149	37	47	priority	priority	NOUN
american_scientific_journal-7149	37	48	based	base	VERB
american_scientific_journal-7149	37	49	slice	slice	NOUN
american_scientific_journal-7149	37	50	admission	admission	NOUN
american_scientific_journal-7149	37	51	is	be	AUX
american_scientific_journal-7149	37	52	applied	apply	VERB
american_scientific_journal-7149	37	53	.	.	PUNCT
american_scientific_journal-7149	38	1	a	a	DET
american_scientific_journal-7149	38	2	rl	rl	NOUN
american_scientific_journal-7149	38	3	based	base	VERB
american_scientific_journal-7149	38	4	slice	slice	NOUN
american_scientific_journal-7149	38	5	admission	admission	NOUN
american_scientific_journal-7149	38	6	policy	policy	NOUN
american_scientific_journal-7149	38	7	,	,	PUNCT
american_scientific_journal-7149	38	8	that	that	PRON
american_scientific_journal-7149	38	9	maximizes	maximize	VERB
american_scientific_journal-7149	38	10	revenue	revenue	NOUN
american_scientific_journal-7149	38	11	,	,	PUNCT
american_scientific_journal-7149	38	12	by	by	ADP
american_scientific_journal-7149	38	13	admitting	admit	VERB
american_scientific_journal-7149	38	14	slices	slice	NOUN
american_scientific_journal-7149	38	15	depending	depend	VERB
american_scientific_journal-7149	38	16	on	on	ADP
american_scientific_journal-7149	38	17	their	their	PRON
american_scientific_journal-7149	38	18	priorities	priority	NOUN
american_scientific_journal-7149	38	19	(	(	PUNCT
american_scientific_journal-7149	38	20	highest	high	ADJ
american_scientific_journal-7149	38	21	priority	priority	NOUN
american_scientific_journal-7149	38	22	first	first	ADV
american_scientific_journal-7149	38	23	)	)	PUNCT
american_scientific_journal-7149	38	24	,	,	PUNCT
american_scientific_journal-7149	38	25	was	be	AUX
american_scientific_journal-7149	38	26	developed	develop	VERB
american_scientific_journal-7149	38	27	.	.	PUNCT
american_scientific_journal-7149	39	1	application	application	NOUN
american_scientific_journal-7149	39	2	of	of	ADP
american_scientific_journal-7149	39	3	drl	drl	PROPN
american_scientific_journal-7149	39	4	slice	slice	NOUN
american_scientific_journal-7149	39	5	admission	admission	NOUN
american_scientific_journal-7149	39	6	algorithms	algorithm	NOUN
american_scientific_journal-7149	39	7	for	for	ADP
american_scientific_journal-7149	39	8	revenue	revenue	NOUN
american_scientific_journal-7149	39	9	maximization	maximization	NOUN
american_scientific_journal-7149	39	10	is	be	AUX
american_scientific_journal-7149	39	11	demonstrated	demonstrate	VERB
american_scientific_journal-7149	39	12	in	in	ADP
american_scientific_journal-7149	39	13	[	[	X
american_scientific_journal-7149	39	14	11	11	NUM
american_scientific_journal-7149	39	15	]	]	PUNCT
american_scientific_journal-7149	39	16	,	,	PUNCT
american_scientific_journal-7149	39	17	where	where	SCONJ
american_scientific_journal-7149	39	18	the	the	DET
american_scientific_journal-7149	39	19	work	work	NOUN
american_scientific_journal-7149	39	20	done	do	VERB
american_scientific_journal-7149	39	21	in	in	ADP
american_scientific_journal-7149	39	22	[	[	X
american_scientific_journal-7149	39	23	9	9	NUM
american_scientific_journal-7149	39	24	]	]	PUNCT
american_scientific_journal-7149	39	25	is	be	AUX
american_scientific_journal-7149	39	26	extended	extend	VERB
american_scientific_journal-7149	39	27	by	by	ADP
american_scientific_journal-7149	39	28	incorporating	incorporate	VERB
american_scientific_journal-7149	39	29	drl	drl	PROPN
american_scientific_journal-7149	39	30	techniques	technique	NOUN
american_scientific_journal-7149	39	31	.	.	PUNCT
american_scientific_journal-7149	40	1	the	the	DET
american_scientific_journal-7149	40	2	authors	author	NOUN
american_scientific_journal-7149	40	3	in	in	ADP
american_scientific_journal-7149	40	4	[	[	X
american_scientific_journal-7149	40	5	12	12	NUM
american_scientific_journal-7149	40	6	]	]	PUNCT
american_scientific_journal-7149	40	7	proposed	propose	VERB
american_scientific_journal-7149	40	8	a	a	DET
american_scientific_journal-7149	40	9	drl	drl	PROPN
american_scientific_journal-7149	40	10	based	base	VERB
american_scientific_journal-7149	40	11	slice	slice	NOUN
american_scientific_journal-7149	40	12	admission	admission	NOUN
american_scientific_journal-7149	40	13	algorithm	algorithm	NOUN
american_scientific_journal-7149	40	14	that	that	PRON
american_scientific_journal-7149	40	15	maximizes	maximize	VERB
american_scientific_journal-7149	40	16	a	a	DET
american_scientific_journal-7149	40	17	utility	utility	NOUN
american_scientific_journal-7149	40	18	,	,	PUNCT
american_scientific_journal-7149	40	19	which	which	PRON
american_scientific_journal-7149	40	20	they	they	PRON
american_scientific_journal-7149	40	21	defined	define	VERB
american_scientific_journal-7149	40	22	as	as	ADP
american_scientific_journal-7149	40	23	the	the	DET
american_scientific_journal-7149	40	24	immediate	immediate	ADJ
american_scientific_journal-7149	40	25	reward	reward	NOUN
american_scientific_journal-7149	40	26	minus	minus	ADP
american_scientific_journal-7149	40	27	the	the	DET
american_scientific_journal-7149	40	28	queuing	queue	VERB
american_scientific_journal-7149	40	29	delay	delay	NOUN
american_scientific_journal-7149	40	30	cost	cost	NOUN
american_scientific_journal-7149	40	31	.	.	PUNCT
american_scientific_journal-7149	41	1	in	in	ADP
american_scientific_journal-7149	41	2	this	this	DET
american_scientific_journal-7149	41	3	paper	paper	NOUN
american_scientific_journal-7149	41	4	,	,	PUNCT
american_scientific_journal-7149	41	5	american	american	PROPN
american_scientific_journal-7149	41	6	academic	academic	ADJ
american_scientific_journal-7149	41	7	scientific	scientific	ADJ
american_scientific_journal-7149	41	8	research	research	NOUN
american_scientific_journal-7149	41	9	journal	journal	NOUN
american_scientific_journal-7149	41	10	for	for	ADP
american_scientific_journal-7149	41	11	engineering	engineering	NOUN
american_scientific_journal-7149	41	12	,	,	PUNCT
american_scientific_journal-7149	41	13	technology	technology	NOUN
american_scientific_journal-7149	41	14	,	,	PUNCT
american_scientific_journal-7149	41	15	and	and	CCONJ
american_scientific_journal-7149	41	16	sciences	science	NOUN
american_scientific_journal-7149	41	17	(	(	PUNCT
american_scientific_journal-7149	41	18	asrjets	asrjet	NOUN
american_scientific_journal-7149	41	19	)	)	PUNCT
american_scientific_journal-7149	41	20	(	(	PUNCT
american_scientific_journal-7149	41	21	2021	2021	NUM
american_scientific_journal-7149	41	22	)	)	PUNCT
american_scientific_journal-7149	41	23	volume	volume	NOUN
american_scientific_journal-7149	41	24	84	84	NUM
american_scientific_journal-7149	41	25	,	,	PUNCT
american_scientific_journal-7149	41	26	no	no	DET
american_scientific_journal-7149	41	27	1	1	NUM
american_scientific_journal-7149	41	28	,	,	PUNCT
american_scientific_journal-7149	41	29	pp	pp	ADV
american_scientific_journal-7149	41	30	15	15	NUM
american_scientific_journal-7149	41	31	-	-	SYM
american_scientific_journal-7149	41	32	26	26	NUM
american_scientific_journal-7149	41	33	17	17	NUM
american_scientific_journal-7149	41	34	the	the	DET
american_scientific_journal-7149	41	35	work	work	NOUN
american_scientific_journal-7149	41	36	done	do	VERB
american_scientific_journal-7149	41	37	in	in	ADP
american_scientific_journal-7149	41	38	[	[	X
american_scientific_journal-7149	41	39	8	8	NUM
american_scientific_journal-7149	41	40	]	]	PUNCT
american_scientific_journal-7149	41	41	is	be	AUX
american_scientific_journal-7149	41	42	extended	extend	VERB
american_scientific_journal-7149	41	43	by	by	ADP
american_scientific_journal-7149	41	44	incorporating	incorporate	VERB
american_scientific_journal-7149	41	45	drl	drl	PROPN
american_scientific_journal-7149	41	46	techniques	technique	NOUN
american_scientific_journal-7149	41	47	.	.	PUNCT
american_scientific_journal-7149	42	1	a	a	DET
american_scientific_journal-7149	42	2	utility	utility	NOUN
american_scientific_journal-7149	42	3	,	,	PUNCT
american_scientific_journal-7149	42	4	used	use	VERB
american_scientific_journal-7149	42	5	as	as	ADP
american_scientific_journal-7149	42	6	an	an	DET
american_scientific_journal-7149	42	7	optimization	optimization	NOUN
american_scientific_journal-7149	42	8	objective	objective	NOUN
american_scientific_journal-7149	42	9	for	for	ADP
american_scientific_journal-7149	42	10	the	the	DET
american_scientific_journal-7149	42	11	drl	drl	PROPN
american_scientific_journal-7149	42	12	based	base	VERB
american_scientific_journal-7149	42	13	slice	slice	NOUN
american_scientific_journal-7149	42	14	admission	admission	NOUN
american_scientific_journal-7149	42	15	algorithm	algorithm	NOUN
american_scientific_journal-7149	42	16	,	,	PUNCT
american_scientific_journal-7149	42	17	is	be	AUX
american_scientific_journal-7149	42	18	proposed	propose	VERB
american_scientific_journal-7149	42	19	.	.	PUNCT
american_scientific_journal-7149	43	1	optimization	optimization	NOUN
american_scientific_journal-7149	43	2	of	of	ADP
american_scientific_journal-7149	43	3	the	the	DET
american_scientific_journal-7149	43	4	developed	develop	VERB
american_scientific_journal-7149	43	5	utility	utility	NOUN
american_scientific_journal-7149	43	6	resulted	result	VERB
american_scientific_journal-7149	43	7	in	in	ADP
american_scientific_journal-7149	43	8	the	the	DET
american_scientific_journal-7149	43	9	designed	design	VERB
american_scientific_journal-7149	43	10	deep	deep	ADJ
american_scientific_journal-7149	43	11	q	q	NOUN
american_scientific_journal-7149	43	12	-	-	PUNCT
american_scientific_journal-7149	43	13	learning	learn	VERB
american_scientific_journal-7149	43	14	slice	slice	NOUN
american_scientific_journal-7149	43	15	admission	admission	NOUN
american_scientific_journal-7149	43	16	algorithm	algorithm	NOUN
american_scientific_journal-7149	43	17	having	have	VERB
american_scientific_journal-7149	43	18	the	the	DET
american_scientific_journal-7149	43	19	capability	capability	NOUN
american_scientific_journal-7149	43	20	of	of	ADP
american_scientific_journal-7149	43	21	maximizing	maximize	VERB
american_scientific_journal-7149	43	22	the	the	DET
american_scientific_journal-7149	43	23	revenue	revenue	NOUN
american_scientific_journal-7149	43	24	,	,	PUNCT
american_scientific_journal-7149	43	25	while	while	SCONJ
american_scientific_journal-7149	43	26	at	at	ADP
american_scientific_journal-7149	43	27	the	the	DET
american_scientific_journal-7149	43	28	same	same	ADJ
american_scientific_journal-7149	43	29	time	time	NOUN
american_scientific_journal-7149	43	30	managing	manage	VERB
american_scientific_journal-7149	43	31	the	the	DET
american_scientific_journal-7149	43	32	queue	queue	NOUN
american_scientific_journal-7149	43	33	lengths	length	NOUN
american_scientific_journal-7149	43	34	and	and	CCONJ
american_scientific_journal-7149	43	35	queue	queue	NOUN
american_scientific_journal-7149	43	36	delays	delay	NOUN
american_scientific_journal-7149	43	37	.	.	PUNCT
american_scientific_journal-7149	44	1	2	2	X
american_scientific_journal-7149	44	2	.	.	X
american_scientific_journal-7149	44	3	an	an	DET
american_scientific_journal-7149	44	4	overview	overview	NOUN
american_scientific_journal-7149	44	5	of	of	ADP
american_scientific_journal-7149	44	6	deep	deep	ADJ
american_scientific_journal-7149	44	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	44	8	learning	learning	NOUN
american_scientific_journal-7149	44	9	machine	machine	NOUN
american_scientific_journal-7149	44	10	learning	learning	NOUN
american_scientific_journal-7149	44	11	,	,	PUNCT
american_scientific_journal-7149	44	12	is	be	AUX
american_scientific_journal-7149	44	13	a	a	DET
american_scientific_journal-7149	44	14	subset	subset	NOUN
american_scientific_journal-7149	44	15	of	of	ADP
american_scientific_journal-7149	44	16	artificial	artificial	ADJ
american_scientific_journal-7149	44	17	intelligence	intelligence	NOUN
american_scientific_journal-7149	44	18	,	,	PUNCT
american_scientific_journal-7149	44	19	which	which	PRON
american_scientific_journal-7149	44	20	focuses	focus	VERB
american_scientific_journal-7149	44	21	on	on	ADP
american_scientific_journal-7149	44	22	building	build	VERB
american_scientific_journal-7149	44	23	algorithms	algorithm	NOUN
american_scientific_journal-7149	44	24	that	that	PRON
american_scientific_journal-7149	44	25	use	use	VERB
american_scientific_journal-7149	44	26	training	training	NOUN
american_scientific_journal-7149	44	27	data	datum	NOUN
american_scientific_journal-7149	44	28	or	or	CCONJ
american_scientific_journal-7149	44	29	past	past	ADJ
american_scientific_journal-7149	44	30	experience	experience	NOUN
american_scientific_journal-7149	44	31	to	to	PART
american_scientific_journal-7149	44	32	automatically	automatically	ADV
american_scientific_journal-7149	44	33	improve	improve	VERB
american_scientific_journal-7149	44	34	their	their	PRON
american_scientific_journal-7149	44	35	performance	performance	NOUN
american_scientific_journal-7149	44	36	at	at	ADP
american_scientific_journal-7149	44	37	a	a	DET
american_scientific_journal-7149	44	38	given	give	VERB
american_scientific_journal-7149	44	39	task	task	NOUN
american_scientific_journal-7149	44	40	.	.	PUNCT
american_scientific_journal-7149	45	1	machine	machine	NOUN
american_scientific_journal-7149	45	2	learning	learn	VERB
american_scientific_journal-7149	45	3	algorithms	algorithm	NOUN
american_scientific_journal-7149	45	4	can	can	AUX
american_scientific_journal-7149	45	5	be	be	AUX
american_scientific_journal-7149	45	6	divided	divide	VERB
american_scientific_journal-7149	45	7	into	into	ADP
american_scientific_journal-7149	45	8	three	three	NUM
american_scientific_journal-7149	45	9	broad	broad	ADJ
american_scientific_journal-7149	45	10	categories	category	NOUN
american_scientific_journal-7149	45	11	;	;	PUNCT
american_scientific_journal-7149	46	1	supervised	supervised	ADJ
american_scientific_journal-7149	46	2	learning	learning	NOUN
american_scientific_journal-7149	46	3	,	,	PUNCT
american_scientific_journal-7149	46	4	unsupervised	unsupervised	ADJ
american_scientific_journal-7149	46	5	learning	learning	NOUN
american_scientific_journal-7149	46	6	and	and	CCONJ
american_scientific_journal-7149	46	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	46	8	learning	learning	NOUN
american_scientific_journal-7149	46	9	[	[	X
american_scientific_journal-7149	46	10	13	13	NUM
american_scientific_journal-7149	46	11	]	]	PUNCT
american_scientific_journal-7149	46	12	.	.	PUNCT
american_scientific_journal-7149	47	1	the	the	DET
american_scientific_journal-7149	47	2	aim	aim	NOUN
american_scientific_journal-7149	47	3	of	of	ADP
american_scientific_journal-7149	47	4	supervised	supervised	ADJ
american_scientific_journal-7149	47	5	learning	learning	NOUN
american_scientific_journal-7149	47	6	is	be	AUX
american_scientific_journal-7149	47	7	to	to	PART
american_scientific_journal-7149	47	8	learn	learn	VERB
american_scientific_journal-7149	47	9	the	the	DET
american_scientific_journal-7149	47	10	optimal	optimal	ADJ
american_scientific_journal-7149	47	11	mapping	mapping	NOUN
american_scientific_journal-7149	47	12	function	function	NOUN
american_scientific_journal-7149	47	13	that	that	PRON
american_scientific_journal-7149	47	14	maps	map	VERB
american_scientific_journal-7149	47	15	inputs	input	NOUN
american_scientific_journal-7149	47	16	into	into	ADP
american_scientific_journal-7149	47	17	outputs	output	NOUN
american_scientific_journal-7149	47	18	;	;	PUNCT
american_scientific_journal-7149	47	19	this	this	PRON
american_scientific_journal-7149	47	20	is	be	AUX
american_scientific_journal-7149	47	21	accomplished	accomplish	VERB
american_scientific_journal-7149	47	22	by	by	ADP
american_scientific_journal-7149	47	23	training	train	VERB
american_scientific_journal-7149	47	24	the	the	DET
american_scientific_journal-7149	47	25	algorithm	algorithm	NOUN
american_scientific_journal-7149	47	26	using	use	VERB
american_scientific_journal-7149	47	27	labeled	label	VERB
american_scientific_journal-7149	47	28	input	input	NOUN
american_scientific_journal-7149	47	29	and	and	CCONJ
american_scientific_journal-7149	47	30	output	output	NOUN
american_scientific_journal-7149	47	31	data	datum	NOUN
american_scientific_journal-7149	47	32	.	.	PUNCT
american_scientific_journal-7149	48	1	examples	example	NOUN
american_scientific_journal-7149	48	2	of	of	ADP
american_scientific_journal-7149	48	3	supervised	supervised	ADJ
american_scientific_journal-7149	48	4	learning	learning	NOUN
american_scientific_journal-7149	48	5	include	include	VERB
american_scientific_journal-7149	48	6	classification	classification	NOUN
american_scientific_journal-7149	48	7	,	,	PUNCT
american_scientific_journal-7149	48	8	regression	regression	NOUN
american_scientific_journal-7149	48	9	and	and	CCONJ
american_scientific_journal-7149	48	10	neural	neural	ADJ
american_scientific_journal-7149	48	11	networks	network	NOUN
american_scientific_journal-7149	48	12	.	.	PUNCT
american_scientific_journal-7149	49	1	unsupervised	unsupervised	ADJ
american_scientific_journal-7149	49	2	learning	learn	VERB
american_scientific_journal-7149	49	3	algorithms	algorithm	NOUN
american_scientific_journal-7149	49	4	analyze	analyze	VERB
american_scientific_journal-7149	49	5	unlabeled	unlabeled	ADJ
american_scientific_journal-7149	49	6	data	datum	NOUN
american_scientific_journal-7149	49	7	with	with	ADP
american_scientific_journal-7149	49	8	the	the	DET
american_scientific_journal-7149	49	9	aim	aim	NOUN
american_scientific_journal-7149	49	10	of	of	ADP
american_scientific_journal-7149	49	11	identifying	identify	VERB
american_scientific_journal-7149	49	12	patterns	pattern	NOUN
american_scientific_journal-7149	49	13	within	within	ADP
american_scientific_journal-7149	49	14	the	the	DET
american_scientific_journal-7149	49	15	data	data	NOUN
american_scientific_journal-7149	49	16	set	set	VERB
american_scientific_journal-7149	49	17	;	;	PUNCT
american_scientific_journal-7149	49	18	clustering	cluster	VERB
american_scientific_journal-7149	49	19	is	be	AUX
american_scientific_journal-7149	49	20	an	an	DET
american_scientific_journal-7149	49	21	example	example	NOUN
american_scientific_journal-7149	49	22	of	of	ADP
american_scientific_journal-7149	49	23	supervised	supervised	ADJ
american_scientific_journal-7149	49	24	learning	learning	NOUN
american_scientific_journal-7149	49	25	.	.	PUNCT
american_scientific_journal-7149	50	1	in	in	ADP
american_scientific_journal-7149	50	2	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	50	3	learning	learning	NOUN
american_scientific_journal-7149	50	4	,	,	PUNCT
american_scientific_journal-7149	50	5	an	an	DET
american_scientific_journal-7149	50	6	agent	agent	NOUN
american_scientific_journal-7149	50	7	learns	learn	VERB
american_scientific_journal-7149	50	8	by	by	ADP
american_scientific_journal-7149	50	9	taking	take	VERB
american_scientific_journal-7149	50	10	actions	action	NOUN
american_scientific_journal-7149	50	11	in	in	ADP
american_scientific_journal-7149	50	12	an	an	DET
american_scientific_journal-7149	50	13	environment	environment	NOUN
american_scientific_journal-7149	50	14	,	,	PUNCT
american_scientific_journal-7149	50	15	observing	observe	VERB
american_scientific_journal-7149	50	16	the	the	DET
american_scientific_journal-7149	50	17	rewards	reward	NOUN
american_scientific_journal-7149	50	18	(	(	PUNCT
american_scientific_journal-7149	50	19	or	or	CCONJ
american_scientific_journal-7149	50	20	penalty	penalty	NOUN
american_scientific_journal-7149	50	21	)	)	PUNCT
american_scientific_journal-7149	50	22	received	receive	VERB
american_scientific_journal-7149	50	23	,	,	PUNCT
american_scientific_journal-7149	50	24	and	and	CCONJ
american_scientific_journal-7149	50	25	then	then	ADV
american_scientific_journal-7149	50	26	automatically	automatically	ADV
american_scientific_journal-7149	50	27	modifying	modify	VERB
american_scientific_journal-7149	50	28	its	its	PRON
american_scientific_journal-7149	50	29	strategy	strategy	NOUN
american_scientific_journal-7149	50	30	to	to	PART
american_scientific_journal-7149	50	31	achieve	achieve	VERB
american_scientific_journal-7149	50	32	the	the	DET
american_scientific_journal-7149	50	33	optimal	optimal	ADJ
american_scientific_journal-7149	50	34	policy	policy	NOUN
american_scientific_journal-7149	50	35	,	,	PUNCT
american_scientific_journal-7149	50	36	which	which	PRON
american_scientific_journal-7149	50	37	is	be	AUX
american_scientific_journal-7149	50	38	a	a	DET
american_scientific_journal-7149	50	39	sequence	sequence	NOUN
american_scientific_journal-7149	50	40	of	of	ADP
american_scientific_journal-7149	50	41	reward	reward	NOUN
american_scientific_journal-7149	50	42	maximizing	maximize	VERB
american_scientific_journal-7149	50	43	actions	action	NOUN
american_scientific_journal-7149	50	44	for	for	ADP
american_scientific_journal-7149	50	45	every	every	DET
american_scientific_journal-7149	50	46	state	state	NOUN
american_scientific_journal-7149	50	47	[	[	X
american_scientific_journal-7149	50	48	14	14	NUM
american_scientific_journal-7149	50	49	]	]	PUNCT
american_scientific_journal-7149	50	50	.	.	PUNCT
american_scientific_journal-7149	51	1	deep	deep	ADJ
american_scientific_journal-7149	51	2	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	51	3	learning	learning	NOUN
american_scientific_journal-7149	51	4	,	,	PUNCT
american_scientific_journal-7149	51	5	more	more	ADV
american_scientific_journal-7149	51	6	specifically	specifically	ADV
american_scientific_journal-7149	51	7	deep	deep	ADJ
american_scientific_journal-7149	51	8	q	q	NOUN
american_scientific_journal-7149	51	9	-	-	PUNCT
american_scientific_journal-7149	51	10	learning	learning	NOUN
american_scientific_journal-7149	51	11	,	,	PUNCT
american_scientific_journal-7149	51	12	combines	combine	VERB
american_scientific_journal-7149	51	13	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	51	14	learning	learning	NOUN
american_scientific_journal-7149	51	15	and	and	CCONJ
american_scientific_journal-7149	51	16	deep	deep	ADJ
american_scientific_journal-7149	51	17	learning	learning	NOUN
american_scientific_journal-7149	51	18	.	.	PUNCT
american_scientific_journal-7149	52	1	in	in	ADP
american_scientific_journal-7149	52	2	this	this	DET
american_scientific_journal-7149	52	3	section	section	NOUN
american_scientific_journal-7149	52	4	,	,	PUNCT
american_scientific_journal-7149	52	5	the	the	DET
american_scientific_journal-7149	52	6	fundamentals	fundamental	NOUN
american_scientific_journal-7149	52	7	of	of	ADP
american_scientific_journal-7149	52	8	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	52	9	learning	learning	NOUN
american_scientific_journal-7149	52	10	(	(	PUNCT
american_scientific_journal-7149	52	11	rl	rl	NOUN
american_scientific_journal-7149	52	12	)	)	PUNCT
american_scientific_journal-7149	52	13	and	and	CCONJ
american_scientific_journal-7149	52	14	deep	deep	ADJ
american_scientific_journal-7149	52	15	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	52	16	learning	learning	NOUN
american_scientific_journal-7149	52	17	(	(	PUNCT
american_scientific_journal-7149	52	18	drl	drl	PROPN
american_scientific_journal-7149	52	19	)	)	PUNCT
american_scientific_journal-7149	52	20	are	be	AUX
american_scientific_journal-7149	52	21	presented	present	VERB
american_scientific_journal-7149	52	22	.	.	PUNCT
american_scientific_journal-7149	53	1	2.1	2.1	NUM
american_scientific_journal-7149	53	2	.	.	PUNCT
american_scientific_journal-7149	53	3	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	53	4	learning	learning	NOUN
american_scientific_journal-7149	53	5	in	in	ADP
american_scientific_journal-7149	53	6	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	53	7	learning	learning	NOUN
american_scientific_journal-7149	53	8	,	,	PUNCT
american_scientific_journal-7149	53	9	a	a	DET
american_scientific_journal-7149	53	10	markov	markov	NOUN
american_scientific_journal-7149	53	11	decision	decision	NOUN
american_scientific_journal-7149	53	12	process	process	NOUN
american_scientific_journal-7149	53	13	(	(	PUNCT
american_scientific_journal-7149	53	14	mdp	mdp	NOUN
american_scientific_journal-7149	53	15	)	)	PUNCT
american_scientific_journal-7149	54	1	[	[	X
american_scientific_journal-7149	54	2	15	15	NUM
american_scientific_journal-7149	54	3	]	]	PUNCT
american_scientific_journal-7149	54	4	is	be	AUX
american_scientific_journal-7149	54	5	used	use	VERB
american_scientific_journal-7149	54	6	in	in	ADP
american_scientific_journal-7149	54	7	problem	problem	NOUN
american_scientific_journal-7149	54	8	formulation	formulation	NOUN
american_scientific_journal-7149	54	9	;	;	PUNCT
american_scientific_journal-7149	54	10	in	in	ADP
american_scientific_journal-7149	54	11	mdp	mdp	NOUN
american_scientific_journal-7149	54	12	the	the	DET
american_scientific_journal-7149	54	13	system	system	NOUN
american_scientific_journal-7149	54	14	is	be	AUX
american_scientific_journal-7149	54	15	modeled	model	VERB
american_scientific_journal-7149	54	16	as	as	ADP
american_scientific_journal-7149	54	17	(	(	PUNCT
american_scientific_journal-7149	54	18	i	i	NOUN
american_scientific_journal-7149	54	19	)	)	PUNCT
american_scientific_journal-7149	54	20	a	a	DET
american_scientific_journal-7149	54	21	finite	finite	NOUN
american_scientific_journal-7149	54	22	set	set	NOUN
american_scientific_journal-7149	54	23	of	of	ADP
american_scientific_journal-7149	54	24	states	state	NOUN
american_scientific_journal-7149	54	25	,	,	PUNCT
american_scientific_journal-7149	54	26	𝑠	𝑠	PROPN
american_scientific_journal-7149	54	27	∈	∈	PROPN
american_scientific_journal-7149	54	28	𝑆	𝑆	PROPN
american_scientific_journal-7149	54	29	,	,	PUNCT
american_scientific_journal-7149	54	30	(	(	PUNCT
american_scientific_journal-7149	54	31	ii	ii	NOUN
american_scientific_journal-7149	54	32	)	)	PUNCT
american_scientific_journal-7149	54	33	a	a	DET
american_scientific_journal-7149	54	34	finite	finite	NOUN
american_scientific_journal-7149	54	35	set	set	NOUN
american_scientific_journal-7149	54	36	of	of	ADP
american_scientific_journal-7149	54	37	actions	action	NOUN
american_scientific_journal-7149	54	38	,	,	PUNCT
american_scientific_journal-7149	54	39	𝑎	𝑎	PROPN
american_scientific_journal-7149	54	40	∈	∈	PROPN
american_scientific_journal-7149	54	41	𝐴	𝐴	NOUN
american_scientific_journal-7149	54	42	,	,	PUNCT
american_scientific_journal-7149	54	43	(	(	PUNCT
american_scientific_journal-7149	54	44	iii	iii	X
american_scientific_journal-7149	54	45	)	)	PUNCT
american_scientific_journal-7149	54	46	probability	probability	NOUN
american_scientific_journal-7149	54	47	of	of	ADP
american_scientific_journal-7149	54	48	transitioning	transition	VERB
american_scientific_journal-7149	54	49	from	from	ADP
american_scientific_journal-7149	54	50	state	state	NOUN
american_scientific_journal-7149	54	51	s	s	NOUN
american_scientific_journal-7149	54	52	to	to	PART
american_scientific_journal-7149	54	53	state	state	VERB
american_scientific_journal-7149	54	54	𝑠′	𝑠′	PROPN
american_scientific_journal-7149	54	55	(	(	PUNCT
american_scientific_journal-7149	54	56	𝑠	𝑠	PROPN
american_scientific_journal-7149	54	57	,	,	PUNCT
american_scientific_journal-7149	54	58	𝑠′	𝑠′	PROPN
american_scientific_journal-7149	54	59	∈	∈	PROPN
american_scientific_journal-7149	54	60	𝑆	𝑆	PROPN
american_scientific_journal-7149	54	61	)	)	PUNCT
american_scientific_journal-7149	54	62	when	when	SCONJ
american_scientific_journal-7149	54	63	action	action	NOUN
american_scientific_journal-7149	54	64	𝑎	𝑎	PROPN
american_scientific_journal-7149	54	65	∈	∈	PROPN
american_scientific_journal-7149	54	66	𝐴	𝐴	PROPN
american_scientific_journal-7149	54	67	is	be	AUX
american_scientific_journal-7149	54	68	executed	execute	VERB
american_scientific_journal-7149	54	69	and	and	CCONJ
american_scientific_journal-7149	54	70	(	(	PUNCT
american_scientific_journal-7149	54	71	iv	iv	X
american_scientific_journal-7149	54	72	)	)	PUNCT
american_scientific_journal-7149	54	73	an	an	DET
american_scientific_journal-7149	54	74	immediate	immediate	ADJ
american_scientific_journal-7149	54	75	reward	reward	NOUN
american_scientific_journal-7149	54	76	,	,	PUNCT
american_scientific_journal-7149	54	77	𝑟	𝑟	X
american_scientific_journal-7149	54	78	,	,	PUNCT
american_scientific_journal-7149	54	79	received	receive	VERB
american_scientific_journal-7149	54	80	after	after	ADP
american_scientific_journal-7149	54	81	action	action	NOUN
american_scientific_journal-7149	54	82	𝑎	𝑎	NOUN
american_scientific_journal-7149	54	83	is	be	AUX
american_scientific_journal-7149	54	84	performed	perform	VERB
american_scientific_journal-7149	54	85	.	.	PUNCT
american_scientific_journal-7149	55	1	the	the	DET
american_scientific_journal-7149	55	2	agent	agent	NOUN
american_scientific_journal-7149	55	3	exists	exist	VERB
american_scientific_journal-7149	55	4	in	in	ADP
american_scientific_journal-7149	55	5	an	an	DET
american_scientific_journal-7149	55	6	environment	environment	NOUN
american_scientific_journal-7149	55	7	defined	define	VERB
american_scientific_journal-7149	55	8	by	by	ADP
american_scientific_journal-7149	55	9	the	the	DET
american_scientific_journal-7149	55	10	state	state	NOUN
american_scientific_journal-7149	55	11	space	space	NOUN
american_scientific_journal-7149	55	12	𝑆	𝑆	PROPN
american_scientific_journal-7149	55	13	,	,	PUNCT
american_scientific_journal-7149	55	14	and	and	CCONJ
american_scientific_journal-7149	55	15	in	in	ADP
american_scientific_journal-7149	55	16	each	each	DET
american_scientific_journal-7149	55	17	discrete	discrete	ADJ
american_scientific_journal-7149	55	18	time	time	NOUN
american_scientific_journal-7149	55	19	step	step	NOUN
american_scientific_journal-7149	55	20	𝑡	𝑡	PROPN
american_scientific_journal-7149	55	21	,	,	PUNCT
american_scientific_journal-7149	55	22	the	the	DET
american_scientific_journal-7149	55	23	agent	agent	NOUN
american_scientific_journal-7149	55	24	performs	perform	VERB
american_scientific_journal-7149	55	25	action	action	NOUN
american_scientific_journal-7149	55	26	𝑎𝑡	𝑎𝑡	ADP
american_scientific_journal-7149	55	27	while	while	SCONJ
american_scientific_journal-7149	55	28	in	in	ADP
american_scientific_journal-7149	55	29	state	state	NOUN
american_scientific_journal-7149	55	30	𝑠𝑡	𝑠𝑡	PROPN
american_scientific_journal-7149	55	31	it	it	PRON
american_scientific_journal-7149	55	32	receives	receive	VERB
american_scientific_journal-7149	55	33	a	a	DET
american_scientific_journal-7149	55	34	reward	reward	NOUN
american_scientific_journal-7149	55	35	𝑟𝑡	𝑟𝑡	NOUN
american_scientific_journal-7149	55	36	which	which	PRON
american_scientific_journal-7149	55	37	is	be	AUX
american_scientific_journal-7149	55	38	the	the	DET
american_scientific_journal-7149	55	39	immediate	immediate	ADJ
american_scientific_journal-7149	55	40	value	value	NOUN
american_scientific_journal-7149	55	41	of	of	ADP
american_scientific_journal-7149	55	42	the	the	DET
american_scientific_journal-7149	55	43	state	state	NOUN
american_scientific_journal-7149	55	44	-	-	PUNCT
american_scientific_journal-7149	55	45	action	action	NOUN
american_scientific_journal-7149	55	46	transition	transition	NOUN
american_scientific_journal-7149	55	47	,	,	PUNCT
american_scientific_journal-7149	55	48	as	as	SCONJ
american_scientific_journal-7149	55	49	shown	show	VERB
american_scientific_journal-7149	55	50	in	in	ADP
american_scientific_journal-7149	55	51	figure	figure	NOUN
american_scientific_journal-7149	55	52	1(a	1(a	NUM
american_scientific_journal-7149	55	53	)	)	PUNCT
american_scientific_journal-7149	55	54	.	.	PUNCT
american_scientific_journal-7149	56	1	the	the	DET
american_scientific_journal-7149	56	2	policy	policy	NOUN
american_scientific_journal-7149	56	3	𝜋	𝜋	NOUN
american_scientific_journal-7149	56	4	∶	∶	NOUN
american_scientific_journal-7149	56	5	𝑆	𝑆	PROPN
american_scientific_journal-7149	56	6	→	→	SYM
american_scientific_journal-7149	56	7	𝐴	𝐴	PROPN
american_scientific_journal-7149	56	8	is	be	AUX
american_scientific_journal-7149	56	9	a	a	DET
american_scientific_journal-7149	56	10	state	state	NOUN
american_scientific_journal-7149	56	11	to	to	ADP
american_scientific_journal-7149	56	12	action	action	NOUN
american_scientific_journal-7149	56	13	mapping	mapping	NOUN
american_scientific_journal-7149	56	14	.	.	PUNCT
american_scientific_journal-7149	57	1	in	in	ADP
american_scientific_journal-7149	57	2	mdp	mdp	PROPN
american_scientific_journal-7149	57	3	problem	problem	NOUN
american_scientific_journal-7149	57	4	formulation	formulation	NOUN
american_scientific_journal-7149	57	5	,	,	PUNCT
american_scientific_journal-7149	57	6	the	the	DET
american_scientific_journal-7149	57	7	aim	aim	NOUN
american_scientific_journal-7149	57	8	is	be	AUX
american_scientific_journal-7149	57	9	for	for	SCONJ
american_scientific_journal-7149	57	10	the	the	DET
american_scientific_journal-7149	57	11	agent	agent	NOUN
american_scientific_journal-7149	57	12	to	to	PART
american_scientific_journal-7149	57	13	maximize	maximize	VERB
american_scientific_journal-7149	57	14	the	the	DET
american_scientific_journal-7149	57	15	cumulative	cumulative	ADJ
american_scientific_journal-7149	57	16	reward	reward	NOUN
american_scientific_journal-7149	57	17	.	.	PUNCT
american_scientific_journal-7149	58	1	to	to	ADP
american_scientific_journal-7149	58	2	this	this	DET
american_scientific_journal-7149	58	3	end	end	NOUN
american_scientific_journal-7149	58	4	,	,	PUNCT
american_scientific_journal-7149	58	5	for	for	ADP
american_scientific_journal-7149	58	6	a	a	DET
american_scientific_journal-7149	58	7	finite	finite	ADJ
american_scientific_journal-7149	58	8	time	time	NOUN
american_scientific_journal-7149	58	9	horizon	horizon	NOUN
american_scientific_journal-7149	58	10	and	and	CCONJ
american_scientific_journal-7149	58	11	discounted	discount	VERB
american_scientific_journal-7149	58	12	mdp	mdp	PROPN
american_scientific_journal-7149	58	13	,	,	PUNCT
american_scientific_journal-7149	58	14	the	the	DET
american_scientific_journal-7149	58	15	value	value	NOUN
american_scientific_journal-7149	58	16	function	function	NOUN
american_scientific_journal-7149	58	17	that	that	PRON
american_scientific_journal-7149	58	18	is	be	AUX
american_scientific_journal-7149	58	19	used	use	VERB
american_scientific_journal-7149	58	20	to	to	PART
american_scientific_journal-7149	58	21	measure	measure	VERB
american_scientific_journal-7149	58	22	the	the	DET
american_scientific_journal-7149	58	23	worth	worth	NOUN
american_scientific_journal-7149	58	24	of	of	ADP
american_scientific_journal-7149	58	25	a	a	DET
american_scientific_journal-7149	58	26	policy	policy	NOUN
american_scientific_journal-7149	58	27	is	be	AUX
american_scientific_journal-7149	58	28	defined	define	VERB
american_scientific_journal-7149	58	29	as	as	SCONJ
american_scientific_journal-7149	58	30	follows	follow	VERB
american_scientific_journal-7149	58	31	𝑉𝜋(𝑠𝑡	𝑉𝜋(𝑠𝑡	NOUN
american_scientific_journal-7149	58	32	)	)	PUNCT
american_scientific_journal-7149	58	33	=	=	SYM
american_scientific_journal-7149	58	34	∑𝛾𝑖𝑟𝑡+𝑖	∑𝛾𝑖𝑟𝑡+𝑖	NOUN
american_scientific_journal-7149	58	35	,	,	PUNCT
american_scientific_journal-7149	58	36	∞	∞	PROPN
american_scientific_journal-7149	58	37	𝑖=0	𝑖=0	PROPN
american_scientific_journal-7149	58	38	∀𝑠	∀𝑠	PROPN
american_scientific_journal-7149	58	39	∈	∈	PROPN
american_scientific_journal-7149	58	40	𝑆	𝑆	PROPN
american_scientific_journal-7149	58	41	0	0	NUM
american_scientific_journal-7149	58	42	≤	≤	NOUN
american_scientific_journal-7149	58	43	𝛾	𝛾	ADP
american_scientific_journal-7149	58	44	<	<	X
american_scientific_journal-7149	58	45	1	1	NUM
american_scientific_journal-7149	58	46	is	be	AUX
american_scientific_journal-7149	58	47	the	the	DET
american_scientific_journal-7149	58	48	discount	discount	NOUN
american_scientific_journal-7149	58	49	factor	factor	NOUN
american_scientific_journal-7149	58	50	.	.	PUNCT
american_scientific_journal-7149	59	1	the	the	DET
american_scientific_journal-7149	59	2	optimal	optimal	ADJ
american_scientific_journal-7149	59	3	policy	policy	NOUN
american_scientific_journal-7149	59	4	𝜋∗	𝜋∗	NOUN
american_scientific_journal-7149	59	5	,	,	PUNCT
american_scientific_journal-7149	59	6	enables	enable	VERB
american_scientific_journal-7149	59	7	an	an	DET
american_scientific_journal-7149	59	8	agent	agent	NOUN
american_scientific_journal-7149	59	9	select	select	VERB
american_scientific_journal-7149	59	10	the	the	DET
american_scientific_journal-7149	59	11	optimal	optimal	ADJ
american_scientific_journal-7149	59	12	action	action	NOUN
american_scientific_journal-7149	59	13	𝑎𝑡	𝑎𝑡	ADP
american_scientific_journal-7149	59	14	,	,	PUNCT
american_scientific_journal-7149	59	15	given	give	VERB
american_scientific_journal-7149	59	16	a	a	DET
american_scientific_journal-7149	59	17	current	current	ADJ
american_scientific_journal-7149	59	18	state	state	NOUN
american_scientific_journal-7149	59	19	𝑠𝑡	𝑠𝑡	PROPN
american_scientific_journal-7149	59	20	;	;	PUNCT
american_scientific_journal-7149	59	21	this	this	PRON
american_scientific_journal-7149	59	22	can	can	AUX
american_scientific_journal-7149	59	23	be	be	AUX
american_scientific_journal-7149	59	24	achieved	achieve	VERB
american_scientific_journal-7149	59	25	by	by	ADP
american_scientific_journal-7149	59	26	the	the	DET
american_scientific_journal-7149	59	27	agent	agent	NOUN
american_scientific_journal-7149	59	28	learning	learn	VERB
american_scientific_journal-7149	59	29	the	the	DET
american_scientific_journal-7149	59	30	optimal	optimal	ADJ
american_scientific_journal-7149	59	31	value	value	NOUN
american_scientific_journal-7149	59	32	function	function	NOUN
american_scientific_journal-7149	59	33	given	give	VERB
american_scientific_journal-7149	59	34	by	by	ADP
american_scientific_journal-7149	59	35	[	[	X
american_scientific_journal-7149	59	36	3	3	NUM
american_scientific_journal-7149	59	37	]	]	PUNCT
american_scientific_journal-7149	59	38	𝑉∗(𝑠	𝑉∗(𝑠	X
american_scientific_journal-7149	59	39	)	)	PUNCT
american_scientific_journal-7149	60	1	=	=	SYM
american_scientific_journal-7149	60	2	max	max	PROPN
american_scientific_journal-7149	60	3	𝑎𝑡	𝑎𝑡	ADP
american_scientific_journal-7149	60	4	[	[	X
american_scientific_journal-7149	60	5	𝑟(𝑠𝑡	𝑟(𝑠𝑡	NOUN
american_scientific_journal-7149	60	6	,	,	PUNCT
american_scientific_journal-7149	60	7	𝑎𝑡	𝑎𝑡	PROPN
american_scientific_journal-7149	60	8	)	)	PUNCT
american_scientific_journal-7149	60	9	+	+	NUM
american_scientific_journal-7149	60	10	𝛾𝑉𝜋(𝑠𝑡+1	𝛾𝑉𝜋(𝑠𝑡+1	NOUN
american_scientific_journal-7149	60	11	)	)	PUNCT
american_scientific_journal-7149	60	12	]	]	PUNCT
american_scientific_journal-7149	60	13	american	american	PROPN
american_scientific_journal-7149	60	14	academic	academic	ADJ
american_scientific_journal-7149	60	15	scientific	scientific	ADJ
american_scientific_journal-7149	60	16	research	research	NOUN
american_scientific_journal-7149	60	17	journal	journal	NOUN
american_scientific_journal-7149	60	18	for	for	ADP
american_scientific_journal-7149	60	19	engineering	engineering	NOUN
american_scientific_journal-7149	60	20	,	,	PUNCT
american_scientific_journal-7149	60	21	technology	technology	NOUN
american_scientific_journal-7149	60	22	,	,	PUNCT
american_scientific_journal-7149	60	23	and	and	CCONJ
american_scientific_journal-7149	60	24	sciences	science	NOUN
american_scientific_journal-7149	60	25	(	(	PUNCT
american_scientific_journal-7149	60	26	asrjets	asrjet	NOUN
american_scientific_journal-7149	60	27	)	)	PUNCT
american_scientific_journal-7149	60	28	(	(	PUNCT
american_scientific_journal-7149	60	29	2021	2021	NUM
american_scientific_journal-7149	60	30	)	)	PUNCT
american_scientific_journal-7149	60	31	volume	volume	NOUN
american_scientific_journal-7149	60	32	84	84	NUM
american_scientific_journal-7149	60	33	,	,	PUNCT
american_scientific_journal-7149	60	34	no	no	DET
american_scientific_journal-7149	60	35	1	1	NUM
american_scientific_journal-7149	60	36	,	,	PUNCT
american_scientific_journal-7149	60	37	pp	pp	ADV
american_scientific_journal-7149	60	38	15	15	NUM
american_scientific_journal-7149	60	39	-	-	SYM
american_scientific_journal-7149	60	40	26	26	NUM
american_scientific_journal-7149	60	41	18	18	NUM
american_scientific_journal-7149	60	42	2.1.1	2.1.1	NUM
american_scientific_journal-7149	60	43	.	.	PUNCT
american_scientific_journal-7149	61	1	q	q	X
american_scientific_journal-7149	61	2	-	-	PUNCT
american_scientific_journal-7149	61	3	learning	learn	VERB
american_scientific_journal-7149	61	4	the	the	DET
american_scientific_journal-7149	61	5	most	most	ADV
american_scientific_journal-7149	61	6	popular	popular	ADJ
american_scientific_journal-7149	61	7	and	and	CCONJ
american_scientific_journal-7149	61	8	effective	effective	ADJ
american_scientific_journal-7149	61	9	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	61	10	learning	learning	NOUN
american_scientific_journal-7149	61	11	technique	technique	NOUN
american_scientific_journal-7149	61	12	in	in	ADP
american_scientific_journal-7149	61	13	literature	literature	NOUN
american_scientific_journal-7149	61	14	is	be	AUX
american_scientific_journal-7149	61	15	q	q	ADJ
american_scientific_journal-7149	61	16	-	-	PUNCT
american_scientific_journal-7149	61	17	learning	learning	NOUN
american_scientific_journal-7149	61	18	.	.	PUNCT
american_scientific_journal-7149	62	1	q	q	X
american_scientific_journal-7149	62	2	-	-	PUNCT
american_scientific_journal-7149	62	3	learning	learning	NOUN
american_scientific_journal-7149	62	4	is	be	AUX
american_scientific_journal-7149	62	5	model	model	NOUN
american_scientific_journal-7149	62	6	free	free	ADJ
american_scientific_journal-7149	62	7	in	in	SCONJ
american_scientific_journal-7149	62	8	that	that	SCONJ
american_scientific_journal-7149	62	9	it	it	PRON
american_scientific_journal-7149	62	10	does	do	AUX
american_scientific_journal-7149	62	11	not	not	PART
american_scientific_journal-7149	62	12	use	use	VERB
american_scientific_journal-7149	62	13	transition	transition	NOUN
american_scientific_journal-7149	62	14	probabilities	probability	NOUN
american_scientific_journal-7149	62	15	or	or	CCONJ
american_scientific_journal-7149	62	16	the	the	DET
american_scientific_journal-7149	62	17	value	value	NOUN
american_scientific_journal-7149	62	18	function	function	NOUN
american_scientific_journal-7149	62	19	𝑉∗(𝑠	𝑉∗(𝑠	NOUN
american_scientific_journal-7149	62	20	)	)	PUNCT
american_scientific_journal-7149	62	21	defined	define	VERB
american_scientific_journal-7149	62	22	above	above	ADV
american_scientific_journal-7149	62	23	.	.	PUNCT
american_scientific_journal-7149	63	1	in	in	ADP
american_scientific_journal-7149	63	2	qlearning	qlearning	NOUN
american_scientific_journal-7149	63	3	,	,	PUNCT
american_scientific_journal-7149	63	4	the	the	DET
american_scientific_journal-7149	63	5	optimal	optimal	ADJ
american_scientific_journal-7149	63	6	policy	policy	NOUN
american_scientific_journal-7149	63	7	is	be	AUX
american_scientific_journal-7149	63	8	realized	realize	VERB
american_scientific_journal-7149	63	9	by	by	ADP
american_scientific_journal-7149	63	10	determining	determine	VERB
american_scientific_journal-7149	63	11	the	the	DET
american_scientific_journal-7149	63	12	optimal	optimal	ADJ
american_scientific_journal-7149	63	13	values	value	NOUN
american_scientific_journal-7149	63	14	of	of	ADP
american_scientific_journal-7149	63	15	the	the	DET
american_scientific_journal-7149	63	16	q	q	NOUN
american_scientific_journal-7149	63	17	-	-	PUNCT
american_scientific_journal-7149	63	18	function	function	NOUN
american_scientific_journal-7149	63	19	,	,	PUNCT
american_scientific_journal-7149	63	20	𝑄(𝑠	𝑄(𝑠	PROPN
american_scientific_journal-7149	63	21	,	,	PUNCT
american_scientific_journal-7149	63	22	𝑎	𝑎	NOUN
american_scientific_journal-7149	63	23	)	)	PUNCT
american_scientific_journal-7149	63	24	,	,	PUNCT
american_scientific_journal-7149	63	25	defined	define	VERB
american_scientific_journal-7149	63	26	as	as	ADP
american_scientific_journal-7149	63	27	𝑄(𝑠	𝑄(𝑠	PROPN
american_scientific_journal-7149	63	28	,	,	PUNCT
american_scientific_journal-7149	63	29	𝑎	𝑎	NOUN
american_scientific_journal-7149	63	30	)	)	PUNCT
american_scientific_journal-7149	63	31	=	=	SYM
american_scientific_journal-7149	63	32	𝑟(𝑠𝑡	𝑟(𝑠𝑡	NOUN
american_scientific_journal-7149	63	33	,	,	PUNCT
american_scientific_journal-7149	63	34	𝑎𝑡	𝑎𝑡	PROPN
american_scientific_journal-7149	63	35	)	)	PUNCT
american_scientific_journal-7149	63	36	+	+	CCONJ
american_scientific_journal-7149	63	37	𝛾𝑉𝜋(𝑠𝑡+1	𝛾𝑉𝜋(𝑠𝑡+1	NOUN
american_scientific_journal-7149	63	38	)	)	PUNCT
american_scientific_journal-7149	63	39	the	the	DET
american_scientific_journal-7149	63	40	q	q	ADJ
american_scientific_journal-7149	63	41	values	value	NOUN
american_scientific_journal-7149	63	42	are	be	AUX
american_scientific_journal-7149	63	43	stored	store	VERB
american_scientific_journal-7149	63	44	in	in	ADP
american_scientific_journal-7149	63	45	a	a	DET
american_scientific_journal-7149	63	46	table	table	NOUN
american_scientific_journal-7149	63	47	,	,	PUNCT
american_scientific_journal-7149	63	48	the	the	DET
american_scientific_journal-7149	63	49	q	q	NOUN
american_scientific_journal-7149	63	50	-	-	PUNCT
american_scientific_journal-7149	63	51	table	table	NOUN
american_scientific_journal-7149	63	52	,	,	PUNCT
american_scientific_journal-7149	63	53	with	with	ADP
american_scientific_journal-7149	63	54	each	each	DET
american_scientific_journal-7149	63	55	state	state	NOUN
american_scientific_journal-7149	63	56	-	-	PUNCT
american_scientific_journal-7149	63	57	action	action	NOUN
american_scientific_journal-7149	63	58	pair	pair	NOUN
american_scientific_journal-7149	63	59	having	have	VERB
american_scientific_journal-7149	63	60	a	a	DET
american_scientific_journal-7149	63	61	separate	separate	ADJ
american_scientific_journal-7149	63	62	entry	entry	NOUN
american_scientific_journal-7149	63	63	.	.	PUNCT
american_scientific_journal-7149	64	1	the	the	DET
american_scientific_journal-7149	64	2	q	q	NOUN
american_scientific_journal-7149	64	3	-	-	PUNCT
american_scientific_journal-7149	64	4	table	table	NOUN
american_scientific_journal-7149	64	5	is	be	AUX
american_scientific_journal-7149	64	6	updated	update	VERB
american_scientific_journal-7149	64	7	in	in	ADP
american_scientific_journal-7149	64	8	an	an	DET
american_scientific_journal-7149	64	9	iterative	iterative	NOUN
american_scientific_journal-7149	64	10	manner	manner	NOUN
american_scientific_journal-7149	64	11	as	as	SCONJ
american_scientific_journal-7149	64	12	follows	follow	VERB
american_scientific_journal-7149	64	13	.	.	PUNCT
american_scientific_journal-7149	65	1	the	the	DET
american_scientific_journal-7149	65	2	agent	agent	NOUN
american_scientific_journal-7149	65	3	,	,	PUNCT
american_scientific_journal-7149	65	4	while	while	SCONJ
american_scientific_journal-7149	65	5	in	in	ADP
american_scientific_journal-7149	65	6	the	the	DET
american_scientific_journal-7149	65	7	present	present	ADJ
american_scientific_journal-7149	65	8	state	state	NOUN
american_scientific_journal-7149	65	9	𝑠	𝑠	PROPN
american_scientific_journal-7149	65	10	,	,	PUNCT
american_scientific_journal-7149	65	11	executes	execute	VERB
american_scientific_journal-7149	65	12	an	an	DET
american_scientific_journal-7149	65	13	action	action	NOUN
american_scientific_journal-7149	65	14	𝑎	𝑎	ADP
american_scientific_journal-7149	65	15	,	,	PUNCT
american_scientific_journal-7149	65	16	receives	receive	VERB
american_scientific_journal-7149	65	17	reward	reward	NOUN
american_scientific_journal-7149	65	18	𝑟	𝑟	NOUN
american_scientific_journal-7149	65	19	and	and	CCONJ
american_scientific_journal-7149	65	20	moves	move	NOUN
american_scientific_journal-7149	65	21	to	to	ADP
american_scientific_journal-7149	65	22	the	the	DET
american_scientific_journal-7149	65	23	next	next	ADJ
american_scientific_journal-7149	65	24	state	state	NOUN
american_scientific_journal-7149	65	25	𝑠	𝑠	NOUN
american_scientific_journal-7149	65	26	’	'	PUNCT
american_scientific_journal-7149	65	27	.	.	PUNCT
american_scientific_journal-7149	66	1	the	the	DET
american_scientific_journal-7149	66	2	entries	entry	NOUN
american_scientific_journal-7149	66	3	in	in	ADP
american_scientific_journal-7149	66	4	the	the	DET
american_scientific_journal-7149	66	5	q	q	NOUN
american_scientific_journal-7149	66	6	-	-	PUNCT
american_scientific_journal-7149	66	7	table	table	NOUN
american_scientific_journal-7149	66	8	are	be	AUX
american_scientific_journal-7149	66	9	then	then	ADV
american_scientific_journal-7149	66	10	updated	update	VERB
american_scientific_journal-7149	66	11	using	use	VERB
american_scientific_journal-7149	66	12	the	the	DET
american_scientific_journal-7149	66	13	following	follow	VERB
american_scientific_journal-7149	66	14	rule	rule	NOUN
american_scientific_journal-7149	66	15	,	,	PUNCT
american_scientific_journal-7149	66	16	where	where	SCONJ
american_scientific_journal-7149	66	17	𝑄𝑛(𝑠	𝑄𝑛(𝑠	NOUN
american_scientific_journal-7149	66	18	,	,	PUNCT
american_scientific_journal-7149	66	19	𝑎	𝑎	X
american_scientific_journal-7149	66	20	)	)	PUNCT
american_scientific_journal-7149	66	21	denotes	denote	NOUN
american_scientific_journal-7149	66	22	the	the	DET
american_scientific_journal-7149	66	23	learned	learn	VERB
american_scientific_journal-7149	66	24	value	value	NOUN
american_scientific_journal-7149	66	25	after	after	ADP
american_scientific_journal-7149	66	26	the	the	DET
american_scientific_journal-7149	66	27	𝑛𝑡ℎ	𝑛𝑡ℎ	PROPN
american_scientific_journal-7149	66	28	iteration	iteration	NOUN
american_scientific_journal-7149	66	29	;	;	PUNCT
american_scientific_journal-7149	66	30	𝑄𝑛(𝑠	𝑄𝑛(𝑠	NOUN
american_scientific_journal-7149	66	31	,	,	PUNCT
american_scientific_journal-7149	66	32	𝑎	𝑎	NOUN
american_scientific_journal-7149	66	33	)	)	PUNCT
american_scientific_journal-7149	66	34	←	←	PROPN
american_scientific_journal-7149	66	35	𝑄𝑛−1(𝑠	𝑄𝑛−1(𝑠	PROPN
american_scientific_journal-7149	66	36	,	,	PUNCT
american_scientific_journal-7149	66	37	𝑎	𝑎	NOUN
american_scientific_journal-7149	66	38	)	)	PUNCT
american_scientific_journal-7149	67	1	+	+	NOUN
american_scientific_journal-7149	67	2	𝛼𝑛−1	𝛼𝑛−1	PROPN
american_scientific_journal-7149	68	1	[	[	X
american_scientific_journal-7149	68	2	𝑟𝑛	𝑟𝑛	X
american_scientific_journal-7149	68	3	+	+	NUM
american_scientific_journal-7149	68	4	𝛾max	𝛾max	ADJ
american_scientific_journal-7149	68	5	𝑎′	𝑎′	PRON
american_scientific_journal-7149	68	6	𝑄𝑛−1(𝑠	𝑄𝑛−1(𝑠	PROPN
american_scientific_journal-7149	68	7	′	′	NUM
american_scientific_journal-7149	68	8	,	,	PUNCT
american_scientific_journal-7149	68	9	𝑎′	𝑎′	NUM
american_scientific_journal-7149	68	10	)	)	PUNCT
american_scientific_journal-7149	68	11	−𝑄𝑛−1(𝑠	−𝑄𝑛−1(𝑠	PROPN
american_scientific_journal-7149	68	12	,	,	PUNCT
american_scientific_journal-7149	68	13	𝑎	𝑎	NOUN
american_scientific_journal-7149	68	14	)	)	PUNCT
american_scientific_journal-7149	68	15	]	]	PUNCT
american_scientific_journal-7149	68	16	𝛼𝑛	𝛼𝑛	X
american_scientific_journal-7149	68	17	∈	∈	PROPN
american_scientific_journal-7149	69	1	[	[	X
american_scientific_journal-7149	69	2	0,1	0,1	NUM
american_scientific_journal-7149	69	3	]	]	PUNCT
american_scientific_journal-7149	69	4	is	be	AUX
american_scientific_journal-7149	69	5	the	the	DET
american_scientific_journal-7149	69	6	learning	learning	NOUN
american_scientific_journal-7149	69	7	rate	rate	NOUN
american_scientific_journal-7149	69	8	which	which	PRON
american_scientific_journal-7149	69	9	has	have	VERB
american_scientific_journal-7149	69	10	to	to	PART
american_scientific_journal-7149	69	11	satisfy	satisfy	VERB
american_scientific_journal-7149	69	12	the	the	DET
american_scientific_journal-7149	69	13	conditions	condition	NOUN
american_scientific_journal-7149	69	14	∑	∑	PUNCT
american_scientific_journal-7149	69	15	𝛼𝑛	𝛼𝑛	PROPN
american_scientific_journal-7149	69	16	=	=	SYM
american_scientific_journal-7149	69	17	∞∞	∞∞	NOUN
american_scientific_journal-7149	69	18	𝑛=0	𝑛=0	NOUN
american_scientific_journal-7149	69	19	and	and	CCONJ
american_scientific_journal-7149	69	20	∑	∑	PUNCT
american_scientific_journal-7149	69	21	𝛼2	𝛼2	VERB
american_scientific_journal-7149	69	22	<	<	X
american_scientific_journal-7149	69	23	∞∞	∞∞	NOUN
american_scientific_journal-7149	69	24	𝑛=0	𝑛=0	NOUN
american_scientific_journal-7149	70	1	[	[	X
american_scientific_journal-7149	70	2	16	16	NUM
american_scientific_journal-7149	70	3	]	]	PUNCT
american_scientific_journal-7149	70	4	.	.	PUNCT
american_scientific_journal-7149	71	1	the	the	DET
american_scientific_journal-7149	71	2	optimal	optimal	ADJ
american_scientific_journal-7149	71	3	state	state	NOUN
american_scientific_journal-7149	71	4	-	-	PUNCT
american_scientific_journal-7149	71	5	action	action	NOUN
american_scientific_journal-7149	71	6	pairs	pair	NOUN
american_scientific_journal-7149	71	7	,	,	PUNCT
american_scientific_journal-7149	71	8	i.e.	i.e.	X
american_scientific_journal-7149	71	9	the	the	DET
american_scientific_journal-7149	71	10	actions	action	NOUN
american_scientific_journal-7149	71	11	that	that	PRON
american_scientific_journal-7149	71	12	optimize	optimize	VERB
american_scientific_journal-7149	71	13	the	the	DET
american_scientific_journal-7149	71	14	q	q	NOUN
american_scientific_journal-7149	71	15	-	-	PUNCT
american_scientific_journal-7149	71	16	value	value	NOUN
american_scientific_journal-7149	71	17	for	for	ADP
american_scientific_journal-7149	71	18	each	each	DET
american_scientific_journal-7149	71	19	state	state	NOUN
american_scientific_journal-7149	71	20	,	,	PUNCT
american_scientific_journal-7149	71	21	constitute	constitute	VERB
american_scientific_journal-7149	71	22	the	the	DET
american_scientific_journal-7149	71	23	optimal	optimal	ADJ
american_scientific_journal-7149	71	24	policy	policy	NOUN
american_scientific_journal-7149	71	25	.	.	PUNCT
american_scientific_journal-7149	72	1	figure	figure	NOUN
american_scientific_journal-7149	72	2	1	1	NUM
american_scientific_journal-7149	72	3	:	:	PUNCT
american_scientific_journal-7149	72	4	(	(	PUNCT
american_scientific_journal-7149	72	5	a	a	X
american_scientific_journal-7149	72	6	)	)	PUNCT
american_scientific_journal-7149	72	7	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	72	8	learning	learning	NOUN
american_scientific_journal-7149	72	9	(	(	PUNCT
american_scientific_journal-7149	72	10	b	b	NOUN
american_scientific_journal-7149	72	11	)	)	PUNCT
american_scientific_journal-7149	72	12	artificial	artificial	ADJ
american_scientific_journal-7149	72	13	neural	neural	ADJ
american_scientific_journal-7149	72	14	network	network	NOUN
american_scientific_journal-7149	72	15	.	.	PUNCT
american_scientific_journal-7149	73	1	2.2	2.2	NUM
american_scientific_journal-7149	73	2	.	.	PUNCT
american_scientific_journal-7149	74	1	deep	deep	ADJ
american_scientific_journal-7149	74	2	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	74	3	learning	learn	VERB
american_scientific_journal-7149	74	4	deep	deep	ADJ
american_scientific_journal-7149	74	5	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	74	6	learning	learning	NOUN
american_scientific_journal-7149	74	7	combines	combine	VERB
american_scientific_journal-7149	74	8	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	74	9	learning	learning	NOUN
american_scientific_journal-7149	74	10	and	and	CCONJ
american_scientific_journal-7149	74	11	deep	deep	ADJ
american_scientific_journal-7149	74	12	learning	learning	NOUN
american_scientific_journal-7149	74	13	;	;	PUNCT
american_scientific_journal-7149	74	14	it	it	PRON
american_scientific_journal-7149	74	15	leverages	leverage	VERB
american_scientific_journal-7149	74	16	on	on	ADP
american_scientific_journal-7149	74	17	the	the	DET
american_scientific_journal-7149	74	18	capabilities	capability	NOUN
american_scientific_journal-7149	74	19	of	of	ADP
american_scientific_journal-7149	74	20	deep	deep	ADJ
american_scientific_journal-7149	74	21	learning	learning	NOUN
american_scientific_journal-7149	74	22	to	to	PART
american_scientific_journal-7149	74	23	improve	improve	VERB
american_scientific_journal-7149	74	24	the	the	DET
american_scientific_journal-7149	74	25	performance	performance	NOUN
american_scientific_journal-7149	74	26	of	of	ADP
american_scientific_journal-7149	74	27	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	74	28	learning	learning	NOUN
american_scientific_journal-7149	74	29	algorithms	algorithm	NOUN
american_scientific_journal-7149	74	30	.	.	PUNCT
american_scientific_journal-7149	75	1	2.2.1	2.2.1	NUM
american_scientific_journal-7149	75	2	.	.	PUNCT
american_scientific_journal-7149	76	1	deep	deep	ADJ
american_scientific_journal-7149	76	2	learning	learn	VERB
american_scientific_journal-7149	76	3	deep	deep	ADJ
american_scientific_journal-7149	76	4	learning	learn	VERB
american_scientific_journal-7149	76	5	techniques	technique	NOUN
american_scientific_journal-7149	76	6	and	and	CCONJ
american_scientific_journal-7149	76	7	algorithms	algorithm	NOUN
american_scientific_journal-7149	76	8	have	have	VERB
american_scientific_journal-7149	76	9	the	the	DET
american_scientific_journal-7149	76	10	ability	ability	NOUN
american_scientific_journal-7149	76	11	of	of	ADP
american_scientific_journal-7149	76	12	learning	learn	VERB
american_scientific_journal-7149	76	13	from	from	ADP
american_scientific_journal-7149	76	14	large	large	ADJ
american_scientific_journal-7149	76	15	amounts	amount	NOUN
american_scientific_journal-7149	76	16	of	of	ADP
american_scientific_journal-7149	76	17	data	datum	NOUN
american_scientific_journal-7149	76	18	;	;	PUNCT
american_scientific_journal-7149	76	19	they	they	PRON
american_scientific_journal-7149	76	20	accomplish	accomplish	VERB
american_scientific_journal-7149	76	21	this	this	PRON
american_scientific_journal-7149	76	22	by	by	ADP
american_scientific_journal-7149	76	23	utilizing	utilize	VERB
american_scientific_journal-7149	76	24	a	a	DET
american_scientific_journal-7149	76	25	deep	deep	ADJ
american_scientific_journal-7149	76	26	neural	neural	ADJ
american_scientific_journal-7149	76	27	network	network	NOUN
american_scientific_journal-7149	76	28	(	(	PUNCT
american_scientific_journal-7149	76	29	dnn	dnn	PROPN
american_scientific_journal-7149	76	30	)	)	PUNCT
american_scientific_journal-7149	76	31	which	which	PRON
american_scientific_journal-7149	76	32	gives	give	VERB
american_scientific_journal-7149	76	33	them	they	PRON
american_scientific_journal-7149	76	34	the	the	DET
american_scientific_journal-7149	76	35	ability	ability	NOUN
american_scientific_journal-7149	76	36	to	to	PART
american_scientific_journal-7149	76	37	extract	extract	VERB
american_scientific_journal-7149	76	38	high	high	ADJ
american_scientific_journal-7149	76	39	-	-	PUNCT
american_scientific_journal-7149	76	40	level	level	NOUN
american_scientific_journal-7149	76	41	(	(	PUNCT
american_scientific_journal-7149	76	42	a	a	NOUN
american_scientific_journal-7149	76	43	)	)	PUNCT
american_scientific_journal-7149	76	44	(	(	PUNCT
american_scientific_journal-7149	76	45	b	b	X
american_scientific_journal-7149	76	46	)	)	PUNCT
american_scientific_journal-7149	76	47	output	output	NOUN
american_scientific_journal-7149	76	48	layer	layer	NOUN
american_scientific_journal-7149	76	49	hidden	hide	VERB
american_scientific_journal-7149	76	50	layer	layer	NOUN
american_scientific_journal-7149	76	51	input	input	NOUN
american_scientific_journal-7149	76	52	layer	layer	NOUN
american_scientific_journal-7149	76	53	inputs	input	VERB
american_scientific_journal-7149	76	54	outputs	output	NOUN
american_scientific_journal-7149	76	55	reward	reward	VERB
american_scientific_journal-7149	76	56	observed	observe	VERB
american_scientific_journal-7149	76	57	state	state	NOUN
american_scientific_journal-7149	76	58	action	action	NOUN
american_scientific_journal-7149	76	59	environment	environment	NOUN
american_scientific_journal-7149	76	60	agent	agent	NOUN
american_scientific_journal-7149	76	61	american	american	PROPN
american_scientific_journal-7149	76	62	academic	academic	PROPN
american_scientific_journal-7149	76	63	scientific	scientific	ADJ
american_scientific_journal-7149	76	64	research	research	NOUN
american_scientific_journal-7149	76	65	journal	journal	NOUN
american_scientific_journal-7149	76	66	for	for	ADP
american_scientific_journal-7149	76	67	engineering	engineering	NOUN
american_scientific_journal-7149	76	68	,	,	PUNCT
american_scientific_journal-7149	76	69	technology	technology	NOUN
american_scientific_journal-7149	76	70	,	,	PUNCT
american_scientific_journal-7149	76	71	and	and	CCONJ
american_scientific_journal-7149	76	72	sciences	science	NOUN
american_scientific_journal-7149	76	73	(	(	PUNCT
american_scientific_journal-7149	76	74	asrjets	asrjet	NOUN
american_scientific_journal-7149	76	75	)	)	PUNCT
american_scientific_journal-7149	76	76	(	(	PUNCT
american_scientific_journal-7149	76	77	2021	2021	NUM
american_scientific_journal-7149	76	78	)	)	PUNCT
american_scientific_journal-7149	76	79	volume	volume	NOUN
american_scientific_journal-7149	76	80	84	84	NUM
american_scientific_journal-7149	76	81	,	,	PUNCT
american_scientific_journal-7149	76	82	no	no	DET
american_scientific_journal-7149	76	83	1	1	NUM
american_scientific_journal-7149	76	84	,	,	PUNCT
american_scientific_journal-7149	76	85	pp	pp	ADV
american_scientific_journal-7149	76	86	15	15	NUM
american_scientific_journal-7149	76	87	-	-	SYM
american_scientific_journal-7149	76	88	26	26	NUM
american_scientific_journal-7149	76	89	19	19	NUM
american_scientific_journal-7149	76	90	abstract	abstract	ADJ
american_scientific_journal-7149	76	91	features	feature	NOUN
american_scientific_journal-7149	76	92	of	of	ADP
american_scientific_journal-7149	76	93	raw	raw	ADJ
american_scientific_journal-7149	76	94	data	datum	NOUN
american_scientific_journal-7149	76	95	.	.	PUNCT
american_scientific_journal-7149	77	1	most	most	ADJ
american_scientific_journal-7149	77	2	dnns	dnn	NOUN
american_scientific_journal-7149	77	3	are	be	AUX
american_scientific_journal-7149	77	4	based	base	VERB
american_scientific_journal-7149	77	5	on	on	ADP
american_scientific_journal-7149	77	6	artificial	artificial	ADJ
american_scientific_journal-7149	77	7	neural	neural	ADJ
american_scientific_journal-7149	77	8	networks	network	NOUN
american_scientific_journal-7149	77	9	(	(	PUNCT
american_scientific_journal-7149	77	10	anns	anns	PROPN
american_scientific_journal-7149	77	11	)	)	PUNCT
american_scientific_journal-7149	77	12	,	,	PUNCT
american_scientific_journal-7149	77	13	which	which	PRON
american_scientific_journal-7149	77	14	are	be	AUX
american_scientific_journal-7149	77	15	inspired	inspire	VERB
american_scientific_journal-7149	77	16	by	by	ADP
american_scientific_journal-7149	77	17	the	the	DET
american_scientific_journal-7149	77	18	human	human	ADJ
american_scientific_journal-7149	77	19	brain	brain	NOUN
american_scientific_journal-7149	78	1	[	[	X
american_scientific_journal-7149	78	2	17	17	NUM
american_scientific_journal-7149	78	3	]	]	PUNCT
american_scientific_journal-7149	78	4	.	.	PUNCT
american_scientific_journal-7149	79	1	an	an	DET
american_scientific_journal-7149	79	2	ann	ann	PROPN
american_scientific_journal-7149	79	3	is	be	AUX
american_scientific_journal-7149	79	4	made	make	VERB
american_scientific_journal-7149	79	5	up	up	ADP
american_scientific_journal-7149	79	6	of	of	ADP
american_scientific_journal-7149	79	7	network	network	NOUN
american_scientific_journal-7149	79	8	units	unit	NOUN
american_scientific_journal-7149	79	9	(	(	PUNCT
american_scientific_journal-7149	79	10	neurons	neuron	NOUN
american_scientific_journal-7149	79	11	)	)	PUNCT
american_scientific_journal-7149	79	12	in	in	ADP
american_scientific_journal-7149	79	13	three	three	NUM
american_scientific_journal-7149	79	14	interconnected	interconnected	ADJ
american_scientific_journal-7149	79	15	layers	layer	NOUN
american_scientific_journal-7149	79	16	,	,	PUNCT
american_scientific_journal-7149	79	17	the	the	DET
american_scientific_journal-7149	79	18	input	input	NOUN
american_scientific_journal-7149	79	19	,	,	PUNCT
american_scientific_journal-7149	79	20	hidden	hidden	ADJ
american_scientific_journal-7149	79	21	and	and	CCONJ
american_scientific_journal-7149	79	22	output	output	NOUN
american_scientific_journal-7149	79	23	layers	layer	NOUN
american_scientific_journal-7149	79	24	as	as	SCONJ
american_scientific_journal-7149	79	25	shown	show	VERB
american_scientific_journal-7149	79	26	in	in	ADP
american_scientific_journal-7149	79	27	figure	figure	NOUN
american_scientific_journal-7149	79	28	1(b	1(b	NUM
american_scientific_journal-7149	79	29	)	)	PUNCT
american_scientific_journal-7149	79	30	.	.	PUNCT
american_scientific_journal-7149	80	1	the	the	DET
american_scientific_journal-7149	80	2	input	input	NOUN
american_scientific_journal-7149	80	3	layer	layer	NOUN
american_scientific_journal-7149	80	4	neurons	neuron	NOUN
american_scientific_journal-7149	80	5	receive	receive	VERB
american_scientific_journal-7149	80	6	input	input	NOUN
american_scientific_journal-7149	80	7	data	datum	NOUN
american_scientific_journal-7149	80	8	,	,	PUNCT
american_scientific_journal-7149	80	9	compute	compute	VERB
american_scientific_journal-7149	80	10	it	it	PRON
american_scientific_journal-7149	80	11	,	,	PUNCT
american_scientific_journal-7149	80	12	and	and	CCONJ
american_scientific_journal-7149	80	13	forward	forward	ADV
american_scientific_journal-7149	80	14	the	the	DET
american_scientific_journal-7149	80	15	result	result	NOUN
american_scientific_journal-7149	80	16	to	to	ADP
american_scientific_journal-7149	80	17	the	the	DET
american_scientific_journal-7149	80	18	hidden	hide	VERB
american_scientific_journal-7149	80	19	layer	layer	NOUN
american_scientific_journal-7149	80	20	units	unit	NOUN
american_scientific_journal-7149	80	21	.	.	PUNCT
american_scientific_journal-7149	81	1	the	the	DET
american_scientific_journal-7149	81	2	computed	compute	VERB
american_scientific_journal-7149	81	3	outputs	output	NOUN
american_scientific_journal-7149	81	4	of	of	ADP
american_scientific_journal-7149	81	5	the	the	DET
american_scientific_journal-7149	81	6	hidden	hide	VERB
american_scientific_journal-7149	81	7	units	unit	NOUN
american_scientific_journal-7149	81	8	are	be	AUX
american_scientific_journal-7149	81	9	used	use	VERB
american_scientific_journal-7149	81	10	as	as	ADP
american_scientific_journal-7149	81	11	inputs	input	NOUN
american_scientific_journal-7149	81	12	to	to	ADP
american_scientific_journal-7149	81	13	the	the	DET
american_scientific_journal-7149	81	14	output	output	NOUN
american_scientific_journal-7149	81	15	layer	layer	NOUN
american_scientific_journal-7149	81	16	neurons	neuron	NOUN
american_scientific_journal-7149	81	17	.	.	PUNCT
american_scientific_journal-7149	82	1	each	each	DET
american_scientific_journal-7149	82	2	unit	unit	NOUN
american_scientific_journal-7149	82	3	computes	compute	VERB
american_scientific_journal-7149	82	4	a	a	DET
american_scientific_journal-7149	82	5	single	single	ADJ
american_scientific_journal-7149	82	6	output	output	NOUN
american_scientific_journal-7149	82	7	based	base	VERB
american_scientific_journal-7149	82	8	on	on	ADP
american_scientific_journal-7149	82	9	a	a	DET
american_scientific_journal-7149	82	10	weighted	weight	VERB
american_scientific_journal-7149	82	11	sum	sum	NOUN
american_scientific_journal-7149	82	12	of	of	ADP
american_scientific_journal-7149	82	13	its	its	PRON
american_scientific_journal-7149	82	14	inputs	input	NOUN
american_scientific_journal-7149	82	15	and	and	CCONJ
american_scientific_journal-7149	82	16	an	an	DET
american_scientific_journal-7149	82	17	activation	activation	NOUN
american_scientific_journal-7149	82	18	function	function	NOUN
american_scientific_journal-7149	82	19	.	.	PUNCT
american_scientific_journal-7149	83	1	some	some	DET
american_scientific_journal-7149	83	2	examples	example	NOUN
american_scientific_journal-7149	83	3	of	of	ADP
american_scientific_journal-7149	83	4	activation	activation	NOUN
american_scientific_journal-7149	83	5	functions	function	NOUN
american_scientific_journal-7149	83	6	used	use	VERB
american_scientific_journal-7149	83	7	in	in	ADP
american_scientific_journal-7149	83	8	neural	neural	ADJ
american_scientific_journal-7149	83	9	networks	network	NOUN
american_scientific_journal-7149	83	10	are	be	AUX
american_scientific_journal-7149	83	11	the	the	DET
american_scientific_journal-7149	83	12	sigmoid	sigmoid	NOUN
american_scientific_journal-7149	83	13	and	and	CCONJ
american_scientific_journal-7149	83	14	relu	relu	NOUN
american_scientific_journal-7149	83	15	activation	activation	NOUN
american_scientific_journal-7149	83	16	functions	function	NOUN
american_scientific_journal-7149	83	17	[	[	X
american_scientific_journal-7149	83	18	3	3	NUM
american_scientific_journal-7149	83	19	]	]	PUNCT
american_scientific_journal-7149	83	20	,	,	PUNCT
american_scientific_journal-7149	83	21	shown	show	VERB
american_scientific_journal-7149	83	22	in	in	ADP
american_scientific_journal-7149	83	23	figure	figure	NOUN
american_scientific_journal-7149	83	24	2	2	NUM
american_scientific_journal-7149	83	25	.	.	PUNCT
american_scientific_journal-7149	84	1	learning	learn	VERB
american_scientific_journal-7149	84	2	in	in	ADP
american_scientific_journal-7149	84	3	neural	neural	ADJ
american_scientific_journal-7149	84	4	networks	network	NOUN
american_scientific_journal-7149	84	5	involves	involve	VERB
american_scientific_journal-7149	84	6	determining	determine	VERB
american_scientific_journal-7149	84	7	the	the	DET
american_scientific_journal-7149	84	8	weight	weight	NOUN
american_scientific_journal-7149	84	9	values	value	NOUN
american_scientific_journal-7149	84	10	(	(	PUNCT
american_scientific_journal-7149	84	11	𝑤𝑖	𝑤𝑖	NOUN
american_scientific_journal-7149	84	12	)	)	PUNCT
american_scientific_journal-7149	84	13	that	that	PRON
american_scientific_journal-7149	84	14	enable	enable	VERB
american_scientific_journal-7149	84	15	the	the	DET
american_scientific_journal-7149	84	16	ann	ann	PROPN
american_scientific_journal-7149	84	17	perform	perform	VERB
american_scientific_journal-7149	84	18	the	the	DET
american_scientific_journal-7149	84	19	task	task	NOUN
american_scientific_journal-7149	84	20	that	that	PRON
american_scientific_journal-7149	84	21	it	it	PRON
american_scientific_journal-7149	84	22	was	be	AUX
american_scientific_journal-7149	84	23	designed	design	VERB
american_scientific_journal-7149	84	24	for	for	ADP
american_scientific_journal-7149	84	25	.	.	PUNCT
american_scientific_journal-7149	85	1	the	the	DET
american_scientific_journal-7149	85	2	appropriate	appropriate	ADJ
american_scientific_journal-7149	85	3	weight	weight	NOUN
american_scientific_journal-7149	85	4	values	value	NOUN
american_scientific_journal-7149	85	5	are	be	AUX
american_scientific_journal-7149	85	6	obtained	obtain	VERB
american_scientific_journal-7149	85	7	by	by	ADP
american_scientific_journal-7149	85	8	training	train	VERB
american_scientific_journal-7149	85	9	the	the	DET
american_scientific_journal-7149	85	10	ann	ann	PROPN
american_scientific_journal-7149	85	11	using	use	VERB
american_scientific_journal-7149	85	12	the	the	DET
american_scientific_journal-7149	85	13	backpropagation	backpropagation	NOUN
american_scientific_journal-7149	85	14	algorithm	algorithm	NOUN
american_scientific_journal-7149	85	15	and	and	CCONJ
american_scientific_journal-7149	85	16	a	a	DET
american_scientific_journal-7149	85	17	set	set	NOUN
american_scientific_journal-7149	85	18	of	of	ADP
american_scientific_journal-7149	85	19	training	training	NOUN
american_scientific_journal-7149	85	20	data	datum	NOUN
american_scientific_journal-7149	85	21	.	.	PUNCT
american_scientific_journal-7149	86	1	the	the	DET
american_scientific_journal-7149	86	2	training	training	NOUN
american_scientific_journal-7149	86	3	data	datum	NOUN
american_scientific_journal-7149	86	4	set	set	VERB
american_scientific_journal-7149	86	5	consists	consist	NOUN
american_scientific_journal-7149	86	6	of	of	ADP
american_scientific_journal-7149	86	7	input	input	NOUN
american_scientific_journal-7149	86	8	data	datum	NOUN
american_scientific_journal-7149	86	9	and	and	CCONJ
american_scientific_journal-7149	86	10	the	the	DET
american_scientific_journal-7149	86	11	expected	expect	VERB
american_scientific_journal-7149	86	12	(	(	PUNCT
american_scientific_journal-7149	86	13	correct	correct	ADJ
american_scientific_journal-7149	86	14	)	)	PUNCT
american_scientific_journal-7149	86	15	output	output	NOUN
american_scientific_journal-7149	86	16	,	,	PUNCT
american_scientific_journal-7149	86	17	i.e.	i.e.	X
american_scientific_journal-7149	86	18	the	the	DET
american_scientific_journal-7149	86	19	target	target	NOUN
american_scientific_journal-7149	86	20	value	value	NOUN
american_scientific_journal-7149	86	21	.	.	PUNCT
american_scientific_journal-7149	87	1	backpropagation	backpropagation	NOUN
american_scientific_journal-7149	87	2	employs	employ	VERB
american_scientific_journal-7149	87	3	gradient	gradient	ADJ
american_scientific_journal-7149	87	4	descent	descent	NOUN
american_scientific_journal-7149	87	5	in	in	ADP
american_scientific_journal-7149	87	6	an	an	DET
american_scientific_journal-7149	87	7	effort	effort	NOUN
american_scientific_journal-7149	87	8	to	to	PART
american_scientific_journal-7149	87	9	minimize	minimize	VERB
american_scientific_journal-7149	87	10	the	the	DET
american_scientific_journal-7149	87	11	loss	loss	NOUN
american_scientific_journal-7149	87	12	function	function	NOUN
american_scientific_journal-7149	87	13	between	between	ADP
american_scientific_journal-7149	87	14	network	network	NOUN
american_scientific_journal-7149	87	15	outputs	output	NOUN
american_scientific_journal-7149	87	16	,	,	PUNCT
american_scientific_journal-7149	87	17	obtained	obtain	VERB
american_scientific_journal-7149	87	18	by	by	ADP
american_scientific_journal-7149	87	19	feeding	feed	VERB
american_scientific_journal-7149	87	20	forward	forward	ADP
american_scientific_journal-7149	87	21	the	the	DET
american_scientific_journal-7149	87	22	input	input	NOUN
american_scientific_journal-7149	87	23	data	datum	NOUN
american_scientific_journal-7149	87	24	,	,	PUNCT
american_scientific_journal-7149	87	25	and	and	CCONJ
american_scientific_journal-7149	87	26	the	the	DET
american_scientific_journal-7149	87	27	corresponding	correspond	VERB
american_scientific_journal-7149	87	28	target	target	NOUN
american_scientific_journal-7149	87	29	values	value	NOUN
american_scientific_journal-7149	87	30	.	.	PUNCT
american_scientific_journal-7149	88	1	the	the	DET
american_scientific_journal-7149	88	2	gradient	gradient	NOUN
american_scientific_journal-7149	88	3	of	of	ADP
american_scientific_journal-7149	88	4	the	the	DET
american_scientific_journal-7149	88	5	loss	loss	NOUN
american_scientific_journal-7149	88	6	function	function	NOUN
american_scientific_journal-7149	88	7	is	be	AUX
american_scientific_journal-7149	88	8	calculated	calculate	VERB
american_scientific_journal-7149	88	9	,	,	PUNCT
american_scientific_journal-7149	88	10	and	and	CCONJ
american_scientific_journal-7149	88	11	then	then	ADV
american_scientific_journal-7149	88	12	propagated	propagate	VERB
american_scientific_journal-7149	88	13	back	back	ADV
american_scientific_journal-7149	88	14	across	across	ADP
american_scientific_journal-7149	88	15	all	all	DET
american_scientific_journal-7149	88	16	neurons	neuron	NOUN
american_scientific_journal-7149	88	17	and	and	CCONJ
american_scientific_journal-7149	88	18	is	be	AUX
american_scientific_journal-7149	88	19	used	use	VERB
american_scientific_journal-7149	88	20	to	to	PART
american_scientific_journal-7149	88	21	adjust	adjust	VERB
american_scientific_journal-7149	88	22	the	the	DET
american_scientific_journal-7149	88	23	neuron	neuron	NOUN
american_scientific_journal-7149	88	24	weights	weight	VERB
american_scientific_journal-7149	89	1	[	[	X
american_scientific_journal-7149	89	2	1	1	X
american_scientific_journal-7149	89	3	]	]	X
american_scientific_journal-7149	90	1	[	[	X
american_scientific_journal-7149	90	2	3	3	NUM
american_scientific_journal-7149	90	3	]	]	PUNCT
american_scientific_journal-7149	90	4	.	.	PUNCT
american_scientific_journal-7149	91	1	a	a	DET
american_scientific_journal-7149	91	2	dnn	dnn	PROPN
american_scientific_journal-7149	91	3	is	be	AUX
american_scientific_journal-7149	91	4	a	a	DET
american_scientific_journal-7149	91	5	neural	neural	ADJ
american_scientific_journal-7149	91	6	network	network	NOUN
american_scientific_journal-7149	91	7	figure	figure	NOUN
american_scientific_journal-7149	91	8	2	2	NUM
american_scientific_journal-7149	91	9	:	:	PUNCT
american_scientific_journal-7149	91	10	relu	relu	NOUN
american_scientific_journal-7149	91	11	and	and	CCONJ
american_scientific_journal-7149	91	12	sigmoid	sigmoid	NOUN
american_scientific_journal-7149	91	13	activation	activation	NOUN
american_scientific_journal-7149	91	14	units	unit	NOUN
american_scientific_journal-7149	91	15	.	.	PUNCT
american_scientific_journal-7149	92	1	with	with	ADP
american_scientific_journal-7149	92	2	one	one	NUM
american_scientific_journal-7149	92	3	or	or	CCONJ
american_scientific_journal-7149	92	4	more	more	ADV
american_scientific_journal-7149	92	5	hidden	hidden	ADJ
american_scientific_journal-7149	92	6	layers	layer	NOUN
american_scientific_journal-7149	92	7	.	.	PUNCT
american_scientific_journal-7149	93	1	there	there	PRON
american_scientific_journal-7149	93	2	are	be	VERB
american_scientific_journal-7149	93	3	two	two	NUM
american_scientific_journal-7149	93	4	basic	basic	ADJ
american_scientific_journal-7149	93	5	types	type	NOUN
american_scientific_journal-7149	93	6	of	of	ADP
american_scientific_journal-7149	93	7	dnns	dnn	NOUN
american_scientific_journal-7149	93	8	;	;	PUNCT
american_scientific_journal-7149	93	9	the	the	DET
american_scientific_journal-7149	93	10	feedforward	feedforward	ADJ
american_scientific_journal-7149	93	11	neural	neural	ADJ
american_scientific_journal-7149	93	12	network	network	NOUN
american_scientific_journal-7149	93	13	(	(	PUNCT
american_scientific_journal-7149	93	14	fnn	fnn	PROPN
american_scientific_journal-7149	93	15	)	)	PUNCT
american_scientific_journal-7149	93	16	and	and	CCONJ
american_scientific_journal-7149	93	17	the	the	DET
american_scientific_journal-7149	93	18	recurrent	recurrent	ADJ
american_scientific_journal-7149	93	19	neural	neural	ADJ
american_scientific_journal-7149	93	20	network	network	NOUN
american_scientific_journal-7149	93	21	(	(	PUNCT
american_scientific_journal-7149	93	22	rnn	rnn	PROPN
american_scientific_journal-7149	93	23	)	)	PUNCT
american_scientific_journal-7149	93	24	.	.	PUNCT
american_scientific_journal-7149	94	1	in	in	ADP
american_scientific_journal-7149	94	2	fnn	fnn	PROPN
american_scientific_journal-7149	94	3	information	information	NOUN
american_scientific_journal-7149	94	4	only	only	ADV
american_scientific_journal-7149	94	5	moves	move	VERB
american_scientific_journal-7149	94	6	in	in	ADP
american_scientific_journal-7149	94	7	one	one	NUM
american_scientific_journal-7149	94	8	direction	direction	NOUN
american_scientific_journal-7149	94	9	,	,	PUNCT
american_scientific_journal-7149	94	10	forward	forward	ADV
american_scientific_journal-7149	94	11	;	;	PUNCT
american_scientific_journal-7149	94	12	from	from	ADP
american_scientific_journal-7149	94	13	the	the	DET
american_scientific_journal-7149	94	14	input	input	NOUN
american_scientific_journal-7149	94	15	units	unit	NOUN
american_scientific_journal-7149	94	16	,	,	PUNCT
american_scientific_journal-7149	94	17	through	through	ADP
american_scientific_journal-7149	94	18	the	the	DET
american_scientific_journal-7149	94	19	hidden	hide	VERB
american_scientific_journal-7149	94	20	layers	layer	NOUN
american_scientific_journal-7149	94	21	units	unit	NOUN
american_scientific_journal-7149	94	22	and	and	CCONJ
american_scientific_journal-7149	94	23	then	then	ADV
american_scientific_journal-7149	94	24	the	the	DET
american_scientific_journal-7149	94	25	output	output	NOUN
american_scientific_journal-7149	94	26	units	unit	NOUN
american_scientific_journal-7149	94	27	.	.	PUNCT
american_scientific_journal-7149	95	1	on	on	ADP
american_scientific_journal-7149	95	2	the	the	DET
american_scientific_journal-7149	95	3	other	other	ADJ
american_scientific_journal-7149	95	4	hand	hand	NOUN
american_scientific_journal-7149	95	5	,	,	PUNCT
american_scientific_journal-7149	95	6	in	in	ADP
american_scientific_journal-7149	95	7	rnns	rnn	NOUN
american_scientific_journal-7149	95	8	,	,	PUNCT
american_scientific_journal-7149	95	9	information	information	NOUN
american_scientific_journal-7149	95	10	cycles	cycle	NOUN
american_scientific_journal-7149	95	11	through	through	ADP
american_scientific_journal-7149	95	12	loops	loop	NOUN
american_scientific_journal-7149	95	13	;	;	PUNCT
american_scientific_journal-7149	95	14	current	current	ADJ
american_scientific_journal-7149	95	15	inputs	input	NOUN
american_scientific_journal-7149	95	16	and	and	CCONJ
american_scientific_journal-7149	95	17	what	what	PRON
american_scientific_journal-7149	95	18	was	be	AUX
american_scientific_journal-7149	95	19	learned	learn	VERB
american_scientific_journal-7149	95	20	from	from	ADP
american_scientific_journal-7149	95	21	previous	previous	ADJ
american_scientific_journal-7149	95	22	inputs	input	NOUN
american_scientific_journal-7149	95	23	is	be	AUX
american_scientific_journal-7149	95	24	used	use	VERB
american_scientific_journal-7149	95	25	in	in	ADP
american_scientific_journal-7149	95	26	decision	decision	NOUN
american_scientific_journal-7149	95	27	making	making	NOUN
american_scientific_journal-7149	95	28	.	.	PUNCT
american_scientific_journal-7149	96	1	among	among	ADP
american_scientific_journal-7149	96	2	the	the	DET
american_scientific_journal-7149	96	3	fnns	fnn	NOUN
american_scientific_journal-7149	96	4	,	,	PUNCT
american_scientific_journal-7149	96	5	the	the	DET
american_scientific_journal-7149	96	6	convolutional	convolutional	ADJ
american_scientific_journal-7149	96	7	neural	neural	ADJ
american_scientific_journal-7149	96	8	network	network	NOUN
american_scientific_journal-7149	96	9	(	(	PUNCT
american_scientific_journal-7149	96	10	cnn	cnn	PROPN
american_scientific_journal-7149	96	11	)	)	PUNCT
american_scientific_journal-7149	96	12	is	be	AUX
american_scientific_journal-7149	96	13	the	the	DET
american_scientific_journal-7149	96	14	most	most	ADV
american_scientific_journal-7149	96	15	well	well	ADV
american_scientific_journal-7149	96	16	known	know	VERB
american_scientific_journal-7149	96	17	model	model	NOUN
american_scientific_journal-7149	96	18	because	because	SCONJ
american_scientific_journal-7149	96	19	of	of	ADP
american_scientific_journal-7149	96	20	its	its	PRON
american_scientific_journal-7149	96	21	application	application	NOUN
american_scientific_journal-7149	96	22	in	in	ADP
american_scientific_journal-7149	96	23	image	image	NOUN
american_scientific_journal-7149	96	24	and	and	CCONJ
american_scientific_journal-7149	96	25	speech	speech	NOUN
american_scientific_journal-7149	96	26	recognition	recognition	NOUN
american_scientific_journal-7149	96	27	and	and	CCONJ
american_scientific_journal-7149	96	28	processing	processing	NOUN
american_scientific_journal-7149	96	29	[	[	X
american_scientific_journal-7149	96	30	18	18	NUM
american_scientific_journal-7149	96	31	]	]	PUNCT
american_scientific_journal-7149	96	32	.	.	PUNCT
american_scientific_journal-7149	97	1	2.2.2	2.2.2	X
american_scientific_journal-7149	97	2	.	.	PUNCT
american_scientific_journal-7149	98	1	deep	deep	ADJ
american_scientific_journal-7149	98	2	q	q	NOUN
american_scientific_journal-7149	98	3	-	-	PUNCT
american_scientific_journal-7149	98	4	learning	learn	VERB
american_scientific_journal-7149	98	5	deep	deep	ADJ
american_scientific_journal-7149	98	6	q	q	NOUN
american_scientific_journal-7149	98	7	-	-	PUNCT
american_scientific_journal-7149	98	8	learning	learning	NOUN
american_scientific_journal-7149	98	9	is	be	AUX
american_scientific_journal-7149	98	10	a	a	DET
american_scientific_journal-7149	98	11	drl	drl	PROPN
american_scientific_journal-7149	98	12	model	model	NOUN
american_scientific_journal-7149	98	13	that	that	PRON
american_scientific_journal-7149	98	14	uses	use	VERB
american_scientific_journal-7149	98	15	a	a	DET
american_scientific_journal-7149	98	16	deep	deep	ADJ
american_scientific_journal-7149	98	17	q	q	NOUN
american_scientific_journal-7149	98	18	-	-	PUNCT
american_scientific_journal-7149	98	19	network	network	NOUN
american_scientific_journal-7149	98	20	(	(	PUNCT
american_scientific_journal-7149	98	21	dqn	dqn	PROPN
american_scientific_journal-7149	98	22	)	)	PUNCT
american_scientific_journal-7149	98	23	,	,	PUNCT
american_scientific_journal-7149	98	24	which	which	PRON
american_scientific_journal-7149	98	25	is	be	AUX
american_scientific_journal-7149	98	26	basically	basically	ADV
american_scientific_journal-7149	98	27	a	a	DET
american_scientific_journal-7149	98	28	dnn	dnn	PROPN
american_scientific_journal-7149	98	29	,	,	PUNCT
american_scientific_journal-7149	98	30	to	to	PART
american_scientific_journal-7149	98	31	approximate	approximate	VERB
american_scientific_journal-7149	98	32	the	the	DET
american_scientific_journal-7149	98	33	q	q	NOUN
american_scientific_journal-7149	98	34	-	-	NOUN
american_scientific_journal-7149	98	35	function	function	NOUN
american_scientific_journal-7149	98	36	,	,	PUNCT
american_scientific_journal-7149	98	37	in	in	ADP
american_scientific_journal-7149	98	38	place	place	NOUN
american_scientific_journal-7149	98	39	of	of	ADP
american_scientific_journal-7149	98	40	the	the	DET
american_scientific_journal-7149	98	41	q	q	NOUN
american_scientific_journal-7149	98	42	-	-	PUNCT
american_scientific_journal-7149	98	43	table	table	NOUN
american_scientific_journal-7149	98	44	,	,	PUNCT
american_scientific_journal-7149	98	45	as	as	SCONJ
american_scientific_journal-7149	98	46	shown	show	VERB
american_scientific_journal-7149	98	47	in	in	ADP
american_scientific_journal-7149	98	48	figure	figure	NOUN
american_scientific_journal-7149	98	49	3	3	NUM
american_scientific_journal-7149	98	50	.	.	PUNCT
american_scientific_journal-7149	99	1	the	the	DET
american_scientific_journal-7149	99	2	function	function	NOUN
american_scientific_journal-7149	99	3	of	of	ADP
american_scientific_journal-7149	99	4	the	the	DET
american_scientific_journal-7149	99	5	dqn	dqn	NOUN
american_scientific_journal-7149	99	6	is	be	AUX
american_scientific_journal-7149	99	7	to	to	PART
american_scientific_journal-7149	99	8	accept	accept	VERB
american_scientific_journal-7149	99	9	a	a	DET
american_scientific_journal-7149	99	10	state	state	NOUN
american_scientific_journal-7149	99	11	as	as	ADP
american_scientific_journal-7149	99	12	its	its	PRON
american_scientific_journal-7149	99	13	input	input	NOUN
american_scientific_journal-7149	99	14	and	and	CCONJ
american_scientific_journal-7149	99	15	then	then	ADV
american_scientific_journal-7149	99	16	calculate	calculate	VERB
american_scientific_journal-7149	99	17	the	the	DET
american_scientific_journal-7149	99	18	q	q	NOUN
american_scientific_journal-7149	99	19	-	-	PUNCT
american_scientific_journal-7149	99	20	values	value	NOUN
american_scientific_journal-7149	99	21	for	for	ADP
american_scientific_journal-7149	99	22	every	every	DET
american_scientific_journal-7149	99	23	action	action	NOUN
american_scientific_journal-7149	99	24	in	in	ADP
american_scientific_journal-7149	99	25	the	the	DET
american_scientific_journal-7149	99	26	action	action	NOUN
american_scientific_journal-7149	99	27	space	space	NOUN
american_scientific_journal-7149	99	28	for	for	ADP
american_scientific_journal-7149	99	29	that	that	DET
american_scientific_journal-7149	99	30	state	state	NOUN
american_scientific_journal-7149	99	31	.	.	PUNCT
american_scientific_journal-7149	100	1	the	the	DET
american_scientific_journal-7149	100	2	present	present	ADJ
american_scientific_journal-7149	100	3	state	state	NOUN
american_scientific_journal-7149	100	4	,	,	PUNCT
american_scientific_journal-7149	100	5	𝑠	𝑠	PROPN
american_scientific_journal-7149	100	6	,	,	PUNCT
american_scientific_journal-7149	100	7	is	be	AUX
american_scientific_journal-7149	100	8	passed	pass	VERB
american_scientific_journal-7149	100	9	through	through	ADP
american_scientific_journal-7149	100	10	the	the	DET
american_scientific_journal-7149	100	11	neural	neural	ADJ
american_scientific_journal-7149	100	12	network	network	NOUN
american_scientific_journal-7149	100	13	and	and	CCONJ
american_scientific_journal-7149	100	14	then	then	ADV
american_scientific_journal-7149	100	15	the	the	DET
american_scientific_journal-7149	100	16	maximum	maximum	ADJ
american_scientific_journal-7149	100	17	output	output	NOUN
american_scientific_journal-7149	100	18	q	q	NOUN
american_scientific_journal-7149	100	19	-	-	PUNCT
american_scientific_journal-7149	100	20	value	value	NOUN
american_scientific_journal-7149	100	21	(	(	PUNCT
american_scientific_journal-7149	100	22	predicted	predict	VERB
american_scientific_journal-7149	100	23	q	q	ADJ
american_scientific_journal-7149	100	24	-	-	PUNCT
american_scientific_journal-7149	100	25	value	value	NOUN
american_scientific_journal-7149	100	26	)	)	PUNCT
american_scientific_journal-7149	100	27	is	be	AUX
american_scientific_journal-7149	100	28	determined	determine	VERB
american_scientific_journal-7149	100	29	.	.	PUNCT
american_scientific_journal-7149	101	1	the	the	DET
american_scientific_journal-7149	101	2	action	action	NOUN
american_scientific_journal-7149	101	3	corresponding	correspond	VERB
american_scientific_journal-7149	101	4	to	to	ADP
american_scientific_journal-7149	101	5	the	the	DET
american_scientific_journal-7149	101	6	predicted	predict	VERB
american_scientific_journal-7149	101	7	q	q	NOUN
american_scientific_journal-7149	101	8	-	-	PUNCT
american_scientific_journal-7149	101	9	value	value	NOUN
american_scientific_journal-7149	101	10	is	be	AUX
american_scientific_journal-7149	101	11	executed	execute	VERB
american_scientific_journal-7149	101	12	,	,	PUNCT
american_scientific_journal-7149	101	13	and	and	CCONJ
american_scientific_journal-7149	101	14	the	the	DET
american_scientific_journal-7149	101	15	reward	reward	NOUN
american_scientific_journal-7149	101	16	,	,	PUNCT
american_scientific_journal-7149	101	17	𝑟	𝑟	X
american_scientific_journal-7149	101	18	,	,	PUNCT
american_scientific_journal-7149	101	19	from	from	ADP
american_scientific_journal-7149	101	20	the	the	DET
american_scientific_journal-7149	101	21	output	output	NOUN
american_scientific_journal-7149	101	22	sigmoid	sigmoid	NOUN
american_scientific_journal-7149	101	23	relu	relu	NOUN
american_scientific_journal-7149	101	24	wn	wn	PROPN
american_scientific_journal-7149	101	25	w2	w2	PROPN
american_scientific_journal-7149	101	26	w1	w1	PROPN
american_scientific_journal-7149	101	27	x1	x1	PROPN
american_scientific_journal-7149	101	28	x2	x2	PROPN
american_scientific_journal-7149	101	29	xn	xn	PROPN
american_scientific_journal-7149	101	30	w0	w0	PROPN
american_scientific_journal-7149	101	31	𝑜𝑢𝑡𝑝𝑢𝑡	𝑜𝑢𝑡𝑝𝑢𝑡	PROPN
american_scientific_journal-7149	102	1	=	=	SYM
american_scientific_journal-7149	102	2	1	1	NUM
american_scientific_journal-7149	102	3	𝑖𝑓	𝑖𝑓	X
american_scientific_journal-7149	102	4	𝑛𝑒𝑡	𝑛𝑒𝑡	NOUN
american_scientific_journal-7149	102	5	>	>	X
american_scientific_journal-7149	102	6	0	0	PUNCT
american_scientific_journal-7149	102	7	−1	−1	NOUN
american_scientific_journal-7149	102	8	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NOUN
american_scientific_journal-7149	102	9	𝑛𝑒𝑡	𝑛𝑒𝑡	NOUN
american_scientific_journal-7149	102	10	=	=	PUNCT
american_scientific_journal-7149	102	11	∑𝑤𝑖𝑥𝑖	∑𝑤𝑖𝑥𝑖	PROPN
american_scientific_journal-7149	102	12	𝑛	𝑛	PROPN
american_scientific_journal-7149	102	13	𝑖=0	𝑖=0	PROPN
american_scientific_journal-7149	102	14	x0	x0	PROPN
american_scientific_journal-7149	102	15	𝑜𝑢𝑡𝑝𝑢𝑡	𝑜𝑢𝑡𝑝𝑢𝑡	PROPN
american_scientific_journal-7149	103	1	=	=	SYM
american_scientific_journal-7149	104	1	1	1	NUM
american_scientific_journal-7149	104	2	𝑖𝑓	𝑖𝑓	X
american_scientific_journal-7149	104	3	𝑛𝑒𝑡	𝑛𝑒𝑡	NOUN
american_scientific_journal-7149	104	4	>	>	X
american_scientific_journal-7149	104	5	0	0	PUNCT
american_scientific_journal-7149	104	6	−1	−1	NOUN
american_scientific_journal-7149	104	7	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	PROPN
american_scientific_journal-7149	104	8	american	american	PROPN
american_scientific_journal-7149	104	9	academic	academic	ADJ
american_scientific_journal-7149	104	10	scientific	scientific	ADJ
american_scientific_journal-7149	104	11	research	research	NOUN
american_scientific_journal-7149	104	12	journal	journal	NOUN
american_scientific_journal-7149	104	13	for	for	ADP
american_scientific_journal-7149	104	14	engineering	engineering	NOUN
american_scientific_journal-7149	104	15	,	,	PUNCT
american_scientific_journal-7149	104	16	technology	technology	NOUN
american_scientific_journal-7149	104	17	,	,	PUNCT
american_scientific_journal-7149	104	18	and	and	CCONJ
american_scientific_journal-7149	104	19	sciences	science	NOUN
american_scientific_journal-7149	104	20	(	(	PUNCT
american_scientific_journal-7149	104	21	asrjets	asrjet	NOUN
american_scientific_journal-7149	104	22	)	)	PUNCT
american_scientific_journal-7149	104	23	(	(	PUNCT
american_scientific_journal-7149	104	24	2021	2021	NUM
american_scientific_journal-7149	104	25	)	)	PUNCT
american_scientific_journal-7149	104	26	volume	volume	NOUN
american_scientific_journal-7149	104	27	84	84	NUM
american_scientific_journal-7149	104	28	,	,	PUNCT
american_scientific_journal-7149	104	29	no	no	DET
american_scientific_journal-7149	104	30	1	1	NUM
american_scientific_journal-7149	104	31	,	,	PUNCT
american_scientific_journal-7149	104	32	pp	pp	ADV
american_scientific_journal-7149	104	33	15	15	NUM
american_scientific_journal-7149	104	34	-	-	SYM
american_scientific_journal-7149	104	35	26	26	NUM
american_scientific_journal-7149	104	36	20	20	NUM
american_scientific_journal-7149	104	37	environment	environment	NOUN
american_scientific_journal-7149	104	38	and	and	CCONJ
american_scientific_journal-7149	104	39	the	the	DET
american_scientific_journal-7149	104	40	next	next	ADJ
american_scientific_journal-7149	104	41	state	state	NOUN
american_scientific_journal-7149	104	42	𝑠	𝑠	NOUN
american_scientific_journal-7149	104	43	’	'	PUNCT
american_scientific_journal-7149	104	44	are	be	AUX
american_scientific_journal-7149	104	45	observed	observe	VERB
american_scientific_journal-7149	104	46	.	.	PUNCT
american_scientific_journal-7149	105	1	the	the	DET
american_scientific_journal-7149	105	2	state	state	NOUN
american_scientific_journal-7149	105	3	𝑠	𝑠	NOUN
american_scientific_journal-7149	105	4	’	'	PUNCT
american_scientific_journal-7149	105	5	is	be	AUX
american_scientific_journal-7149	105	6	then	then	ADV
american_scientific_journal-7149	105	7	passed	pass	VERB
american_scientific_journal-7149	105	8	through	through	ADP
american_scientific_journal-7149	105	9	the	the	DET
american_scientific_journal-7149	105	10	dnn	dnn	PROPN
american_scientific_journal-7149	105	11	,	,	PUNCT
american_scientific_journal-7149	105	12	and	and	CCONJ
american_scientific_journal-7149	105	13	the	the	DET
american_scientific_journal-7149	105	14	target	target	NOUN
american_scientific_journal-7149	105	15	figure	figure	NOUN
american_scientific_journal-7149	105	16	3	3	NUM
american_scientific_journal-7149	105	17	:	:	PUNCT
american_scientific_journal-7149	105	18	deep	deep	ADJ
american_scientific_journal-7149	105	19	q	q	NOUN
american_scientific_journal-7149	105	20	-	-	PUNCT
american_scientific_journal-7149	105	21	learning	learning	NOUN
american_scientific_journal-7149	105	22	.	.	PUNCT
american_scientific_journal-7149	106	1	q	q	X
american_scientific_journal-7149	106	2	-	-	PUNCT
american_scientific_journal-7149	106	3	value	value	NOUN
american_scientific_journal-7149	106	4	required	require	VERB
american_scientific_journal-7149	106	5	for	for	ADP
american_scientific_journal-7149	106	6	training	train	VERB
american_scientific_journal-7149	106	7	the	the	DET
american_scientific_journal-7149	106	8	neural	neural	ADJ
american_scientific_journal-7149	106	9	network	network	NOUN
american_scientific_journal-7149	106	10	is	be	AUX
american_scientific_journal-7149	106	11	calculated	calculate	VERB
american_scientific_journal-7149	106	12	using	use	VERB
american_scientific_journal-7149	106	13	𝑟	𝑟	NOUN
american_scientific_journal-7149	106	14	+	+	CCONJ
american_scientific_journal-7149	106	15	𝛾max	𝛾max	ADJ
american_scientific_journal-7149	106	16	q(𝑠′	q(𝑠′	PROPN
american_scientific_journal-7149	106	17	,	,	PUNCT
american_scientific_journal-7149	106	18	𝑎′	𝑎′	NUM
american_scientific_journal-7149	106	19	)	)	PUNCT
american_scientific_journal-7149	106	20	where	where	SCONJ
american_scientific_journal-7149	106	21	max	max	PROPN
american_scientific_journal-7149	106	22	q(𝑠′	q(𝑠′	PROPN
american_scientific_journal-7149	106	23	,	,	PUNCT
american_scientific_journal-7149	106	24	𝑎′	𝑎′	NUM
american_scientific_journal-7149	106	25	)	)	PUNCT
american_scientific_journal-7149	106	26	is	be	AUX
american_scientific_journal-7149	106	27	the	the	DET
american_scientific_journal-7149	106	28	maximum	maximum	ADJ
american_scientific_journal-7149	106	29	q	q	NOUN
american_scientific_journal-7149	106	30	-	-	PUNCT
american_scientific_journal-7149	106	31	value	value	NOUN
american_scientific_journal-7149	106	32	from	from	ADP
american_scientific_journal-7149	106	33	among	among	ADP
american_scientific_journal-7149	106	34	the	the	DET
american_scientific_journal-7149	106	35	q	q	NOUN
american_scientific_journal-7149	106	36	-	-	PUNCT
american_scientific_journal-7149	106	37	values	value	NOUN
american_scientific_journal-7149	106	38	calculated	calculate	VERB
american_scientific_journal-7149	106	39	by	by	ADP
american_scientific_journal-7149	106	40	the	the	DET
american_scientific_journal-7149	106	41	neural	neural	ADJ
american_scientific_journal-7149	106	42	network	network	NOUN
american_scientific_journal-7149	106	43	with	with	ADP
american_scientific_journal-7149	106	44	𝑠	𝑠	NOUN
american_scientific_journal-7149	106	45	’	'	PUNCT
american_scientific_journal-7149	106	46	as	as	ADP
american_scientific_journal-7149	106	47	the	the	DET
american_scientific_journal-7149	106	48	input	input	NOUN
american_scientific_journal-7149	106	49	state	state	NOUN
american_scientific_journal-7149	106	50	.	.	PUNCT
american_scientific_journal-7149	107	1	the	the	DET
american_scientific_journal-7149	107	2	following	follow	VERB
american_scientific_journal-7149	107	3	techniques	technique	NOUN
american_scientific_journal-7149	107	4	are	be	AUX
american_scientific_journal-7149	107	5	used	use	VERB
american_scientific_journal-7149	107	6	to	to	PART
american_scientific_journal-7149	107	7	improve	improve	VERB
american_scientific_journal-7149	107	8	the	the	DET
american_scientific_journal-7149	107	9	performance	performance	NOUN
american_scientific_journal-7149	107	10	of	of	ADP
american_scientific_journal-7149	107	11	deep	deep	ADJ
american_scientific_journal-7149	107	12	q	q	NOUN
american_scientific_journal-7149	107	13	-	-	PUNCT
american_scientific_journal-7149	107	14	learning	learn	VERB
american_scientific_journal-7149	107	15	algorithms	algorithm	NOUN
american_scientific_journal-7149	107	16	[	[	X
american_scientific_journal-7149	107	17	19	19	NUM
american_scientific_journal-7149	107	18	]	]	PUNCT
american_scientific_journal-7149	107	19			NOUN
american_scientific_journal-7149	107	20	fixed	fix	VERB
american_scientific_journal-7149	107	21	target	target	NOUN
american_scientific_journal-7149	107	22	q	q	NOUN
american_scientific_journal-7149	107	23	-	-	NOUN
american_scientific_journal-7149	107	24	network	network	NOUN
american_scientific_journal-7149	107	25	:	:	PUNCT
american_scientific_journal-7149	107	26	during	during	ADP
american_scientific_journal-7149	107	27	the	the	DET
american_scientific_journal-7149	107	28	training	training	NOUN
american_scientific_journal-7149	107	29	process	process	NOUN
american_scientific_journal-7149	107	30	,	,	PUNCT
american_scientific_journal-7149	107	31	the	the	DET
american_scientific_journal-7149	107	32	weights	weight	NOUN
american_scientific_journal-7149	107	33	of	of	ADP
american_scientific_journal-7149	107	34	the	the	DET
american_scientific_journal-7149	107	35	deep	deep	ADJ
american_scientific_journal-7149	107	36	q	q	NOUN
american_scientific_journal-7149	107	37	-	-	PUNCT
american_scientific_journal-7149	107	38	network	network	NOUN
american_scientific_journal-7149	107	39	are	be	AUX
american_scientific_journal-7149	107	40	updated	update	VERB
american_scientific_journal-7149	107	41	frequently	frequently	ADV
american_scientific_journal-7149	107	42	.	.	PUNCT
american_scientific_journal-7149	108	1	using	use	VERB
american_scientific_journal-7149	108	2	the	the	DET
american_scientific_journal-7149	108	3	same	same	ADJ
american_scientific_journal-7149	108	4	network	network	NOUN
american_scientific_journal-7149	108	5	to	to	PART
american_scientific_journal-7149	108	6	calculate	calculate	VERB
american_scientific_journal-7149	108	7	the	the	DET
american_scientific_journal-7149	108	8	target	target	NOUN
american_scientific_journal-7149	108	9	q	q	NOUN
american_scientific_journal-7149	108	10	-	-	PUNCT
american_scientific_journal-7149	108	11	values	value	NOUN
american_scientific_journal-7149	108	12	results	result	NOUN
american_scientific_journal-7149	108	13	in	in	ADP
american_scientific_journal-7149	108	14	constantly	constantly	ADV
american_scientific_journal-7149	108	15	changing	change	VERB
american_scientific_journal-7149	108	16	values	value	NOUN
american_scientific_journal-7149	108	17	being	be	AUX
american_scientific_journal-7149	108	18	used	use	VERB
american_scientific_journal-7149	108	19	to	to	PART
american_scientific_journal-7149	108	20	update	update	VERB
american_scientific_journal-7149	108	21	the	the	DET
american_scientific_journal-7149	108	22	q	q	NOUN
american_scientific_journal-7149	108	23	-	-	NOUN
american_scientific_journal-7149	108	24	network	network	NOUN
american_scientific_journal-7149	108	25	;	;	PUNCT
american_scientific_journal-7149	108	26	this	this	PRON
american_scientific_journal-7149	108	27	introduces	introduce	VERB
american_scientific_journal-7149	108	28	instability	instability	NOUN
american_scientific_journal-7149	108	29	in	in	ADP
american_scientific_journal-7149	108	30	the	the	DET
american_scientific_journal-7149	108	31	algorithm	algorithm	NOUN
american_scientific_journal-7149	108	32	.	.	PUNCT
american_scientific_journal-7149	109	1	this	this	DET
american_scientific_journal-7149	109	2	issue	issue	NOUN
american_scientific_journal-7149	109	3	can	can	AUX
american_scientific_journal-7149	109	4	be	be	AUX
american_scientific_journal-7149	109	5	addressed	address	VERB
american_scientific_journal-7149	109	6	by	by	ADP
american_scientific_journal-7149	109	7	using	use	VERB
american_scientific_journal-7149	109	8	a	a	DET
american_scientific_journal-7149	109	9	separate	separate	ADJ
american_scientific_journal-7149	109	10	target	target	NOUN
american_scientific_journal-7149	109	11	q	q	NOUN
american_scientific_journal-7149	109	12	-	-	NOUN
american_scientific_journal-7149	109	13	network	network	NOUN
american_scientific_journal-7149	109	14	;	;	PUNCT
american_scientific_journal-7149	109	15	the	the	DET
american_scientific_journal-7149	109	16	weights	weight	NOUN
american_scientific_journal-7149	109	17	of	of	ADP
american_scientific_journal-7149	109	18	the	the	DET
american_scientific_journal-7149	109	19	target	target	NOUN
american_scientific_journal-7149	109	20	q	q	NOUN
american_scientific_journal-7149	109	21	-	-	PUNCT
american_scientific_journal-7149	109	22	network	network	NOUN
american_scientific_journal-7149	109	23	are	be	AUX
american_scientific_journal-7149	109	24	updated	update	VERB
american_scientific_journal-7149	109	25	every	every	PRON
american_scientific_journal-7149	109	26	so	so	ADV
american_scientific_journal-7149	109	27	often	often	ADV
american_scientific_journal-7149	109	28	with	with	ADP
american_scientific_journal-7149	109	29	the	the	DET
american_scientific_journal-7149	109	30	weights	weight	NOUN
american_scientific_journal-7149	109	31	of	of	ADP
american_scientific_journal-7149	109	32	the	the	DET
american_scientific_journal-7149	109	33	main	main	ADJ
american_scientific_journal-7149	109	34	(	(	PUNCT
american_scientific_journal-7149	109	35	primary	primary	ADJ
american_scientific_journal-7149	109	36	or	or	CCONJ
american_scientific_journal-7149	109	37	policy	policy	NOUN
american_scientific_journal-7149	109	38	)	)	PUNCT
american_scientific_journal-7149	109	39	q	q	NOUN
american_scientific_journal-7149	109	40	-	-	PUNCT
american_scientific_journal-7149	109	41	networks	network	NOUN
american_scientific_journal-7149	109	42	.	.	PUNCT
american_scientific_journal-7149	110	1			NOUN
american_scientific_journal-7149	110	2	experience	experience	NOUN
american_scientific_journal-7149	110	3	replay	replay	NOUN
american_scientific_journal-7149	110	4	:	:	PUNCT
american_scientific_journal-7149	110	5	the	the	DET
american_scientific_journal-7149	110	6	agent	agent	NOUN
american_scientific_journal-7149	110	7	’s	’s	PART
american_scientific_journal-7149	110	8	experiences	experience	NOUN
american_scientific_journal-7149	110	9	at	at	ADP
american_scientific_journal-7149	110	10	each	each	DET
american_scientific_journal-7149	110	11	time	time	NOUN
american_scientific_journal-7149	110	12	step	step	NOUN
american_scientific_journal-7149	110	13	are	be	AUX
american_scientific_journal-7149	110	14	stored	store	VERB
american_scientific_journal-7149	110	15	in	in	ADP
american_scientific_journal-7149	110	16	a	a	DET
american_scientific_journal-7149	110	17	replay	replay	NOUN
american_scientific_journal-7149	110	18	memory	memory	NOUN
american_scientific_journal-7149	110	19	.	.	PUNCT
american_scientific_journal-7149	111	1	each	each	DET
american_scientific_journal-7149	111	2	experience	experience	NOUN
american_scientific_journal-7149	111	3	includes	include	VERB
american_scientific_journal-7149	111	4	the	the	DET
american_scientific_journal-7149	111	5	current	current	ADJ
american_scientific_journal-7149	111	6	state	state	NOUN
american_scientific_journal-7149	111	7	,	,	PUNCT
american_scientific_journal-7149	111	8	action	action	NOUN
american_scientific_journal-7149	111	9	taken	take	VERB
american_scientific_journal-7149	111	10	,	,	PUNCT
american_scientific_journal-7149	111	11	reward	reward	NOUN
american_scientific_journal-7149	111	12	received	receive	VERB
american_scientific_journal-7149	111	13	and	and	CCONJ
american_scientific_journal-7149	111	14	the	the	DET
american_scientific_journal-7149	111	15	next	next	ADJ
american_scientific_journal-7149	111	16	state	state	NOUN
american_scientific_journal-7149	111	17	,	,	PUNCT
american_scientific_journal-7149	111	18	i.e.	i.e.	X
american_scientific_journal-7149	111	19	(	(	PUNCT
american_scientific_journal-7149	111	20	𝑠𝑡	𝑠𝑡	INTJ
american_scientific_journal-7149	111	21	,	,	PUNCT
american_scientific_journal-7149	111	22	𝑎𝑡	𝑎𝑡	INTJ
american_scientific_journal-7149	111	23	,	,	PUNCT
american_scientific_journal-7149	111	24	𝑟𝑡	𝑟𝑡	PROPN
american_scientific_journal-7149	111	25	,	,	PUNCT
american_scientific_journal-7149	111	26	𝑠𝑡+1	𝑠𝑡+1	NOUN
american_scientific_journal-7149	111	27	)	)	PUNCT
american_scientific_journal-7149	111	28	.	.	PUNCT
american_scientific_journal-7149	112	1	the	the	DET
american_scientific_journal-7149	112	2	algorithm	algorithm	NOUN
american_scientific_journal-7149	112	3	randomly	randomly	ADV
american_scientific_journal-7149	112	4	selects	select	VERB
american_scientific_journal-7149	112	5	samples	sample	NOUN
american_scientific_journal-7149	112	6	from	from	ADP
american_scientific_journal-7149	112	7	the	the	DET
american_scientific_journal-7149	112	8	replay	replay	NOUN
american_scientific_journal-7149	112	9	memory	memory	NOUN
american_scientific_journal-7149	112	10	to	to	PART
american_scientific_journal-7149	112	11	train	train	VERB
american_scientific_journal-7149	112	12	the	the	DET
american_scientific_journal-7149	112	13	neural	neural	ADJ
american_scientific_journal-7149	112	14	network	network	NOUN
american_scientific_journal-7149	112	15	.	.	PUNCT
american_scientific_journal-7149	113	1	training	train	VERB
american_scientific_journal-7149	113	2	the	the	DET
american_scientific_journal-7149	113	3	dnn	dnn	PROPN
american_scientific_journal-7149	113	4	using	use	VERB
american_scientific_journal-7149	113	5	the	the	DET
american_scientific_journal-7149	113	6	predicted	predict	VERB
american_scientific_journal-7149	113	7	q	q	NOUN
american_scientific_journal-7149	113	8	-	-	PUNCT
american_scientific_journal-7149	113	9	values	value	NOUN
american_scientific_journal-7149	113	10	and	and	CCONJ
american_scientific_journal-7149	113	11	the	the	DET
american_scientific_journal-7149	113	12	calculated	calculate	VERB
american_scientific_journal-7149	113	13	target	target	NOUN
american_scientific_journal-7149	113	14	values	value	NOUN
american_scientific_journal-7149	113	15	will	will	AUX
american_scientific_journal-7149	113	16	result	result	VERB
american_scientific_journal-7149	113	17	in	in	ADP
american_scientific_journal-7149	113	18	inefficiencies	inefficiency	NOUN
american_scientific_journal-7149	113	19	in	in	ADP
american_scientific_journal-7149	113	20	the	the	DET
american_scientific_journal-7149	113	21	learning	learning	NOUN
american_scientific_journal-7149	113	22	process	process	NOUN
american_scientific_journal-7149	113	23	;	;	PUNCT
american_scientific_journal-7149	113	24	this	this	PRON
american_scientific_journal-7149	113	25	is	be	AUX
american_scientific_journal-7149	113	26	due	due	ADJ
american_scientific_journal-7149	113	27	to	to	ADP
american_scientific_journal-7149	113	28	the	the	DET
american_scientific_journal-7149	113	29	correlation	correlation	NOUN
american_scientific_journal-7149	113	30	between	between	ADP
american_scientific_journal-7149	113	31	the	the	DET
american_scientific_journal-7149	113	32	q	q	NOUN
american_scientific_journal-7149	113	33	-	-	PUNCT
american_scientific_journal-7149	113	34	values	value	NOUN
american_scientific_journal-7149	113	35	and	and	CCONJ
american_scientific_journal-7149	113	36	the	the	DET
american_scientific_journal-7149	113	37	target	target	NOUN
american_scientific_journal-7149	113	38	values	value	NOUN
american_scientific_journal-7149	113	39	.	.	PUNCT
american_scientific_journal-7149	114	1	using	use	VERB
american_scientific_journal-7149	114	2	random	random	ADJ
american_scientific_journal-7149	114	3	samples	sample	NOUN
american_scientific_journal-7149	114	4	for	for	ADP
american_scientific_journal-7149	114	5	the	the	DET
american_scientific_journal-7149	114	6	replay	replay	NOUN
american_scientific_journal-7149	114	7	memory	memory	NOUN
american_scientific_journal-7149	114	8	breaks	break	VERB
american_scientific_journal-7149	114	9	this	this	DET
american_scientific_journal-7149	114	10	correlation	correlation	NOUN
american_scientific_journal-7149	114	11	.	.	PUNCT
american_scientific_journal-7149	115	1	3	3	X
american_scientific_journal-7149	115	2	.	.	X
american_scientific_journal-7149	115	3	deep	deep	ADJ
american_scientific_journal-7149	115	4	q	q	ADJ
american_scientific_journal-7149	115	5	-	-	PUNCT
american_scientific_journal-7149	115	6	learning	learn	VERB
american_scientific_journal-7149	115	7	slice	slice	NOUN
american_scientific_journal-7149	115	8	admission	admission	NOUN
american_scientific_journal-7149	115	9	algorithm	algorithm	NOUN
american_scientific_journal-7149	115	10	3.1	3.1	NUM
american_scientific_journal-7149	115	11	.	.	PUNCT
american_scientific_journal-7149	116	1	system	system	NOUN
american_scientific_journal-7149	116	2	model	model	NOUN
american_scientific_journal-7149	116	3	the	the	DET
american_scientific_journal-7149	116	4	network	network	NOUN
american_scientific_journal-7149	116	5	model	model	NOUN
american_scientific_journal-7149	116	6	used	use	VERB
american_scientific_journal-7149	116	7	is	be	AUX
american_scientific_journal-7149	116	8	that	that	PRON
american_scientific_journal-7149	116	9	of	of	ADP
american_scientific_journal-7149	116	10	a	a	DET
american_scientific_journal-7149	116	11	multi	multi	ADJ
american_scientific_journal-7149	116	12	-	-	ADJ
american_scientific_journal-7149	116	13	tiered	tiered	ADJ
american_scientific_journal-7149	116	14	5	5	NUM
american_scientific_journal-7149	116	15	g	g	NOUN
american_scientific_journal-7149	116	16	network	network	NOUN
american_scientific_journal-7149	116	17	as	as	ADP
american_scientific_journal-7149	116	18	in	in	ADP
american_scientific_journal-7149	116	19	[	[	X
american_scientific_journal-7149	116	20	8	8	NUM
american_scientific_journal-7149	116	21	]	]	PUNCT
american_scientific_journal-7149	116	22	.	.	PUNCT
american_scientific_journal-7149	117	1	a	a	DET
american_scientific_journal-7149	117	2	single	single	ADJ
american_scientific_journal-7149	117	3	macro	macro	NOUN
american_scientific_journal-7149	117	4	-	-	NOUN
american_scientific_journal-7149	117	5	cell	cell	NOUN
american_scientific_journal-7149	117	6	,	,	PUNCT
american_scientific_journal-7149	117	7	with	with	ADP
american_scientific_journal-7149	117	8	a	a	DET
american_scientific_journal-7149	117	9	capacity	capacity	NOUN
american_scientific_journal-7149	117	10	(	(	PUNCT
american_scientific_journal-7149	117	11	in	in	ADP
american_scientific_journal-7149	117	12	bits	bit	NOUN
american_scientific_journal-7149	117	13	per	per	ADP
american_scientific_journal-7149	117	14	second	second	NOUN
american_scientific_journal-7149	117	15	)	)	PUNCT
american_scientific_journal-7149	117	16	of	of	ADP
american_scientific_journal-7149	117	17	𝐶𝑀𝑎𝑐	𝐶𝑀𝑎𝑐	ADJ
american_scientific_journal-7149	117	18	,	,	PUNCT
american_scientific_journal-7149	117	19	is	be	AUX
american_scientific_journal-7149	117	20	overlaid	overlay	VERB
american_scientific_journal-7149	117	21	with	with	ADP
american_scientific_journal-7149	117	22	𝐵	𝐵	PROPN
american_scientific_journal-7149	117	23	non	non	NOUN
american_scientific_journal-7149	117	24	overlapping	overlap	VERB
american_scientific_journal-7149	117	25	small	small	ADJ
american_scientific_journal-7149	117	26	cells	cell	NOUN
american_scientific_journal-7149	117	27	;	;	PUNCT
american_scientific_journal-7149	117	28	the	the	DET
american_scientific_journal-7149	117	29	small	small	ADJ
american_scientific_journal-7149	117	30	cells	cell	NOUN
american_scientific_journal-7149	117	31	have	have	VERB
american_scientific_journal-7149	117	32	identical	identical	ADJ
american_scientific_journal-7149	117	33	coverage	coverage	NOUN
american_scientific_journal-7149	117	34	area	area	NOUN
american_scientific_journal-7149	117	35	and	and	CCONJ
american_scientific_journal-7149	117	36	capacity	capacity	NOUN
american_scientific_journal-7149	117	37	,	,	PUNCT
american_scientific_journal-7149	117	38	𝐶𝑆𝑐.	𝐶𝑆𝑐.	PROPN
american_scientific_journal-7149	117	39	it	it	PRON
american_scientific_journal-7149	117	40	is	be	AUX
american_scientific_journal-7149	117	41	assumed	assume	VERB
american_scientific_journal-7149	117	42	that	that	SCONJ
american_scientific_journal-7149	117	43	a	a	DET
american_scientific_journal-7149	117	44	user	user	NOUN
american_scientific_journal-7149	117	45	,	,	PUNCT
american_scientific_journal-7149	117	46	at	at	ADP
american_scientific_journal-7149	117	47	any	any	DET
american_scientific_journal-7149	117	48	given	give	VERB
american_scientific_journal-7149	117	49	time	time	NOUN
american_scientific_journal-7149	117	50	,	,	PUNCT
american_scientific_journal-7149	117	51	is	be	AUX
american_scientific_journal-7149	117	52	associated	associate	VERB
american_scientific_journal-7149	117	53	with	with	ADP
american_scientific_journal-7149	117	54	a	a	DET
american_scientific_journal-7149	117	55	single	single	ADJ
american_scientific_journal-7149	117	56	base	base	NOUN
american_scientific_journal-7149	117	57	station	station	NOUN
american_scientific_journal-7149	117	58	.	.	PUNCT
american_scientific_journal-7149	118	1	the	the	DET
american_scientific_journal-7149	118	2	users	user	NOUN
american_scientific_journal-7149	118	3	are	be	AUX
american_scientific_journal-7149	118	4	also	also	ADV
american_scientific_journal-7149	118	5	assumed	assume	VERB
american_scientific_journal-7149	118	6	to	to	PART
american_scientific_journal-7149	118	7	be	be	AUX
american_scientific_journal-7149	118	8	uniformly	uniformly	ADV
american_scientific_journal-7149	118	9	distributed	distribute	VERB
american_scientific_journal-7149	118	10	in	in	ADP
american_scientific_journal-7149	118	11	the	the	DET
american_scientific_journal-7149	118	12	macro	macro	NOUN
american_scientific_journal-7149	118	13	-	-	NOUN
american_scientific_journal-7149	118	14	cell	cell	NOUN
american_scientific_journal-7149	118	15	.	.	PUNCT
american_scientific_journal-7149	119	1	three	three	NUM
american_scientific_journal-7149	119	2	service	service	NOUN
american_scientific_journal-7149	119	3	types	type	NOUN
american_scientific_journal-7149	119	4	will	will	AUX
american_scientific_journal-7149	119	5	be	be	AUX
american_scientific_journal-7149	119	6	considered	consider	VERB
american_scientific_journal-7149	119	7	;	;	PUNCT
american_scientific_journal-7149	119	8	ultra	ultra	ADJ
american_scientific_journal-7149	119	9	-	-	ADJ
american_scientific_journal-7149	119	10	reliable	reliable	ADJ
american_scientific_journal-7149	119	11	low	low	ADJ
american_scientific_journal-7149	119	12	latency	latency	NOUN
american_scientific_journal-7149	119	13	communication	communication	NOUN
american_scientific_journal-7149	119	14	(	(	PUNCT
american_scientific_journal-7149	119	15	urllc	urllc	ADJ
american_scientific_journal-7149	119	16	)	)	PUNCT
american_scientific_journal-7149	119	17	,	,	PUNCT
american_scientific_journal-7149	119	18	enhanced	enhance	VERB
american_scientific_journal-7149	119	19	mobile	mobile	ADJ
american_scientific_journal-7149	119	20	broadband	broadband	NOUN
american_scientific_journal-7149	119	21	(	(	PUNCT
american_scientific_journal-7149	119	22	embb	embb	ADJ
american_scientific_journal-7149	119	23	)	)	PUNCT
american_scientific_journal-7149	119	24	and	and	CCONJ
american_scientific_journal-7149	119	25	internet	internet	NOUN
american_scientific_journal-7149	119	26	of	of	ADP
american_scientific_journal-7149	119	27	things	thing	NOUN
american_scientific_journal-7149	119	28	action	action	NOUN
american_scientific_journal-7149	119	29	reward	reward	VERB
american_scientific_journal-7149	119	30	agent	agent	NOUN
american_scientific_journal-7149	119	31	input	input	NOUN
american_scientific_journal-7149	119	32	state	state	NOUN
american_scientific_journal-7149	119	33	environment	environment	NOUN
american_scientific_journal-7149	119	34	american	american	PROPN
american_scientific_journal-7149	119	35	academic	academic	PROPN
american_scientific_journal-7149	119	36	scientific	scientific	ADJ
american_scientific_journal-7149	119	37	research	research	NOUN
american_scientific_journal-7149	119	38	journal	journal	NOUN
american_scientific_journal-7149	119	39	for	for	ADP
american_scientific_journal-7149	119	40	engineering	engineering	NOUN
american_scientific_journal-7149	119	41	,	,	PUNCT
american_scientific_journal-7149	119	42	technology	technology	NOUN
american_scientific_journal-7149	119	43	,	,	PUNCT
american_scientific_journal-7149	119	44	and	and	CCONJ
american_scientific_journal-7149	119	45	sciences	science	NOUN
american_scientific_journal-7149	119	46	(	(	PUNCT
american_scientific_journal-7149	119	47	asrjets	asrjet	NOUN
american_scientific_journal-7149	119	48	)	)	PUNCT
american_scientific_journal-7149	119	49	(	(	PUNCT
american_scientific_journal-7149	119	50	2021	2021	NUM
american_scientific_journal-7149	119	51	)	)	PUNCT
american_scientific_journal-7149	119	52	volume	volume	NOUN
american_scientific_journal-7149	119	53	84	84	NUM
american_scientific_journal-7149	119	54	,	,	PUNCT
american_scientific_journal-7149	119	55	no	no	DET
american_scientific_journal-7149	119	56	1	1	NUM
american_scientific_journal-7149	119	57	,	,	PUNCT
american_scientific_journal-7149	119	58	pp	pp	ADV
american_scientific_journal-7149	119	59	15	15	NUM
american_scientific_journal-7149	119	60	-	-	SYM
american_scientific_journal-7149	119	61	26	26	NUM
american_scientific_journal-7149	119	62	21	21	NUM
american_scientific_journal-7149	119	63	(	(	PUNCT
american_scientific_journal-7149	119	64	iot	iot	NOUN
american_scientific_journal-7149	119	65	)	)	PUNCT
american_scientific_journal-7149	119	66	services	service	NOUN
american_scientific_journal-7149	119	67	as	as	ADP
american_scientific_journal-7149	119	68	in	in	ADP
american_scientific_journal-7149	119	69	[	[	X
american_scientific_journal-7149	119	70	8	8	NUM
american_scientific_journal-7149	119	71	]	]	PUNCT
american_scientific_journal-7149	119	72	.	.	PUNCT
american_scientific_journal-7149	120	1	the	the	DET
american_scientific_journal-7149	120	2	capacity	capacity	NOUN
american_scientific_journal-7149	120	3	requirement	requirement	NOUN
american_scientific_journal-7149	120	4	for	for	ADP
american_scientific_journal-7149	120	5	the	the	DET
american_scientific_journal-7149	120	6	urrlc	urrlc	NOUN
american_scientific_journal-7149	120	7	and	and	CCONJ
american_scientific_journal-7149	120	8	emmb	emmb	ADJ
american_scientific_journal-7149	120	9	users	user	NOUN
american_scientific_journal-7149	120	10	is	be	AUX
american_scientific_journal-7149	120	11	𝐶𝑢	𝐶𝑢	NOUN
american_scientific_journal-7149	120	12	and	and	CCONJ
american_scientific_journal-7149	120	13	𝐶𝑒	𝐶𝑒	PROPN
american_scientific_journal-7149	120	14	respectively	respectively	ADV
american_scientific_journal-7149	120	15	;	;	PUNCT
american_scientific_journal-7149	120	16	an	an	DET
american_scientific_journal-7149	120	17	iot	iot	NOUN
american_scientific_journal-7149	120	18	user	user	NOUN
american_scientific_journal-7149	120	19	,	,	PUNCT
american_scientific_journal-7149	120	20	defined	define	VERB
american_scientific_journal-7149	120	21	as	as	ADP
american_scientific_journal-7149	120	22	a	a	DET
american_scientific_journal-7149	120	23	group	group	NOUN
american_scientific_journal-7149	120	24	of	of	ADP
american_scientific_journal-7149	120	25	𝑑𝑖	𝑑𝑖	PROPN
american_scientific_journal-7149	120	26	iot	iot	PROPN
american_scientific_journal-7149	120	27	devices	device	NOUN
american_scientific_journal-7149	120	28	,	,	PUNCT
american_scientific_journal-7149	120	29	requires	require	VERB
american_scientific_journal-7149	120	30	a	a	DET
american_scientific_journal-7149	120	31	capacity	capacity	NOUN
american_scientific_journal-7149	120	32	of	of	ADP
american_scientific_journal-7149	120	33	𝐶𝑖.	𝐶𝑖.	PROPN
american_scientific_journal-7149	120	34	iot	iot	NOUN
american_scientific_journal-7149	120	35	and	and	CCONJ
american_scientific_journal-7149	120	36	emmb	emmb	ADJ
american_scientific_journal-7149	120	37	users	user	NOUN
american_scientific_journal-7149	120	38	only	only	ADV
american_scientific_journal-7149	120	39	receive	receive	VERB
american_scientific_journal-7149	120	40	network	network	NOUN
american_scientific_journal-7149	120	41	service	service	NOUN
american_scientific_journal-7149	120	42	via	via	ADP
american_scientific_journal-7149	120	43	the	the	DET
american_scientific_journal-7149	120	44	macro	macro	ADJ
american_scientific_journal-7149	120	45	-	-	NOUN
american_scientific_journal-7149	120	46	cell	cell	NOUN
american_scientific_journal-7149	120	47	base	base	NOUN
american_scientific_journal-7149	120	48	while	while	SCONJ
american_scientific_journal-7149	120	49	urrlc	urrlc	NOUN
american_scientific_journal-7149	120	50	users	user	NOUN
american_scientific_journal-7149	120	51	,	,	PUNCT
american_scientific_journal-7149	120	52	are	be	AUX
american_scientific_journal-7149	120	53	serviced	service	VERB
american_scientific_journal-7149	120	54	by	by	ADP
american_scientific_journal-7149	120	55	the	the	DET
american_scientific_journal-7149	120	56	small	small	ADJ
american_scientific_journal-7149	120	57	cell	cell	NOUN
american_scientific_journal-7149	120	58	that	that	SCONJ
american_scientific_journal-7149	120	59	they	they	PRON
american_scientific_journal-7149	120	60	are	be	AUX
american_scientific_journal-7149	120	61	located	locate	VERB
american_scientific_journal-7149	120	62	in	in	ADP
american_scientific_journal-7149	120	63	.	.	PUNCT
american_scientific_journal-7149	121	1	the	the	DET
american_scientific_journal-7149	121	2	network	network	NOUN
american_scientific_journal-7149	121	3	is	be	AUX
american_scientific_journal-7149	121	4	assumed	assume	VERB
american_scientific_journal-7149	121	5	to	to	PART
american_scientific_journal-7149	121	6	be	be	AUX
american_scientific_journal-7149	121	7	owned	own	VERB
american_scientific_journal-7149	121	8	and	and	CCONJ
american_scientific_journal-7149	121	9	operated	operate	VERB
american_scientific_journal-7149	121	10	by	by	ADP
american_scientific_journal-7149	121	11	an	an	DET
american_scientific_journal-7149	121	12	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	121	13	provider	provider	NOUN
american_scientific_journal-7149	121	14	who	who	PRON
american_scientific_journal-7149	121	15	provides	provide	VERB
american_scientific_journal-7149	121	16	network	network	NOUN
american_scientific_journal-7149	121	17	slices	slice	NOUN
american_scientific_journal-7149	121	18	to	to	ADP
american_scientific_journal-7149	121	19	tenants	tenant	NOUN
american_scientific_journal-7149	121	20	;	;	PUNCT
american_scientific_journal-7149	121	21	the	the	DET
american_scientific_journal-7149	121	22	tenants	tenant	NOUN
american_scientific_journal-7149	121	23	in	in	ADP
american_scientific_journal-7149	121	24	turn	turn	NOUN
american_scientific_journal-7149	121	25	provide	provide	VERB
american_scientific_journal-7149	121	26	services	service	NOUN
american_scientific_journal-7149	121	27	to	to	ADP
american_scientific_journal-7149	121	28	the	the	DET
american_scientific_journal-7149	121	29	end	end	NOUN
american_scientific_journal-7149	121	30	users	user	NOUN
american_scientific_journal-7149	121	31	.	.	PUNCT
american_scientific_journal-7149	122	1	a	a	DET
american_scientific_journal-7149	122	2	network	network	NOUN
american_scientific_journal-7149	122	3	slice	slice	NOUN
american_scientific_journal-7149	122	4	is	be	AUX
american_scientific_journal-7149	122	5	characterized	characterize	VERB
american_scientific_journal-7149	122	6	by	by	ADP
american_scientific_journal-7149	122	7	the	the	DET
american_scientific_journal-7149	122	8	tuple	tuple	NOUN
american_scientific_journal-7149	122	9	[	[	X
american_scientific_journal-7149	122	10	𝑚	𝑚	PROPN
american_scientific_journal-7149	122	11	,	,	PUNCT
american_scientific_journal-7149	122	12	𝑛	𝑛	PROPN
american_scientific_journal-7149	122	13	,	,	PUNCT
american_scientific_journal-7149	122	14	𝑡	𝑡	PROPN
american_scientific_journal-7149	122	15	,	,	PUNCT
american_scientific_journal-7149	122	16	𝜌𝑚	𝜌𝑚	ADP
american_scientific_journal-7149	122	17	]	]	PUNCT
american_scientific_journal-7149	122	18	where	where	SCONJ
american_scientific_journal-7149	122	19	a	a	X
american_scientific_journal-7149	122	20	)	)	PUNCT
american_scientific_journal-7149	122	21	𝑚	𝑚	X
american_scientific_journal-7149	122	22	∈	∈	PROPN
american_scientific_journal-7149	123	1	[	[	X
american_scientific_journal-7149	123	2	1	1	NUM
american_scientific_journal-7149	123	3	,	,	PUNCT
american_scientific_journal-7149	123	4	2	2	NUM
american_scientific_journal-7149	123	5	,	,	PUNCT
american_scientific_journal-7149	123	6	3	3	NUM
american_scientific_journal-7149	123	7	]	]	PUNCT
american_scientific_journal-7149	123	8	are	be	AUX
american_scientific_journal-7149	123	9	the	the	DET
american_scientific_journal-7149	123	10	supported	support	VERB
american_scientific_journal-7149	123	11	service	service	NOUN
american_scientific_journal-7149	123	12	types	type	NOUN
american_scientific_journal-7149	123	13	with	with	ADP
american_scientific_journal-7149	123	14	iot	iot	NOUN
american_scientific_journal-7149	123	15	,	,	PUNCT
american_scientific_journal-7149	123	16	urrlc	urrlc	NOUN
american_scientific_journal-7149	123	17	and	and	CCONJ
american_scientific_journal-7149	123	18	emmb	emmb	ADJ
american_scientific_journal-7149	123	19	represented	represent	VERB
american_scientific_journal-7149	123	20	by	by	ADP
american_scientific_journal-7149	123	21	𝑚	𝑚	PROPN
american_scientific_journal-7149	123	22	=	=	SYM
american_scientific_journal-7149	123	23	1	1	NUM
american_scientific_journal-7149	123	24	,	,	PUNCT
american_scientific_journal-7149	123	25	2	2	NUM
american_scientific_journal-7149	123	26	𝑎𝑛𝑑	𝑎𝑛𝑑	NOUN
american_scientific_journal-7149	123	27	3	3	NUM
american_scientific_journal-7149	123	28	respectively	respectively	ADV
american_scientific_journal-7149	123	29	b	b	NOUN
american_scientific_journal-7149	123	30	)	)	PUNCT
american_scientific_journal-7149	123	31	𝑛	𝑛	PROPN
american_scientific_journal-7149	123	32	is	be	AUX
american_scientific_journal-7149	123	33	the	the	DET
american_scientific_journal-7149	123	34	size	size	NOUN
american_scientific_journal-7149	123	35	of	of	ADP
american_scientific_journal-7149	123	36	the	the	DET
american_scientific_journal-7149	123	37	slice	slice	NOUN
american_scientific_journal-7149	123	38	,	,	PUNCT
american_scientific_journal-7149	123	39	i.e.	i.e.	X
american_scientific_journal-7149	123	40	the	the	DET
american_scientific_journal-7149	123	41	number	number	NOUN
american_scientific_journal-7149	123	42	of	of	ADP
american_scientific_journal-7149	123	43	users	user	NOUN
american_scientific_journal-7149	123	44	the	the	DET
american_scientific_journal-7149	123	45	slice	slice	NOUN
american_scientific_journal-7149	123	46	should	should	AUX
american_scientific_journal-7149	123	47	accommodate	accommodate	VERB
american_scientific_journal-7149	123	48	c	c	NOUN
american_scientific_journal-7149	123	49	)	)	PUNCT
american_scientific_journal-7149	123	50	𝑡	𝑡	PROPN
american_scientific_journal-7149	123	51	is	be	AUX
american_scientific_journal-7149	123	52	the	the	DET
american_scientific_journal-7149	123	53	number	number	NOUN
american_scientific_journal-7149	123	54	of	of	ADP
american_scientific_journal-7149	123	55	time	time	NOUN
american_scientific_journal-7149	123	56	units	unit	NOUN
american_scientific_journal-7149	123	57	the	the	DET
american_scientific_journal-7149	123	58	slice	slice	NOUN
american_scientific_journal-7149	123	59	is	be	AUX
american_scientific_journal-7149	123	60	requested	request	VERB
american_scientific_journal-7149	123	61	for	for	ADP
american_scientific_journal-7149	123	62	and	and	CCONJ
american_scientific_journal-7149	123	63	d	d	NOUN
american_scientific_journal-7149	123	64	)	)	PUNCT
american_scientific_journal-7149	123	65	𝜌𝑚is	𝜌𝑚is	NOUN
american_scientific_journal-7149	123	66	the	the	DET
american_scientific_journal-7149	123	67	price	price	NOUN
american_scientific_journal-7149	123	68	per	per	ADP
american_scientific_journal-7149	123	69	unit	unit	NOUN
american_scientific_journal-7149	123	70	time	time	NOUN
american_scientific_journal-7149	123	71	per	per	ADP
american_scientific_journal-7149	123	72	user	user	NOUN
american_scientific_journal-7149	123	73	,	,	PUNCT
american_scientific_journal-7149	123	74	for	for	ADP
american_scientific_journal-7149	123	75	service	service	NOUN
american_scientific_journal-7149	123	76	type	type	NOUN
american_scientific_journal-7149	123	77	m	m	PROPN
american_scientific_journal-7149	123	78	,	,	PUNCT
american_scientific_journal-7149	123	79	that	that	SCONJ
american_scientific_journal-7149	123	80	the	the	DET
american_scientific_journal-7149	123	81	tenant	tenant	NOUN
american_scientific_journal-7149	123	82	has	have	VERB
american_scientific_journal-7149	123	83	to	to	PART
american_scientific_journal-7149	123	84	pay	pay	VERB
american_scientific_journal-7149	123	85	for	for	ADP
american_scientific_journal-7149	123	86	acquiring	acquire	VERB
american_scientific_journal-7149	123	87	the	the	DET
american_scientific_journal-7149	123	88	slice	slice	NOUN
american_scientific_journal-7149	123	89	from	from	ADP
american_scientific_journal-7149	123	90	the	the	DET
american_scientific_journal-7149	123	91	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	123	92	provider	provider	NOUN
american_scientific_journal-7149	123	93	.	.	PUNCT
american_scientific_journal-7149	124	1	3.2	3.2	NUM
american_scientific_journal-7149	124	2	.	.	PUNCT
american_scientific_journal-7149	125	1	algorithm	algorithm	NOUN
american_scientific_journal-7149	125	2	description	description	NOUN
american_scientific_journal-7149	125	3	the	the	DET
american_scientific_journal-7149	125	4	system	system	NOUN
american_scientific_journal-7149	125	5	is	be	AUX
american_scientific_journal-7149	125	6	modeled	model	VERB
american_scientific_journal-7149	125	7	as	as	ADP
american_scientific_journal-7149	125	8	a	a	DET
american_scientific_journal-7149	125	9	set	set	NOUN
american_scientific_journal-7149	125	10	of	of	ADP
american_scientific_journal-7149	125	11	distinct	distinct	ADJ
american_scientific_journal-7149	125	12	states	state	NOUN
american_scientific_journal-7149	125	13	,	,	PUNCT
american_scientific_journal-7149	125	14	𝑠	𝑠	PROPN
american_scientific_journal-7149	125	15	∈	∈	PROPN
american_scientific_journal-7149	125	16	𝑆	𝑆	PROPN
american_scientific_journal-7149	125	17	,	,	PUNCT
american_scientific_journal-7149	125	18	where	where	SCONJ
american_scientific_journal-7149	125	19	a	a	DET
american_scientific_journal-7149	125	20	state	state	NOUN
american_scientific_journal-7149	125	21	is	be	AUX
american_scientific_journal-7149	125	22	defined	define	VERB
american_scientific_journal-7149	125	23	as	as	ADP
american_scientific_journal-7149	125	24	an	an	DET
american_scientific_journal-7149	125	25	3	3	NUM
american_scientific_journal-7149	125	26	×	×	NOUN
american_scientific_journal-7149	125	27	𝑁	𝑁	PROPN
american_scientific_journal-7149	125	28	matrix	matrix	NOUN
american_scientific_journal-7149	125	29	,	,	PUNCT
american_scientific_journal-7149	125	30	where	where	SCONJ
american_scientific_journal-7149	125	31	𝑁	𝑁	PROPN
american_scientific_journal-7149	125	32	is	be	AUX
american_scientific_journal-7149	125	33	the	the	DET
american_scientific_journal-7149	125	34	maximum	maximum	ADJ
american_scientific_journal-7149	125	35	size	size	NOUN
american_scientific_journal-7149	125	36	of	of	ADP
american_scientific_journal-7149	125	37	a	a	DET
american_scientific_journal-7149	125	38	network	network	NOUN
american_scientific_journal-7149	125	39	slice	slice	NOUN
american_scientific_journal-7149	125	40	.	.	PUNCT
american_scientific_journal-7149	126	1	the	the	DET
american_scientific_journal-7149	126	2	rows	row	NOUN
american_scientific_journal-7149	126	3	represent	represent	VERB
american_scientific_journal-7149	126	4	the	the	DET
american_scientific_journal-7149	126	5	service	service	NOUN
american_scientific_journal-7149	126	6	type	type	NOUN
american_scientific_journal-7149	126	7	,	,	PUNCT
american_scientific_journal-7149	126	8	while	while	SCONJ
american_scientific_journal-7149	126	9	the	the	DET
american_scientific_journal-7149	126	10	columns	column	NOUN
american_scientific_journal-7149	126	11	represent	represent	VERB
american_scientific_journal-7149	126	12	the	the	DET
american_scientific_journal-7149	126	13	size	size	NOUN
american_scientific_journal-7149	126	14	of	of	ADP
american_scientific_journal-7149	126	15	a	a	DET
american_scientific_journal-7149	126	16	network	network	NOUN
american_scientific_journal-7149	126	17	slice	slice	NOUN
american_scientific_journal-7149	126	18	.	.	PUNCT
american_scientific_journal-7149	127	1	therefore	therefore	ADV
american_scientific_journal-7149	127	2	,	,	PUNCT
american_scientific_journal-7149	127	3	the	the	DET
american_scientific_journal-7149	127	4	element	element	NOUN
american_scientific_journal-7149	127	5	𝑠𝑚𝑛	𝑠𝑚𝑛	NOUN
american_scientific_journal-7149	127	6	denotes	denote	VERB
american_scientific_journal-7149	127	7	the	the	DET
american_scientific_journal-7149	127	8	number	number	NOUN
american_scientific_journal-7149	127	9	of	of	ADP
american_scientific_journal-7149	127	10	slices	slice	NOUN
american_scientific_journal-7149	127	11	of	of	ADP
american_scientific_journal-7149	127	12	size	size	NOUN
american_scientific_journal-7149	127	13	𝑛	𝑛	PROPN
american_scientific_journal-7149	127	14	and	and	CCONJ
american_scientific_journal-7149	127	15	type	type	VERB
american_scientific_journal-7149	127	16	𝑚	𝑚	PROPN
american_scientific_journal-7149	127	17	that	that	PRON
american_scientific_journal-7149	127	18	are	be	AUX
american_scientific_journal-7149	127	19	present	present	ADJ
american_scientific_journal-7149	127	20	in	in	ADP
american_scientific_journal-7149	127	21	the	the	DET
american_scientific_journal-7149	127	22	system	system	NOUN
american_scientific_journal-7149	127	23	.	.	PUNCT
american_scientific_journal-7149	128	1	incoming	incoming	ADJ
american_scientific_journal-7149	128	2	slice	slice	NOUN
american_scientific_journal-7149	128	3	requests	request	NOUN
american_scientific_journal-7149	128	4	,	,	PUNCT
american_scientific_journal-7149	128	5	of	of	ADP
american_scientific_journal-7149	128	6	the	the	DET
american_scientific_journal-7149	128	7	form	form	NOUN
american_scientific_journal-7149	128	8	[	[	X
american_scientific_journal-7149	128	9	𝑚	𝑚	NOUN
american_scientific_journal-7149	128	10	,	,	PUNCT
american_scientific_journal-7149	128	11	𝑛	𝑛	PROPN
american_scientific_journal-7149	128	12	,	,	PUNCT
american_scientific_journal-7149	128	13	𝑡	𝑡	X
american_scientific_journal-7149	128	14	]	]	PUNCT
american_scientific_journal-7149	128	15	,	,	PUNCT
american_scientific_journal-7149	128	16	are	be	AUX
american_scientific_journal-7149	128	17	placed	place	VERB
american_scientific_journal-7149	128	18	in	in	ADP
american_scientific_journal-7149	128	19	a	a	DET
american_scientific_journal-7149	128	20	queue	queue	NOUN
american_scientific_journal-7149	128	21	,	,	PUNCT
american_scientific_journal-7149	128	22	𝑄𝑚𝑛	𝑄𝑚𝑛	PROPN
american_scientific_journal-7149	128	23	,	,	PUNCT
american_scientific_journal-7149	128	24	depending	depend	VERB
american_scientific_journal-7149	128	25	on	on	ADP
american_scientific_journal-7149	128	26	their	their	PRON
american_scientific_journal-7149	128	27	type	type	NOUN
american_scientific_journal-7149	128	28	and	and	CCONJ
american_scientific_journal-7149	128	29	size	size	NOUN
american_scientific_journal-7149	128	30	.	.	PUNCT
american_scientific_journal-7149	129	1	the	the	DET
american_scientific_journal-7149	129	2	deep	deep	ADJ
american_scientific_journal-7149	129	3	q	q	NOUN
american_scientific_journal-7149	129	4	-	-	PUNCT
american_scientific_journal-7149	129	5	learning	learn	VERB
american_scientific_journal-7149	129	6	algorithm	algorithm	NOUN
american_scientific_journal-7149	129	7	retrieves	retrieve	VERB
american_scientific_journal-7149	129	8	the	the	DET
american_scientific_journal-7149	129	9	slice	slice	NOUN
american_scientific_journal-7149	129	10	requests	request	NOUN
american_scientific_journal-7149	129	11	from	from	ADP
american_scientific_journal-7149	129	12	the	the	DET
american_scientific_journal-7149	129	13	queues	queue	NOUN
american_scientific_journal-7149	129	14	in	in	ADP
american_scientific_journal-7149	129	15	a	a	DET
american_scientific_journal-7149	129	16	fifo	fifo	ADJ
american_scientific_journal-7149	129	17	approach	approach	NOUN
american_scientific_journal-7149	129	18	,	,	PUNCT
american_scientific_journal-7149	129	19	and	and	CCONJ
american_scientific_journal-7149	129	20	allocates	allocate	VERB
american_scientific_journal-7149	129	21	them	they	PRON
american_scientific_journal-7149	129	22	appropriate	appropriate	ADJ
american_scientific_journal-7149	129	23	network	network	NOUN
american_scientific_journal-7149	129	24	resources	resource	NOUN
american_scientific_journal-7149	129	25	if	if	SCONJ
american_scientific_journal-7149	129	26	they	they	PRON
american_scientific_journal-7149	129	27	are	be	AUX
american_scientific_journal-7149	129	28	available	available	ADJ
american_scientific_journal-7149	129	29	.	.	PUNCT
american_scientific_journal-7149	130	1	once	once	ADV
american_scientific_journal-7149	130	2	the	the	DET
american_scientific_journal-7149	130	3	slice	slice	NOUN
american_scientific_journal-7149	130	4	request	request	NOUN
american_scientific_journal-7149	130	5	is	be	AUX
american_scientific_journal-7149	130	6	processed	process	VERB
american_scientific_journal-7149	130	7	,	,	PUNCT
american_scientific_journal-7149	130	8	it	it	PRON
american_scientific_journal-7149	130	9	is	be	AUX
american_scientific_journal-7149	130	10	removed	remove	VERB
american_scientific_journal-7149	130	11	from	from	ADP
american_scientific_journal-7149	130	12	the	the	DET
american_scientific_journal-7149	130	13	queue	queue	NOUN
american_scientific_journal-7149	130	14	.	.	PUNCT
american_scientific_journal-7149	131	1	the	the	DET
american_scientific_journal-7149	131	2	possible	possible	ADJ
american_scientific_journal-7149	131	3	actions	action	NOUN
american_scientific_journal-7149	131	4	,	,	PUNCT
american_scientific_journal-7149	131	5	𝑎	𝑎	PROPN
american_scientific_journal-7149	131	6	∈	∈	PROPN
american_scientific_journal-7149	131	7	𝐴	𝐴	PROPN
american_scientific_journal-7149	131	8	,	,	PUNCT
american_scientific_journal-7149	131	9	defined	define	VERB
american_scientific_journal-7149	131	10	as	as	ADP
american_scientific_journal-7149	131	11	(	(	PUNCT
american_scientific_journal-7149	131	12	𝑎1	𝑎1	PROPN
american_scientific_journal-7149	131	13	,	,	PUNCT
american_scientific_journal-7149	131	14	𝑎2	𝑎2	PROPN
american_scientific_journal-7149	131	15	,	,	PUNCT
american_scientific_journal-7149	131	16	𝑎3	𝑎3	PROPN
american_scientific_journal-7149	131	17	,	,	PUNCT
american_scientific_journal-7149	131	18	𝑅	𝑅	PROPN
american_scientific_journal-7149	131	19	)	)	PUNCT
american_scientific_journal-7149	131	20	,	,	PUNCT
american_scientific_journal-7149	131	21	where	where	SCONJ
american_scientific_journal-7149	131	22	𝑎𝑚	𝑎𝑚	NOUN
american_scientific_journal-7149	131	23	is	be	AUX
american_scientific_journal-7149	131	24	an	an	DET
american_scientific_journal-7149	131	25	n	n	CCONJ
american_scientific_journal-7149	131	26	-	-	PUNCT
american_scientific_journal-7149	131	27	tuple	tuple	NOUN
american_scientific_journal-7149	131	28	(	(	PUNCT
american_scientific_journal-7149	131	29	𝑎𝑚1	𝑎𝑚1	PROPN
american_scientific_journal-7149	131	30	,	,	PUNCT
american_scientific_journal-7149	131	31	𝑎𝑚2	𝑎𝑚2	NOUN
american_scientific_journal-7149	131	32	,	,	PUNCT
american_scientific_journal-7149	131	33	…	…	PUNCT
american_scientific_journal-7149	131	34	.	.	PUNCT
american_scientific_journal-7149	131	35	,	,	PUNCT
american_scientific_journal-7149	131	36	𝑎𝑚𝑁	𝑎𝑚𝑁	PROPN
american_scientific_journal-7149	131	37	)	)	PUNCT
american_scientific_journal-7149	131	38	;	;	PUNCT
american_scientific_journal-7149	131	39	the	the	DET
american_scientific_journal-7149	131	40	𝑛𝑡ℎ	𝑛𝑡ℎ	NOUN
american_scientific_journal-7149	131	41	element	element	VERB
american_scientific_journal-7149	131	42	𝑎𝑚𝑛	𝑎𝑚𝑛	NOUN
american_scientific_journal-7149	131	43	corresponds	correspond	VERB
american_scientific_journal-7149	131	44	to	to	ADP
american_scientific_journal-7149	131	45	the	the	DET
american_scientific_journal-7149	131	46	action	action	NOUN
american_scientific_journal-7149	131	47	of	of	ADP
american_scientific_journal-7149	131	48	accepting	accept	VERB
american_scientific_journal-7149	131	49	a	a	DET
american_scientific_journal-7149	131	50	slice	slice	NOUN
american_scientific_journal-7149	131	51	of	of	ADP
american_scientific_journal-7149	131	52	size	size	NOUN
american_scientific_journal-7149	131	53	𝑛	𝑛	PROPN
american_scientific_journal-7149	131	54	of	of	ADP
american_scientific_journal-7149	131	55	service	service	NOUN
american_scientific_journal-7149	131	56	type	type	NOUN
american_scientific_journal-7149	131	57	𝑚.	𝑚.	ADV
american_scientific_journal-7149	131	58	if	if	SCONJ
american_scientific_journal-7149	131	59	appropriate	appropriate	ADJ
american_scientific_journal-7149	131	60	resources	resource	NOUN
american_scientific_journal-7149	131	61	for	for	ADP
american_scientific_journal-7149	131	62	a	a	DET
american_scientific_journal-7149	131	63	slice	slice	NOUN
american_scientific_journal-7149	131	64	request	request	NOUN
american_scientific_journal-7149	131	65	are	be	AUX
american_scientific_journal-7149	131	66	not	not	PART
american_scientific_journal-7149	131	67	available	available	ADJ
american_scientific_journal-7149	131	68	,	,	PUNCT
american_scientific_journal-7149	131	69	then	then	ADV
american_scientific_journal-7149	131	70	the	the	DET
american_scientific_journal-7149	131	71	request	request	NOUN
american_scientific_journal-7149	131	72	will	will	AUX
american_scientific_journal-7149	131	73	remain	remain	VERB
american_scientific_journal-7149	131	74	in	in	ADP
american_scientific_journal-7149	131	75	the	the	DET
american_scientific_journal-7149	131	76	queue	queue	NOUN
american_scientific_journal-7149	131	77	;	;	PUNCT
american_scientific_journal-7149	131	78	this	this	PRON
american_scientific_journal-7149	131	79	is	be	AUX
american_scientific_journal-7149	131	80	represented	represent	VERB
american_scientific_journal-7149	131	81	by	by	ADP
american_scientific_journal-7149	131	82	the	the	DET
american_scientific_journal-7149	131	83	action	action	NOUN
american_scientific_journal-7149	131	84	𝑅.	𝑅.	PUNCT
american_scientific_journal-7149	131	85	the	the	DET
american_scientific_journal-7149	131	86	q	q	NOUN
american_scientific_journal-7149	131	87	-	-	PUNCT
american_scientific_journal-7149	131	88	learning	learn	VERB
american_scientific_journal-7149	131	89	algorithm	algorithm	NOUN
american_scientific_journal-7149	131	90	is	be	AUX
american_scientific_journal-7149	131	91	designed	design	VERB
american_scientific_journal-7149	131	92	to	to	PART
american_scientific_journal-7149	131	93	maximize	maximize	VERB
american_scientific_journal-7149	131	94	the	the	DET
american_scientific_journal-7149	131	95	utility	utility	NOUN
american_scientific_journal-7149	131	96	defined	define	VERB
american_scientific_journal-7149	131	97	as	as	SCONJ
american_scientific_journal-7149	131	98	follows	follow	VERB
american_scientific_journal-7149	131	99	;	;	PUNCT
american_scientific_journal-7149	131	100	𝜚	𝜚	NOUN
american_scientific_journal-7149	131	101	=	=	SYM
american_scientific_journal-7149	131	102	1	1	NUM
american_scientific_journal-7149	131	103	+	+	NUM
american_scientific_journal-7149	131	104	log𝑒[𝑛𝑡(𝜌𝑚	log𝑒[𝑛𝑡(𝜌𝑚	NOUN
american_scientific_journal-7149	131	105	+	+	CCONJ
american_scientific_journal-7149	131	106	𝜑	𝜑	NOUN
american_scientific_journal-7149	131	107	)	)	PUNCT
american_scientific_journal-7149	131	108	]	]	PUNCT
american_scientific_journal-7149	131	109	with	with	ADP
american_scientific_journal-7149	131	110	𝜑	𝜑	PROPN
american_scientific_journal-7149	131	111	=	=	PUNCT
american_scientific_journal-7149	131	112	{	{	PUNCT
american_scientific_journal-7149	131	113	𝑐𝑚(𝑇𝑎𝑔𝑒.𝑚	𝑐𝑚(𝑇𝑎𝑔𝑒.𝑚	NOUN
american_scientific_journal-7149	131	114	−	−	NOUN
american_scientific_journal-7149	131	115	𝜏𝑚	𝜏𝑚	NOUN
american_scientific_journal-7149	131	116	)	)	PUNCT
american_scientific_journal-7149	131	117	𝑇𝑎𝑔𝑒.𝑚	𝑇𝑎𝑔𝑒.𝑚	PROPN
american_scientific_journal-7149	131	118	>	>	X
american_scientific_journal-7149	131	119	𝜏𝑚	𝜏𝑚	NOUN
american_scientific_journal-7149	131	120	0	0	NUM
american_scientific_journal-7149	131	121	𝑇𝑎𝑔𝑒.𝑚	𝑇𝑎𝑔𝑒.𝑚	NOUN
american_scientific_journal-7149	131	122	≤	≤	NOUN
american_scientific_journal-7149	131	123	𝜏𝑚	𝜏𝑚	INTJ
american_scientific_journal-7149	131	124	where	where	SCONJ
american_scientific_journal-7149	131	125	(	(	PUNCT
american_scientific_journal-7149	131	126	i	i	NOUN
american_scientific_journal-7149	131	127	)	)	PUNCT
american_scientific_journal-7149	131	128	𝑇𝑎𝑔𝑒.𝑚	𝑇𝑎𝑔𝑒.𝑚	NOUN
american_scientific_journal-7149	131	129	is	be	AUX
american_scientific_journal-7149	131	130	the	the	DET
american_scientific_journal-7149	131	131	queuing	queue	VERB
american_scientific_journal-7149	131	132	delay	delay	NOUN
american_scientific_journal-7149	131	133	of	of	ADP
american_scientific_journal-7149	131	134	a	a	DET
american_scientific_journal-7149	131	135	slice	slice	NOUN
american_scientific_journal-7149	131	136	request	request	NOUN
american_scientific_journal-7149	131	137	of	of	ADP
american_scientific_journal-7149	131	138	type	type	NOUN
american_scientific_journal-7149	131	139	𝑚	𝑚	PROPN
american_scientific_journal-7149	131	140	(	(	PUNCT
american_scientific_journal-7149	131	141	i.e.	i.e.	X
american_scientific_journal-7149	131	142	the	the	DET
american_scientific_journal-7149	131	143	time	time	NOUN
american_scientific_journal-7149	131	144	the	the	DET
american_scientific_journal-7149	131	145	slice	slice	NOUN
american_scientific_journal-7149	131	146	request	request	NOUN
american_scientific_journal-7149	131	147	has	have	AUX
american_scientific_journal-7149	131	148	spent	spend	VERB
american_scientific_journal-7149	131	149	in	in	ADP
american_scientific_journal-7149	131	150	the	the	DET
american_scientific_journal-7149	131	151	queue	queue	NOUN
american_scientific_journal-7149	131	152	)	)	PUNCT
american_scientific_journal-7149	131	153	(	(	PUNCT
american_scientific_journal-7149	131	154	ii	ii	NOUN
american_scientific_journal-7149	131	155	)	)	PUNCT
american_scientific_journal-7149	131	156	𝜏𝑚	𝜏𝑚	PROPN
american_scientific_journal-7149	131	157	is	be	AUX
american_scientific_journal-7149	131	158	the	the	DET
american_scientific_journal-7149	131	159	service	service	NOUN
american_scientific_journal-7149	131	160	type	type	NOUN
american_scientific_journal-7149	131	161	dependent	dependent	ADJ
american_scientific_journal-7149	131	162	tolerable	tolerable	ADJ
american_scientific_journal-7149	131	163	delay	delay	NOUN
american_scientific_journal-7149	131	164	and	and	CCONJ
american_scientific_journal-7149	131	165	(	(	PUNCT
american_scientific_journal-7149	131	166	iii	iii	NOUN
american_scientific_journal-7149	131	167	)	)	PUNCT
american_scientific_journal-7149	132	1	𝑐𝑚	𝑐𝑚	ADV
american_scientific_journal-7149	132	2	is	be	AUX
american_scientific_journal-7149	132	3	the	the	DET
american_scientific_journal-7149	132	4	cost	cost	NOUN
american_scientific_journal-7149	132	5	associated	associate	VERB
american_scientific_journal-7149	132	6	with	with	ADP
american_scientific_journal-7149	132	7	delaying	delay	VERB
american_scientific_journal-7149	132	8	a	a	DET
american_scientific_journal-7149	132	9	slice	slice	NOUN
american_scientific_journal-7149	132	10	request	request	NOUN
american_scientific_journal-7149	132	11	in	in	ADP
american_scientific_journal-7149	132	12	the	the	DET
american_scientific_journal-7149	132	13	queue	queue	NOUN
american_scientific_journal-7149	132	14	for	for	ADP
american_scientific_journal-7149	132	15	a	a	DET
american_scientific_journal-7149	132	16	period	period	NOUN
american_scientific_journal-7149	132	17	more	more	ADJ
american_scientific_journal-7149	132	18	than	than	ADP
american_scientific_journal-7149	132	19	the	the	DET
american_scientific_journal-7149	132	20	tolerable	tolerable	ADJ
american_scientific_journal-7149	132	21	delay	delay	NOUN
american_scientific_journal-7149	132	22	.	.	PUNCT
american_scientific_journal-7149	133	1	each	each	DET
american_scientific_journal-7149	133	2	time	time	NOUN
american_scientific_journal-7149	133	3	a	a	DET
american_scientific_journal-7149	133	4	slice	slice	NOUN
american_scientific_journal-7149	133	5	is	be	AUX
american_scientific_journal-7149	133	6	admitted	admit	VERB
american_scientific_journal-7149	133	7	into	into	ADP
american_scientific_journal-7149	133	8	the	the	DET
american_scientific_journal-7149	133	9	system	system	NOUN
american_scientific_journal-7149	133	10	,	,	PUNCT
american_scientific_journal-7149	133	11	the	the	DET
american_scientific_journal-7149	133	12	defined	define	VERB
american_scientific_journal-7149	133	13	utility	utility	NOUN
american_scientific_journal-7149	133	14	is	be	AUX
american_scientific_journal-7149	133	15	gained	gain	VERB
american_scientific_journal-7149	133	16	by	by	ADP
american_scientific_journal-7149	133	17	the	the	DET
american_scientific_journal-7149	133	18	algorithm	algorithm	NOUN
american_scientific_journal-7149	133	19	;	;	PUNCT
american_scientific_journal-7149	133	20	at	at	ADP
american_scientific_journal-7149	133	21	the	the	DET
american_scientific_journal-7149	133	22	same	same	ADJ
american_scientific_journal-7149	133	23	time	time	NOUN
american_scientific_journal-7149	133	24	,	,	PUNCT
american_scientific_journal-7149	133	25	the	the	DET
american_scientific_journal-7149	133	26	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	133	27	provider	provider	NOUN
american_scientific_journal-7149	133	28	earns	earn	VERB
american_scientific_journal-7149	133	29	a	a	DET
american_scientific_journal-7149	133	30	revenue	revenue	NOUN
american_scientific_journal-7149	133	31	of	of	ADP
american_scientific_journal-7149	133	32	𝑡𝑛𝜌𝑚.	𝑡𝑛𝜌𝑚.	NOUN
american_scientific_journal-7149	133	33	the	the	DET
american_scientific_journal-7149	133	34	algorithm	algorithm	NOUN
american_scientific_journal-7149	133	35	maximizes	maximize	VERB
american_scientific_journal-7149	133	36	the	the	DET
american_scientific_journal-7149	133	37	utility	utility	NOUN
american_scientific_journal-7149	133	38	subject	subject	ADJ
american_scientific_journal-7149	133	39	to	to	ADP
american_scientific_journal-7149	133	40	the	the	DET
american_scientific_journal-7149	133	41	following	follow	VERB
american_scientific_journal-7149	133	42	capacity	capacity	NOUN
american_scientific_journal-7149	133	43	constraints	constraint	NOUN
american_scientific_journal-7149	134	1	𝐶𝑖	𝐶𝑖	PROPN
american_scientific_journal-7149	134	2	∑𝑛𝑠1𝑛	∑𝑛𝑠1𝑛	ADV
american_scientific_journal-7149	134	3	𝑁1	𝑁1	PRON
american_scientific_journal-7149	134	4	𝑛=1	𝑛=1	NOUN
american_scientific_journal-7149	134	5	+	+	CCONJ
american_scientific_journal-7149	135	1	𝐶𝑒	𝐶𝑒	DET
american_scientific_journal-7149	135	2	∑𝑛𝑠3𝑛	∑𝑛𝑠3𝑛	ADJ
american_scientific_journal-7149	135	3	𝑁3	𝑁3	ADJ
american_scientific_journal-7149	135	4	𝑛=1	𝑛=1	NOUN
american_scientific_journal-7149	135	5	≤	≤	ADJ
american_scientific_journal-7149	135	6	𝐶𝑀𝑎𝑐	𝐶𝑀𝑎𝑐	PUNCT
american_scientific_journal-7149	135	7	𝐶𝑢	𝐶𝑢	NOUN
american_scientific_journal-7149	135	8	∑𝑛𝑠2𝑛	∑𝑛𝑠2𝑛	PUNCT
american_scientific_journal-7149	135	9	𝑁2	𝑁2	NOUN
american_scientific_journal-7149	135	10	𝑛=1	𝑛=1	NOUN
american_scientific_journal-7149	135	11	≤	≤	NOUN
american_scientific_journal-7149	135	12	𝐵𝐶𝑆𝑐	𝐵𝐶𝑆𝑐	NOUN
american_scientific_journal-7149	135	13	a	a	DET
american_scientific_journal-7149	135	14	dqn	dqn	NOUN
american_scientific_journal-7149	135	15	is	be	AUX
american_scientific_journal-7149	135	16	implemented	implement	VERB
american_scientific_journal-7149	135	17	to	to	PART
american_scientific_journal-7149	135	18	achieve	achieve	VERB
american_scientific_journal-7149	135	19	utility	utility	NOUN
american_scientific_journal-7149	135	20	maximization	maximization	NOUN
american_scientific_journal-7149	135	21	;	;	PUNCT
american_scientific_journal-7149	135	22	the	the	DET
american_scientific_journal-7149	135	23	dqn	dqn	NOUN
american_scientific_journal-7149	135	24	accepts	accept	VERB
american_scientific_journal-7149	135	25	the	the	DET
american_scientific_journal-7149	135	26	state	state	NOUN
american_scientific_journal-7149	135	27	matrix	matrix	NOUN
american_scientific_journal-7149	135	28	elements	element	NOUN
american_scientific_journal-7149	135	29	as	as	ADP
american_scientific_journal-7149	135	30	inputs	input	NOUN
american_scientific_journal-7149	135	31	,	,	PUNCT
american_scientific_journal-7149	135	32	american	american	ADJ
american_scientific_journal-7149	135	33	academic	academic	ADJ
american_scientific_journal-7149	135	34	scientific	scientific	ADJ
american_scientific_journal-7149	135	35	research	research	NOUN
american_scientific_journal-7149	135	36	journal	journal	NOUN
american_scientific_journal-7149	135	37	for	for	ADP
american_scientific_journal-7149	135	38	engineering	engineering	NOUN
american_scientific_journal-7149	135	39	,	,	PUNCT
american_scientific_journal-7149	135	40	technology	technology	NOUN
american_scientific_journal-7149	135	41	,	,	PUNCT
american_scientific_journal-7149	135	42	and	and	CCONJ
american_scientific_journal-7149	135	43	sciences	science	NOUN
american_scientific_journal-7149	135	44	(	(	PUNCT
american_scientific_journal-7149	135	45	asrjets	asrjet	NOUN
american_scientific_journal-7149	135	46	)	)	PUNCT
american_scientific_journal-7149	135	47	(	(	PUNCT
american_scientific_journal-7149	135	48	2021	2021	NUM
american_scientific_journal-7149	135	49	)	)	PUNCT
american_scientific_journal-7149	135	50	volume	volume	NOUN
american_scientific_journal-7149	135	51	84	84	NUM
american_scientific_journal-7149	135	52	,	,	PUNCT
american_scientific_journal-7149	135	53	no	no	DET
american_scientific_journal-7149	135	54	1	1	NUM
american_scientific_journal-7149	135	55	,	,	PUNCT
american_scientific_journal-7149	135	56	pp	pp	ADV
american_scientific_journal-7149	135	57	15	15	NUM
american_scientific_journal-7149	135	58	-	-	SYM
american_scientific_journal-7149	135	59	26	26	NUM
american_scientific_journal-7149	135	60	22	22	NUM
american_scientific_journal-7149	135	61	therefore	therefore	ADV
american_scientific_journal-7149	135	62	the	the	DET
american_scientific_journal-7149	135	63	number	number	NOUN
american_scientific_journal-7149	135	64	of	of	ADP
american_scientific_journal-7149	135	65	inputs	input	NOUN
american_scientific_journal-7149	135	66	to	to	ADP
american_scientific_journal-7149	135	67	the	the	DET
american_scientific_journal-7149	135	68	dqn	dqn	NOUN
american_scientific_journal-7149	135	69	is	be	AUX
american_scientific_journal-7149	135	70	𝑚𝑛.	𝑚𝑛.	ADP
american_scientific_journal-7149	135	71	the	the	DET
american_scientific_journal-7149	135	72	outputs	output	NOUN
american_scientific_journal-7149	135	73	of	of	ADP
american_scientific_journal-7149	135	74	the	the	DET
american_scientific_journal-7149	135	75	dqn	dqn	NOUN
american_scientific_journal-7149	135	76	,	,	PUNCT
american_scientific_journal-7149	135	77	i.e.	i.e.	X
american_scientific_journal-7149	135	78	units	unit	NOUN
american_scientific_journal-7149	135	79	in	in	ADP
american_scientific_journal-7149	135	80	output	output	NOUN
american_scientific_journal-7149	135	81	layer	layer	NOUN
american_scientific_journal-7149	135	82	,	,	PUNCT
american_scientific_journal-7149	135	83	represent	represent	VERB
american_scientific_journal-7149	135	84	all	all	DET
american_scientific_journal-7149	135	85	possible	possible	ADJ
american_scientific_journal-7149	135	86	actions	action	NOUN
american_scientific_journal-7149	135	87	for	for	ADP
american_scientific_journal-7149	135	88	a	a	DET
american_scientific_journal-7149	135	89	given	give	VERB
american_scientific_journal-7149	135	90	state	state	NOUN
american_scientific_journal-7149	135	91	and	and	CCONJ
american_scientific_journal-7149	135	92	are	be	AUX
american_scientific_journal-7149	135	93	𝑁	𝑁	PROPN
american_scientific_journal-7149	135	94	×	×	NOUN
american_scientific_journal-7149	135	95	3	3	NUM
american_scientific_journal-7149	135	96	+	+	CCONJ
american_scientific_journal-7149	135	97	1	1	NUM
american_scientific_journal-7149	135	98	in	in	ADP
american_scientific_journal-7149	135	99	number	number	NOUN
american_scientific_journal-7149	135	100	.	.	PUNCT
american_scientific_journal-7149	136	1	the	the	DET
american_scientific_journal-7149	136	2	maximum	maximum	PROPN
american_scientific_journal-7149	136	3	network	network	NOUN
american_scientific_journal-7149	136	4	slice	slice	NOUN
american_scientific_journal-7149	136	5	size	size	NOUN
american_scientific_journal-7149	136	6	was	be	AUX
american_scientific_journal-7149	136	7	set	set	VERB
american_scientific_journal-7149	136	8	to	to	ADP
american_scientific_journal-7149	136	9	𝑁	𝑁	PROPN
american_scientific_journal-7149	136	10	=	=	SYM
american_scientific_journal-7149	136	11	2	2	NUM
american_scientific_journal-7149	136	12	,	,	PUNCT
american_scientific_journal-7149	136	13	making	make	VERB
american_scientific_journal-7149	136	14	the	the	DET
american_scientific_journal-7149	136	15	number	number	NOUN
american_scientific_journal-7149	136	16	of	of	ADP
american_scientific_journal-7149	136	17	inputs	input	NOUN
american_scientific_journal-7149	136	18	and	and	CCONJ
american_scientific_journal-7149	136	19	outputs	output	NOUN
american_scientific_journal-7149	136	20	6	6	NUM
american_scientific_journal-7149	136	21	and	and	CCONJ
american_scientific_journal-7149	136	22	7	7	NUM
american_scientific_journal-7149	136	23	respectively	respectively	ADV
american_scientific_journal-7149	136	24	.	.	PUNCT
american_scientific_journal-7149	137	1	the	the	DET
american_scientific_journal-7149	137	2	dqn	dqn	NOUN
american_scientific_journal-7149	137	3	has	have	VERB
american_scientific_journal-7149	137	4	two	two	NUM
american_scientific_journal-7149	137	5	hidden	hidden	ADJ
american_scientific_journal-7149	137	6	layers	layer	NOUN
american_scientific_journal-7149	137	7	;	;	PUNCT
american_scientific_journal-7149	137	8	the	the	DET
american_scientific_journal-7149	137	9	first	first	ADJ
american_scientific_journal-7149	137	10	and	and	CCONJ
american_scientific_journal-7149	137	11	second	second	ADJ
american_scientific_journal-7149	137	12	hidden	hide	VERB
american_scientific_journal-7149	137	13	layers	layer	NOUN
american_scientific_journal-7149	137	14	have	have	VERB
american_scientific_journal-7149	137	15	15	15	NUM
american_scientific_journal-7149	137	16	and	and	CCONJ
american_scientific_journal-7149	137	17	25	25	NUM
american_scientific_journal-7149	137	18	neurons	neuron	NOUN
american_scientific_journal-7149	137	19	respectively	respectively	ADV
american_scientific_journal-7149	137	20	.	.	PUNCT
american_scientific_journal-7149	138	1	the	the	DET
american_scientific_journal-7149	138	2	activation	activation	NOUN
american_scientific_journal-7149	138	3	function	function	NOUN
american_scientific_journal-7149	138	4	used	use	VERB
american_scientific_journal-7149	138	5	in	in	ADP
american_scientific_journal-7149	138	6	the	the	DET
american_scientific_journal-7149	138	7	hidden	hidden	ADJ
american_scientific_journal-7149	138	8	layers	layer	NOUN
american_scientific_journal-7149	138	9	is	be	AUX
american_scientific_journal-7149	138	10	the	the	DET
american_scientific_journal-7149	138	11	sigmoid	sigmoid	NOUN
american_scientific_journal-7149	138	12	function	function	NOUN
american_scientific_journal-7149	138	13	while	while	SCONJ
american_scientific_journal-7149	138	14	the	the	DET
american_scientific_journal-7149	138	15	relu	relu	NOUN
american_scientific_journal-7149	138	16	function	function	NOUN
american_scientific_journal-7149	138	17	is	be	AUX
american_scientific_journal-7149	138	18	used	use	VERB
american_scientific_journal-7149	138	19	in	in	ADP
american_scientific_journal-7149	138	20	the	the	DET
american_scientific_journal-7149	138	21	output	output	NOUN
american_scientific_journal-7149	138	22	layer	layer	NOUN
american_scientific_journal-7149	138	23	.	.	PUNCT
american_scientific_journal-7149	139	1	the	the	DET
american_scientific_journal-7149	139	2	deep	deep	ADJ
american_scientific_journal-7149	139	3	q	q	NOUN
american_scientific_journal-7149	139	4	-	-	PUNCT
american_scientific_journal-7149	139	5	learning	learn	VERB
american_scientific_journal-7149	139	6	algorithm	algorithm	NOUN
american_scientific_journal-7149	139	7	,	,	PUNCT
american_scientific_journal-7149	139	8	with	with	ADP
american_scientific_journal-7149	139	9	experience	experience	NOUN
american_scientific_journal-7149	139	10	replay	replay	NOUN
american_scientific_journal-7149	139	11	and	and	CCONJ
american_scientific_journal-7149	139	12	target	target	VERB
american_scientific_journal-7149	139	13	q	q	NOUN
american_scientific_journal-7149	139	14	-	-	NOUN
american_scientific_journal-7149	139	15	network	network	NOUN
american_scientific_journal-7149	139	16	,	,	PUNCT
american_scientific_journal-7149	139	17	is	be	AUX
american_scientific_journal-7149	139	18	described	describe	VERB
american_scientific_journal-7149	139	19	in	in	ADP
american_scientific_journal-7149	139	20	table	table	NOUN
american_scientific_journal-7149	139	21	1	1	NUM
american_scientific_journal-7149	139	22	.	.	PUNCT
american_scientific_journal-7149	139	23	table	table	NOUN
american_scientific_journal-7149	139	24	1	1	NUM
american_scientific_journal-7149	139	25	:	:	PUNCT
american_scientific_journal-7149	139	26	deep	deep	ADJ
american_scientific_journal-7149	139	27	q	q	ADJ
american_scientific_journal-7149	139	28	-	-	PUNCT
american_scientific_journal-7149	139	29	learning	learn	VERB
american_scientific_journal-7149	139	30	algorithm	algorithm	NOUN
american_scientific_journal-7149	139	31	.	.	PUNCT
american_scientific_journal-7149	140	1	initialize	initialize	VERB
american_scientific_journal-7149	140	2	replay	replay	NOUN
american_scientific_journal-7149	140	3	memory	memory	NOUN
american_scientific_journal-7149	140	4	,	,	PUNCT
american_scientific_journal-7149	140	5	d	d	NOUN
american_scientific_journal-7149	140	6	,	,	PUNCT
american_scientific_journal-7149	140	7	with	with	ADP
american_scientific_journal-7149	140	8	a	a	DET
american_scientific_journal-7149	140	9	capacity	capacity	NOUN
american_scientific_journal-7149	140	10	of	of	ADP
american_scientific_journal-7149	140	11	m	m	PUNCT
american_scientific_journal-7149	140	12	initialize	initialize	VERB
american_scientific_journal-7149	140	13	the	the	DET
american_scientific_journal-7149	140	14	policy	policy	NOUN
american_scientific_journal-7149	140	15	q	q	NOUN
american_scientific_journal-7149	140	16	-	-	NOUN
american_scientific_journal-7149	140	17	network	network	NOUN
american_scientific_journal-7149	140	18	,	,	PUNCT
american_scientific_journal-7149	140	19	𝑸	𝑸	PROPN
american_scientific_journal-7149	140	20	,	,	PUNCT
american_scientific_journal-7149	140	21	with	with	ADP
american_scientific_journal-7149	140	22	random	random	ADJ
american_scientific_journal-7149	140	23	weights	weight	NOUN
american_scientific_journal-7149	140	24	𝑾	𝑾	PRON
american_scientific_journal-7149	140	25	form	form	VERB
american_scientific_journal-7149	140	26	the	the	DET
american_scientific_journal-7149	140	27	target	target	NOUN
american_scientific_journal-7149	140	28	q	q	NOUN
american_scientific_journal-7149	140	29	-	-	PUNCT
american_scientific_journal-7149	140	30	network	network	NOUN
american_scientific_journal-7149	140	31	,	,	PUNCT
american_scientific_journal-7149	140	32	�	�	PROPN
american_scientific_journal-7149	140	33	̂	̂	VERB
american_scientific_journal-7149	140	34	�	�	PROPN
american_scientific_journal-7149	140	35	by	by	ADP
american_scientific_journal-7149	140	36	cloning	clone	VERB
american_scientific_journal-7149	140	37	the	the	DET
american_scientific_journal-7149	140	38	policy	policy	NOUN
american_scientific_journal-7149	140	39	network	network	NOUN
american_scientific_journal-7149	140	40	,	,	PUNCT
american_scientific_journal-7149	140	41	i.e.	i.e.	X
american_scientific_journal-7149	140	42	𝑾′	𝑾′	X
american_scientific_journal-7149	140	43	=	=	SYM
american_scientific_journal-7149	140	44	𝑾	𝑾	PROPN
american_scientific_journal-7149	140	45	for	for	ADP
american_scientific_journal-7149	140	46	episode	episode	NOUN
american_scientific_journal-7149	140	47	=	=	SYM
american_scientific_journal-7149	140	48	1	1	NUM
american_scientific_journal-7149	140	49	to	to	ADP
american_scientific_journal-7149	140	50	e	e	NOUN
american_scientific_journal-7149	140	51	for	for	ADP
american_scientific_journal-7149	140	52	each	each	DET
american_scientific_journal-7149	140	53	time	time	NOUN
american_scientific_journal-7149	140	54	step	step	NOUN
american_scientific_journal-7149	140	55	select	select	VERB
american_scientific_journal-7149	140	56	an	an	DET
american_scientific_journal-7149	140	57	action	action	NOUN
american_scientific_journal-7149	140	58	𝑎𝑡	𝑎𝑡	ADP
american_scientific_journal-7149	140	59	via	via	ADP
american_scientific_journal-7149	140	60	exploration	exploration	NOUN
american_scientific_journal-7149	140	61	or	or	CCONJ
american_scientific_journal-7149	140	62	exploitation	exploitation	NOUN
american_scientific_journal-7149	140	63	perform	perform	VERB
american_scientific_journal-7149	140	64	the	the	DET
american_scientific_journal-7149	140	65	action	action	NOUN
american_scientific_journal-7149	140	66	𝑎𝑡	𝑎𝑡	ADP
american_scientific_journal-7149	140	67	,	,	PUNCT
american_scientific_journal-7149	140	68	observe	observe	VERB
american_scientific_journal-7149	140	69	the	the	DET
american_scientific_journal-7149	140	70	immediate	immediate	ADJ
american_scientific_journal-7149	140	71	reward	reward	NOUN
american_scientific_journal-7149	140	72	𝑟𝑡	𝑟𝑡	PROPN
american_scientific_journal-7149	141	1	and	and	CCONJ
american_scientific_journal-7149	141	2	the	the	DET
american_scientific_journal-7149	141	3	next	next	ADJ
american_scientific_journal-7149	141	4	state	state	NOUN
american_scientific_journal-7149	141	5	𝑠𝑡+1	𝑠𝑡+1	NOUN
american_scientific_journal-7149	141	6	store	store	NOUN
american_scientific_journal-7149	141	7	the	the	DET
american_scientific_journal-7149	141	8	experience	experience	NOUN
american_scientific_journal-7149	141	9	,	,	PUNCT
american_scientific_journal-7149	141	10	(	(	PUNCT
american_scientific_journal-7149	141	11	𝑠𝑡	𝑠𝑡	INTJ
american_scientific_journal-7149	141	12	,	,	PUNCT
american_scientific_journal-7149	141	13	𝑎𝑡	𝑎𝑡	INTJ
american_scientific_journal-7149	141	14	,	,	PUNCT
american_scientific_journal-7149	141	15	𝑟𝑡	𝑟𝑡	PROPN
american_scientific_journal-7149	141	16	,	,	PUNCT
american_scientific_journal-7149	141	17	𝑠𝑡+1	𝑠𝑡+1	NOUN
american_scientific_journal-7149	141	18	)	)	PUNCT
american_scientific_journal-7149	141	19	,	,	PUNCT
american_scientific_journal-7149	141	20	in	in	ADP
american_scientific_journal-7149	141	21	the	the	DET
american_scientific_journal-7149	141	22	replay	replay	NOUN
american_scientific_journal-7149	141	23	memory	memory	NOUN
american_scientific_journal-7149	141	24	d	d	PRON
american_scientific_journal-7149	141	25	select	select	VERB
american_scientific_journal-7149	141	26	a	a	DET
american_scientific_journal-7149	141	27	random	random	ADJ
american_scientific_journal-7149	141	28	batch	batch	NOUN
american_scientific_journal-7149	141	29	of	of	ADP
american_scientific_journal-7149	141	30	j	j	PROPN
american_scientific_journal-7149	141	31	samples	sample	NOUN
american_scientific_journal-7149	141	32	from	from	ADP
american_scientific_journal-7149	141	33	d	d	PROPN
american_scientific_journal-7149	141	34	for	for	ADP
american_scientific_journal-7149	141	35	j	j	PROPN
american_scientific_journal-7149	141	36	=	=	SYM
american_scientific_journal-7149	141	37	1	1	NUM
american_scientific_journal-7149	141	38	to	to	PART
american_scientific_journal-7149	141	39	j	j	PROPN
american_scientific_journal-7149	141	40	pass	pass	VERB
american_scientific_journal-7149	141	41	𝑠𝑗	𝑠𝑗	INTJ
american_scientific_journal-7149	141	42	through	through	ADP
american_scientific_journal-7149	141	43	the	the	DET
american_scientific_journal-7149	141	44	policy	policy	NOUN
american_scientific_journal-7149	141	45	q	q	NOUN
american_scientific_journal-7149	141	46	-	-	NOUN
american_scientific_journal-7149	141	47	network	network	NOUN
american_scientific_journal-7149	141	48	;	;	PUNCT
american_scientific_journal-7149	141	49	select	select	ADJ
american_scientific_journal-7149	141	50	from	from	ADP
american_scientific_journal-7149	141	51	the	the	DET
american_scientific_journal-7149	141	52	output	output	NOUN
american_scientific_journal-7149	141	53	q	q	NOUN
american_scientific_journal-7149	141	54	-	-	PUNCT
american_scientific_journal-7149	141	55	values	value	NOUN
american_scientific_journal-7149	141	56	,	,	PUNCT
american_scientific_journal-7149	141	57	the	the	DET
american_scientific_journal-7149	141	58	q	q	NOUN
american_scientific_journal-7149	141	59	value	value	NOUN
american_scientific_journal-7149	141	60	that	that	PRON
american_scientific_journal-7149	141	61	corresponds	correspond	VERB
american_scientific_journal-7149	141	62	to	to	ADP
american_scientific_journal-7149	141	63	the	the	DET
american_scientific_journal-7149	141	64	sample	sample	NOUN
american_scientific_journal-7149	141	65	action	action	NOUN
american_scientific_journal-7149	141	66	,	,	PUNCT
american_scientific_journal-7149	141	67	i.e.	i.e.	X
american_scientific_journal-7149	141	68	the	the	DET
american_scientific_journal-7149	141	69	predicted	predict	VERB
american_scientific_journal-7149	141	70	q	q	ADJ
american_scientific_journal-7149	141	71	-	-	PUNCT
american_scientific_journal-7149	141	72	value	value	NOUN
american_scientific_journal-7149	141	73	𝑸(𝑠𝑗	𝑸(𝑠𝑗	NOUN
american_scientific_journal-7149	141	74	,	,	PUNCT
american_scientific_journal-7149	141	75	𝑎𝑗	𝑎𝑗	AUX
american_scientific_journal-7149	141	76	)	)	PUNCT
american_scientific_journal-7149	141	77	pass	pass	VERB
american_scientific_journal-7149	141	78	𝑠𝑗+1	𝑠𝑗+1	NUM
american_scientific_journal-7149	141	79	through	through	ADP
american_scientific_journal-7149	141	80	the	the	DET
american_scientific_journal-7149	141	81	target	target	NOUN
american_scientific_journal-7149	141	82	q	q	NOUN
american_scientific_journal-7149	141	83	-	-	PUNCT
american_scientific_journal-7149	141	84	network	network	NOUN
american_scientific_journal-7149	141	85	to	to	PART
american_scientific_journal-7149	141	86	calculate	calculate	VERB
american_scientific_journal-7149	141	87	the	the	DET
american_scientific_journal-7149	141	88	target	target	NOUN
american_scientific_journal-7149	141	89	q	q	NOUN
american_scientific_journal-7149	141	90	-	-	PUNCT
american_scientific_journal-7149	141	91	value	value	NOUN
american_scientific_journal-7149	141	92	𝑟𝑡	𝑟𝑡	NOUN
american_scientific_journal-7149	141	93	+	+	CCONJ
american_scientific_journal-7149	141	94	𝛾max	𝛾max	CCONJ
american_scientific_journal-7149	141	95	𝑎𝑗+1	𝑎𝑗+1	PROPN
american_scientific_journal-7149	141	96	�	�	PROPN
american_scientific_journal-7149	141	97	̂	̂	NOUN
american_scientific_journal-7149	141	98	�	�	NOUN
american_scientific_journal-7149	141	99	(𝑠𝑗+1	(𝑠𝑗+1	NOUN
american_scientific_journal-7149	141	100	,	,	PUNCT
american_scientific_journal-7149	141	101	𝑎𝑗+1	𝑎𝑗+1	X
american_scientific_journal-7149	141	102	)	)	PUNCT
american_scientific_journal-7149	141	103	calculate	calculate	VERB
american_scientific_journal-7149	141	104	the	the	DET
american_scientific_journal-7149	141	105	loss	loss	NOUN
american_scientific_journal-7149	141	106	between	between	ADP
american_scientific_journal-7149	141	107	predicted	predict	VERB
american_scientific_journal-7149	141	108	and	and	CCONJ
american_scientific_journal-7149	141	109	target	target	VERB
american_scientific_journal-7149	141	110	q	q	NOUN
american_scientific_journal-7149	141	111	-	-	PUNCT
american_scientific_journal-7149	141	112	values	value	NOUN
american_scientific_journal-7149	141	113	[	[	X
american_scientific_journal-7149	141	114	𝑟𝑡	𝑟𝑡	NOUN
american_scientific_journal-7149	141	115	+	+	CCONJ
american_scientific_journal-7149	141	116	γmax	γmax	PROPN
american_scientific_journal-7149	141	117	𝑎𝑗+1	𝑎𝑗+1	PROPN
american_scientific_journal-7149	141	118	�	�	PROPN
american_scientific_journal-7149	141	119	̂	̂	NOUN
american_scientific_journal-7149	141	120	�	�	NOUN
american_scientific_journal-7149	141	121	(𝑠𝑗+1	(𝑠𝑗+1	NOUN
american_scientific_journal-7149	141	122	,	,	PUNCT
american_scientific_journal-7149	141	123	𝑎𝑗+1	𝑎𝑗+1	NUM
american_scientific_journal-7149	141	124	)	)	PUNCT
american_scientific_journal-7149	141	125	−	−	NOUN
american_scientific_journal-7149	142	1	𝑸(𝑠𝑗	𝑸(𝑠𝑗	NOUN
american_scientific_journal-7149	142	2	,	,	PUNCT
american_scientific_journal-7149	142	3	𝑎𝑗	𝑎𝑗	NOUN
american_scientific_journal-7149	142	4	)	)	PUNCT
american_scientific_journal-7149	142	5	]	]	PUNCT
american_scientific_journal-7149	142	6	2	2	NUM
american_scientific_journal-7149	142	7	back	back	NOUN
american_scientific_journal-7149	142	8	propagate	propagate	VERB
american_scientific_journal-7149	142	9	the	the	DET
american_scientific_journal-7149	142	10	loss	loss	NOUN
american_scientific_journal-7149	142	11	and	and	CCONJ
american_scientific_journal-7149	142	12	update	update	VERB
american_scientific_journal-7149	142	13	the	the	DET
american_scientific_journal-7149	142	14	weights	weight	NOUN
american_scientific_journal-7149	142	15	𝑾	𝑾	PRON
american_scientific_journal-7149	142	16	end	end	VERB
american_scientific_journal-7149	142	17	for	for	ADP
american_scientific_journal-7149	142	18	after	after	SCONJ
american_scientific_journal-7149	142	19	every	every	DET
american_scientific_journal-7149	142	20	𝑥	𝑥	NOUN
american_scientific_journal-7149	142	21	time	time	NOUN
american_scientific_journal-7149	142	22	steps	step	NOUN
american_scientific_journal-7149	142	23	set	set	VERB
american_scientific_journal-7149	142	24	𝑾′	𝑾′	NOUN
american_scientific_journal-7149	142	25	=	=	PUNCT
american_scientific_journal-7149	142	26	𝑾	𝑾	PRON
american_scientific_journal-7149	142	27	end	end	VERB
american_scientific_journal-7149	142	28	for	for	ADP
american_scientific_journal-7149	142	29	end	end	NOUN
american_scientific_journal-7149	142	30	for	for	ADP
american_scientific_journal-7149	142	31	the	the	DET
american_scientific_journal-7149	142	32	epsilon	epsilon	PROPN
american_scientific_journal-7149	142	33	-	-	PUNCT
american_scientific_journal-7149	142	34	greedy	greedy	ADJ
american_scientific_journal-7149	142	35	strategy	strategy	NOUN
american_scientific_journal-7149	142	36	was	be	AUX
american_scientific_journal-7149	142	37	used	use	VERB
american_scientific_journal-7149	142	38	to	to	PART
american_scientific_journal-7149	142	39	balance	balance	VERB
american_scientific_journal-7149	142	40	exploration	exploration	NOUN
american_scientific_journal-7149	142	41	and	and	CCONJ
american_scientific_journal-7149	142	42	exploitation	exploitation	NOUN
american_scientific_journal-7149	142	43	.	.	PUNCT
american_scientific_journal-7149	143	1	the	the	DET
american_scientific_journal-7149	143	2	value	value	NOUN
american_scientific_journal-7149	143	3	of	of	ADP
american_scientific_journal-7149	143	4	epsilon	epsilon	PROPN
american_scientific_journal-7149	143	5	was	be	AUX
american_scientific_journal-7149	143	6	initialized	initialize	VERB
american_scientific_journal-7149	143	7	to	to	ADP
american_scientific_journal-7149	143	8	𝝐	𝝐	PROPN
american_scientific_journal-7149	143	9	=	=	PUNCT
american_scientific_journal-7149	143	10	𝟏	𝟏	PROPN
american_scientific_journal-7149	143	11	and	and	CCONJ
american_scientific_journal-7149	143	12	a	a	DET
american_scientific_journal-7149	143	13	decay	decay	NOUN
american_scientific_journal-7149	143	14	rate	rate	NOUN
american_scientific_journal-7149	143	15	of	of	ADP
american_scientific_journal-7149	143	16	𝝐𝑫	𝝐𝑫	NOUN
american_scientific_journal-7149	143	17	=	=	SYM
american_scientific_journal-7149	143	18	𝟎.	𝟎.	X
american_scientific_journal-7149	143	19	𝟎𝟎𝟏	𝟎𝟎𝟏	NUM
american_scientific_journal-7149	143	20	was	be	AUX
american_scientific_journal-7149	143	21	used	use	VERB
american_scientific_journal-7149	143	22	.	.	PUNCT
american_scientific_journal-7149	144	1	when	when	SCONJ
american_scientific_journal-7149	144	2	it	it	PRON
american_scientific_journal-7149	144	3	is	be	AUX
american_scientific_journal-7149	144	4	time	time	NOUN
american_scientific_journal-7149	144	5	to	to	PART
american_scientific_journal-7149	144	6	select	select	VERB
american_scientific_journal-7149	144	7	an	an	DET
american_scientific_journal-7149	144	8	action	action	NOUN
american_scientific_journal-7149	144	9	,	,	PUNCT
american_scientific_journal-7149	144	10	a	a	DET
american_scientific_journal-7149	144	11	number	number	NOUN
american_scientific_journal-7149	144	12	between	between	ADP
american_scientific_journal-7149	144	13	0	0	NUM
american_scientific_journal-7149	144	14	and	and	CCONJ
american_scientific_journal-7149	144	15	1	1	NUM
american_scientific_journal-7149	144	16	is	be	AUX
american_scientific_journal-7149	144	17	randomly	randomly	ADV
american_scientific_journal-7149	144	18	selected	select	VERB
american_scientific_journal-7149	144	19	and	and	CCONJ
american_scientific_journal-7149	144	20	compare	compare	VERB
american_scientific_journal-7149	144	21	to	to	ADP
american_scientific_journal-7149	144	22	𝝐	𝝐	NOUN
american_scientific_journal-7149	144	23	;	;	PUNCT
american_scientific_journal-7149	144	24	if	if	SCONJ
american_scientific_journal-7149	144	25	it	it	PRON
american_scientific_journal-7149	144	26	is	be	AUX
american_scientific_journal-7149	144	27	<	<	X
american_scientific_journal-7149	144	28	𝝐	𝝐	PROPN
american_scientific_journal-7149	144	29	the	the	DET
american_scientific_journal-7149	144	30	random	random	ADJ
american_scientific_journal-7149	144	31	action	action	NOUN
american_scientific_journal-7149	144	32	is	be	AUX
american_scientific_journal-7149	144	33	selected	select	VERB
american_scientific_journal-7149	144	34	i.e.	i.e.	X
american_scientific_journal-7149	144	35	exploration	exploration	NOUN
american_scientific_journal-7149	144	36	.	.	PUNCT
american_scientific_journal-7149	145	1	otherwise	otherwise	ADV
american_scientific_journal-7149	145	2	,	,	PUNCT
american_scientific_journal-7149	145	3	if	if	SCONJ
american_scientific_journal-7149	145	4	it	it	PRON
american_scientific_journal-7149	145	5	is	be	AUX
american_scientific_journal-7149	145	6	>	>	X
american_scientific_journal-7149	145	7	𝝐	𝝐	PROPN
american_scientific_journal-7149	145	8	then	then	ADV
american_scientific_journal-7149	145	9	the	the	DET
american_scientific_journal-7149	145	10	action	action	NOUN
american_scientific_journal-7149	145	11	that	that	PRON
american_scientific_journal-7149	145	12	corresponds	correspond	VERB
american_scientific_journal-7149	145	13	to	to	AUX
american_scientific_journal-7149	145	14	maximum	maximum	PROPN
american_scientific_journal-7149	145	15	predicted	predict	VERB
american_scientific_journal-7149	145	16	q	q	NOUN
american_scientific_journal-7149	145	17	-	-	PUNCT
american_scientific_journal-7149	145	18	value	value	NOUN
american_scientific_journal-7149	145	19	for	for	ADP
american_scientific_journal-7149	145	20	that	that	DET
american_scientific_journal-7149	145	21	state	state	NOUN
american_scientific_journal-7149	145	22	is	be	AUX
american_scientific_journal-7149	145	23	selected	select	VERB
american_scientific_journal-7149	145	24	i.e.	i.e.	X
american_scientific_journal-7149	145	25	exploitation	exploitation	NOUN
american_scientific_journal-7149	145	26	.	.	PUNCT
american_scientific_journal-7149	146	1	epsilon	epsilon	PROPN
american_scientific_journal-7149	146	2	is	be	AUX
american_scientific_journal-7149	146	3	updated	update	VERB
american_scientific_journal-7149	146	4	every	every	DET
american_scientific_journal-7149	146	5	episode	episode	NOUN
american_scientific_journal-7149	146	6	as	as	SCONJ
american_scientific_journal-7149	146	7	follows	follow	VERB
american_scientific_journal-7149	146	8	𝝐	𝝐	PROPN
american_scientific_journal-7149	146	9	=	=	PUNCT
american_scientific_journal-7149	146	10	𝟏	𝟏	NUM
american_scientific_journal-7149	146	11	−	−	NOUN
american_scientific_journal-7149	146	12	(	(	PUNCT
american_scientific_journal-7149	146	13	𝑬	𝑬	PROPN
american_scientific_journal-7149	146	14	−	−	PROPN
american_scientific_journal-7149	146	15	𝟏)𝝐𝑫	𝟏)𝝐𝑫	NOUN
american_scientific_journal-7149	146	16	.	.	PUNCT
american_scientific_journal-7149	147	1	the	the	DET
american_scientific_journal-7149	147	2	backpropagation	backpropagation	NOUN
american_scientific_journal-7149	147	3	algorithm	algorithm	NOUN
american_scientific_journal-7149	147	4	and	and	CCONJ
american_scientific_journal-7149	147	5	updating	updating	NOUN
american_scientific_journal-7149	147	6	of	of	ADP
american_scientific_journal-7149	147	7	the	the	DET
american_scientific_journal-7149	147	8	policy	policy	NOUN
american_scientific_journal-7149	147	9	q	q	NOUN
american_scientific_journal-7149	147	10	-	-	PUNCT
american_scientific_journal-7149	147	11	network	network	NOUN
american_scientific_journal-7149	147	12	weights	weight	NOUN
american_scientific_journal-7149	147	13	is	be	AUX
american_scientific_journal-7149	147	14	implemented	implement	VERB
american_scientific_journal-7149	147	15	as	as	SCONJ
american_scientific_journal-7149	147	16	described	describe	VERB
american_scientific_journal-7149	147	17	in	in	ADP
american_scientific_journal-7149	147	18	[	[	X
american_scientific_journal-7149	147	19	3	3	NUM
american_scientific_journal-7149	147	20	]	]	PUNCT
american_scientific_journal-7149	147	21	.	.	PUNCT
american_scientific_journal-7149	148	1	the	the	DET
american_scientific_journal-7149	148	2	target	target	NOUN
american_scientific_journal-7149	148	3	q	q	NOUN
american_scientific_journal-7149	148	4	-	-	PUNCT
american_scientific_journal-7149	148	5	network	network	NOUN
american_scientific_journal-7149	148	6	weights	weight	NOUN
american_scientific_journal-7149	148	7	are	be	AUX
american_scientific_journal-7149	148	8	updated	update	VERB
american_scientific_journal-7149	148	9	after	after	ADP
american_scientific_journal-7149	148	10	every	every	DET
american_scientific_journal-7149	148	11	𝒙	𝒙	PROPN
american_scientific_journal-7149	148	12	=	=	SYM
american_scientific_journal-7149	148	13	𝟏𝟎𝟎	𝟏𝟎𝟎	NUM
american_scientific_journal-7149	148	14	time	time	NOUN
american_scientific_journal-7149	148	15	units	unit	NOUN
american_scientific_journal-7149	148	16	.	.	PUNCT
american_scientific_journal-7149	149	1	the	the	DET
american_scientific_journal-7149	149	2	capacity	capacity	NOUN
american_scientific_journal-7149	149	3	of	of	ADP
american_scientific_journal-7149	149	4	the	the	DET
american_scientific_journal-7149	149	5	replay	replay	NOUN
american_scientific_journal-7149	149	6	memory	memory	NOUN
american_scientific_journal-7149	149	7	american	american	PROPN
american_scientific_journal-7149	149	8	academic	academic	PROPN
american_scientific_journal-7149	149	9	scientific	scientific	ADJ
american_scientific_journal-7149	149	10	research	research	NOUN
american_scientific_journal-7149	149	11	journal	journal	NOUN
american_scientific_journal-7149	149	12	for	for	ADP
american_scientific_journal-7149	149	13	engineering	engineering	NOUN
american_scientific_journal-7149	149	14	,	,	PUNCT
american_scientific_journal-7149	149	15	technology	technology	NOUN
american_scientific_journal-7149	149	16	,	,	PUNCT
american_scientific_journal-7149	149	17	and	and	CCONJ
american_scientific_journal-7149	149	18	sciences	science	NOUN
american_scientific_journal-7149	149	19	(	(	PUNCT
american_scientific_journal-7149	149	20	asrjets	asrjet	NOUN
american_scientific_journal-7149	149	21	)	)	PUNCT
american_scientific_journal-7149	149	22	(	(	PUNCT
american_scientific_journal-7149	149	23	2021	2021	NUM
american_scientific_journal-7149	149	24	)	)	PUNCT
american_scientific_journal-7149	149	25	volume	volume	NOUN
american_scientific_journal-7149	149	26	84	84	NUM
american_scientific_journal-7149	149	27	,	,	PUNCT
american_scientific_journal-7149	149	28	no	no	DET
american_scientific_journal-7149	149	29	1	1	NUM
american_scientific_journal-7149	149	30	,	,	PUNCT
american_scientific_journal-7149	149	31	pp	pp	ADV
american_scientific_journal-7149	149	32	15	15	NUM
american_scientific_journal-7149	149	33	-	-	SYM
american_scientific_journal-7149	149	34	26	26	NUM
american_scientific_journal-7149	149	35	23	23	NUM
american_scientific_journal-7149	149	36	d	d	NOUN
american_scientific_journal-7149	149	37	was	be	AUX
american_scientific_journal-7149	149	38	set	set	VERB
american_scientific_journal-7149	149	39	to	to	ADP
american_scientific_journal-7149	149	40	𝑴	𝑴	PROPN
american_scientific_journal-7149	149	41	=	=	SYM
american_scientific_journal-7149	149	42	𝟏𝟎	𝟏𝟎	NOUN
american_scientific_journal-7149	149	43	,	,	PUNCT
american_scientific_journal-7149	149	44	and	and	CCONJ
american_scientific_journal-7149	149	45	the	the	DET
american_scientific_journal-7149	149	46	random	random	ADJ
american_scientific_journal-7149	149	47	batch	batch	NOUN
american_scientific_journal-7149	149	48	that	that	PRON
american_scientific_journal-7149	149	49	was	be	AUX
american_scientific_journal-7149	149	50	selected	select	VERB
american_scientific_journal-7149	149	51	from	from	ADP
american_scientific_journal-7149	149	52	d	d	PROPN
american_scientific_journal-7149	149	53	for	for	ADP
american_scientific_journal-7149	149	54	training	training	NOUN
american_scientific_journal-7149	149	55	purposes	purpose	NOUN
american_scientific_journal-7149	149	56	was	be	AUX
american_scientific_journal-7149	150	1	𝑱	𝑱	NOUN
american_scientific_journal-7149	150	2	=	=	SYM
american_scientific_journal-7149	150	3	𝟓.	𝟓.	X
american_scientific_journal-7149	150	4	the	the	DET
american_scientific_journal-7149	150	5	discount	discount	NOUN
american_scientific_journal-7149	150	6	factor	factor	NOUN
american_scientific_journal-7149	150	7	was	be	AUX
american_scientific_journal-7149	150	8	set	set	VERB
american_scientific_journal-7149	150	9	at	at	ADP
american_scientific_journal-7149	150	10	𝜸	𝜸	X
american_scientific_journal-7149	150	11	=	=	X
american_scientific_journal-7149	150	12	𝟎.	𝟎.	PROPN
american_scientific_journal-7149	150	13	𝟏.	𝟏.	X
american_scientific_journal-7149	150	14	4	4	X
american_scientific_journal-7149	150	15	.	.	X
american_scientific_journal-7149	150	16	simulation	simulation	NOUN
american_scientific_journal-7149	150	17	and	and	CCONJ
american_scientific_journal-7149	150	18	results	result	NOUN
american_scientific_journal-7149	150	19	in	in	ADP
american_scientific_journal-7149	150	20	this	this	DET
american_scientific_journal-7149	150	21	section	section	NOUN
american_scientific_journal-7149	150	22	,	,	PUNCT
american_scientific_journal-7149	150	23	the	the	DET
american_scientific_journal-7149	150	24	performance	performance	NOUN
american_scientific_journal-7149	150	25	of	of	ADP
american_scientific_journal-7149	150	26	the	the	DET
american_scientific_journal-7149	150	27	deep	deep	ADJ
american_scientific_journal-7149	150	28	q	q	NOUN
american_scientific_journal-7149	150	29	-	-	PUNCT
american_scientific_journal-7149	150	30	learning	learn	VERB
american_scientific_journal-7149	150	31	algorithm	algorithm	NOUN
american_scientific_journal-7149	150	32	is	be	AUX
american_scientific_journal-7149	150	33	evaluated	evaluate	VERB
american_scientific_journal-7149	150	34	via	via	ADP
american_scientific_journal-7149	150	35	simulations	simulation	NOUN
american_scientific_journal-7149	150	36	.	.	PUNCT
american_scientific_journal-7149	151	1	the	the	DET
american_scientific_journal-7149	151	2	simulation	simulation	NOUN
american_scientific_journal-7149	151	3	parameters	parameter	NOUN
american_scientific_journal-7149	151	4	used	use	VERB
american_scientific_journal-7149	151	5	are	be	AUX
american_scientific_journal-7149	151	6	as	as	SCONJ
american_scientific_journal-7149	151	7	follows	follow	VERB
american_scientific_journal-7149	151	8	;	;	PUNCT
american_scientific_journal-7149	151	9	the	the	DET
american_scientific_journal-7149	151	10	number	number	NOUN
american_scientific_journal-7149	151	11	of	of	ADP
american_scientific_journal-7149	151	12	small	small	ADJ
american_scientific_journal-7149	151	13	cells	cell	NOUN
american_scientific_journal-7149	151	14	is	be	AUX
american_scientific_journal-7149	151	15	set	set	VERB
american_scientific_journal-7149	151	16	at	at	ADP
american_scientific_journal-7149	151	17	𝐵	𝐵	NOUN
american_scientific_journal-7149	151	18	=	=	SYM
american_scientific_journal-7149	151	19	3	3	NUM
american_scientific_journal-7149	151	20	,	,	PUNCT
american_scientific_journal-7149	151	21	and	and	CCONJ
american_scientific_journal-7149	151	22	the	the	DET
american_scientific_journal-7149	151	23	cell	cell	NOUN
american_scientific_journal-7149	151	24	capacities	capacity	NOUN
american_scientific_journal-7149	151	25	are	be	AUX
american_scientific_journal-7149	151	26	related	relate	VERB
american_scientific_journal-7149	151	27	as	as	ADP
american_scientific_journal-7149	151	28	𝐶𝑀𝑎𝑐	𝐶𝑀𝑎𝑐	PUNCT
american_scientific_journal-7149	151	29	=	=	SYM
american_scientific_journal-7149	152	1	12𝐶𝑆𝑐	12𝐶𝑆𝑐	NUM
american_scientific_journal-7149	152	2	.	.	PUNCT
american_scientific_journal-7149	153	1	the	the	DET
american_scientific_journal-7149	153	2	capacity	capacity	NOUN
american_scientific_journal-7149	153	3	requirements	requirement	NOUN
american_scientific_journal-7149	153	4	for	for	ADP
american_scientific_journal-7149	153	5	the	the	DET
american_scientific_journal-7149	153	6	network	network	NOUN
american_scientific_journal-7149	153	7	slices	slice	NOUN
american_scientific_journal-7149	153	8	are	be	AUX
american_scientific_journal-7149	153	9	set	set	VERB
american_scientific_journal-7149	153	10	as	as	ADP
american_scientific_journal-7149	153	11	𝐶𝑢	𝐶𝑢	NOUN
american_scientific_journal-7149	153	12	=	=	SYM
american_scientific_journal-7149	153	13	𝐶𝑆𝑐/4	𝐶𝑆𝑐/4	NOUN
american_scientific_journal-7149	153	14	,	,	PUNCT
american_scientific_journal-7149	153	15	𝐶𝑒	𝐶𝑒	PROPN
american_scientific_journal-7149	153	16	=	=	SYM
american_scientific_journal-7149	153	17	1.5𝐶𝑢	1.5𝐶𝑢	PROPN
american_scientific_journal-7149	153	18	and	and	CCONJ
american_scientific_journal-7149	153	19	𝐶𝑖	𝐶𝑖	PROPN
american_scientific_journal-7149	153	20	=	=	PUNCT
american_scientific_journal-7149	153	21	𝐶𝑢/2	𝐶𝑢/2	NOUN
american_scientific_journal-7149	153	22	.	.	PUNCT
american_scientific_journal-7149	154	1	the	the	DET
american_scientific_journal-7149	154	2	arrival	arrival	NOUN
american_scientific_journal-7149	154	3	rates	rate	NOUN
american_scientific_journal-7149	154	4	for	for	ADP
american_scientific_journal-7149	154	5	iot	iot	NOUN
american_scientific_journal-7149	154	6	,	,	PUNCT
american_scientific_journal-7149	154	7	emmb	emmb	ADJ
american_scientific_journal-7149	154	8	and	and	CCONJ
american_scientific_journal-7149	154	9	urllc	urllc	ADJ
american_scientific_journal-7149	154	10	slice	slice	NOUN
american_scientific_journal-7149	154	11	requests	request	NOUN
american_scientific_journal-7149	154	12	are	be	AUX
american_scientific_journal-7149	154	13	0.2	0.2	NUM
american_scientific_journal-7149	154	14	,	,	PUNCT
american_scientific_journal-7149	154	15	0.35	0.35	NUM
american_scientific_journal-7149	154	16	and	and	CCONJ
american_scientific_journal-7149	154	17	0.35	0.35	NUM
american_scientific_journal-7149	154	18	respectively	respectively	ADV
american_scientific_journal-7149	154	19	,	,	PUNCT
american_scientific_journal-7149	154	20	while	while	SCONJ
american_scientific_journal-7149	154	21	the	the	DET
american_scientific_journal-7149	154	22	cost	cost	NOUN
american_scientific_journal-7149	154	23	per	per	ADP
american_scientific_journal-7149	154	24	unit	unit	NOUN
american_scientific_journal-7149	154	25	time	time	NOUN
american_scientific_journal-7149	154	26	are	be	AUX
american_scientific_journal-7149	154	27	related	relate	VERB
american_scientific_journal-7149	154	28	as	as	SCONJ
american_scientific_journal-7149	154	29	follows	follow	VERB
american_scientific_journal-7149	154	30	,	,	PUNCT
american_scientific_journal-7149	154	31	𝜌2	𝜌2	ADJ
american_scientific_journal-7149	154	32	=	=	SYM
american_scientific_journal-7149	154	33	4𝜌1and	4𝜌1and	PROPN
american_scientific_journal-7149	154	34	𝜌3	𝜌3	NOUN
american_scientific_journal-7149	154	35	=	=	SYM
american_scientific_journal-7149	155	1	3𝜌1	3𝜌1	NUM
american_scientific_journal-7149	155	2	.	.	PUNCT
american_scientific_journal-7149	156	1	the	the	DET
american_scientific_journal-7149	156	2	tolerable	tolerable	ADJ
american_scientific_journal-7149	156	3	delay	delay	NOUN
american_scientific_journal-7149	156	4	and	and	CCONJ
american_scientific_journal-7149	156	5	delay	delay	NOUN
american_scientific_journal-7149	156	6	cost	cost	NOUN
american_scientific_journal-7149	156	7	were	be	AUX
american_scientific_journal-7149	156	8	set	set	VERB
american_scientific_journal-7149	156	9	as	as	ADP
american_scientific_journal-7149	156	10	𝜏1	𝜏1	NOUN
american_scientific_journal-7149	156	11	=	=	NOUN
american_scientific_journal-7149	156	12	75	75	NUM
american_scientific_journal-7149	156	13	,	,	PUNCT
american_scientific_journal-7149	156	14	𝜏2	𝜏2	NOUN
american_scientific_journal-7149	156	15	=	=	SYM
american_scientific_journal-7149	156	16	30	30	NUM
american_scientific_journal-7149	156	17	,	,	PUNCT
american_scientific_journal-7149	156	18	𝜏3	𝜏3	NOUN
american_scientific_journal-7149	156	19	=	=	SYM
american_scientific_journal-7149	156	20	60	60	NUM
american_scientific_journal-7149	156	21	and	and	CCONJ
american_scientific_journal-7149	156	22	𝑐1	𝑐1	NOUN
american_scientific_journal-7149	156	23	=	=	SYM
american_scientific_journal-7149	156	24	1/32	1/32	NUM
american_scientific_journal-7149	156	25	,	,	PUNCT
american_scientific_journal-7149	156	26	𝑐2	𝑐2	NOUN
american_scientific_journal-7149	156	27	=	=	SYM
american_scientific_journal-7149	156	28	1/20	1/20	NUM
american_scientific_journal-7149	156	29	,	,	PUNCT
american_scientific_journal-7149	156	30	𝑐3	𝑐3	NOUN
american_scientific_journal-7149	156	31	=	=	SYM
american_scientific_journal-7149	156	32	1/40	1/40	NUM
american_scientific_journal-7149	156	33	respectively	respectively	ADV
american_scientific_journal-7149	156	34	.	.	PUNCT
american_scientific_journal-7149	157	1	the	the	DET
american_scientific_journal-7149	157	2	number	number	NOUN
american_scientific_journal-7149	157	3	of	of	ADP
american_scientific_journal-7149	157	4	queues	queue	NOUN
american_scientific_journal-7149	157	5	is	be	AUX
american_scientific_journal-7149	157	6	6	6	NUM
american_scientific_journal-7149	157	7	,	,	PUNCT
american_scientific_journal-7149	157	8	and	and	CCONJ
american_scientific_journal-7149	157	9	each	each	DET
american_scientific_journal-7149	157	10	queue	queue	NOUN
american_scientific_journal-7149	157	11	is	be	AUX
american_scientific_journal-7149	157	12	stores	store	NOUN
american_scientific_journal-7149	157	13	a	a	DET
american_scientific_journal-7149	157	14	maximum	maximum	NOUN
american_scientific_journal-7149	157	15	of	of	ADP
american_scientific_journal-7149	157	16	100	100	NUM
american_scientific_journal-7149	157	17	slice	slice	NOUN
american_scientific_journal-7149	157	18	requests	request	NOUN
american_scientific_journal-7149	157	19	.	.	PUNCT
american_scientific_journal-7149	158	1	the	the	DET
american_scientific_journal-7149	158	2	performance	performance	NOUN
american_scientific_journal-7149	158	3	of	of	ADP
american_scientific_journal-7149	158	4	the	the	DET
american_scientific_journal-7149	158	5	deep	deep	ADJ
american_scientific_journal-7149	158	6	qlearning	qlearning	NOUN
american_scientific_journal-7149	158	7	slice	slice	NOUN
american_scientific_journal-7149	158	8	admission	admission	NOUN
american_scientific_journal-7149	158	9	algorithm	algorithm	NOUN
american_scientific_journal-7149	158	10	is	be	AUX
american_scientific_journal-7149	158	11	compared	compare	VERB
american_scientific_journal-7149	158	12	to	to	ADP
american_scientific_journal-7149	158	13	1	1	NUM
american_scientific_journal-7149	158	14	)	)	PUNCT
american_scientific_journal-7149	158	15	a	a	DET
american_scientific_journal-7149	158	16	q	q	ADV
american_scientific_journal-7149	158	17	-	-	PUNCT
american_scientific_journal-7149	158	18	learning	learn	VERB
american_scientific_journal-7149	158	19	slice	slice	NOUN
american_scientific_journal-7149	158	20	admission	admission	NOUN
american_scientific_journal-7149	158	21	algorithm	algorithm	NOUN
american_scientific_journal-7149	158	22	,	,	PUNCT
american_scientific_journal-7149	158	23	implemented	implement	VERB
american_scientific_journal-7149	158	24	as	as	ADP
american_scientific_journal-7149	158	25	in	in	ADP
american_scientific_journal-7149	158	26	[	[	X
american_scientific_journal-7149	158	27	8	8	NUM
american_scientific_journal-7149	158	28	]	]	PUNCT
american_scientific_journal-7149	158	29	,	,	PUNCT
american_scientific_journal-7149	158	30	2	2	X
american_scientific_journal-7149	158	31	)	)	PUNCT
american_scientific_journal-7149	158	32	an	an	DET
american_scientific_journal-7149	158	33	algorithm	algorithm	NOUN
american_scientific_journal-7149	158	34	that	that	PRON
american_scientific_journal-7149	158	35	admits	admit	VERB
american_scientific_journal-7149	158	36	slices	slice	NOUN
american_scientific_journal-7149	158	37	in	in	ADP
american_scientific_journal-7149	158	38	a	a	DET
american_scientific_journal-7149	158	39	random	random	ADJ
american_scientific_journal-7149	158	40	manner	manner	NOUN
american_scientific_journal-7149	158	41	.	.	PUNCT
american_scientific_journal-7149	159	1	in	in	ADP
american_scientific_journal-7149	159	2	figure	figure	NOUN
american_scientific_journal-7149	159	3	4	4	NUM
american_scientific_journal-7149	159	4	a	a	NOUN
american_scientific_journal-7149	159	5	)	)	PUNCT
american_scientific_journal-7149	159	6	and	and	CCONJ
american_scientific_journal-7149	159	7	b	b	X
american_scientific_journal-7149	159	8	)	)	PUNCT
american_scientific_journal-7149	159	9	the	the	DET
american_scientific_journal-7149	159	10	average	average	ADJ
american_scientific_journal-7149	159	11	utility	utility	NOUN
american_scientific_journal-7149	159	12	per	per	ADP
american_scientific_journal-7149	159	13	slice	slice	NOUN
american_scientific_journal-7149	159	14	request	request	NOUN
american_scientific_journal-7149	159	15	and	and	CCONJ
american_scientific_journal-7149	159	16	cumulative	cumulative	ADJ
american_scientific_journal-7149	159	17	revenue	revenue	NOUN
american_scientific_journal-7149	159	18	per	per	ADP
american_scientific_journal-7149	159	19	slice	slice	NOUN
american_scientific_journal-7149	159	20	request	request	NOUN
american_scientific_journal-7149	159	21	are	be	AUX
american_scientific_journal-7149	159	22	plotted	plot	VERB
american_scientific_journal-7149	159	23	respectively	respectively	ADV
american_scientific_journal-7149	159	24	.	.	PUNCT
american_scientific_journal-7149	160	1	figure	figure	VERB
american_scientific_journal-7149	160	2	4	4	NUM
american_scientific_journal-7149	160	3	:	:	PUNCT
american_scientific_journal-7149	160	4	a	a	X
american_scientific_journal-7149	160	5	)	)	PUNCT
american_scientific_journal-7149	160	6	utility	utility	NOUN
american_scientific_journal-7149	160	7	and	and	CCONJ
american_scientific_journal-7149	160	8	b	b	NOUN
american_scientific_journal-7149	160	9	)	)	PUNCT
american_scientific_journal-7149	160	10	revenue	revenue	NOUN
american_scientific_journal-7149	160	11	against	against	ADP
american_scientific_journal-7149	160	12	number	number	NOUN
american_scientific_journal-7149	160	13	of	of	ADP
american_scientific_journal-7149	160	14	episodes	episode	NOUN
american_scientific_journal-7149	160	15	.	.	PUNCT
american_scientific_journal-7149	161	1	the	the	DET
american_scientific_journal-7149	161	2	utility	utility	NOUN
american_scientific_journal-7149	161	3	,	,	PUNCT
american_scientific_journal-7149	161	4	𝜚	𝜚	NOUN
american_scientific_journal-7149	161	5	,	,	PUNCT
american_scientific_journal-7149	161	6	takes	take	VERB
american_scientific_journal-7149	161	7	into	into	ADP
american_scientific_journal-7149	161	8	account	account	NOUN
american_scientific_journal-7149	161	9	the	the	DET
american_scientific_journal-7149	161	10	revenue	revenue	NOUN
american_scientific_journal-7149	161	11	to	to	ADP
american_scientific_journal-7149	161	12	the	the	DET
american_scientific_journal-7149	161	13	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	161	14	provider	provider	NOUN
american_scientific_journal-7149	161	15	,	,	PUNCT
american_scientific_journal-7149	161	16	𝑛𝑡𝜌𝑚	𝑛𝑡𝜌𝑚	NOUN
american_scientific_journal-7149	161	17	and	and	CCONJ
american_scientific_journal-7149	161	18	the	the	DET
american_scientific_journal-7149	161	19	cost	cost	NOUN
american_scientific_journal-7149	161	20	of	of	ADP
american_scientific_journal-7149	161	21	delaying	delay	VERB
american_scientific_journal-7149	161	22	a	a	DET
american_scientific_journal-7149	161	23	slice	slice	NOUN
american_scientific_journal-7149	161	24	request	request	NOUN
american_scientific_journal-7149	161	25	,	,	PUNCT
american_scientific_journal-7149	161	26	i.e.	i.e.	X
american_scientific_journal-7149	161	27	keeping	keep	VERB
american_scientific_journal-7149	161	28	the	the	DET
american_scientific_journal-7149	161	29	slice	slice	NOUN
american_scientific_journal-7149	161	30	request	request	NOUN
american_scientific_journal-7149	161	31	in	in	ADP
american_scientific_journal-7149	161	32	the	the	DET
american_scientific_journal-7149	161	33	queue	queue	NOUN
american_scientific_journal-7149	161	34	over	over	ADP
american_scientific_journal-7149	161	35	its	its	PRON
american_scientific_journal-7149	161	36	threshold	threshold	NOUN
american_scientific_journal-7149	161	37	delay	delay	NOUN
american_scientific_journal-7149	161	38	value	value	NOUN
american_scientific_journal-7149	161	39	,	,	PUNCT
american_scientific_journal-7149	161	40	𝜑	𝜑	X
american_scientific_journal-7149	161	41	;	;	PUNCT
american_scientific_journal-7149	161	42	therefore	therefore	ADV
american_scientific_journal-7149	161	43	,	,	PUNCT
american_scientific_journal-7149	161	44	optimizing	optimize	VERB
american_scientific_journal-7149	161	45	𝜚	𝜚	NOUN
american_scientific_journal-7149	161	46	results	result	NOUN
american_scientific_journal-7149	161	47	in	in	ADP
american_scientific_journal-7149	161	48	revenue	revenue	NOUN
american_scientific_journal-7149	161	49	maximization	maximization	NOUN
american_scientific_journal-7149	161	50	.	.	PUNCT
american_scientific_journal-7149	162	1	from	from	ADP
american_scientific_journal-7149	162	2	figure	figure	NOUN
american_scientific_journal-7149	162	3	4	4	NUM
american_scientific_journal-7149	162	4	,	,	PUNCT
american_scientific_journal-7149	162	5	it	it	PRON
american_scientific_journal-7149	162	6	is	be	AUX
american_scientific_journal-7149	162	7	observed	observe	VERB
american_scientific_journal-7149	162	8	that	that	SCONJ
american_scientific_journal-7149	162	9	the	the	DET
american_scientific_journal-7149	162	10	deep	deep	ADJ
american_scientific_journal-7149	162	11	q	q	NOUN
american_scientific_journal-7149	162	12	-	-	PUNCT
american_scientific_journal-7149	162	13	learning	learn	VERB
american_scientific_journal-7149	162	14	algorithm	algorithm	NOUN
american_scientific_journal-7149	162	15	outperforms	outperform	VERB
american_scientific_journal-7149	162	16	both	both	CCONJ
american_scientific_journal-7149	162	17	the	the	DET
american_scientific_journal-7149	162	18	q	q	NOUN
american_scientific_journal-7149	162	19	-	-	PUNCT
american_scientific_journal-7149	162	20	learning	learning	ADJ
american_scientific_journal-7149	162	21	and	and	CCONJ
american_scientific_journal-7149	162	22	random	random	ADJ
american_scientific_journal-7149	162	23	algorithms	algorithm	NOUN
american_scientific_journal-7149	162	24	.	.	PUNCT
american_scientific_journal-7149	163	1	the	the	DET
american_scientific_journal-7149	163	2	q	q	ADJ
american_scientific_journal-7149	163	3	-	-	PUNCT
american_scientific_journal-7149	163	4	learning	learn	VERB
american_scientific_journal-7149	163	5	algorithm	algorithm	NOUN
american_scientific_journal-7149	163	6	considers	consider	VERB
american_scientific_journal-7149	163	7	state	state	NOUN
american_scientific_journal-7149	163	8	transitions	transition	NOUN
american_scientific_journal-7149	163	9	,	,	PUNCT
american_scientific_journal-7149	163	10	which	which	PRON
american_scientific_journal-7149	163	11	the	the	DET
american_scientific_journal-7149	163	12	random	random	ADJ
american_scientific_journal-7149	163	13	algorithm	algorithm	NOUN
american_scientific_journal-7149	163	14	does	do	AUX
american_scientific_journal-7149	163	15	not	not	PART
american_scientific_journal-7149	163	16	,	,	PUNCT
american_scientific_journal-7149	163	17	resulting	result	VERB
american_scientific_journal-7149	163	18	in	in	ADP
american_scientific_journal-7149	163	19	the	the	DET
american_scientific_journal-7149	163	20	q	q	NOUN
american_scientific_journal-7149	163	21	-	-	PUNCT
american_scientific_journal-7149	163	22	learning	learn	VERB
american_scientific_journal-7149	163	23	algorithm	algorithm	NOUN
american_scientific_journal-7149	163	24	having	have	VERB
american_scientific_journal-7149	163	25	better	well	ADJ
american_scientific_journal-7149	163	26	performance	performance	NOUN
american_scientific_journal-7149	163	27	.	.	PUNCT
american_scientific_journal-7149	164	1	the	the	DET
american_scientific_journal-7149	164	2	deep	deep	ADJ
american_scientific_journal-7149	164	3	qlearning	qlearning	NOUN
american_scientific_journal-7149	164	4	algorithm	algorithm	NOUN
american_scientific_journal-7149	164	5	additionally	additionally	ADV
american_scientific_journal-7149	164	6	uses	use	VERB
american_scientific_journal-7149	164	7	historical	historical	ADJ
american_scientific_journal-7149	164	8	data	datum	NOUN
american_scientific_journal-7149	164	9	,	,	PUNCT
american_scientific_journal-7149	164	10	stored	store	VERB
american_scientific_journal-7149	164	11	in	in	ADP
american_scientific_journal-7149	164	12	the	the	DET
american_scientific_journal-7149	164	13	memory	memory	NOUN
american_scientific_journal-7149	164	14	replay	replay	NOUN
american_scientific_journal-7149	164	15	,	,	PUNCT
american_scientific_journal-7149	164	16	to	to	PART
american_scientific_journal-7149	164	17	train	train	VERB
american_scientific_journal-7149	164	18	the	the	DET
american_scientific_journal-7149	164	19	network	network	NOUN
american_scientific_journal-7149	164	20	weights	weight	NOUN
american_scientific_journal-7149	164	21	;	;	PUNCT
american_scientific_journal-7149	164	22	this	this	PRON
american_scientific_journal-7149	164	23	results	result	VERB
american_scientific_journal-7149	164	24	in	in	ADP
american_scientific_journal-7149	164	25	its	its	PRON
american_scientific_journal-7149	164	26	observed	observed	ADJ
american_scientific_journal-7149	164	27	superior	superior	ADJ
american_scientific_journal-7149	164	28	performance	performance	NOUN
american_scientific_journal-7149	164	29	.	.	PUNCT
american_scientific_journal-7149	165	1	in	in	ADP
american_scientific_journal-7149	165	2	figure	figure	NOUN
american_scientific_journal-7149	165	3	5	5	NUM
american_scientific_journal-7149	165	4	a	a	NOUN
american_scientific_journal-7149	165	5	)	)	PUNCT
american_scientific_journal-7149	165	6	,	,	PUNCT
american_scientific_journal-7149	165	7	b	b	X
american_scientific_journal-7149	165	8	)	)	PUNCT
american_scientific_journal-7149	165	9	and	and	CCONJ
american_scientific_journal-7149	165	10	c	c	X
american_scientific_journal-7149	165	11	)	)	PUNCT
american_scientific_journal-7149	165	12	the	the	DET
american_scientific_journal-7149	165	13	average	average	ADJ
american_scientific_journal-7149	165	14	queue	queue	NOUN
american_scientific_journal-7149	165	15	lengths	length	NOUN
american_scientific_journal-7149	165	16	for	for	ADP
american_scientific_journal-7149	165	17	deep	deep	ADJ
american_scientific_journal-7149	165	18	q	q	NOUN
american_scientific_journal-7149	165	19	-	-	PUNCT
american_scientific_journal-7149	165	20	learning	learning	NOUN
american_scientific_journal-7149	165	21	,	,	PUNCT
american_scientific_journal-7149	165	22	q	q	NOUN
american_scientific_journal-7149	165	23	-	-	PUNCT
american_scientific_journal-7149	165	24	learning	learning	ADJ
american_scientific_journal-7149	165	25	and	and	CCONJ
american_scientific_journal-7149	165	26	random	random	ADJ
american_scientific_journal-7149	165	27	algorithms	algorithm	NOUN
american_scientific_journal-7149	165	28	respectively	respectively	ADV
american_scientific_journal-7149	165	29	are	be	AUX
american_scientific_journal-7149	165	30	plotted	plot	VERB
american_scientific_journal-7149	165	31	.	.	PUNCT
american_scientific_journal-7149	166	1	the	the	DET
american_scientific_journal-7149	166	2	queue	queue	NOUN
american_scientific_journal-7149	166	3	lengths	length	NOUN
american_scientific_journal-7149	166	4	for	for	ADP
american_scientific_journal-7149	166	5	the	the	DET
american_scientific_journal-7149	166	6	random	random	ADJ
american_scientific_journal-7149	166	7	algorithm	algorithm	NOUN
american_scientific_journal-7149	166	8	are	be	AUX
american_scientific_journal-7149	166	9	primarily	primarily	ADV
american_scientific_journal-7149	166	10	determined	determine	VERB
american_scientific_journal-7149	166	11	by	by	ADP
american_scientific_journal-7149	166	12	the	the	DET
american_scientific_journal-7149	166	13	arrival	arrival	NOUN
american_scientific_journal-7149	166	14	rate	rate	NOUN
american_scientific_journal-7149	166	15	of	of	ADP
american_scientific_journal-7149	166	16	the	the	DET
american_scientific_journal-7149	166	17	slice	slice	NOUN
american_scientific_journal-7149	166	18	requests	request	NOUN
american_scientific_journal-7149	166	19	;	;	PUNCT
american_scientific_journal-7149	166	20	this	this	PRON
american_scientific_journal-7149	166	21	is	be	AUX
american_scientific_journal-7149	166	22	because	because	SCONJ
american_scientific_journal-7149	166	23	the	the	DET
american_scientific_journal-7149	166	24	slices	slice	NOUN
american_scientific_journal-7149	166	25	are	be	AUX
american_scientific_journal-7149	166	26	admitted	admit	VERB
american_scientific_journal-7149	166	27	in	in	ADP
american_scientific_journal-7149	166	28	a	a	DET
american_scientific_journal-7149	166	29	random	random	ADJ
american_scientific_journal-7149	166	30	manner	manner	NOUN
american_scientific_journal-7149	166	31	.	.	PUNCT
american_scientific_journal-7149	167	1	since	since	SCONJ
american_scientific_journal-7149	167	2	the	the	DET
american_scientific_journal-7149	167	3	arrival	arrival	NOUN
american_scientific_journal-7149	167	4	rate	rate	NOUN
american_scientific_journal-7149	167	5	for	for	ADP
american_scientific_journal-7149	167	6	the	the	DET
american_scientific_journal-7149	167	7	iot	iot	PROPN
american_scientific_journal-7149	167	8	slice	slice	NOUN
american_scientific_journal-7149	167	9	requests	request	NOUN
american_scientific_journal-7149	167	10	is	be	AUX
american_scientific_journal-7149	167	11	less	less	ADJ
american_scientific_journal-7149	167	12	than	than	ADP
american_scientific_journal-7149	167	13	that	that	PRON
american_scientific_journal-7149	167	14	for	for	ADP
american_scientific_journal-7149	167	15	emmb	emmb	ADJ
american_scientific_journal-7149	167	16	and	and	CCONJ
american_scientific_journal-7149	167	17	urrlc	urrlc	VERB
american_scientific_journal-7149	167	18	slice	slice	NOUN
american_scientific_journal-7149	167	19	requests	request	NOUN
american_scientific_journal-7149	167	20	,	,	PUNCT
american_scientific_journal-7149	167	21	the	the	DET
american_scientific_journal-7149	167	22	iot	iot	PROPN
american_scientific_journal-7149	167	23	queue	queue	NOUN
american_scientific_journal-7149	167	24	lengths	length	NOUN
american_scientific_journal-7149	167	25	are	be	AUX
american_scientific_journal-7149	167	26	the	the	DET
american_scientific_journal-7149	167	27	shortest	short	ADJ
american_scientific_journal-7149	167	28	,	,	PUNCT
american_scientific_journal-7149	167	29	averaging	average	VERB
american_scientific_journal-7149	167	30	values	value	NOUN
american_scientific_journal-7149	167	31	of	of	ADP
american_scientific_journal-7149	167	32	below	below	ADP
american_scientific_journal-7149	167	33	10	10	NUM
american_scientific_journal-7149	167	34	,	,	PUNCT
american_scientific_journal-7149	167	35	as	as	SCONJ
american_scientific_journal-7149	167	36	seen	see	VERB
american_scientific_journal-7149	167	37	in	in	ADP
american_scientific_journal-7149	167	38	figure	figure	NOUN
american_scientific_journal-7149	167	39	5	5	NUM
american_scientific_journal-7149	167	40	c	c	NOUN
american_scientific_journal-7149	167	41	)	)	PUNCT
american_scientific_journal-7149	167	42	,	,	PUNCT
american_scientific_journal-7149	167	43	while	while	SCONJ
american_scientific_journal-7149	167	44	those	those	PRON
american_scientific_journal-7149	167	45	for	for	ADP
american_scientific_journal-7149	167	46	emmb	emmb	ADJ
american_scientific_journal-7149	167	47	and	and	CCONJ
american_scientific_journal-7149	167	48	urrlc	urrlc	NOUN
american_scientific_journal-7149	167	49	are	be	AUX
american_scientific_journal-7149	167	50	consistently	consistently	ADV
american_scientific_journal-7149	167	51	equal	equal	ADJ
american_scientific_journal-7149	167	52	to	to	ADP
american_scientific_journal-7149	167	53	the	the	DET
american_scientific_journal-7149	167	54	maximum	maximum	ADJ
american_scientific_journal-7149	167	55	queue	queue	NOUN
american_scientific_journal-7149	167	56	length	length	NOUN
american_scientific_journal-7149	167	57	of	of	ADP
american_scientific_journal-7149	167	58	100	100	NUM
american_scientific_journal-7149	167	59	.	.	PUNCT
american_scientific_journal-7149	168	1	(	(	PUNCT
american_scientific_journal-7149	168	2	a	a	X
american_scientific_journal-7149	168	3	)	)	PUNCT
american_scientific_journal-7149	168	4	(	(	PUNCT
american_scientific_journal-7149	168	5	b	b	X
american_scientific_journal-7149	168	6	)	)	PUNCT
american_scientific_journal-7149	168	7	american	american	ADJ
american_scientific_journal-7149	168	8	academic	academic	ADJ
american_scientific_journal-7149	168	9	scientific	scientific	ADJ
american_scientific_journal-7149	168	10	research	research	NOUN
american_scientific_journal-7149	168	11	journal	journal	NOUN
american_scientific_journal-7149	168	12	for	for	ADP
american_scientific_journal-7149	168	13	engineering	engineering	NOUN
american_scientific_journal-7149	168	14	,	,	PUNCT
american_scientific_journal-7149	168	15	technology	technology	NOUN
american_scientific_journal-7149	168	16	,	,	PUNCT
american_scientific_journal-7149	168	17	and	and	CCONJ
american_scientific_journal-7149	168	18	sciences	science	NOUN
american_scientific_journal-7149	168	19	(	(	PUNCT
american_scientific_journal-7149	168	20	asrjets	asrjet	NOUN
american_scientific_journal-7149	168	21	)	)	PUNCT
american_scientific_journal-7149	168	22	(	(	PUNCT
american_scientific_journal-7149	168	23	2021	2021	NUM
american_scientific_journal-7149	168	24	)	)	PUNCT
american_scientific_journal-7149	168	25	volume	volume	NOUN
american_scientific_journal-7149	168	26	84	84	NUM
american_scientific_journal-7149	168	27	,	,	PUNCT
american_scientific_journal-7149	168	28	no	no	DET
american_scientific_journal-7149	168	29	1	1	NUM
american_scientific_journal-7149	168	30	,	,	PUNCT
american_scientific_journal-7149	168	31	pp	pp	ADV
american_scientific_journal-7149	168	32	15	15	NUM
american_scientific_journal-7149	168	33	-	-	SYM
american_scientific_journal-7149	168	34	26	26	NUM
american_scientific_journal-7149	168	35	24	24	NUM
american_scientific_journal-7149	168	36	figure	figure	NOUN
american_scientific_journal-7149	168	37	5	5	NUM
american_scientific_journal-7149	168	38	:	:	PUNCT
american_scientific_journal-7149	168	39	average	average	ADJ
american_scientific_journal-7149	168	40	queue	queue	NOUN
american_scientific_journal-7149	168	41	length	length	NOUN
american_scientific_journal-7149	168	42	for	for	ADP
american_scientific_journal-7149	168	43	a	a	DET
american_scientific_journal-7149	168	44	)	)	PUNCT
american_scientific_journal-7149	168	45	deep	deep	ADJ
american_scientific_journal-7149	168	46	q	q	NOUN
american_scientific_journal-7149	168	47	-	-	PUNCT
american_scientific_journal-7149	168	48	learning	learn	VERB
american_scientific_journal-7149	168	49	b	b	NOUN
american_scientific_journal-7149	168	50	)	)	PUNCT
american_scientific_journal-7149	168	51	q	q	NOUN
american_scientific_journal-7149	168	52	-	-	PUNCT
american_scientific_journal-7149	168	53	learning	learning	NOUN
american_scientific_journal-7149	168	54	and	and	CCONJ
american_scientific_journal-7149	168	55	c	c	NOUN
american_scientific_journal-7149	168	56	)	)	PUNCT
american_scientific_journal-7149	168	57	random	random	ADJ
american_scientific_journal-7149	168	58	algorithms	algorithm	NOUN
american_scientific_journal-7149	168	59	.	.	PUNCT
american_scientific_journal-7149	169	1	both	both	CCONJ
american_scientific_journal-7149	169	2	the	the	DET
american_scientific_journal-7149	169	3	q	q	NOUN
american_scientific_journal-7149	169	4	-	-	PUNCT
american_scientific_journal-7149	169	5	learning	learn	VERB
american_scientific_journal-7149	169	6	and	and	CCONJ
american_scientific_journal-7149	169	7	deep	deep	ADJ
american_scientific_journal-7149	169	8	q	q	NOUN
american_scientific_journal-7149	169	9	-	-	PUNCT
american_scientific_journal-7149	169	10	learning	learn	VERB
american_scientific_journal-7149	169	11	algorithms	algorithm	NOUN
american_scientific_journal-7149	169	12	use	use	VERB
american_scientific_journal-7149	169	13	the	the	DET
american_scientific_journal-7149	169	14	utility	utility	NOUN
american_scientific_journal-7149	169	15	𝜚	𝜚	NOUN
american_scientific_journal-7149	169	16	as	as	ADP
american_scientific_journal-7149	169	17	the	the	DET
american_scientific_journal-7149	169	18	maximization	maximization	NOUN
american_scientific_journal-7149	169	19	objective	objective	NOUN
american_scientific_journal-7149	169	20	;	;	PUNCT
american_scientific_journal-7149	169	21	as	as	SCONJ
american_scientific_journal-7149	169	22	observed	observe	VERB
american_scientific_journal-7149	169	23	earlier	early	ADV
american_scientific_journal-7149	169	24	𝜚	𝜚	NOUN
american_scientific_journal-7149	169	25	is	be	AUX
american_scientific_journal-7149	169	26	dependent	dependent	ADJ
american_scientific_journal-7149	169	27	on	on	ADP
american_scientific_journal-7149	169	28	𝜑	𝜑	PROPN
american_scientific_journal-7149	169	29	;	;	PUNCT
american_scientific_journal-7149	169	30	𝜑	𝜑	X
american_scientific_journal-7149	169	31	on	on	ADP
american_scientific_journal-7149	169	32	its	its	PRON
american_scientific_journal-7149	169	33	part	part	NOUN
american_scientific_journal-7149	169	34	depends	depend	VERB
american_scientific_journal-7149	169	35	on	on	ADP
american_scientific_journal-7149	169	36	𝑇𝑎𝑔𝑒.𝑚	𝑇𝑎𝑔𝑒.𝑚	PROPN
american_scientific_journal-7149	169	37	−	−	PROPN
american_scientific_journal-7149	169	38	𝜏𝑚	𝜏𝑚	INTJ
american_scientific_journal-7149	169	39	.	.	PUNCT
american_scientific_journal-7149	170	1	therefore	therefore	ADV
american_scientific_journal-7149	170	2	,	,	PUNCT
american_scientific_journal-7149	170	3	the	the	PRON
american_scientific_journal-7149	170	4	longer	long	ADV
american_scientific_journal-7149	170	5	the	the	DET
american_scientific_journal-7149	170	6	delay	delay	NOUN
american_scientific_journal-7149	170	7	in	in	ADP
american_scientific_journal-7149	170	8	processing	process	VERB
american_scientific_journal-7149	170	9	a	a	DET
american_scientific_journal-7149	170	10	slice	slice	NOUN
american_scientific_journal-7149	170	11	request	request	NOUN
american_scientific_journal-7149	170	12	results	result	NOUN
american_scientific_journal-7149	170	13	in	in	ADP
american_scientific_journal-7149	170	14	an	an	DET
american_scientific_journal-7149	170	15	increase	increase	NOUN
american_scientific_journal-7149	170	16	in	in	ADP
american_scientific_journal-7149	170	17	𝜑	𝜑	PROPN
american_scientific_journal-7149	170	18	,	,	PUNCT
american_scientific_journal-7149	170	19	and	and	CCONJ
american_scientific_journal-7149	170	20	a	a	DET
american_scientific_journal-7149	170	21	corresponding	corresponding	ADJ
american_scientific_journal-7149	170	22	increase	increase	NOUN
american_scientific_journal-7149	170	23	in	in	ADP
american_scientific_journal-7149	170	24	𝜚	𝜚	NOUN
american_scientific_journal-7149	170	25	;	;	PUNCT
american_scientific_journal-7149	170	26	this	this	PRON
american_scientific_journal-7149	170	27	increases	increase	VERB
american_scientific_journal-7149	170	28	the	the	DET
american_scientific_journal-7149	170	29	probability	probability	NOUN
american_scientific_journal-7149	170	30	of	of	ADP
american_scientific_journal-7149	170	31	the	the	DET
american_scientific_journal-7149	170	32	slice	slice	NOUN
american_scientific_journal-7149	170	33	being	be	AUX
american_scientific_journal-7149	170	34	admitted	admit	VERB
american_scientific_journal-7149	170	35	.	.	PUNCT
american_scientific_journal-7149	171	1	the	the	DET
american_scientific_journal-7149	171	2	effects	effect	NOUN
american_scientific_journal-7149	171	3	of	of	ADP
american_scientific_journal-7149	171	4	these	these	PRON
american_scientific_journal-7149	171	5	are	be	AUX
american_scientific_journal-7149	171	6	observed	observe	VERB
american_scientific_journal-7149	171	7	in	in	ADP
american_scientific_journal-7149	171	8	figure	figure	NOUN
american_scientific_journal-7149	171	9	5	5	NUM
american_scientific_journal-7149	171	10	a	a	NOUN
american_scientific_journal-7149	171	11	)	)	PUNCT
american_scientific_journal-7149	171	12	and	and	CCONJ
american_scientific_journal-7149	171	13	b	b	X
american_scientific_journal-7149	171	14	)	)	PUNCT
american_scientific_journal-7149	171	15	where	where	SCONJ
american_scientific_journal-7149	171	16	it	it	PRON
american_scientific_journal-7149	171	17	is	be	AUX
american_scientific_journal-7149	171	18	noted	note	VERB
american_scientific_journal-7149	171	19	that	that	SCONJ
american_scientific_journal-7149	171	20	the	the	DET
american_scientific_journal-7149	171	21	drl	drl	PROPN
american_scientific_journal-7149	171	22	and	and	CCONJ
american_scientific_journal-7149	171	23	rl	rl	PROPN
american_scientific_journal-7149	171	24	algorithms	algorithm	NOUN
american_scientific_journal-7149	171	25	have	have	VERB
american_scientific_journal-7149	171	26	queue	queue	NOUN
american_scientific_journal-7149	171	27	management	management	NOUN
american_scientific_journal-7149	171	28	capability	capability	NOUN
american_scientific_journal-7149	171	29	;	;	PUNCT
american_scientific_journal-7149	171	30	in	in	ADP
american_scientific_journal-7149	171	31	general	general	ADJ
american_scientific_journal-7149	171	32	there	there	PRON
american_scientific_journal-7149	171	33	does	do	AUX
american_scientific_journal-7149	171	34	not	not	PART
american_scientific_journal-7149	171	35	exist	exist	VERB
american_scientific_journal-7149	171	36	such	such	DET
american_scientific_journal-7149	171	37	a	a	DET
american_scientific_journal-7149	171	38	large	large	ADJ
american_scientific_journal-7149	171	39	difference	difference	NOUN
american_scientific_journal-7149	171	40	in	in	ADP
american_scientific_journal-7149	171	41	queue	queue	NOUN
american_scientific_journal-7149	171	42	lengths	length	NOUN
american_scientific_journal-7149	171	43	,	,	PUNCT
american_scientific_journal-7149	171	44	as	as	SCONJ
american_scientific_journal-7149	171	45	observed	observe	VERB
american_scientific_journal-7149	171	46	for	for	ADP
american_scientific_journal-7149	171	47	the	the	DET
american_scientific_journal-7149	171	48	random	random	ADJ
american_scientific_journal-7149	171	49	algorithm	algorithm	NOUN
american_scientific_journal-7149	171	50	.	.	PUNCT
american_scientific_journal-7149	172	1	from	from	ADP
american_scientific_journal-7149	172	2	figure	figure	NOUN
american_scientific_journal-7149	172	3	5	5	NUM
american_scientific_journal-7149	172	4	a	a	X
american_scientific_journal-7149	172	5	)	)	PUNCT
american_scientific_journal-7149	172	6	it	it	PRON
american_scientific_journal-7149	172	7	can	can	AUX
american_scientific_journal-7149	172	8	be	be	AUX
american_scientific_journal-7149	172	9	seen	see	VERB
american_scientific_journal-7149	172	10	that	that	SCONJ
american_scientific_journal-7149	172	11	the	the	DET
american_scientific_journal-7149	172	12	drl	drl	PROPN
american_scientific_journal-7149	172	13	algorithm	algorithm	NOUN
american_scientific_journal-7149	172	14	maintains	maintain	VERB
american_scientific_journal-7149	172	15	the	the	DET
american_scientific_journal-7149	172	16	queue	queue	NOUN
american_scientific_journal-7149	172	17	lengths	length	NOUN
american_scientific_journal-7149	172	18	between	between	ADP
american_scientific_journal-7149	172	19	30	30	NUM
american_scientific_journal-7149	172	20	and	and	CCONJ
american_scientific_journal-7149	172	21	90	90	NUM
american_scientific_journal-7149	172	22	,	,	PUNCT
american_scientific_journal-7149	172	23	after	after	ADP
american_scientific_journal-7149	172	24	300	300	NUM
american_scientific_journal-7149	172	25	episodes	episode	NOUN
american_scientific_journal-7149	172	26	.	.	PUNCT
american_scientific_journal-7149	173	1	on	on	ADP
american_scientific_journal-7149	173	2	the	the	DET
american_scientific_journal-7149	173	3	other	other	ADJ
american_scientific_journal-7149	173	4	hand	hand	NOUN
american_scientific_journal-7149	173	5	,	,	PUNCT
american_scientific_journal-7149	173	6	the	the	DET
american_scientific_journal-7149	173	7	rl	rl	PROPN
american_scientific_journal-7149	173	8	algorithm	algorithm	NOUN
american_scientific_journal-7149	173	9	maintains	maintain	VERB
american_scientific_journal-7149	173	10	the	the	DET
american_scientific_journal-7149	173	11	queue	queue	NOUN
american_scientific_journal-7149	173	12	lengths	length	NOUN
american_scientific_journal-7149	173	13	between	between	ADP
american_scientific_journal-7149	173	14	40	40	NUM
american_scientific_journal-7149	173	15	and	and	CCONJ
american_scientific_journal-7149	173	16	100	100	NUM
american_scientific_journal-7149	173	17	,	,	PUNCT
american_scientific_journal-7149	173	18	after	after	ADP
american_scientific_journal-7149	173	19	100	100	NUM
american_scientific_journal-7149	173	20	episodes	episode	NOUN
american_scientific_journal-7149	173	21	.	.	PUNCT
american_scientific_journal-7149	174	1	in	in	ADP
american_scientific_journal-7149	174	2	figures	figure	NOUN
american_scientific_journal-7149	174	3	6	6	NUM
american_scientific_journal-7149	174	4	(	(	PUNCT
american_scientific_journal-7149	174	5	a	a	NOUN
american_scientific_journal-7149	174	6	)	)	PUNCT
american_scientific_journal-7149	174	7	,	,	PUNCT
american_scientific_journal-7149	174	8	(	(	PUNCT
american_scientific_journal-7149	174	9	b	b	X
american_scientific_journal-7149	174	10	)	)	PUNCT
american_scientific_journal-7149	174	11	and	and	CCONJ
american_scientific_journal-7149	174	12	(	(	PUNCT
american_scientific_journal-7149	174	13	c	c	X
american_scientific_journal-7149	174	14	)	)	PUNCT
american_scientific_journal-7149	174	15	the	the	DET
american_scientific_journal-7149	174	16	normalized	normalize	VERB
american_scientific_journal-7149	174	17	delays	delay	NOUN
american_scientific_journal-7149	174	18	for	for	ADP
american_scientific_journal-7149	174	19	deep	deep	ADJ
american_scientific_journal-7149	174	20	q	q	NOUN
american_scientific_journal-7149	174	21	-	-	PUNCT
american_scientific_journal-7149	174	22	learning	learning	NOUN
american_scientific_journal-7149	174	23	,	,	PUNCT
american_scientific_journal-7149	174	24	q	q	NOUN
american_scientific_journal-7149	174	25	-	-	PUNCT
american_scientific_journal-7149	174	26	learning	learning	ADJ
american_scientific_journal-7149	174	27	and	and	CCONJ
american_scientific_journal-7149	174	28	random	random	ADJ
american_scientific_journal-7149	174	29	algorithms	algorithm	NOUN
american_scientific_journal-7149	174	30	are	be	AUX
american_scientific_journal-7149	174	31	plotted	plot	VERB
american_scientific_journal-7149	174	32	respectively	respectively	ADV
american_scientific_journal-7149	174	33	.	.	PUNCT
american_scientific_journal-7149	175	1	the	the	DET
american_scientific_journal-7149	175	2	normalized	normalize	VERB
american_scientific_journal-7149	175	3	delay	delay	NOUN
american_scientific_journal-7149	175	4	is	be	AUX
american_scientific_journal-7149	175	5	calculated	calculate	VERB
american_scientific_journal-7149	175	6	as	as	SCONJ
american_scientific_journal-7149	175	7	follows	follow	VERB
american_scientific_journal-7149	175	8	;	;	PUNCT
american_scientific_journal-7149	175	9	(	(	PUNCT
american_scientific_journal-7149	175	10	𝑇𝑎𝑔𝑒.𝑚	𝑇𝑎𝑔𝑒.𝑚	NOUN
american_scientific_journal-7149	175	11	−	−	PROPN
american_scientific_journal-7149	175	12	𝜏𝑚)/𝜏𝑚	𝜏𝑚)/𝜏𝑚	ADV
american_scientific_journal-7149	175	13	.	.	PUNCT
american_scientific_journal-7149	176	1	for	for	ADP
american_scientific_journal-7149	176	2	the	the	DET
american_scientific_journal-7149	176	3	random	random	ADJ
american_scientific_journal-7149	176	4	algorithm	algorithm	NOUN
american_scientific_journal-7149	176	5	,	,	PUNCT
american_scientific_journal-7149	176	6	it	it	PRON
american_scientific_journal-7149	176	7	is	be	AUX
american_scientific_journal-7149	176	8	observed	observe	VERB
american_scientific_journal-7149	176	9	in	in	ADP
american_scientific_journal-7149	176	10	figure	figure	NOUN
american_scientific_journal-7149	176	11	6	6	NUM
american_scientific_journal-7149	176	12	c	c	NOUN
american_scientific_journal-7149	176	13	)	)	PUNCT
american_scientific_journal-7149	176	14	that	that	SCONJ
american_scientific_journal-7149	176	15	the	the	DET
american_scientific_journal-7149	176	16	normalized	normalize	VERB
american_scientific_journal-7149	176	17	delays	delay	NOUN
american_scientific_journal-7149	176	18	for	for	ADP
american_scientific_journal-7149	176	19	iot	iot	PROPN
american_scientific_journal-7149	176	20	service	service	NOUN
american_scientific_journal-7149	176	21	requests	request	NOUN
american_scientific_journal-7149	176	22	have	have	VERB
american_scientific_journal-7149	176	23	the	the	DET
american_scientific_journal-7149	176	24	lowest	low	ADJ
american_scientific_journal-7149	176	25	values	value	NOUN
american_scientific_journal-7149	176	26	,	,	PUNCT
american_scientific_journal-7149	176	27	of	of	ADP
american_scientific_journal-7149	176	28	approximately	approximately	ADV
american_scientific_journal-7149	176	29	zero	zero	NUM
american_scientific_journal-7149	176	30	,	,	PUNCT
american_scientific_journal-7149	176	31	in	in	ADP
american_scientific_journal-7149	176	32	comparison	comparison	NOUN
american_scientific_journal-7149	176	33	to	to	ADP
american_scientific_journal-7149	176	34	that	that	PRON
american_scientific_journal-7149	176	35	of	of	ADP
american_scientific_journal-7149	176	36	emmb	emmb	ADJ
american_scientific_journal-7149	176	37	and	and	CCONJ
american_scientific_journal-7149	176	38	urllc	urllc	ADJ
american_scientific_journal-7149	176	39	slice	slice	NOUN
american_scientific_journal-7149	176	40	requests	request	NOUN
american_scientific_journal-7149	176	41	,	,	PUNCT
american_scientific_journal-7149	176	42	whose	whose	DET
american_scientific_journal-7149	176	43	values	value	NOUN
american_scientific_journal-7149	176	44	range	range	VERB
american_scientific_journal-7149	176	45	from	from	ADP
american_scientific_journal-7149	176	46	1	1	NUM
american_scientific_journal-7149	176	47	to	to	PART
american_scientific_journal-7149	176	48	25	25	NUM
american_scientific_journal-7149	176	49	.	.	PUNCT
american_scientific_journal-7149	177	1	from	from	ADP
american_scientific_journal-7149	177	2	figure	figure	NOUN
american_scientific_journal-7149	177	3	6	6	NUM
american_scientific_journal-7149	177	4	a	a	NOUN
american_scientific_journal-7149	177	5	)	)	PUNCT
american_scientific_journal-7149	177	6	and	and	CCONJ
american_scientific_journal-7149	177	7	b	b	X
american_scientific_journal-7149	177	8	)	)	PUNCT
american_scientific_journal-7149	177	9	we	we	PRON
american_scientific_journal-7149	177	10	observe	observe	VERB
american_scientific_journal-7149	177	11	that	that	SCONJ
american_scientific_journal-7149	177	12	the	the	DET
american_scientific_journal-7149	177	13	deep	deep	ADJ
american_scientific_journal-7149	177	14	q	q	NOUN
american_scientific_journal-7149	177	15	-	-	PUNCT
american_scientific_journal-7149	177	16	learning	learn	VERB
american_scientific_journal-7149	177	17	algorithm	algorithm	NOUN
american_scientific_journal-7149	177	18	maintains	maintain	VERB
american_scientific_journal-7149	177	19	the	the	DET
american_scientific_journal-7149	177	20	normalized	normalize	VERB
american_scientific_journal-7149	177	21	delays	delay	NOUN
american_scientific_journal-7149	177	22	between	between	ADP
american_scientific_journal-7149	177	23	2	2	NUM
american_scientific_journal-7149	177	24	and	and	CCONJ
american_scientific_journal-7149	177	25	15	15	NUM
american_scientific_journal-7149	177	26	after	after	ADP
american_scientific_journal-7149	177	27	300	300	NUM
american_scientific_journal-7149	177	28	episodes	episode	NOUN
american_scientific_journal-7149	177	29	while	while	SCONJ
american_scientific_journal-7149	177	30	for	for	ADP
american_scientific_journal-7149	177	31	the	the	DET
american_scientific_journal-7149	177	32	q	q	ADJ
american_scientific_journal-7149	177	33	-	-	PUNCT
american_scientific_journal-7149	177	34	learning	learn	VERB
american_scientific_journal-7149	177	35	algorithm	algorithm	NOUN
american_scientific_journal-7149	177	36	it	it	PRON
american_scientific_journal-7149	177	37	is	be	AUX
american_scientific_journal-7149	177	38	between	between	ADP
american_scientific_journal-7149	177	39	2	2	NUM
american_scientific_journal-7149	177	40	and	and	CCONJ
american_scientific_journal-7149	177	41	20	20	NUM
american_scientific_journal-7149	177	42	after	after	ADP
american_scientific_journal-7149	177	43	100	100	NUM
american_scientific_journal-7149	177	44	episodes	episode	NOUN
american_scientific_journal-7149	177	45	.	.	PUNCT
american_scientific_journal-7149	178	1	it	it	PRON
american_scientific_journal-7149	178	2	is	be	AUX
american_scientific_journal-7149	178	3	observed	observe	VERB
american_scientific_journal-7149	178	4	from	from	ADP
american_scientific_journal-7149	178	5	figure	figure	NOUN
american_scientific_journal-7149	178	6	5	5	NUM
american_scientific_journal-7149	178	7	a	a	NOUN
american_scientific_journal-7149	178	8	)	)	PUNCT
american_scientific_journal-7149	178	9	and	and	CCONJ
american_scientific_journal-7149	178	10	6	6	NUM
american_scientific_journal-7149	178	11	a	a	X
american_scientific_journal-7149	178	12	)	)	PUNCT
american_scientific_journal-7149	178	13	that	that	SCONJ
american_scientific_journal-7149	178	14	after	after	ADP
american_scientific_journal-7149	178	15	80	80	NUM
american_scientific_journal-7149	178	16	episodes	episode	NOUN
american_scientific_journal-7149	178	17	,	,	PUNCT
american_scientific_journal-7149	178	18	queue	queue	NOUN
american_scientific_journal-7149	178	19	length	length	NOUN
american_scientific_journal-7149	178	20	and	and	CCONJ
american_scientific_journal-7149	178	21	queue	queue	NOUN
american_scientific_journal-7149	178	22	delay	delay	NOUN
american_scientific_journal-7149	178	23	management	management	NOUN
american_scientific_journal-7149	178	24	kicks	kick	VERB
american_scientific_journal-7149	178	25	in	in	ADP
american_scientific_journal-7149	178	26	for	for	ADP
american_scientific_journal-7149	178	27	deep	deep	ADJ
american_scientific_journal-7149	178	28	qlearning	qlearning	NOUN
american_scientific_journal-7149	178	29	slice	slice	NOUN
american_scientific_journal-7149	178	30	admission	admission	NOUN
american_scientific_journal-7149	178	31	algorithm	algorithm	NOUN
american_scientific_journal-7149	178	32	;	;	PUNCT
american_scientific_journal-7149	178	33	from	from	ADP
american_scientific_journal-7149	178	34	figure	figure	NOUN
american_scientific_journal-7149	178	35	5	5	NUM
american_scientific_journal-7149	178	36	b	b	NOUN
american_scientific_journal-7149	178	37	)	)	PUNCT
american_scientific_journal-7149	178	38	and	and	CCONJ
american_scientific_journal-7149	178	39	6	6	NUM
american_scientific_journal-7149	178	40	b	b	NOUN
american_scientific_journal-7149	178	41	)	)	PUNCT
american_scientific_journal-7149	178	42	,	,	PUNCT
american_scientific_journal-7149	178	43	this	this	PRON
american_scientific_journal-7149	178	44	happens	happen	VERB
american_scientific_journal-7149	178	45	after	after	ADP
american_scientific_journal-7149	178	46	100	100	NUM
american_scientific_journal-7149	178	47	episodes	episode	NOUN
american_scientific_journal-7149	178	48	for	for	ADP
american_scientific_journal-7149	178	49	the	the	DET
american_scientific_journal-7149	178	50	rl	rl	PROPN
american_scientific_journal-7149	178	51	slice	slice	NOUN
american_scientific_journal-7149	178	52	admission	admission	NOUN
american_scientific_journal-7149	178	53	algorithm	algorithm	NOUN
american_scientific_journal-7149	178	54	.	.	PUNCT
american_scientific_journal-7149	179	1	the	the	DET
american_scientific_journal-7149	179	2	deep	deep	ADJ
american_scientific_journal-7149	179	3	q	q	NOUN
american_scientific_journal-7149	179	4	-	-	PUNCT
american_scientific_journal-7149	179	5	learning	learn	VERB
american_scientific_journal-7149	179	6	algorithm	algorithm	NOUN
american_scientific_journal-7149	179	7	outperforms	outperform	VERB
american_scientific_journal-7149	179	8	the	the	DET
american_scientific_journal-7149	179	9	q	q	ADV
american_scientific_journal-7149	179	10	-	-	PUNCT
american_scientific_journal-7149	179	11	learning	learn	VERB
american_scientific_journal-7149	179	12	algorithm	algorithm	NOUN
american_scientific_journal-7149	179	13	because	because	SCONJ
american_scientific_journal-7149	179	14	the	the	DET
american_scientific_journal-7149	179	15	(	(	PUNCT
american_scientific_journal-7149	179	16	a	a	NOUN
american_scientific_journal-7149	179	17	)	)	PUNCT
american_scientific_journal-7149	179	18	(	(	PUNCT
american_scientific_journal-7149	179	19	b	b	X
american_scientific_journal-7149	179	20	)	)	PUNCT
american_scientific_journal-7149	179	21	(	(	PUNCT
american_scientific_journal-7149	179	22	c	c	X
american_scientific_journal-7149	179	23	)	)	PUNCT
american_scientific_journal-7149	179	24	american	american	ADJ
american_scientific_journal-7149	179	25	academic	academic	ADJ
american_scientific_journal-7149	179	26	scientific	scientific	ADJ
american_scientific_journal-7149	179	27	research	research	NOUN
american_scientific_journal-7149	179	28	journal	journal	NOUN
american_scientific_journal-7149	179	29	for	for	ADP
american_scientific_journal-7149	179	30	engineering	engineering	NOUN
american_scientific_journal-7149	179	31	,	,	PUNCT
american_scientific_journal-7149	179	32	technology	technology	NOUN
american_scientific_journal-7149	179	33	,	,	PUNCT
american_scientific_journal-7149	179	34	and	and	CCONJ
american_scientific_journal-7149	179	35	sciences	science	NOUN
american_scientific_journal-7149	179	36	(	(	PUNCT
american_scientific_journal-7149	179	37	asrjets	asrjet	NOUN
american_scientific_journal-7149	179	38	)	)	PUNCT
american_scientific_journal-7149	179	39	(	(	PUNCT
american_scientific_journal-7149	179	40	2021	2021	NUM
american_scientific_journal-7149	179	41	)	)	PUNCT
american_scientific_journal-7149	179	42	volume	volume	NOUN
american_scientific_journal-7149	179	43	84	84	NUM
american_scientific_journal-7149	179	44	,	,	PUNCT
american_scientific_journal-7149	179	45	no	no	DET
american_scientific_journal-7149	179	46	1	1	NUM
american_scientific_journal-7149	179	47	,	,	PUNCT
american_scientific_journal-7149	179	48	pp	pp	ADV
american_scientific_journal-7149	179	49	15	15	NUM
american_scientific_journal-7149	179	50	-	-	SYM
american_scientific_journal-7149	179	51	26	26	NUM
american_scientific_journal-7149	179	52	25	25	NUM
american_scientific_journal-7149	179	53	knowledge	knowledge	NOUN
american_scientific_journal-7149	179	54	gained	gain	VERB
american_scientific_journal-7149	179	55	regarding	regard	VERB
american_scientific_journal-7149	179	56	the	the	DET
american_scientific_journal-7149	179	57	system	system	NOUN
american_scientific_journal-7149	179	58	and	and	CCONJ
american_scientific_journal-7149	179	59	the	the	DET
american_scientific_journal-7149	179	60	environment	environment	NOUN
american_scientific_journal-7149	179	61	is	be	AUX
american_scientific_journal-7149	179	62	used	use	VERB
american_scientific_journal-7149	179	63	in	in	ADP
american_scientific_journal-7149	179	64	queue	queue	NOUN
american_scientific_journal-7149	179	65	length	length	NOUN
american_scientific_journal-7149	179	66	and	and	CCONJ
american_scientific_journal-7149	179	67	queue	queue	NOUN
american_scientific_journal-7149	179	68	delay	delay	NOUN
american_scientific_journal-7149	179	69	management	management	NOUN
american_scientific_journal-7149	179	70	;	;	PUNCT
american_scientific_journal-7149	179	71	after	after	ADP
american_scientific_journal-7149	179	72	80	80	NUM
american_scientific_journal-7149	179	73	episodes	episode	NOUN
american_scientific_journal-7149	179	74	,	,	PUNCT
american_scientific_journal-7149	179	75	the	the	DET
american_scientific_journal-7149	179	76	queue	queue	NOUN
american_scientific_journal-7149	179	77	lengths	length	NOUN
american_scientific_journal-7149	179	78	and	and	CCONJ
american_scientific_journal-7149	179	79	normalized	normalize	VERB
american_scientific_journal-7149	179	80	delay	delay	NOUN
american_scientific_journal-7149	179	81	values	value	NOUN
american_scientific_journal-7149	179	82	continue	continue	VERB
american_scientific_journal-7149	179	83	reducing	reduce	VERB
american_scientific_journal-7149	179	84	.	.	PUNCT
american_scientific_journal-7149	180	1	this	this	PRON
american_scientific_journal-7149	180	2	is	be	AUX
american_scientific_journal-7149	180	3	not	not	PART
american_scientific_journal-7149	180	4	the	the	DET
american_scientific_journal-7149	180	5	case	case	NOUN
american_scientific_journal-7149	180	6	for	for	ADP
american_scientific_journal-7149	180	7	the	the	DET
american_scientific_journal-7149	180	8	q	q	ADJ
american_scientific_journal-7149	180	9	-	-	PUNCT
american_scientific_journal-7149	180	10	learning	learn	VERB
american_scientific_journal-7149	180	11	algorithm	algorithm	NOUN
american_scientific_journal-7149	180	12	,	,	PUNCT
american_scientific_journal-7149	180	13	since	since	SCONJ
american_scientific_journal-7149	180	14	after	after	ADP
american_scientific_journal-7149	180	15	100	100	NUM
american_scientific_journal-7149	180	16	episodes	episode	NOUN
american_scientific_journal-7149	180	17	,	,	PUNCT
american_scientific_journal-7149	180	18	the	the	DET
american_scientific_journal-7149	180	19	queue	queue	NOUN
american_scientific_journal-7149	180	20	lengths	length	NOUN
american_scientific_journal-7149	180	21	and	and	CCONJ
american_scientific_journal-7149	180	22	normalized	normalize	VERB
american_scientific_journal-7149	180	23	delays	delay	NOUN
american_scientific_journal-7149	180	24	remain	remain	VERB
american_scientific_journal-7149	180	25	approximately	approximately	ADV
american_scientific_journal-7149	180	26	constant	constant	ADJ
american_scientific_journal-7149	180	27	.	.	PUNCT
american_scientific_journal-7149	181	1	figure	figure	NOUN
american_scientific_journal-7149	181	2	6	6	NUM
american_scientific_journal-7149	181	3	:	:	PUNCT
american_scientific_journal-7149	181	4	normalized	normalize	VERB
american_scientific_journal-7149	181	5	delays	delay	NOUN
american_scientific_journal-7149	181	6	for	for	ADP
american_scientific_journal-7149	181	7	(	(	PUNCT
american_scientific_journal-7149	181	8	a	a	NOUN
american_scientific_journal-7149	181	9	)	)	PUNCT
american_scientific_journal-7149	181	10	deep	deep	ADJ
american_scientific_journal-7149	181	11	q	q	NOUN
american_scientific_journal-7149	181	12	-	-	PUNCT
american_scientific_journal-7149	181	13	learning	learning	NOUN
american_scientific_journal-7149	181	14	,	,	PUNCT
american_scientific_journal-7149	181	15	(	(	PUNCT
american_scientific_journal-7149	181	16	b	b	X
american_scientific_journal-7149	181	17	)	)	PUNCT
american_scientific_journal-7149	181	18	q	q	NOUN
american_scientific_journal-7149	181	19	-	-	PUNCT
american_scientific_journal-7149	181	20	learning	learn	VERB
american_scientific_journal-7149	181	21	and	and	CCONJ
american_scientific_journal-7149	181	22	(	(	PUNCT
american_scientific_journal-7149	181	23	c	c	NOUN
american_scientific_journal-7149	181	24	)	)	PUNCT
american_scientific_journal-7149	181	25	random	random	ADJ
american_scientific_journal-7149	181	26	algorithms	algorithm	NOUN
american_scientific_journal-7149	181	27	.	.	PUNCT
american_scientific_journal-7149	182	1	5	5	X
american_scientific_journal-7149	182	2	.	.	X
american_scientific_journal-7149	182	3	conclusions	conclusion	NOUN
american_scientific_journal-7149	182	4	in	in	ADP
american_scientific_journal-7149	182	5	this	this	DET
american_scientific_journal-7149	182	6	paper	paper	NOUN
american_scientific_journal-7149	182	7	,	,	PUNCT
american_scientific_journal-7149	182	8	a	a	DET
american_scientific_journal-7149	182	9	deep	deep	ADJ
american_scientific_journal-7149	182	10	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	182	11	learning	learning	NOUN
american_scientific_journal-7149	182	12	slice	slice	NOUN
american_scientific_journal-7149	182	13	admission	admission	NOUN
american_scientific_journal-7149	182	14	algorithm	algorithm	NOUN
american_scientific_journal-7149	182	15	was	be	AUX
american_scientific_journal-7149	182	16	designed	design	VERB
american_scientific_journal-7149	182	17	.	.	PUNCT
american_scientific_journal-7149	183	1	a	a	DET
american_scientific_journal-7149	183	2	utility	utility	NOUN
american_scientific_journal-7149	183	3	,	,	PUNCT
american_scientific_journal-7149	183	4	that	that	PRON
american_scientific_journal-7149	183	5	incomporates	incomporate	VERB
american_scientific_journal-7149	183	6	rewards	reward	NOUN
american_scientific_journal-7149	183	7	and	and	CCONJ
american_scientific_journal-7149	183	8	the	the	DET
american_scientific_journal-7149	183	9	cost	cost	NOUN
american_scientific_journal-7149	183	10	of	of	ADP
american_scientific_journal-7149	183	11	slice	slice	NOUN
american_scientific_journal-7149	183	12	request	request	NOUN
american_scientific_journal-7149	183	13	delays	delay	NOUN
american_scientific_journal-7149	183	14	,	,	PUNCT
american_scientific_journal-7149	183	15	was	be	AUX
american_scientific_journal-7149	183	16	also	also	ADV
american_scientific_journal-7149	183	17	designed	design	VERB
american_scientific_journal-7149	183	18	and	and	CCONJ
american_scientific_journal-7149	183	19	served	serve	VERB
american_scientific_journal-7149	183	20	as	as	ADP
american_scientific_journal-7149	183	21	the	the	DET
american_scientific_journal-7149	183	22	maximisation	maximisation	NOUN
american_scientific_journal-7149	183	23	objective	objective	NOUN
american_scientific_journal-7149	183	24	for	for	ADP
american_scientific_journal-7149	183	25	the	the	DET
american_scientific_journal-7149	183	26	algorithm	algorithm	NOUN
american_scientific_journal-7149	183	27	.	.	PUNCT
american_scientific_journal-7149	184	1	results	result	NOUN
american_scientific_journal-7149	184	2	show	show	VERB
american_scientific_journal-7149	184	3	that	that	SCONJ
american_scientific_journal-7149	184	4	the	the	DET
american_scientific_journal-7149	184	5	deep	deep	ADJ
american_scientific_journal-7149	184	6	q	q	NOUN
american_scientific_journal-7149	184	7	-	-	PUNCT
american_scientific_journal-7149	184	8	learning	learn	VERB
american_scientific_journal-7149	184	9	slice	slice	NOUN
american_scientific_journal-7149	184	10	admission	admission	NOUN
american_scientific_journal-7149	184	11	algorithm	algorithm	NOUN
american_scientific_journal-7149	184	12	has	have	VERB
american_scientific_journal-7149	184	13	superior	superior	ADJ
american_scientific_journal-7149	184	14	performance	performance	NOUN
american_scientific_journal-7149	184	15	when	when	SCONJ
american_scientific_journal-7149	184	16	compared	compare	VERB
american_scientific_journal-7149	184	17	to	to	ADP
american_scientific_journal-7149	184	18	q	q	NOUN
american_scientific_journal-7149	184	19	-	-	PUNCT
american_scientific_journal-7149	184	20	learning	learning	ADJ
american_scientific_journal-7149	184	21	and	and	CCONJ
american_scientific_journal-7149	184	22	random	random	ADJ
american_scientific_journal-7149	184	23	slice	slice	NOUN
american_scientific_journal-7149	184	24	admission	admission	NOUN
american_scientific_journal-7149	184	25	algorithms	algorithm	NOUN
american_scientific_journal-7149	184	26	;	;	PUNCT
american_scientific_journal-7149	184	27	this	this	PRON
american_scientific_journal-7149	184	28	is	be	AUX
american_scientific_journal-7149	184	29	due	due	ADJ
american_scientific_journal-7149	184	30	to	to	ADP
american_scientific_journal-7149	184	31	its	its	PRON
american_scientific_journal-7149	184	32	use	use	NOUN
american_scientific_journal-7149	184	33	of	of	ADP
american_scientific_journal-7149	184	34	historical	historical	ADJ
american_scientific_journal-7149	184	35	data	datum	NOUN
american_scientific_journal-7149	184	36	and	and	CCONJ
american_scientific_journal-7149	184	37	the	the	DET
american_scientific_journal-7149	184	38	ability	ability	NOUN
american_scientific_journal-7149	184	39	to	to	PART
american_scientific_journal-7149	184	40	extract	extract	VERB
american_scientific_journal-7149	184	41	system	system	NOUN
american_scientific_journal-7149	184	42	features	feature	NOUN
american_scientific_journal-7149	184	43	,	,	PUNCT
american_scientific_journal-7149	184	44	which	which	PRON
american_scientific_journal-7149	184	45	equips	equip	VERB
american_scientific_journal-7149	184	46	it	it	PRON
american_scientific_journal-7149	184	47	to	to	PART
american_scientific_journal-7149	184	48	make	make	VERB
american_scientific_journal-7149	184	49	optimal	optimal	ADJ
american_scientific_journal-7149	184	50	decisions	decision	NOUN
american_scientific_journal-7149	184	51	.	.	PUNCT
american_scientific_journal-7149	185	1	additionally	additionally	ADV
american_scientific_journal-7149	185	2	,	,	PUNCT
american_scientific_journal-7149	185	3	the	the	DET
american_scientific_journal-7149	185	4	results	result	NOUN
american_scientific_journal-7149	185	5	show	show	VERB
american_scientific_journal-7149	185	6	that	that	SCONJ
american_scientific_journal-7149	185	7	the	the	DET
american_scientific_journal-7149	185	8	utility	utility	NOUN
american_scientific_journal-7149	185	9	developed	develop	VERB
american_scientific_journal-7149	185	10	enabled	enable	VERB
american_scientific_journal-7149	185	11	the	the	DET
american_scientific_journal-7149	185	12	algorithm	algorithm	NOUN
american_scientific_journal-7149	185	13	maximise	maximise	NOUN
american_scientific_journal-7149	185	14	revenue	revenue	NOUN
american_scientific_journal-7149	185	15	while	while	SCONJ
american_scientific_journal-7149	185	16	simultenously	simultenously	ADV
american_scientific_journal-7149	185	17	offering	offer	VERB
american_scientific_journal-7149	185	18	queue	queue	NOUN
american_scientific_journal-7149	185	19	length	length	NOUN
american_scientific_journal-7149	185	20	and	and	CCONJ
american_scientific_journal-7149	185	21	queue	queue	NOUN
american_scientific_journal-7149	185	22	delay	delay	NOUN
american_scientific_journal-7149	185	23	management	management	NOUN
american_scientific_journal-7149	185	24	.	.	PUNCT
american_scientific_journal-7149	186	1	6	6	X
american_scientific_journal-7149	186	2	.	.	PUNCT
american_scientific_journal-7149	186	3	recommendations	recommendation	NOUN
american_scientific_journal-7149	186	4	in	in	ADP
american_scientific_journal-7149	186	5	this	this	DET
american_scientific_journal-7149	186	6	study	study	NOUN
american_scientific_journal-7149	186	7	,	,	PUNCT
american_scientific_journal-7149	186	8	the	the	DET
american_scientific_journal-7149	186	9	end	end	NOUN
american_scientific_journal-7149	186	10	users	user	NOUN
american_scientific_journal-7149	186	11	are	be	AUX
american_scientific_journal-7149	186	12	assumed	assume	VERB
american_scientific_journal-7149	186	13	stationary	stationary	ADJ
american_scientific_journal-7149	186	14	.	.	PUNCT
american_scientific_journal-7149	187	1	but	but	CCONJ
american_scientific_journal-7149	187	2	in	in	ADP
american_scientific_journal-7149	187	3	paractical	paractical	ADJ
american_scientific_journal-7149	187	4	mutli	mutli	NOUN
american_scientific_journal-7149	187	5	-	-	PUNCT
american_scientific_journal-7149	187	6	tier	tier	NOUN
american_scientific_journal-7149	187	7	5	5	NUM
american_scientific_journal-7149	187	8	g	g	NOUN
american_scientific_journal-7149	187	9	wireless	wireless	ADJ
american_scientific_journal-7149	187	10	networks	network	NOUN
american_scientific_journal-7149	187	11	,	,	PUNCT
american_scientific_journal-7149	187	12	the	the	DET
american_scientific_journal-7149	187	13	users	user	NOUN
american_scientific_journal-7149	187	14	are	be	AUX
american_scientific_journal-7149	187	15	mobile	mobile	ADJ
american_scientific_journal-7149	187	16	with	with	ADP
american_scientific_journal-7149	187	17	the	the	DET
american_scientific_journal-7149	187	18	capability	capability	NOUN
american_scientific_journal-7149	187	19	of	of	ADP
american_scientific_journal-7149	187	20	moving	move	VERB
american_scientific_journal-7149	187	21	from	from	ADP
american_scientific_journal-7149	187	22	one	one	NUM
american_scientific_journal-7149	187	23	cell	cell	NOUN
american_scientific_journal-7149	187	24	to	to	ADP
american_scientific_journal-7149	187	25	another	another	PRON
american_scientific_journal-7149	187	26	.	.	PUNCT
american_scientific_journal-7149	188	1	this	this	DET
american_scientific_journal-7149	188	2	movement	movement	NOUN
american_scientific_journal-7149	188	3	will	will	AUX
american_scientific_journal-7149	188	4	impact	impact	VERB
american_scientific_journal-7149	188	5	the	the	DET
american_scientific_journal-7149	188	6	design	design	NOUN
american_scientific_journal-7149	188	7	of	of	ADP
american_scientific_journal-7149	188	8	slice	slice	NOUN
american_scientific_journal-7149	188	9	admission	admission	NOUN
american_scientific_journal-7149	188	10	algorithms	algorithm	NOUN
american_scientific_journal-7149	188	11	.	.	PUNCT
american_scientific_journal-7149	189	1	references	reference	NOUN
american_scientific_journal-7149	189	2	[	[	X
american_scientific_journal-7149	189	3	1	1	NUM
american_scientific_journal-7149	189	4	]	]	PUNCT
american_scientific_journal-7149	189	5	alpaydin	alpaydin	PROPN
american_scientific_journal-7149	189	6	,	,	PUNCT
american_scientific_journal-7149	189	7	e.	e.	PROPN
american_scientific_journal-7149	189	8	:	:	PUNCT
american_scientific_journal-7149	189	9	introduction	introduction	NOUN
american_scientific_journal-7149	189	10	to	to	ADP
american_scientific_journal-7149	189	11	machine	machine	NOUN
american_scientific_journal-7149	189	12	learning	learning	NOUN
american_scientific_journal-7149	189	13	/	/	SYM
american_scientific_journal-7149	189	14	ethem	ethem	PROPN
american_scientific_journal-7149	189	15	alpaydin	alpaydin	PROPN
american_scientific_journal-7149	189	16	.	.	PUNCT
american_scientific_journal-7149	190	1	the	the	DET
american_scientific_journal-7149	190	2	mit	mit	PROPN
american_scientific_journal-7149	190	3	press	press	PROPN
american_scientific_journal-7149	190	4	,	,	PUNCT
american_scientific_journal-7149	190	5	cambridge	cambridge	PROPN
american_scientific_journal-7149	190	6	(	(	PUNCT
american_scientific_journal-7149	190	7	2010	2010	NUM
american_scientific_journal-7149	190	8	)	)	PUNCT
american_scientific_journal-7149	191	1	[	[	X
american_scientific_journal-7149	191	2	2	2	NUM
american_scientific_journal-7149	191	3	]	]	X
american_scientific_journal-7149	191	4	n.	n.	PROPN
american_scientific_journal-7149	191	5	c.	c.	PROPN
american_scientific_journal-7149	191	6	luong	luong	PROPN
american_scientific_journal-7149	191	7	et	et	PROPN
american_scientific_journal-7149	191	8	al	al	PROPN
american_scientific_journal-7149	191	9	.	.	PROPN
american_scientific_journal-7149	191	10	,	,	PUNCT
american_scientific_journal-7149	191	11	"	"	PUNCT
american_scientific_journal-7149	191	12	applications	application	NOUN
american_scientific_journal-7149	191	13	of	of	ADP
american_scientific_journal-7149	191	14	deep	deep	ADJ
american_scientific_journal-7149	191	15	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	191	16	learning	learning	NOUN
american_scientific_journal-7149	191	17	in	in	ADP
american_scientific_journal-7149	191	18	communications	communication	NOUN
american_scientific_journal-7149	191	19	and	and	CCONJ
american_scientific_journal-7149	191	20	networking	networking	NOUN
american_scientific_journal-7149	191	21	:	:	PUNCT
american_scientific_journal-7149	191	22	(	(	PUNCT
american_scientific_journal-7149	191	23	a	a	X
american_scientific_journal-7149	191	24	)	)	PUNCT
american_scientific_journal-7149	191	25	(	(	PUNCT
american_scientific_journal-7149	191	26	b	b	X
american_scientific_journal-7149	191	27	)	)	PUNCT
american_scientific_journal-7149	191	28	(	(	PUNCT
american_scientific_journal-7149	191	29	c	c	X
american_scientific_journal-7149	191	30	)	)	PUNCT
american_scientific_journal-7149	191	31	american	american	ADJ
american_scientific_journal-7149	191	32	academic	academic	ADJ
american_scientific_journal-7149	191	33	scientific	scientific	ADJ
american_scientific_journal-7149	191	34	research	research	NOUN
american_scientific_journal-7149	191	35	journal	journal	NOUN
american_scientific_journal-7149	191	36	for	for	ADP
american_scientific_journal-7149	191	37	engineering	engineering	NOUN
american_scientific_journal-7149	191	38	,	,	PUNCT
american_scientific_journal-7149	191	39	technology	technology	NOUN
american_scientific_journal-7149	191	40	,	,	PUNCT
american_scientific_journal-7149	191	41	and	and	CCONJ
american_scientific_journal-7149	191	42	sciences	science	NOUN
american_scientific_journal-7149	191	43	(	(	PUNCT
american_scientific_journal-7149	191	44	asrjets	asrjet	NOUN
american_scientific_journal-7149	191	45	)	)	PUNCT
american_scientific_journal-7149	191	46	(	(	PUNCT
american_scientific_journal-7149	191	47	2021	2021	NUM
american_scientific_journal-7149	191	48	)	)	PUNCT
american_scientific_journal-7149	191	49	volume	volume	NOUN
american_scientific_journal-7149	191	50	84	84	NUM
american_scientific_journal-7149	191	51	,	,	PUNCT
american_scientific_journal-7149	191	52	no	no	DET
american_scientific_journal-7149	191	53	1	1	NUM
american_scientific_journal-7149	191	54	,	,	PUNCT
american_scientific_journal-7149	191	55	pp	pp	ADV
american_scientific_journal-7149	191	56	15	15	NUM
american_scientific_journal-7149	191	57	-	-	SYM
american_scientific_journal-7149	191	58	26	26	NUM
american_scientific_journal-7149	191	59	26	26	NUM
american_scientific_journal-7149	191	60	a	a	DET
american_scientific_journal-7149	191	61	survey	survey	NOUN
american_scientific_journal-7149	191	62	"	"	PUNCT
american_scientific_journal-7149	191	63	,	,	PUNCT
american_scientific_journal-7149	191	64	ieee	ieee	PROPN
american_scientific_journal-7149	191	65	commun	commun	PROPN
american_scientific_journal-7149	191	66	.	.	PUNCT
american_scientific_journal-7149	192	1	surveys	survey	NOUN
american_scientific_journal-7149	192	2	tuts	tut	NOUN
american_scientific_journal-7149	192	3	.	.	PUNCT
american_scientific_journal-7149	192	4	,	,	PUNCT
american_scientific_journal-7149	192	5	may	may	AUX
american_scientific_journal-7149	192	6	2019	2019	NUM
american_scientific_journal-7149	192	7	.	.	PUNCT
american_scientific_journal-7149	193	1	[	[	X
american_scientific_journal-7149	193	2	3	3	X
american_scientific_journal-7149	193	3	]	]	PUNCT
american_scientific_journal-7149	193	4	t.	t.	PROPN
american_scientific_journal-7149	193	5	mitchell	mitchell	PROPN
american_scientific_journal-7149	193	6	.	.	PUNCT
american_scientific_journal-7149	194	1	machine	machine	PROPN
american_scientific_journal-7149	194	2	learning	learning	PROPN
american_scientific_journal-7149	194	3	,	,	PUNCT
american_scientific_journal-7149	194	4	mcgraw	mcgraw	PROPN
american_scientific_journal-7149	194	5	-	-	PUNCT
american_scientific_journal-7149	194	6	hill	hill	NOUN
american_scientific_journal-7149	194	7	,	,	PUNCT
american_scientific_journal-7149	194	8	1997	1997	NUM
american_scientific_journal-7149	194	9	.	.	PUNCT
american_scientific_journal-7149	195	1	[	[	X
american_scientific_journal-7149	195	2	4	4	NUM
american_scientific_journal-7149	195	3	]	]	X
american_scientific_journal-7149	195	4	ngmn	ngmn	PROPN
american_scientific_journal-7149	195	5	alliance	alliance	PROPN
american_scientific_journal-7149	195	6	,	,	PUNCT
american_scientific_journal-7149	195	7	“	"	PUNCT
american_scientific_journal-7149	195	8	description	description	NOUN
american_scientific_journal-7149	195	9	of	of	ADP
american_scientific_journal-7149	195	10	network	network	NOUN
american_scientific_journal-7149	195	11	slicing	slice	VERB
american_scientific_journal-7149	195	12	concept	concept	NOUN
american_scientific_journal-7149	195	13	,	,	PUNCT
american_scientific_journal-7149	195	14	”	"	PUNCT
american_scientific_journal-7149	195	15	public	public	NOUN
american_scientific_journal-7149	195	16	deliverable	deliverable	VERB
american_scientific_journal-7149	195	17	,	,	PUNCT
american_scientific_journal-7149	195	18	2016	2016	NUM
american_scientific_journal-7149	195	19	[	[	X
american_scientific_journal-7149	195	20	5	5	NUM
american_scientific_journal-7149	195	21	]	]	PUNCT
american_scientific_journal-7149	195	22	x.	x.	NOUN
american_scientific_journal-7149	195	23	foukas	foukas	PROPN
american_scientific_journal-7149	195	24	,	,	PUNCT
american_scientific_journal-7149	195	25	g.	g.	PROPN
american_scientific_journal-7149	195	26	patounas	patounas	PROPN
american_scientific_journal-7149	195	27	,	,	PUNCT
american_scientific_journal-7149	195	28	a.	a.	NOUN
american_scientific_journal-7149	195	29	elmokashfi	elmokashfi	NOUN
american_scientific_journal-7149	195	30	,	,	PUNCT
american_scientific_journal-7149	195	31	and	and	CCONJ
american_scientific_journal-7149	195	32	m.	m.	PROPN
american_scientific_journal-7149	195	33	k.	k.	PROPN
american_scientific_journal-7149	195	34	marina	marina	PROPN
american_scientific_journal-7149	195	35	,	,	PUNCT
american_scientific_journal-7149	195	36	“	"	PUNCT
american_scientific_journal-7149	195	37	network	network	NOUN
american_scientific_journal-7149	195	38	slicing	slicing	NOUN
american_scientific_journal-7149	195	39	in	in	ADP
american_scientific_journal-7149	195	40	5	5	NUM
american_scientific_journal-7149	195	41	g	g	NOUN
american_scientific_journal-7149	195	42	:	:	PUNCT
american_scientific_journal-7149	195	43	survey	survey	NOUN
american_scientific_journal-7149	195	44	and	and	CCONJ
american_scientific_journal-7149	195	45	challenges	challenge	NOUN
american_scientific_journal-7149	195	46	,	,	PUNCT
american_scientific_journal-7149	195	47	”	"	PUNCT
american_scientific_journal-7149	195	48	ieee	ieee	X
american_scientific_journal-7149	195	49	commun	commun	PROPN
american_scientific_journal-7149	195	50	.	.	PUNCT
american_scientific_journal-7149	196	1	mag	mag	PROPN
american_scientific_journal-7149	196	2	.	.	PROPN
american_scientific_journal-7149	196	3	,	,	PUNCT
american_scientific_journal-7149	196	4	vol	vol	NOUN
american_scientific_journal-7149	196	5	.	.	PROPN
american_scientific_journal-7149	197	1	55	55	NUM
american_scientific_journal-7149	197	2	,	,	PUNCT
american_scientific_journal-7149	197	3	no	no	INTJ
american_scientific_journal-7149	197	4	.	.	NOUN
american_scientific_journal-7149	197	5	5	5	NUM
american_scientific_journal-7149	197	6	,	,	PUNCT
american_scientific_journal-7149	197	7	pp	pp	ADJ
american_scientific_journal-7149	197	8	.	.	PUNCT
american_scientific_journal-7149	198	1	94–100	94–100	NUM
american_scientific_journal-7149	198	2	,	,	PUNCT
american_scientific_journal-7149	198	3	2017	2017	NUM
american_scientific_journal-7149	198	4	[	[	SYM
american_scientific_journal-7149	198	5	6	6	NUM
american_scientific_journal-7149	198	6	]	]	PUNCT
american_scientific_journal-7149	198	7	j.	j.	PROPN
american_scientific_journal-7149	198	8	ordonez	ordonez	PROPN
american_scientific_journal-7149	198	9	-	-	PUNCT
american_scientific_journal-7149	198	10	lucena	lucena	PROPN
american_scientific_journal-7149	198	11	et	et	PROPN
american_scientific_journal-7149	198	12	al	al	PROPN
american_scientific_journal-7149	198	13	.	.	PROPN
american_scientific_journal-7149	198	14	,	,	PUNCT
american_scientific_journal-7149	198	15	"	"	PUNCT
american_scientific_journal-7149	198	16	network	network	NOUN
american_scientific_journal-7149	198	17	slicing	slice	VERB
american_scientific_journal-7149	198	18	for	for	ADP
american_scientific_journal-7149	198	19	5	5	NUM
american_scientific_journal-7149	198	20	g	g	NOUN
american_scientific_journal-7149	198	21	with	with	ADP
american_scientific_journal-7149	198	22	sdn	sdn	PROPN
american_scientific_journal-7149	198	23	/	/	SYM
american_scientific_journal-7149	198	24	nfv	nfv	NOUN
american_scientific_journal-7149	198	25	:	:	PUNCT
american_scientific_journal-7149	198	26	concepts	concept	NOUN
american_scientific_journal-7149	198	27	architectures	architecture	NOUN
american_scientific_journal-7149	198	28	and	and	CCONJ
american_scientific_journal-7149	198	29	challenges	challenge	NOUN
american_scientific_journal-7149	198	30	"	"	PUNCT
american_scientific_journal-7149	198	31	,	,	PUNCT
american_scientific_journal-7149	198	32	ieee	ieee	PROPN
american_scientific_journal-7149	198	33	commun	commun	PROPN
american_scientific_journal-7149	198	34	.	.	PUNCT
american_scientific_journal-7149	199	1	mag	mag	PROPN
american_scientific_journal-7149	199	2	.	.	PROPN
american_scientific_journal-7149	199	3	,	,	PUNCT
american_scientific_journal-7149	199	4	vol	vol	NOUN
american_scientific_journal-7149	199	5	.	.	PROPN
american_scientific_journal-7149	200	1	55	55	NUM
american_scientific_journal-7149	200	2	,	,	PUNCT
american_scientific_journal-7149	200	3	no	no	INTJ
american_scientific_journal-7149	200	4	.	.	NOUN
american_scientific_journal-7149	200	5	5	5	NUM
american_scientific_journal-7149	200	6	,	,	PUNCT
american_scientific_journal-7149	200	7	pp	pp	ADJ
american_scientific_journal-7149	200	8	.	.	PUNCT
american_scientific_journal-7149	201	1	80	80	NUM
american_scientific_journal-7149	201	2	-	-	SYM
american_scientific_journal-7149	201	3	87	87	NUM
american_scientific_journal-7149	201	4	,	,	PUNCT
american_scientific_journal-7149	201	5	may	may	PROPN
american_scientific_journal-7149	201	6	2017	2017	NUM
american_scientific_journal-7149	201	7	.	.	PUNCT
american_scientific_journal-7149	202	1	[	[	X
american_scientific_journal-7149	202	2	7	7	X
american_scientific_journal-7149	202	3	]	]	X
american_scientific_journal-7149	202	4	c.	c.	PROPN
american_scientific_journal-7149	202	5	natalino	natalino	PROPN
american_scientific_journal-7149	202	6	et	et	PROPN
american_scientific_journal-7149	202	7	al	al	PROPN
american_scientific_journal-7149	202	8	.	.	PROPN
american_scientific_journal-7149	202	9	,	,	PUNCT
american_scientific_journal-7149	202	10	"	"	PUNCT
american_scientific_journal-7149	202	11	machine	machine	NOUN
american_scientific_journal-7149	202	12	learning	learning	NOUN
american_scientific_journal-7149	202	13	aided	aid	VERB
american_scientific_journal-7149	202	14	resource	resource	NOUN
american_scientific_journal-7149	202	15	orchestration	orchestration	NOUN
american_scientific_journal-7149	202	16	in	in	ADP
american_scientific_journal-7149	202	17	multi	multi	ADJ
american_scientific_journal-7149	202	18	-	-	ADJ
american_scientific_journal-7149	202	19	tenant	tenant	ADJ
american_scientific_journal-7149	202	20	networks	network	NOUN
american_scientific_journal-7149	202	21	"	"	PUNCT
american_scientific_journal-7149	202	22	,	,	PUNCT
american_scientific_journal-7149	202	23	ieee	ieee	NOUN
american_scientific_journal-7149	202	24	sum	sum	NOUN
american_scientific_journal-7149	202	25	,	,	PUNCT
american_scientific_journal-7149	202	26	2018	2018	NUM
american_scientific_journal-7149	202	27	..	..	PUNCT
american_scientific_journal-7149	203	1	[	[	X
american_scientific_journal-7149	203	2	8	8	NUM
american_scientific_journal-7149	203	3	]	]	SYM
american_scientific_journal-7149	203	4	okumu	okumu	PROPN
american_scientific_journal-7149	203	5	,	,	PUNCT
american_scientific_journal-7149	203	6	elizabeth	elizabeth	PROPN
american_scientific_journal-7149	203	7	m.	m.	PROPN
american_scientific_journal-7149	203	8	"	"	PUNCT
american_scientific_journal-7149	203	9	a	a	DET
american_scientific_journal-7149	203	10	q	q	ADV
american_scientific_journal-7149	203	11	-	-	PUNCT
american_scientific_journal-7149	203	12	learning	learning	ADJ
american_scientific_journal-7149	203	13	based	base	VERB
american_scientific_journal-7149	203	14	slice	slice	NOUN
american_scientific_journal-7149	203	15	admission	admission	NOUN
american_scientific_journal-7149	203	16	algorithm	algorithm	NOUN
american_scientific_journal-7149	203	17	for	for	ADP
american_scientific_journal-7149	203	18	multi	multi	ADJ
american_scientific_journal-7149	203	19	-	-	ADJ
american_scientific_journal-7149	203	20	tier	tier	ADJ
american_scientific_journal-7149	203	21	5	5	NUM
american_scientific_journal-7149	203	22	g	g	NOUN
american_scientific_journal-7149	203	23	cellular	cellular	ADJ
american_scientific_journal-7149	203	24	wireless	wireless	ADJ
american_scientific_journal-7149	203	25	networks	network	NOUN
american_scientific_journal-7149	203	26	.	.	PUNCT
american_scientific_journal-7149	203	27	"	"	PUNCT
american_scientific_journal-7149	204	1	american	american	ADJ
american_scientific_journal-7149	204	2	academic	academic	ADJ
american_scientific_journal-7149	204	3	scientific	scientific	ADJ
american_scientific_journal-7149	204	4	research	research	NOUN
american_scientific_journal-7149	204	5	journal	journal	NOUN
american_scientific_journal-7149	204	6	for	for	ADP
american_scientific_journal-7149	204	7	engineering	engineering	NOUN
american_scientific_journal-7149	204	8	,	,	PUNCT
american_scientific_journal-7149	204	9	technology	technology	NOUN
american_scientific_journal-7149	204	10	,	,	PUNCT
american_scientific_journal-7149	204	11	and	and	CCONJ
american_scientific_journal-7149	204	12	sciences	science	NOUN
american_scientific_journal-7149	204	13	82.1	82.1	NUM
american_scientific_journal-7149	204	14	(	(	PUNCT
american_scientific_journal-7149	204	15	2021	2021	NUM
american_scientific_journal-7149	204	16	):	):	PUNCT
american_scientific_journal-7149	204	17	11	11	NUM
american_scientific_journal-7149	204	18	-	-	SYM
american_scientific_journal-7149	204	19	18	18	NUM
american_scientific_journal-7149	204	20	.	.	PUNCT
american_scientific_journal-7149	205	1	[	[	X
american_scientific_journal-7149	205	2	9	9	NUM
american_scientific_journal-7149	205	3	]	]	X
american_scientific_journal-7149	205	4	d.	d.	PROPN
american_scientific_journal-7149	205	5	bega	bega	PROPN
american_scientific_journal-7149	205	6	,	,	PUNCT
american_scientific_journal-7149	205	7	m.	m.	NOUN
american_scientific_journal-7149	205	8	gramaglia	gramaglia	PROPN
american_scientific_journal-7149	205	9	,	,	PUNCT
american_scientific_journal-7149	205	10	a.	a.	NOUN
american_scientific_journal-7149	205	11	banchs	banchs	PROPN
american_scientific_journal-7149	205	12	,	,	PUNCT
american_scientific_journal-7149	205	13	v.	v.	ADP
american_scientific_journal-7149	205	14	sciancalepore	sciancalepore	PROPN
american_scientific_journal-7149	205	15	,	,	PUNCT
american_scientific_journal-7149	205	16	k.	k.	PROPN
american_scientific_journal-7149	205	17	samdanis	samdanis	PROPN
american_scientific_journal-7149	205	18	,	,	PUNCT
american_scientific_journal-7149	205	19	and	and	CCONJ
american_scientific_journal-7149	205	20	x.	x.	PROPN
american_scientific_journal-7149	205	21	costa	costa	PROPN
american_scientific_journal-7149	205	22	-	-	PUNCT
american_scientific_journal-7149	205	23	perez	perez	PROPN
american_scientific_journal-7149	205	24	,	,	PUNCT
american_scientific_journal-7149	205	25	‘	'	PUNCT
american_scientific_journal-7149	205	26	‘	'	PUNCT
american_scientific_journal-7149	205	27	optimising	optimise	VERB
american_scientific_journal-7149	205	28	5	5	NUM
american_scientific_journal-7149	205	29	g	g	NOUN
american_scientific_journal-7149	205	30	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	205	31	markets	market	NOUN
american_scientific_journal-7149	205	32	:	:	PUNCT
american_scientific_journal-7149	205	33	the	the	DET
american_scientific_journal-7149	205	34	business	business	NOUN
american_scientific_journal-7149	205	35	ofnetwork	ofnetwork	NOUN
american_scientific_journal-7149	205	36	slicing	slicing	NOUN
american_scientific_journal-7149	205	37	,	,	PUNCT
american_scientific_journal-7149	205	38	’’	’'	PUNCT
american_scientific_journal-7149	205	39	inproc	inproc	NOUN
american_scientific_journal-7149	205	40	.	.	PUNCT
american_scientific_journal-7149	206	1	ieee	ieee	PROPN
american_scientific_journal-7149	206	2	infocom	infocom	PROPN
american_scientific_journal-7149	206	3	,	,	PUNCT
american_scientific_journal-7149	206	4	atlanta	atlanta	PROPN
american_scientific_journal-7149	206	5	,	,	PUNCT
american_scientific_journal-7149	206	6	ga	ga	PROPN
american_scientific_journal-7149	206	7	,	,	PUNCT
american_scientific_journal-7149	206	8	usa	usa	PROPN
american_scientific_journal-7149	206	9	,	,	PUNCT
american_scientific_journal-7149	206	10	may	may	AUX
american_scientific_journal-7149	206	11	2017,pp	2017,pp	NUM
american_scientific_journal-7149	206	12	.	.	PUNCT
american_scientific_journal-7149	207	1	1–9	1–9	NUM
american_scientific_journal-7149	207	2	.	.	PUNCT
american_scientific_journal-7149	208	1	[	[	X
american_scientific_journal-7149	208	2	10	10	NUM
american_scientific_journal-7149	208	3	]	]	X
american_scientific_journal-7149	208	4	p.	p.	PROPN
american_scientific_journal-7149	208	5	monti	monti	PROPN
american_scientific_journal-7149	208	6	,	,	PUNCT
american_scientific_journal-7149	208	7	c.	c.	PROPN
american_scientific_journal-7149	208	8	natalino	natalino	PROPN
american_scientific_journal-7149	208	9	,	,	PUNCT
american_scientific_journal-7149	208	10	m.	m.	PROPN
american_scientific_journal-7149	208	11	r.	r.	PROPN
american_scientific_journal-7149	208	12	raza	raza	PROPN
american_scientific_journal-7149	208	13	,	,	PUNCT
american_scientific_journal-7149	208	14	p.	p.	PROPN
american_scientific_journal-7149	208	15	ohlen	ohlen	PROPN
american_scientific_journal-7149	208	16	,	,	PUNCT
american_scientific_journal-7149	208	17	and	and	CCONJ
american_scientific_journal-7149	208	18	l.	l.	PROPN
american_scientific_journal-7149	208	19	wosinska	wosinska	PROPN
american_scientific_journal-7149	208	20	,	,	PUNCT
american_scientific_journal-7149	208	21	`	`	PUNCT
american_scientific_journal-7149	208	22	`	`	PUNCT
american_scientific_journal-7149	208	23	a	a	DET
american_scientific_journal-7149	208	24	slice	slice	NOUN
american_scientific_journal-7149	208	25	admission	admission	NOUN
american_scientific_journal-7149	208	26	policy	policy	NOUN
american_scientific_journal-7149	208	27	based	base	VERB
american_scientific_journal-7149	208	28	on	on	ADP
american_scientific_journal-7149	208	29	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	208	30	learning	learning	NOUN
american_scientific_journal-7149	208	31	for	for	ADP
american_scientific_journal-7149	208	32	a	a	DET
american_scientific_journal-7149	208	33	5	5	NUM
american_scientific_journal-7149	208	34	g	g	NOUN
american_scientific_journal-7149	208	35	flexible	flexible	ADJ
american_scientific_journal-7149	208	36	ran	ran	NOUN
american_scientific_journal-7149	208	37	,	,	PUNCT
american_scientific_journal-7149	208	38	''	''	PUNCT
american_scientific_journal-7149	208	39	in	in	ADP
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american_scientific_journal-7149	208	41	.	.	PUNCT
american_scientific_journal-7149	209	1	eur	eur	PROPN
american_scientific_journal-7149	209	2	.	.	PUNCT
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american_scientific_journal-7149	209	4	.	.	PUNCT
american_scientific_journal-7149	210	1	opt	opt	PROPN
american_scientific_journal-7149	210	2	.	.	PUNCT
american_scientific_journal-7149	211	1	commun	commun	PROPN
american_scientific_journal-7149	211	2	.	.	PUNCT
american_scientific_journal-7149	212	1	(	(	PUNCT
american_scientific_journal-7149	212	2	ecoc	ecoc	PROPN
american_scientific_journal-7149	212	3	)	)	PUNCT
american_scientific_journal-7149	212	4	,	,	PUNCT
american_scientific_journal-7149	212	5	no	no	INTJ
american_scientific_journal-7149	212	6	.	.	NOUN
american_scientific_journal-7149	212	7	1	1	NUM
american_scientific_journal-7149	212	8	,	,	PUNCT
american_scientific_journal-7149	212	9	2018	2018	NUM
american_scientific_journal-7149	212	10	,	,	PUNCT
american_scientific_journal-7149	212	11	pp	pp	ADJ
american_scientific_journal-7149	212	12	.	.	PUNCT
american_scientific_journal-7149	213	1	1_3	1_3	X
american_scientific_journal-7149	213	2	.	.	PUNCT
american_scientific_journal-7149	214	1	[	[	X
american_scientific_journal-7149	214	2	11	11	NUM
american_scientific_journal-7149	214	3	]	]	SYM
american_scientific_journal-7149	214	4	bega	bega	NOUN
american_scientific_journal-7149	214	5	,	,	PUNCT
american_scientific_journal-7149	214	6	dario	dario	PROPN
american_scientific_journal-7149	214	7	,	,	PUNCT
american_scientific_journal-7149	214	8	et	et	PROPN
american_scientific_journal-7149	214	9	al	al	PROPN
american_scientific_journal-7149	214	10	.	.	PUNCT
american_scientific_journal-7149	215	1	"	"	PUNCT
american_scientific_journal-7149	215	2	a	a	DET
american_scientific_journal-7149	215	3	machine	machine	NOUN
american_scientific_journal-7149	215	4	learning	learn	VERB
american_scientific_journal-7149	215	5	approach	approach	NOUN
american_scientific_journal-7149	215	6	to	to	ADP
american_scientific_journal-7149	215	7	5	5	NUM
american_scientific_journal-7149	215	8	g	g	NOUN
american_scientific_journal-7149	215	9	infrastructure	infrastructure	NOUN
american_scientific_journal-7149	215	10	market	market	NOUN
american_scientific_journal-7149	215	11	optimization	optimization	NOUN
american_scientific_journal-7149	215	12	.	.	PUNCT
american_scientific_journal-7149	215	13	"	"	PUNCT
american_scientific_journal-7149	216	1	ieee	ieee	NOUN
american_scientific_journal-7149	216	2	transactions	transaction	NOUN
american_scientific_journal-7149	216	3	on	on	ADP
american_scientific_journal-7149	216	4	mobile	mobile	ADJ
american_scientific_journal-7149	216	5	computing	computing	NOUN
american_scientific_journal-7149	216	6	19.3	19.3	NUM
american_scientific_journal-7149	216	7	(	(	PUNCT
american_scientific_journal-7149	216	8	2019	2019	NUM
american_scientific_journal-7149	216	9	):	):	PUNCT
american_scientific_journal-7149	216	10	498	498	NUM
american_scientific_journal-7149	216	11	-	-	SYM
american_scientific_journal-7149	216	12	512	512	NUM
american_scientific_journal-7149	216	13	.	.	PUNCT
american_scientific_journal-7149	217	1	[	[	X
american_scientific_journal-7149	217	2	12	12	NUM
american_scientific_journal-7149	217	3	]	]	X
american_scientific_journal-7149	217	4	xiong	xiong	PROPN
american_scientific_journal-7149	217	5	,	,	PUNCT
american_scientific_journal-7149	217	6	zehui	zehui	PROPN
american_scientific_journal-7149	217	7	,	,	PUNCT
american_scientific_journal-7149	217	8	et	et	PROPN
american_scientific_journal-7149	217	9	al	al	PROPN
american_scientific_journal-7149	217	10	.	.	PUNCT
american_scientific_journal-7149	218	1	"	"	PUNCT
american_scientific_journal-7149	218	2	deep	deep	ADJ
american_scientific_journal-7149	218	3	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	218	4	learning	learning	NOUN
american_scientific_journal-7149	218	5	for	for	ADP
american_scientific_journal-7149	218	6	mobile	mobile	ADJ
american_scientific_journal-7149	218	7	5	5	NUM
american_scientific_journal-7149	218	8	g	g	NOUN
american_scientific_journal-7149	218	9	and	and	CCONJ
american_scientific_journal-7149	218	10	beyond	beyond	ADP
american_scientific_journal-7149	218	11	:	:	PUNCT
american_scientific_journal-7149	218	12	fundamentals	fundamental	NOUN
american_scientific_journal-7149	218	13	,	,	PUNCT
american_scientific_journal-7149	218	14	applications	application	NOUN
american_scientific_journal-7149	218	15	,	,	PUNCT
american_scientific_journal-7149	218	16	and	and	CCONJ
american_scientific_journal-7149	218	17	challenges	challenge	NOUN
american_scientific_journal-7149	218	18	.	.	PUNCT
american_scientific_journal-7149	218	19	"	"	PUNCT
american_scientific_journal-7149	219	1	ieee	ieee	NOUN
american_scientific_journal-7149	219	2	vehicular	vehicular	ADJ
american_scientific_journal-7149	219	3	technology	technology	NOUN
american_scientific_journal-7149	219	4	magazine	magazine	NOUN
american_scientific_journal-7149	219	5	14.2	14.2	NUM
american_scientific_journal-7149	219	6	(	(	PUNCT
american_scientific_journal-7149	219	7	2019	2019	NUM
american_scientific_journal-7149	219	8	):	):	PUNCT
american_scientific_journal-7149	219	9	44	44	NUM
american_scientific_journal-7149	219	10	-	-	SYM
american_scientific_journal-7149	219	11	52	52	NUM
american_scientific_journal-7149	219	12	.	.	PUNCT
american_scientific_journal-7149	220	1	[	[	X
american_scientific_journal-7149	220	2	13	13	NUM
american_scientific_journal-7149	220	3	]	]	SYM
american_scientific_journal-7149	220	4	ayodele	ayodele	PROPN
american_scientific_journal-7149	220	5	,	,	PUNCT
american_scientific_journal-7149	220	6	taiwo	taiwo	PROPN
american_scientific_journal-7149	220	7	oladipupo	oladipupo	NOUN
american_scientific_journal-7149	220	8	.	.	PUNCT
american_scientific_journal-7149	221	1	"	"	PUNCT
american_scientific_journal-7149	221	2	types	type	NOUN
american_scientific_journal-7149	221	3	of	of	ADP
american_scientific_journal-7149	221	4	machine	machine	NOUN
american_scientific_journal-7149	221	5	learning	learn	VERB
american_scientific_journal-7149	221	6	algorithms	algorithm	NOUN
american_scientific_journal-7149	221	7	.	.	PUNCT
american_scientific_journal-7149	221	8	"	"	PUNCT
american_scientific_journal-7149	222	1	new	new	ADJ
american_scientific_journal-7149	222	2	advances	advance	NOUN
american_scientific_journal-7149	222	3	in	in	ADP
american_scientific_journal-7149	222	4	machine	machine	NOUN
american_scientific_journal-7149	222	5	learning	learn	VERB
american_scientific_journal-7149	222	6	3	3	NUM
american_scientific_journal-7149	222	7	(	(	PUNCT
american_scientific_journal-7149	222	8	2010	2010	NUM
american_scientific_journal-7149	222	9	):	):	PUNCT
american_scientific_journal-7149	222	10	19	19	NUM
american_scientific_journal-7149	222	11	-	-	SYM
american_scientific_journal-7149	222	12	48	48	NUM
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american_scientific_journal-7149	222	14	14	14	NUM
american_scientific_journal-7149	222	15	]	]	PUNCT
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american_scientific_journal-7149	222	17	s.	s.	PROPN
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american_scientific_journal-7149	222	19	and	and	CCONJ
american_scientific_journal-7149	222	20	a.	a.	PROPN
american_scientific_journal-7149	222	21	g.	g.	PROPN
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american_scientific_journal-7149	222	23	,	,	PUNCT
american_scientific_journal-7149	222	24	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	222	25	learning	learning	NOUN
american_scientific_journal-7149	222	26	:	:	PUNCT
american_scientific_journal-7149	222	27	an	an	DET
american_scientific_journal-7149	222	28	introduction	introduction	NOUN
american_scientific_journal-7149	222	29	.	.	PUNCT
american_scientific_journal-7149	223	1	mit	mit	PROPN
american_scientific_journal-7149	223	2	press	press	PROPN
american_scientific_journal-7149	223	3	cambridge	cambridge	PROPN
american_scientific_journal-7149	223	4	,	,	PUNCT
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american_scientific_journal-7149	224	1	[	[	X
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american_scientific_journal-7149	224	3	]	]	X
american_scientific_journal-7149	224	4	r.	r.	PROPN
american_scientific_journal-7149	224	5	bellman	bellman	PROPN
american_scientific_journal-7149	224	6	,	,	PUNCT
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american_scientific_journal-7149	224	8	a	a	DET
american_scientific_journal-7149	224	9	markovian	markovian	ADJ
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american_scientific_journal-7149	224	11	process	process	NOUN
american_scientific_journal-7149	224	12	,	,	PUNCT
american_scientific_journal-7149	224	13	”	"	PUNCT
american_scientific_journal-7149	224	14	dtic	dtic	ADJ
american_scientific_journal-7149	224	15	,	,	PUNCT
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american_scientific_journal-7149	224	17	.	.	PUNCT
american_scientific_journal-7149	225	1	rep	rep	PROPN
american_scientific_journal-7149	225	2	.	.	PROPN
american_scientific_journal-7149	225	3	,	,	PUNCT
american_scientific_journal-7149	225	4	1957	1957	NUM
american_scientific_journal-7149	225	5	.	.	PUNCT
american_scientific_journal-7149	226	1	[	[	X
american_scientific_journal-7149	226	2	16	16	NUM
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american_scientific_journal-7149	226	4	e.	e.	PROPN
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american_scientific_journal-7149	226	6	-	-	PUNCT
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american_scientific_journal-7149	226	8	and	and	CCONJ
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american_scientific_journal-7149	226	11	,	,	PUNCT
american_scientific_journal-7149	226	12	“	"	PUNCT
american_scientific_journal-7149	226	13	learning	learn	VERB
american_scientific_journal-7149	226	14	rates	rate	NOUN
american_scientific_journal-7149	226	15	for	for	ADP
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american_scientific_journal-7149	226	17	-	-	PUNCT
american_scientific_journal-7149	226	18	learning	learning	NOUN
american_scientific_journal-7149	226	19	,	,	PUNCT
american_scientific_journal-7149	226	20	”	"	PUNCT
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american_scientific_journal-7149	226	22	of	of	ADP
american_scientific_journal-7149	226	23	machine	machine	NOUN
american_scientific_journal-7149	226	24	learning	learn	VERB
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american_scientific_journal-7149	226	26	,	,	PUNCT
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american_scientific_journal-7149	226	30	,	,	PUNCT
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american_scientific_journal-7149	226	32	.	.	PUNCT
american_scientific_journal-7149	227	1	1–25	1–25	ADJ
american_scientific_journal-7149	227	2	,	,	PUNCT
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american_scientific_journal-7149	227	4	.	.	PROPN
american_scientific_journal-7149	227	5	2003	2003	NUM
american_scientific_journal-7149	227	6	.	.	PUNCT
american_scientific_journal-7149	228	1	[	[	X
american_scientific_journal-7149	228	2	17	17	NUM
american_scientific_journal-7149	228	3	]	]	X
american_scientific_journal-7149	228	4	i.	i.	PROPN
american_scientific_journal-7149	228	5	goodfellow	goodfellow	PROPN
american_scientific_journal-7149	228	6	,	,	PUNCT
american_scientific_journal-7149	228	7	y.	y.	PROPN
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american_scientific_journal-7149	228	9	,	,	PUNCT
american_scientific_journal-7149	228	10	a.	a.	NOUN
american_scientific_journal-7149	228	11	courville	courville	NOUN
american_scientific_journal-7149	228	12	,	,	PUNCT
american_scientific_journal-7149	228	13	and	and	CCONJ
american_scientific_journal-7149	228	14	y.	y.	PROPN
american_scientific_journal-7149	228	15	bengio	bengio	PROPN
american_scientific_journal-7149	228	16	,	,	PUNCT
american_scientific_journal-7149	228	17	deep	deep	ADJ
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american_scientific_journal-7149	228	19	.	.	PUNCT
american_scientific_journal-7149	229	1	mit	mit	PROPN
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american_scientific_journal-7149	229	4	,	,	PUNCT
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american_scientific_journal-7149	229	6	.	.	PUNCT
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american_scientific_journal-7149	230	2	18	18	NUM
american_scientific_journal-7149	230	3	]	]	SYM
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american_scientific_journal-7149	230	5	,	,	PUNCT
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american_scientific_journal-7149	230	7	,	,	PUNCT
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american_scientific_journal-7149	230	13	saad	saad	PROPN
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american_scientific_journal-7149	230	15	-	-	PROPN
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american_scientific_journal-7149	231	8	.	.	PUNCT
american_scientific_journal-7149	231	9	"	"	PUNCT
american_scientific_journal-7149	232	1	2017	2017	NUM
american_scientific_journal-7149	232	2	international	international	ADJ
american_scientific_journal-7149	232	3	conference	conference	NOUN
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american_scientific_journal-7149	232	5	engineering	engineering	NOUN
american_scientific_journal-7149	232	6	and	and	CCONJ
american_scientific_journal-7149	232	7	technology	technology	NOUN
american_scientific_journal-7149	232	8	(	(	PUNCT
american_scientific_journal-7149	232	9	icet	icet	PROPN
american_scientific_journal-7149	232	10	)	)	PUNCT
american_scientific_journal-7149	232	11	.	.	PUNCT
american_scientific_journal-7149	233	1	ieee	ieee	PROPN
american_scientific_journal-7149	233	2	,	,	PUNCT
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american_scientific_journal-7149	233	4	.	.	PUNCT
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american_scientific_journal-7149	234	2	19	19	NUM
american_scientific_journal-7149	234	3	]	]	X
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american_scientific_journal-7149	234	6	-	-	PUNCT
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american_scientific_journal-7149	234	10	neural	neural	ADJ
american_scientific_journal-7149	234	11	networks	network	NOUN
american_scientific_journal-7149	234	12	and	and	CCONJ
american_scientific_journal-7149	234	13	reinforcement	reinforcement	NOUN
american_scientific_journal-7149	234	14	learning	learning	NOUN
american_scientific_journal-7149	234	15	,	,	PUNCT
american_scientific_journal-7149	234	16	deeplizard	deeplizard	NOUN
american_scientific_journal-7149	234	17	,	,	PUNCT
american_scientific_journal-7149	234	18	accessed	access	VERB
american_scientific_journal-7149	234	19	on	on	ADP
american_scientific_journal-7149	234	20	november	november	PROPN
american_scientific_journal-7149	234	21	12	12	NUM
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american_scientific_journal-7149	234	23	.	.	PUNCT
american_scientific_journal-7149	235	1	[	[	X
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american_scientific_journal-7149	235	4	.	.	PUNCT
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american_scientific_journal-7149	236	3	https://deeplizard.com/learn/video/wrbukpirvca	https://deeplizard.com/learn/video/wrbukpirvca	NOUN