id	sid	tid	token	lemma	pos
bracis-33642	1	1	rlportfolio	rlportfolio	NOUN
bracis-33642	1	2	:	:	PUNCT
bracis-33642	1	3	reinforcement	reinforcement	NOUN
bracis-33642	1	4	learning	learning	NOUN
bracis-33642	1	5	for	for	ADP
bracis-33642	1	6	 	 	SPACE
bracis-33642	1	7	financial	financial	ADJ
bracis-33642	1	8	portfolio	portfolio	NOUN
bracis-33642	1	9	optimization	optimization	NOUN
bracis-33642	1	10	|	|	NOUN
bracis-33642	1	11	springer	springer	NOUN
bracis-33642	1	12	nature	nature	PROPN
bracis-33642	1	13	link	link	PROPN
bracis-33642	1	14	(	(	PUNCT
bracis-33642	1	15	formerly	formerly	ADV
bracis-33642	1	16	springerlink	springerlink	NOUN
bracis-33642	1	17	)	)	PUNCT
bracis-33642	1	18	skip	skip	VERB
bracis-33642	1	19	to	to	ADP
bracis-33642	1	20	main	main	ADJ
bracis-33642	1	21	content	content	NOUN
bracis-33642	1	22	advertisement	advertisement	NOUN
bracis-33642	1	23	log	log	NOUN
bracis-33642	1	24	in	in	ADP
bracis-33642	1	25	menu	menu	NOUN
bracis-33642	1	26	find	find	VERB
bracis-33642	1	27	a	a	DET
bracis-33642	1	28	journal	journal	NOUN
bracis-33642	1	29	publish	publish	VERB
bracis-33642	1	30	with	with	ADP
bracis-33642	1	31	us	we	PRON
bracis-33642	1	32	track	track	VERB
bracis-33642	1	33	your	your	PRON
bracis-33642	1	34	research	research	NOUN
bracis-33642	1	35	search	search	NOUN
bracis-33642	1	36	cart	cart	NOUN
bracis-33642	1	37	home	home	NOUN
bracis-33642	1	38	intelligent	intelligent	ADJ
bracis-33642	1	39	systems	system	NOUN
bracis-33642	1	40	conference	conference	NOUN
bracis-33642	1	41	paper	paper	NOUN
bracis-33642	1	42	rlportfolio	rlportfolio	NOUN
bracis-33642	1	43	:	:	PUNCT
bracis-33642	1	44	reinforcement	reinforcement	NOUN
bracis-33642	1	45	learning	learning	NOUN
bracis-33642	1	46	for	for	ADP
bracis-33642	1	47	 	 	SPACE
bracis-33642	1	48	financial	financial	ADJ
bracis-33642	1	49	portfolio	portfolio	NOUN
bracis-33642	1	50	optimization	optimization	NOUN
bracis-33642	1	51	conference	conference	NOUN
bracis-33642	1	52	paper	paper	NOUN
bracis-33642	1	53	first	first	ADV
bracis-33642	1	54	online	online	ADV
bracis-33642	1	55	:	:	PUNCT
bracis-33642	1	56	30	30	NUM
bracis-33642	1	57	january	january	NOUN
bracis-33642	1	58	2025	2025	NUM
bracis-33642	2	1	pp	pp	NUM
bracis-33642	2	2	412–426	412–426	NUM
bracis-33642	2	3	cite	cite	VERB
bracis-33642	2	4	this	this	DET
bracis-33642	2	5	conference	conference	NOUN
bracis-33642	2	6	paper	paper	NOUN
bracis-33642	2	7	access	access	NOUN
bracis-33642	2	8	provided	provide	VERB
bracis-33642	2	9	by	by	ADP
bracis-33642	2	10	university	university	PROPN
bracis-33642	2	11	of	of	ADP
bracis-33642	2	12	notre	notre	PROPN
bracis-33642	2	13	dame	dame	PROPN
bracis-33642	2	14	hesburgh	hesburgh	PROPN
bracis-33642	2	15	library	library	PROPN
bracis-33642	2	16	download	download	PROPN
bracis-33642	2	17	book	book	NOUN
bracis-33642	2	18	pdf	pdf	PROPN
bracis-33642	2	19	download	download	NOUN
bracis-33642	2	20	book	book	NOUN
bracis-33642	2	21	epub	epub	PROPN
bracis-33642	2	22	intelligent	intelligent	ADJ
bracis-33642	2	23	systems	system	NOUN
bracis-33642	2	24	(	(	PUNCT
bracis-33642	2	25	bracis	bracis	NOUN
bracis-33642	2	26	2024	2024	NUM
bracis-33642	2	27	)	)	PUNCT
bracis-33642	2	28	rlportfolio	rlportfolio	NOUN
bracis-33642	2	29	:	:	PUNCT
bracis-33642	2	30	reinforcement	reinforcement	NOUN
bracis-33642	2	31	learning	learning	NOUN
bracis-33642	2	32	for	for	ADP
bracis-33642	2	33	 	 	SPACE
bracis-33642	2	34	financial	financial	ADJ
bracis-33642	2	35	portfolio	portfolio	NOUN
bracis-33642	2	36	optimization	optimization	NOUN
bracis-33642	2	37	download	download	NOUN
bracis-33642	2	38	book	book	NOUN
bracis-33642	2	39	pdf	pdf	PROPN
bracis-33642	2	40	download	download	NOUN
bracis-33642	2	41	book	book	PROPN
bracis-33642	2	42	epub	epub	PROPN
bracis-33642	2	43	caio	caio	PROPN
bracis-33642	2	44	de	de	PROPN
bracis-33642	2	45	souza	souza	PROPN
bracis-33642	2	46	barbosa	barbosa	PROPN
bracis-33642	2	47	costa	costa	PROPN
bracis-33642	2	48	  	  	SPACE
bracis-33642	2	49	orcid	orcid	PROPN
bracis-33642	2	50	:	:	PUNCT
bracis-33642	2	51	orcid.org/0009-0009-7780-70099	orcid.org/0009-0009-7780-70099	PROPN
bracis-33642	2	52	&	&	CCONJ
bracis-33642	2	53	anna	anna	PROPN
bracis-33642	2	54	helena	helena	PROPN
bracis-33642	2	55	reali	reali	PROPN
bracis-33642	2	56	costa	costa	PROPN
bracis-33642	2	57	  	  	SPACE
bracis-33642	2	58	orcid	orcid	NOUN
bracis-33642	2	59	:	:	PUNCT
bracis-33642	2	60	orcid.org/0000-0001-7309-45289	orcid.org/0000-0001-7309-45289	NOUN
bracis-33642	2	61	  	  	SPACE
bracis-33642	2	62	part	part	NOUN
bracis-33642	2	63	of	of	ADP
bracis-33642	2	64	the	the	DET
bracis-33642	2	65	book	book	NOUN
bracis-33642	2	66	series	series	NOUN
bracis-33642	2	67	:	:	PUNCT
bracis-33642	2	68	lecture	lecture	NOUN
bracis-33642	2	69	notes	note	NOUN
bracis-33642	2	70	in	in	ADP
bracis-33642	2	71	computer	computer	NOUN
bracis-33642	2	72	science	science	NOUN
bracis-33642	2	73	(	(	PUNCT
bracis-33642	2	74	(	(	PUNCT
bracis-33642	2	75	lnai	lnai	ADJ
bracis-33642	2	76	,	,	PUNCT
bracis-33642	2	77	volume	volume	NOUN
bracis-33642	2	78	15414	15414	NUM
bracis-33642	2	79	)	)	PUNCT
bracis-33642	2	80	)	)	PUNCT
bracis-33642	2	81	included	include	VERB
bracis-33642	2	82	in	in	ADP
bracis-33642	2	83	the	the	DET
bracis-33642	2	84	following	follow	VERB
bracis-33642	2	85	conference	conference	NOUN
bracis-33642	2	86	series	series	NOUN
bracis-33642	2	87	:	:	PUNCT
bracis-33642	2	88	brazilian	brazilian	ADJ
bracis-33642	2	89	conference	conference	NOUN
bracis-33642	2	90	on	on	ADP
bracis-33642	2	91	intelligent	intelligent	ADJ
bracis-33642	2	92	systems	system	NOUN
bracis-33642	2	93	432	432	NUM
bracis-33642	2	94	accesses	access	NOUN
bracis-33642	2	95	abstract	abstract	ADJ
bracis-33642	2	96	portfolio	portfolio	NOUN
bracis-33642	2	97	optimization	optimization	NOUN
bracis-33642	2	98	is	be	AUX
bracis-33642	2	99	a	a	DET
bracis-33642	2	100	task	task	NOUN
bracis-33642	2	101	in	in	ADP
bracis-33642	2	102	which	which	PRON
bracis-33642	2	103	an	an	DET
bracis-33642	2	104	agent	agent	NOUN
bracis-33642	2	105	constantly	constantly	ADV
bracis-33642	2	106	rebalances	rebalance	VERB
bracis-33642	2	107	a	a	DET
bracis-33642	2	108	predefined	predefined	ADJ
bracis-33642	2	109	portfolio	portfolio	NOUN
bracis-33642	2	110	of	of	ADP
bracis-33642	2	111	assets	asset	NOUN
bracis-33642	2	112	in	in	ADP
bracis-33642	2	113	order	order	NOUN
bracis-33642	2	114	to	to	PART
bracis-33642	2	115	mitigate	mitigate	VERB
bracis-33642	2	116	losses	loss	NOUN
bracis-33642	2	117	and	and	CCONJ
bracis-33642	2	118	maximize	maximize	VERB
bracis-33642	2	119	profits	profit	NOUN
bracis-33642	2	120	.	.	PUNCT
bracis-33642	3	1	a	a	DET
bracis-33642	3	2	very	very	ADV
bracis-33642	3	3	effective	effective	ADJ
bracis-33642	3	4	way	way	NOUN
bracis-33642	3	5	to	to	PART
bracis-33642	3	6	solve	solve	VERB
bracis-33642	3	7	this	this	DET
bracis-33642	3	8	task	task	NOUN
bracis-33642	3	9	is	be	AUX
bracis-33642	3	10	using	use	VERB
bracis-33642	3	11	a	a	DET
bracis-33642	3	12	reinforcement	reinforcement	NOUN
bracis-33642	3	13	learning	learn	VERB
bracis-33642	3	14	agent	agent	NOUN
bracis-33642	3	15	that	that	PRON
bracis-33642	3	16	learns	learn	VERB
bracis-33642	3	17	an	an	DET
bracis-33642	3	18	optimal	optimal	ADJ
bracis-33642	3	19	investment	investment	NOUN
bracis-33642	3	20	strategy	strategy	NOUN
bracis-33642	3	21	by	by	ADP
bracis-33642	3	22	interacting	interact	VERB
bracis-33642	3	23	with	with	ADP
bracis-33642	3	24	the	the	DET
bracis-33642	3	25	environment	environment	NOUN
bracis-33642	3	26	,	,	PUNCT
bracis-33642	3	27	but	but	CCONJ
bracis-33642	3	28	due	due	ADP
bracis-33642	3	29	to	to	ADP
bracis-33642	3	30	the	the	DET
bracis-33642	3	31	current	current	ADJ
bracis-33642	3	32	lack	lack	NOUN
bracis-33642	3	33	of	of	ADP
bracis-33642	3	34	open	open	ADJ
bracis-33642	3	35	source	source	NOUN
bracis-33642	3	36	tools	tool	NOUN
bracis-33642	3	37	to	to	PART
bracis-33642	3	38	accelerate	accelerate	VERB
bracis-33642	3	39	the	the	DET
bracis-33642	3	40	development	development	NOUN
bracis-33642	3	41	of	of	ADP
bracis-33642	3	42	such	such	DET
bracis-33642	3	43	an	an	DET
bracis-33642	3	44	agent	agent	NOUN
bracis-33642	3	45	,	,	PUNCT
bracis-33642	3	46	its	its	PRON
bracis-33642	3	47	implementation	implementation	NOUN
bracis-33642	3	48	is	be	AUX
bracis-33642	3	49	quite	quite	ADV
bracis-33642	3	50	difficult	difficult	ADJ
bracis-33642	3	51	.	.	PUNCT
bracis-33642	4	1	therefore	therefore	ADV
bracis-33642	4	2	,	,	PUNCT
bracis-33642	4	3	to	to	PART
bracis-33642	4	4	reduce	reduce	VERB
bracis-33642	4	5	this	this	DET
bracis-33642	4	6	obstacle	obstacle	NOUN
bracis-33642	4	7	,	,	PUNCT
bracis-33642	4	8	this	this	DET
bracis-33642	4	9	paper	paper	NOUN
bracis-33642	4	10	introduces	introduce	NOUN
bracis-33642	4	11	rlportfolio	rlportfolio	NOUN
bracis-33642	4	12	,	,	PUNCT
bracis-33642	4	13	a	a	DET
bracis-33642	4	14	python	python	NOUN
bracis-33642	4	15	library	library	NOUN
bracis-33642	4	16	which	which	PRON
bracis-33642	4	17	provides	provide	VERB
bracis-33642	4	18	the	the	DET
bracis-33642	4	19	necessary	necessary	ADJ
bracis-33642	4	20	tools	tool	NOUN
bracis-33642	4	21	to	to	PART
bracis-33642	4	22	develop	develop	VERB
bracis-33642	4	23	,	,	PUNCT
bracis-33642	4	24	train	train	VERB
bracis-33642	4	25	and	and	CCONJ
bracis-33642	4	26	evaluate	evaluate	VERB
bracis-33642	4	27	reinforcement	reinforcement	NOUN
bracis-33642	4	28	learning	learning	NOUN
bracis-33642	4	29	agents	agent	NOUN
bracis-33642	4	30	whose	whose	DET
bracis-33642	4	31	function	function	NOUN
bracis-33642	4	32	is	be	AUX
bracis-33642	4	33	to	to	PART
bracis-33642	4	34	optimize	optimize	VERB
bracis-33642	4	35	financial	financial	ADJ
bracis-33642	4	36	portfolios	portfolio	NOUN
bracis-33642	4	37	over	over	ADP
bracis-33642	4	38	time	time	NOUN
bracis-33642	4	39	.	.	PUNCT
bracis-33642	5	1	the	the	DET
bracis-33642	5	2	library	library	NOUN
bracis-33642	5	3	contains	contain	VERB
bracis-33642	5	4	a	a	DET
bracis-33642	5	5	simulation	simulation	NOUN
bracis-33642	5	6	environment	environment	NOUN
bracis-33642	5	7	that	that	PRON
bracis-33642	5	8	implements	implement	VERB
bracis-33642	5	9	the	the	DET
bracis-33642	5	10	state	state	NOUN
bracis-33642	5	11	-	-	PUNCT
bracis-33642	5	12	of	of	ADP
bracis-33642	5	13	-	-	PUNCT
bracis-33642	5	14	the	the	DET
bracis-33642	5	15	-	-	PUNCT
bracis-33642	5	16	art	art	NOUN
bracis-33642	5	17	mathematical	mathematical	ADJ
bracis-33642	5	18	formulation	formulation	NOUN
bracis-33642	5	19	of	of	ADP
bracis-33642	5	20	the	the	DET
bracis-33642	5	21	portfolio	portfolio	NOUN
bracis-33642	5	22	optimization	optimization	NOUN
bracis-33642	5	23	task	task	PROPN
bracis-33642	5	24	,	,	PUNCT
bracis-33642	5	25	a	a	DET
bracis-33642	5	26	policy	policy	NOUN
bracis-33642	5	27	gradient	gradient	NOUN
bracis-33642	5	28	algorithm	algorithm	NOUN
bracis-33642	5	29	developed	develop	VERB
bracis-33642	5	30	specifically	specifically	ADV
bracis-33642	5	31	to	to	PART
bracis-33642	5	32	train	train	VERB
bracis-33642	5	33	agents	agent	NOUN
bracis-33642	5	34	to	to	PART
bracis-33642	5	35	solve	solve	VERB
bracis-33642	5	36	this	this	DET
bracis-33642	5	37	task	task	NOUN
bracis-33642	5	38	and	and	CCONJ
bracis-33642	5	39	four	four	NUM
bracis-33642	5	40	state	state	NOUN
bracis-33642	5	41	-	-	PUNCT
bracis-33642	5	42	of	of	ADP
bracis-33642	5	43	-	-	PUNCT
bracis-33642	5	44	the	the	DET
bracis-33642	5	45	-	-	PUNCT
bracis-33642	5	46	art	art	NOUN
bracis-33642	5	47	deep	deep	ADJ
bracis-33642	5	48	neural	neural	ADJ
bracis-33642	5	49	network	network	NOUN
bracis-33642	5	50	architectures	architecture	NOUN
bracis-33642	5	51	that	that	PRON
bracis-33642	5	52	can	can	AUX
bracis-33642	5	53	be	be	AUX
bracis-33642	5	54	used	use	VERB
bracis-33642	5	55	as	as	ADP
bracis-33642	5	56	the	the	DET
bracis-33642	5	57	agent	agent	NOUN
bracis-33642	5	58	’s	’s	PART
bracis-33642	5	59	action	action	NOUN
bracis-33642	5	60	policy	policy	NOUN
bracis-33642	5	61	.	.	PUNCT
bracis-33642	6	1	this	this	DET
bracis-33642	6	2	paper	paper	NOUN
bracis-33642	6	3	also	also	ADV
bracis-33642	6	4	demonstrates	demonstrate	VERB
bracis-33642	6	5	the	the	DET
bracis-33642	6	6	results	result	NOUN
bracis-33642	6	7	of	of	ADP
bracis-33642	6	8	an	an	DET
bracis-33642	6	9	agent	agent	NOUN
bracis-33642	6	10	trained	train	VERB
bracis-33642	6	11	with	with	ADP
bracis-33642	6	12	rlportfolio	rlportfolio	NOUN
bracis-33642	6	13	to	to	PART
bracis-33642	6	14	optimize	optimize	VERB
bracis-33642	6	15	a	a	DET
bracis-33642	6	16	financial	financial	ADJ
bracis-33642	6	17	portfolio	portfolio	NOUN
bracis-33642	6	18	composed	compose	VERB
bracis-33642	6	19	of	of	ADP
bracis-33642	6	20	ten	ten	NUM
bracis-33642	6	21	high	high	ADJ
bracis-33642	6	22	-	-	PUNCT
bracis-33642	6	23	volume	volume	NOUN
bracis-33642	6	24	stocks	stock	NOUN
bracis-33642	6	25	from	from	ADP
bracis-33642	6	26	the	the	DET
bracis-33642	6	27	brazilian	brazilian	ADJ
bracis-33642	6	28	market	market	NOUN
bracis-33642	6	29	,	,	PUNCT
bracis-33642	6	30	proving	prove	VERB
bracis-33642	6	31	the	the	DET
bracis-33642	6	32	reliability	reliability	NOUN
bracis-33642	6	33	of	of	ADP
bracis-33642	6	34	the	the	DET
bracis-33642	6	35	solutions	solution	NOUN
bracis-33642	6	36	contained	contain	VERB
bracis-33642	6	37	in	in	ADP
bracis-33642	6	38	the	the	DET
bracis-33642	6	39	library	library	NOUN
bracis-33642	6	40	while	while	SCONJ
bracis-33642	6	41	also	also	ADV
bracis-33642	6	42	showing	show	VERB
bracis-33642	6	43	that	that	SCONJ
bracis-33642	6	44	it	it	PRON
bracis-33642	6	45	produces	produce	VERB
bracis-33642	6	46	agents	agent	NOUN
bracis-33642	6	47	that	that	PRON
bracis-33642	6	48	perform	perform	VERB
bracis-33642	6	49	better	well	ADV
bracis-33642	6	50	than	than	ADP
bracis-33642	6	51	classical	classical	ADJ
bracis-33642	6	52	approaches	approach	NOUN
bracis-33642	6	53	.	.	PUNCT
bracis-33642	7	1	access	access	NOUN
bracis-33642	7	2	provided	provide	VERB
bracis-33642	7	3	by	by	ADP
bracis-33642	7	4	university	university	PROPN
bracis-33642	7	5	of	of	ADP
bracis-33642	7	6	notre	notre	PROPN
bracis-33642	7	7	dame	dame	PROPN
bracis-33642	7	8	hesburgh	hesburgh	PROPN
bracis-33642	7	9	library	library	PROPN
bracis-33642	7	10	.	.	PUNCT
bracis-33642	8	1	download	download	PROPN
bracis-33642	8	2	conference	conference	NOUN
bracis-33642	8	3	paper	paper	NOUN
bracis-33642	8	4	pdf	pdf	NOUN
bracis-33642	8	5	similar	similar	ADJ
bracis-33642	8	6	content	content	NOUN
bracis-33642	8	7	being	be	AUX
bracis-33642	8	8	viewed	view	VERB
bracis-33642	8	9	by	by	ADP
bracis-33642	8	10	others	other	NOUN
bracis-33642	8	11	combining	combine	VERB
bracis-33642	8	12	transformer	transformer	NOUN
bracis-33642	8	13	based	base	VERB
bracis-33642	8	14	deep	deep	ADJ
bracis-33642	8	15	reinforcement	reinforcement	NOUN
bracis-33642	8	16	learning	learning	NOUN
bracis-33642	8	17	with	with	ADP
bracis-33642	8	18	black	black	ADJ
bracis-33642	8	19	-	-	PUNCT
bracis-33642	8	20	litterman	litterman	NOUN
bracis-33642	8	21	model	model	NOUN
bracis-33642	8	22	for	for	ADP
bracis-33642	8	23	portfolio	portfolio	NOUN
bracis-33642	8	24	optimization	optimization	NOUN
bracis-33642	8	25	article	article	NOUN
bracis-33642	8	26	10	10	NUM
bracis-33642	8	27	august	august	PROPN
bracis-33642	8	28	2024	2024	NUM
bracis-33642	8	29	portfolio	portfolio	NOUN
bracis-33642	8	30	optimization	optimization	NOUN
bracis-33642	8	31	using	use	VERB
bracis-33642	8	32	reinforcement	reinforcement	NOUN
bracis-33642	8	33	learning	learning	NOUN
bracis-33642	8	34	:	:	PUNCT
bracis-33642	8	35	a	a	DET
bracis-33642	8	36	study	study	NOUN
bracis-33642	8	37	of	of	ADP
bracis-33642	8	38	implementation	implementation	NOUN
bracis-33642	8	39	of	of	ADP
bracis-33642	8	40	learning	learn	VERB
bracis-33642	8	41	to	to	PART
bracis-33642	8	42	optimize	optimize	VERB
bracis-33642	8	43	chapter	chapter	NOUN
bracis-33642	8	44	©	©	PROPN
bracis-33642	8	45	2023	2023	NUM
bracis-33642	8	46	meta	meta	X
bracis-33642	8	47	algorithms	algorithm	NOUN
bracis-33642	8	48	for	for	ADP
bracis-33642	8	49	 	 	SPACE
bracis-33642	8	50	portfolio	portfolio	NOUN
bracis-33642	8	51	optimization	optimization	NOUN
bracis-33642	8	52	using	use	VERB
bracis-33642	8	53	reinforcement	reinforcement	NOUN
bracis-33642	8	54	learning	learning	NOUN
bracis-33642	8	55	chapter	chapter	NOUN
bracis-33642	8	56	©	©	PROPN
bracis-33642	8	57	2021	2021	NUM
bracis-33642	8	58	1	1	NUM
bracis-33642	8	59	introduction	introduction	NOUN
bracis-33642	8	60	worldwide	worldwide	ADV
bracis-33642	8	61	,	,	PUNCT
bracis-33642	8	62	numerous	numerous	ADJ
bracis-33642	8	63	investors	investor	NOUN
bracis-33642	8	64	and	and	CCONJ
bracis-33642	8	65	financial	financial	ADJ
bracis-33642	8	66	institutions	institution	NOUN
bracis-33642	8	67	manage	manage	VERB
bracis-33642	8	68	portfolios	portfolio	NOUN
bracis-33642	8	69	containing	contain	VERB
bracis-33642	8	70	diverse	diverse	ADJ
bracis-33642	8	71	assets	asset	NOUN
bracis-33642	8	72	that	that	PRON
bracis-33642	8	73	total	total	VERB
bracis-33642	8	74	over	over	ADP
bracis-33642	8	75	100	100	NUM
bracis-33642	8	76	trillion	trillion	NUM
bracis-33642	8	77	dollars	dollar	NOUN
bracis-33642	8	78	[	[	X
bracis-33642	8	79	14	14	NUM
bracis-33642	8	80	]	]	PUNCT
bracis-33642	8	81	.	.	PUNCT
bracis-33642	9	1	in	in	ADP
bracis-33642	9	2	order	order	NOUN
bracis-33642	9	3	to	to	PART
bracis-33642	9	4	maximize	maximize	VERB
bracis-33642	9	5	profits	profit	NOUN
bracis-33642	9	6	,	,	PUNCT
bracis-33642	9	7	managers	manager	NOUN
bracis-33642	9	8	are	be	AUX
bracis-33642	9	9	constantly	constantly	ADV
bracis-33642	9	10	changing	change	VERB
bracis-33642	9	11	the	the	DET
bracis-33642	9	12	amount	amount	NOUN
bracis-33642	9	13	invested	invest	VERB
bracis-33642	9	14	in	in	ADP
bracis-33642	9	15	each	each	DET
bracis-33642	9	16	component	component	NOUN
bracis-33642	9	17	of	of	ADP
bracis-33642	9	18	the	the	DET
bracis-33642	9	19	portfolio	portfolio	NOUN
bracis-33642	9	20	in	in	ADP
bracis-33642	9	21	a	a	DET
bracis-33642	9	22	process	process	NOUN
bracis-33642	9	23	called	call	VERB
bracis-33642	9	24	portfolio	portfolio	NOUN
bracis-33642	9	25	optimization	optimization	NOUN
bracis-33642	9	26	.	.	PUNCT
bracis-33642	10	1	consequently	consequently	ADV
bracis-33642	10	2	,	,	PUNCT
bracis-33642	10	3	the	the	DET
bracis-33642	10	4	most	most	ADV
bracis-33642	10	5	favorable	favorable	ADJ
bracis-33642	10	6	optimization	optimization	NOUN
bracis-33642	10	7	generates	generate	VERB
bracis-33642	10	8	an	an	DET
bracis-33642	10	9	investment	investment	NOUN
bracis-33642	10	10	strategy	strategy	NOUN
bracis-33642	10	11	that	that	PRON
bracis-33642	10	12	increases	increase	VERB
bracis-33642	10	13	the	the	DET
bracis-33642	10	14	future	future	ADJ
bracis-33642	10	15	value	value	NOUN
bracis-33642	10	16	of	of	ADP
bracis-33642	10	17	a	a	DET
bracis-33642	10	18	portfolio	portfolio	NOUN
bracis-33642	10	19	and/or	and/or	CCONJ
bracis-33642	10	20	mitigates	mitigate	VERB
bracis-33642	10	21	its	its	PRON
bracis-33642	10	22	risk	risk	NOUN
bracis-33642	10	23	.	.	PUNCT
bracis-33642	11	1	recently	recently	ADV
bracis-33642	11	2	,	,	PUNCT
bracis-33642	11	3	with	with	ADP
bracis-33642	11	4	the	the	DET
bracis-33642	11	5	introduction	introduction	NOUN
bracis-33642	11	6	of	of	ADP
bracis-33642	11	7	algorithmic	algorithmic	ADJ
bracis-33642	11	8	trading	trading	NOUN
bracis-33642	11	9	,	,	PUNCT
bracis-33642	11	10	several	several	ADJ
bracis-33642	11	11	machine	machine	NOUN
bracis-33642	11	12	learning	learning	NOUN
bracis-33642	11	13	(	(	PUNCT
bracis-33642	11	14	ml	ml	NOUN
bracis-33642	11	15	)	)	PUNCT
bracis-33642	11	16	techniques	technique	NOUN
bracis-33642	11	17	have	have	AUX
bracis-33642	11	18	been	be	AUX
bracis-33642	11	19	utilized	utilize	VERB
bracis-33642	11	20	in	in	ADP
bracis-33642	11	21	order	order	NOUN
bracis-33642	11	22	to	to	PART
bracis-33642	11	23	create	create	VERB
bracis-33642	11	24	an	an	DET
bracis-33642	11	25	agent	agent	NOUN
bracis-33642	11	26	that	that	PRON
bracis-33642	11	27	automatically	automatically	ADV
bracis-33642	11	28	optimizes	optimize	VERB
bracis-33642	11	29	a	a	DET
bracis-33642	11	30	financial	financial	ADJ
bracis-33642	11	31	portfolio	portfolio	NOUN
bracis-33642	11	32	and	and	CCONJ
bracis-33642	11	33	,	,	PUNCT
bracis-33642	11	34	among	among	ADP
bracis-33642	11	35	them	they	PRON
bracis-33642	11	36	,	,	PUNCT
bracis-33642	11	37	reinforcement	reinforcement	NOUN
bracis-33642	11	38	learning	learning	NOUN
bracis-33642	11	39	(	(	PUNCT
bracis-33642	11	40	rl	rl	NOUN
bracis-33642	11	41	)	)	PUNCT
bracis-33642	11	42	[	[	X
bracis-33642	11	43	31	31	NUM
bracis-33642	11	44	]	]	PUNCT
bracis-33642	11	45	approaches	approach	NOUN
bracis-33642	11	46	have	have	AUX
bracis-33642	11	47	shown	show	VERB
bracis-33642	11	48	to	to	PART
bracis-33642	11	49	be	be	AUX
bracis-33642	11	50	extremely	extremely	ADV
bracis-33642	11	51	effective	effective	ADJ
bracis-33642	11	52	[	[	X
bracis-33642	11	53	4	4	NUM
bracis-33642	11	54	]	]	PUNCT
bracis-33642	11	55	.	.	PUNCT
bracis-33642	12	1	in	in	ADP
bracis-33642	12	2	the	the	DET
bracis-33642	12	3	rl	rl	PROPN
bracis-33642	12	4	approach	approach	NOUN
bracis-33642	12	5	,	,	PUNCT
bracis-33642	12	6	an	an	DET
bracis-33642	12	7	agent	agent	NOUN
bracis-33642	12	8	learns	learn	VERB
bracis-33642	12	9	an	an	DET
bracis-33642	12	10	optimal	optimal	ADJ
bracis-33642	12	11	behavior	behavior	NOUN
bracis-33642	12	12	by	by	ADP
bracis-33642	12	13	trial	trial	NOUN
bracis-33642	12	14	and	and	CCONJ
bracis-33642	12	15	error	error	NOUN
bracis-33642	12	16	while	while	SCONJ
bracis-33642	12	17	interacting	interact	VERB
bracis-33642	12	18	with	with	ADP
bracis-33642	12	19	a	a	DET
bracis-33642	12	20	trading	trading	NOUN
bracis-33642	12	21	environment	environment	NOUN
bracis-33642	12	22	and	and	CCONJ
bracis-33642	12	23	receiving	receive	VERB
bracis-33642	12	24	positive	positive	ADJ
bracis-33642	12	25	or	or	CCONJ
bracis-33642	12	26	negative	negative	ADJ
bracis-33642	12	27	rewards	reward	NOUN
bracis-33642	12	28	that	that	PRON
bracis-33642	12	29	are	be	AUX
bracis-33642	12	30	,	,	PUNCT
bracis-33642	12	31	respectively	respectively	ADV
bracis-33642	12	32	,	,	PUNCT
bracis-33642	12	33	proportional	proportional	ADJ
bracis-33642	12	34	to	to	ADP
bracis-33642	12	35	the	the	DET
bracis-33642	12	36	profits	profit	NOUN
bracis-33642	12	37	achieved	achieve	VERB
bracis-33642	12	38	and	and	CCONJ
bracis-33642	12	39	losses	loss	NOUN
bracis-33642	12	40	incurred	incur	VERB
bracis-33642	12	41	.	.	PUNCT
bracis-33642	13	1	those	those	DET
bracis-33642	13	2	rewards	reward	NOUN
bracis-33642	13	3	are	be	AUX
bracis-33642	13	4	,	,	PUNCT
bracis-33642	13	5	then	then	ADV
bracis-33642	13	6	,	,	PUNCT
bracis-33642	13	7	utilized	utilize	VERB
bracis-33642	13	8	by	by	ADP
bracis-33642	13	9	training	train	VERB
bracis-33642	13	10	algorithms	algorithm	NOUN
bracis-33642	13	11	to	to	PART
bracis-33642	13	12	maximize	maximize	VERB
bracis-33642	13	13	the	the	DET
bracis-33642	13	14	expected	expect	VERB
bracis-33642	13	15	future	future	ADJ
bracis-33642	13	16	rewards	reward	NOUN
bracis-33642	13	17	of	of	ADP
bracis-33642	13	18	the	the	DET
bracis-33642	13	19	agent	agent	NOUN
bracis-33642	13	20	,	,	PUNCT
bracis-33642	13	21	consequently	consequently	ADV
bracis-33642	13	22	maximizing	maximize	VERB
bracis-33642	13	23	the	the	DET
bracis-33642	13	24	expected	expect	VERB
bracis-33642	13	25	profit	profit	NOUN
bracis-33642	13	26	of	of	ADP
bracis-33642	13	27	the	the	DET
bracis-33642	13	28	investment	investment	NOUN
bracis-33642	13	29	strategy	strategy	NOUN
bracis-33642	13	30	.	.	PUNCT
bracis-33642	14	1	rl	rl	VERB
bracis-33642	14	2	techniques	technique	NOUN
bracis-33642	14	3	are	be	AUX
bracis-33642	14	4	,	,	PUNCT
bracis-33642	14	5	thus	thus	ADV
bracis-33642	14	6	,	,	PUNCT
bracis-33642	14	7	fundamentally	fundamentally	ADV
bracis-33642	14	8	suitable	suitable	ADJ
bracis-33642	14	9	to	to	ADP
bracis-33642	14	10	the	the	DET
bracis-33642	14	11	portfolio	portfolio	NOUN
bracis-33642	14	12	optimization	optimization	NOUN
bracis-33642	14	13	task	task	NOUN
bracis-33642	14	14	.	.	PUNCT
bracis-33642	15	1	despite	despite	SCONJ
bracis-33642	15	2	its	its	PRON
bracis-33642	15	3	suitability	suitability	NOUN
bracis-33642	15	4	,	,	PUNCT
bracis-33642	15	5	there	there	PRON
bracis-33642	15	6	are	be	VERB
bracis-33642	15	7	few	few	ADJ
bracis-33642	15	8	libraries	library	NOUN
bracis-33642	15	9	that	that	SCONJ
bracis-33642	15	10	developers	developer	NOUN
bracis-33642	15	11	and	and	CCONJ
bracis-33642	15	12	researchers	researcher	NOUN
bracis-33642	15	13	can	can	AUX
bracis-33642	15	14	use	use	VERB
bracis-33642	15	15	to	to	PART
bracis-33642	15	16	design	design	VERB
bracis-33642	15	17	,	,	PUNCT
bracis-33642	15	18	implement	implement	NOUN
bracis-33642	15	19	,	,	PUNCT
bracis-33642	15	20	train	train	NOUN
bracis-33642	15	21	and	and	CCONJ
bracis-33642	15	22	test	test	VERB
bracis-33642	15	23	the	the	DET
bracis-33642	15	24	performance	performance	NOUN
bracis-33642	15	25	of	of	ADP
bracis-33642	15	26	portfolio	portfolio	NOUN
bracis-33642	15	27	optimization	optimization	NOUN
bracis-33642	15	28	agents	agent	NOUN
bracis-33642	15	29	with	with	ADP
bracis-33642	15	30	reinforcement	reinforcement	NOUN
bracis-33642	15	31	learning	learning	NOUN
bracis-33642	15	32	considering	consider	VERB
bracis-33642	15	33	the	the	DET
bracis-33642	15	34	state	state	NOUN
bracis-33642	15	35	-	-	PUNCT
bracis-33642	15	36	of	of	ADP
bracis-33642	15	37	-	-	PUNCT
bracis-33642	15	38	the	the	DET
bracis-33642	15	39	-	-	PUNCT
bracis-33642	15	40	art	art	NOUN
bracis-33642	15	41	formulation	formulation	NOUN
bracis-33642	15	42	of	of	ADP
bracis-33642	15	43	the	the	DET
bracis-33642	15	44	problem	problem	NOUN
bracis-33642	15	45	and	and	CCONJ
bracis-33642	15	46	using	use	VERB
bracis-33642	15	47	novel	novel	ADJ
bracis-33642	15	48	deep	deep	ADJ
bracis-33642	15	49	learning	learning	NOUN
bracis-33642	15	50	and	and	CCONJ
bracis-33642	15	51	mathematical	mathematical	ADJ
bracis-33642	15	52	frameworks	framework	NOUN
bracis-33642	15	53	.	.	PUNCT
bracis-33642	16	1	to	to	PART
bracis-33642	16	2	address	address	VERB
bracis-33642	16	3	the	the	DET
bracis-33642	16	4	lack	lack	NOUN
bracis-33642	16	5	of	of	ADP
bracis-33642	16	6	available	available	ADJ
bracis-33642	16	7	tools	tool	NOUN
bracis-33642	16	8	,	,	PUNCT
bracis-33642	16	9	this	this	DET
bracis-33642	16	10	paper	paper	NOUN
bracis-33642	16	11	contributes	contribute	VERB
bracis-33642	16	12	rlportfoliofootnote	rlportfoliofootnote	NOUN
bracis-33642	16	13	1	1	NUM
bracis-33642	16	14	,	,	PUNCT
bracis-33642	16	15	a	a	DET
bracis-33642	16	16	python	python	NOUN
bracis-33642	16	17	library	library	NOUN
bracis-33642	16	18	designed	design	VERB
bracis-33642	16	19	to	to	PART
bracis-33642	16	20	facilitate	facilitate	VERB
bracis-33642	16	21	the	the	DET
bracis-33642	16	22	development	development	NOUN
bracis-33642	16	23	of	of	ADP
bracis-33642	16	24	portfolio	portfolio	NOUN
bracis-33642	16	25	optimization	optimization	NOUN
bracis-33642	16	26	systems	system	NOUN
bracis-33642	16	27	using	use	VERB
bracis-33642	16	28	reinforcement	reinforcement	NOUN
bracis-33642	16	29	learning	learning	NOUN
bracis-33642	16	30	.	.	PUNCT
bracis-33642	17	1	rlportfolio	rlportfolio	NOUN
bracis-33642	17	2	offers	offer	VERB
bracis-33642	17	3	a	a	DET
bracis-33642	17	4	comprehensive	comprehensive	ADJ
bracis-33642	17	5	suite	suite	NOUN
bracis-33642	17	6	of	of	ADP
bracis-33642	17	7	features	feature	NOUN
bracis-33642	17	8	,	,	PUNCT
bracis-33642	17	9	including	include	VERB
bracis-33642	17	10	:	:	PUNCT
bracis-33642	17	11	a	a	DET
bracis-33642	17	12	cutting	cut	VERB
bracis-33642	17	13	-	-	PUNCT
bracis-33642	17	14	edge	edge	NOUN
bracis-33642	17	15	policy	policy	NOUN
bracis-33642	17	16	gradient	gradient	NOUN
bracis-33642	17	17	training	training	NOUN
bracis-33642	17	18	algorithm	algorithm	NOUN
bracis-33642	18	1	[	[	X
bracis-33642	18	2	12	12	NUM
bracis-33642	18	3	]	]	X
bracis-33642	18	4	;	;	PUNCT
bracis-33642	18	5	four	four	NUM
bracis-33642	18	6	state	state	NOUN
bracis-33642	18	7	-	-	PUNCT
bracis-33642	18	8	of	of	ADP
bracis-33642	18	9	-	-	PUNCT
bracis-33642	18	10	the	the	DET
bracis-33642	18	11	-	-	PUNCT
bracis-33642	18	12	art	art	NOUN
bracis-33642	18	13	neural	neural	ADJ
bracis-33642	18	14	network	network	NOUN
bracis-33642	18	15	policy	policy	NOUN
bracis-33642	18	16	architectures	architecture	NOUN
bracis-33642	19	1	[	[	X
bracis-33642	19	2	12	12	NUM
bracis-33642	19	3	,	,	PUNCT
bracis-33642	19	4	25	25	NUM
bracis-33642	19	5	,	,	PUNCT
bracis-33642	19	6	26	26	NUM
bracis-33642	19	7	]	]	PUNCT
bracis-33642	19	8	;	;	PUNCT
bracis-33642	19	9	a	a	DET
bracis-33642	19	10	training	training	NOUN
bracis-33642	19	11	environment	environment	NOUN
bracis-33642	19	12	that	that	PRON
bracis-33642	19	13	simulates	simulate	VERB
bracis-33642	19	14	market	market	NOUN
bracis-33642	19	15	dynamics	dynamic	NOUN
bracis-33642	19	16	over	over	ADP
bracis-33642	19	17	time	time	NOUN
bracis-33642	19	18	[	[	X
bracis-33642	19	19	3	3	NUM
bracis-33642	19	20	]	]	PUNCT
bracis-33642	19	21	.	.	PUNCT
bracis-33642	20	1	the	the	DET
bracis-33642	20	2	library	library	NOUN
bracis-33642	20	3	is	be	AUX
bracis-33642	20	4	open	open	ADJ
bracis-33642	20	5	-	-	PUNCT
bracis-33642	20	6	source	source	NOUN
bracis-33642	20	7	and	and	CCONJ
bracis-33642	20	8	leverages	leverage	VERB
bracis-33642	20	9	modern	modern	ADJ
bracis-33642	20	10	tools	tool	NOUN
bracis-33642	20	11	such	such	ADJ
bracis-33642	20	12	as	as	ADP
bracis-33642	20	13	pandas	panda	NOUN
bracis-33642	20	14	[	[	X
bracis-33642	20	15	32	32	NUM
bracis-33642	20	16	]	]	PUNCT
bracis-33642	20	17	,	,	PUNCT
bracis-33642	20	18	pytorch	pytorch	NOUN
bracis-33642	21	1	[	[	X
bracis-33642	21	2	22	22	NUM
bracis-33642	21	3	]	]	PUNCT
bracis-33642	21	4	,	,	PUNCT
bracis-33642	21	5	and	and	CCONJ
bracis-33642	21	6	gymnasium	gymnasium	NOUN
bracis-33642	22	1	[	[	X
bracis-33642	22	2	33	33	NUM
bracis-33642	22	3	]	]	PUNCT
bracis-33642	22	4	,	,	PUNCT
bracis-33642	22	5	ensuring	ensure	VERB
bracis-33642	22	6	seamless	seamless	ADJ
bracis-33642	22	7	integration	integration	NOUN
bracis-33642	22	8	with	with	ADP
bracis-33642	22	9	other	other	ADJ
bracis-33642	22	10	machine	machine	NOUN
bracis-33642	22	11	learning	learn	VERB
bracis-33642	22	12	frameworks	framework	NOUN
bracis-33642	22	13	.	.	PUNCT
bracis-33642	23	1	the	the	DET
bracis-33642	23	2	remainder	remainder	NOUN
bracis-33642	23	3	of	of	ADP
bracis-33642	23	4	this	this	DET
bracis-33642	23	5	article	article	NOUN
bracis-33642	23	6	is	be	AUX
bracis-33642	23	7	organized	organize	VERB
bracis-33642	23	8	as	as	SCONJ
bracis-33642	23	9	follows	follow	VERB
bracis-33642	23	10	.	.	PUNCT
bracis-33642	24	1	section	section	NOUN
bracis-33642	24	2	 	 	SPACE
bracis-33642	24	3	2	2	NUM
bracis-33642	24	4	describes	describe	VERB
bracis-33642	24	5	the	the	DET
bracis-33642	24	6	research	research	NOUN
bracis-33642	24	7	area	area	NOUN
bracis-33642	24	8	,	,	PUNCT
bracis-33642	24	9	its	its	PRON
bracis-33642	24	10	achievements	achievement	NOUN
bracis-33642	24	11	and	and	CCONJ
bracis-33642	24	12	gaps	gap	NOUN
bracis-33642	24	13	.	.	PUNCT
bracis-33642	25	1	section	section	NOUN
bracis-33642	25	2	 	 	SPACE
bracis-33642	25	3	3	3	NUM
bracis-33642	25	4	introduces	introduce	VERB
bracis-33642	25	5	the	the	DET
bracis-33642	25	6	mathematical	mathematical	ADJ
bracis-33642	25	7	formulation	formulation	NOUN
bracis-33642	25	8	of	of	ADP
bracis-33642	25	9	the	the	DET
bracis-33642	25	10	portfolio	portfolio	NOUN
bracis-33642	25	11	optimization	optimization	NOUN
bracis-33642	25	12	problem	problem	NOUN
bracis-33642	25	13	and	and	CCONJ
bracis-33642	25	14	sect	sect	NOUN
bracis-33642	25	15	.	.	PUNCT
bracis-33642	25	16	 	 	SPACE
bracis-33642	26	1	4	4	NUM
bracis-33642	26	2	describes	describe	VERB
bracis-33642	26	3	how	how	SCONJ
bracis-33642	26	4	reinforcement	reinforcement	NOUN
bracis-33642	26	5	learning	learning	NOUN
bracis-33642	26	6	can	can	AUX
bracis-33642	26	7	be	be	AUX
bracis-33642	26	8	applied	apply	VERB
bracis-33642	26	9	to	to	PART
bracis-33642	26	10	solve	solve	VERB
bracis-33642	26	11	it	it	PRON
bracis-33642	26	12	.	.	PUNCT
bracis-33642	27	1	section	section	NOUN
bracis-33642	27	2	 	 	SPACE
bracis-33642	27	3	5	5	NUM
bracis-33642	27	4	introduces	introduce	NOUN
bracis-33642	27	5	the	the	DET
bracis-33642	27	6	developed	develop	VERB
bracis-33642	27	7	library	library	NOUN
bracis-33642	27	8	and	and	CCONJ
bracis-33642	27	9	its	its	PRON
bracis-33642	27	10	features	feature	NOUN
bracis-33642	27	11	while	while	SCONJ
bracis-33642	27	12	sect	sect	NOUN
bracis-33642	27	13	.	.	PUNCT
bracis-33642	27	14	 	 	SPACE
bracis-33642	28	1	6	6	NUM
bracis-33642	28	2	describes	describe	VERB
bracis-33642	28	3	the	the	DET
bracis-33642	28	4	results	result	NOUN
bracis-33642	28	5	of	of	ADP
bracis-33642	28	6	the	the	DET
bracis-33642	28	7	application	application	NOUN
bracis-33642	28	8	of	of	ADP
bracis-33642	28	9	rlportfolio	rlportfolio	NOUN
bracis-33642	28	10	in	in	ADP
bracis-33642	28	11	the	the	DET
bracis-33642	28	12	brazilian	brazilian	ADJ
bracis-33642	28	13	market	market	NOUN
bracis-33642	28	14	.	.	PUNCT
bracis-33642	29	1	finally	finally	ADV
bracis-33642	29	2	,	,	PUNCT
bracis-33642	29	3	sect	sect	NOUN
bracis-33642	29	4	.	.	PUNCT
bracis-33642	29	5	 	 	SPACE
bracis-33642	29	6	7	7	NUM
bracis-33642	29	7	concludes	conclude	VERB
bracis-33642	29	8	this	this	DET
bracis-33642	29	9	paper	paper	NOUN
bracis-33642	29	10	.	.	PUNCT
bracis-33642	30	1	2	2	NUM
bracis-33642	30	2	related	relate	VERB
bracis-33642	30	3	work	work	NOUN
bracis-33642	30	4	over	over	ADP
bracis-33642	30	5	the	the	DET
bracis-33642	30	6	years	year	NOUN
bracis-33642	30	7	,	,	PUNCT
bracis-33642	30	8	many	many	ADJ
bracis-33642	30	9	methods	method	NOUN
bracis-33642	30	10	have	have	AUX
bracis-33642	30	11	been	be	AUX
bracis-33642	30	12	created	create	VERB
bracis-33642	30	13	to	to	PART
bracis-33642	30	14	generate	generate	VERB
bracis-33642	30	15	a	a	DET
bracis-33642	30	16	strategy	strategy	NOUN
bracis-33642	30	17	that	that	PRON
bracis-33642	30	18	makes	make	VERB
bracis-33642	30	19	profit	profit	NOUN
bracis-33642	30	20	in	in	ADP
bracis-33642	30	21	the	the	DET
bracis-33642	30	22	portfolio	portfolio	NOUN
bracis-33642	30	23	optimization	optimization	NOUN
bracis-33642	30	24	task	task	NOUN
bracis-33642	30	25	.	.	PUNCT
bracis-33642	31	1	recently	recently	ADV
bracis-33642	31	2	,	,	PUNCT
bracis-33642	31	3	with	with	ADP
bracis-33642	31	4	the	the	DET
bracis-33642	31	5	advent	advent	NOUN
bracis-33642	31	6	of	of	ADP
bracis-33642	31	7	artificial	artificial	ADJ
bracis-33642	31	8	intelligence	intelligence	NOUN
bracis-33642	31	9	,	,	PUNCT
bracis-33642	31	10	many	many	ADJ
bracis-33642	31	11	of	of	ADP
bracis-33642	31	12	those	those	DET
bracis-33642	31	13	methods	method	NOUN
bracis-33642	31	14	have	have	AUX
bracis-33642	31	15	successfully	successfully	ADV
bracis-33642	31	16	applied	apply	VERB
bracis-33642	31	17	the	the	DET
bracis-33642	31	18	predictive	predictive	ADJ
bracis-33642	31	19	capabilities	capability	NOUN
bracis-33642	31	20	of	of	ADP
bracis-33642	31	21	several	several	ADJ
bracis-33642	31	22	machine	machine	NOUN
bracis-33642	31	23	learning	learn	VERB
bracis-33642	31	24	techniques	technique	NOUN
bracis-33642	31	25	[	[	X
bracis-33642	31	26	9	9	NUM
bracis-33642	31	27	,	,	PUNCT
bracis-33642	31	28	10	10	NUM
bracis-33642	31	29	,	,	PUNCT
bracis-33642	31	30	13	13	NUM
bracis-33642	31	31	]	]	PUNCT
bracis-33642	31	32	so	so	SCONJ
bracis-33642	31	33	that	that	SCONJ
bracis-33642	31	34	the	the	DET
bracis-33642	31	35	future	future	ADJ
bracis-33642	31	36	values	value	NOUN
bracis-33642	31	37	of	of	ADP
bracis-33642	31	38	assets	asset	NOUN
bracis-33642	31	39	are	be	AUX
bracis-33642	31	40	forecasted	forecast	VERB
bracis-33642	31	41	and	and	CCONJ
bracis-33642	31	42	considered	consider	VERB
bracis-33642	31	43	in	in	ADP
bracis-33642	31	44	the	the	DET
bracis-33642	31	45	decision	decision	NOUN
bracis-33642	31	46	-	-	PUNCT
bracis-33642	31	47	making	making	NOUN
bracis-33642	31	48	.	.	PUNCT
bracis-33642	32	1	in	in	ADP
bracis-33642	32	2	this	this	DET
bracis-33642	32	3	context	context	NOUN
bracis-33642	32	4	,	,	PUNCT
bracis-33642	32	5	reinforcement	reinforcement	NOUN
bracis-33642	32	6	learning	learning	NOUN
bracis-33642	32	7	approaches	approach	NOUN
bracis-33642	32	8	to	to	PART
bracis-33642	32	9	optimize	optimize	VERB
bracis-33642	32	10	a	a	DET
bracis-33642	32	11	portfolio	portfolio	NOUN
bracis-33642	32	12	have	have	AUX
bracis-33642	32	13	gained	gain	VERB
bracis-33642	32	14	popularity	popularity	NOUN
bracis-33642	32	15	specially	specially	ADV
bracis-33642	32	16	after	after	SCONJ
bracis-33642	32	17	jiang	jiang	PROPN
bracis-33642	32	18	et	et	PROPN
bracis-33642	32	19	al	al	PROPN
bracis-33642	32	20	.	.	PUNCT
bracis-33642	33	1	[	[	X
bracis-33642	33	2	12	12	NUM
bracis-33642	33	3	]	]	PUNCT
bracis-33642	33	4	introduced	introduce	VERB
bracis-33642	33	5	a	a	DET
bracis-33642	33	6	mathematical	mathematical	ADJ
bracis-33642	33	7	formulation	formulation	NOUN
bracis-33642	33	8	of	of	ADP
bracis-33642	33	9	the	the	DET
bracis-33642	33	10	problem	problem	NOUN
bracis-33642	33	11	,	,	PUNCT
bracis-33642	33	12	described	describe	VERB
bracis-33642	33	13	a	a	DET
bracis-33642	33	14	policy	policy	NOUN
bracis-33642	33	15	gradient	gradient	NOUN
bracis-33642	33	16	training	training	NOUN
bracis-33642	33	17	algorithm	algorithm	NOUN
bracis-33642	33	18	and	and	CCONJ
bracis-33642	33	19	achieved	achieve	VERB
bracis-33642	33	20	great	great	ADJ
bracis-33642	33	21	results	result	NOUN
bracis-33642	33	22	using	use	VERB
bracis-33642	33	23	a	a	DET
bracis-33642	33	24	convolutional	convolutional	ADJ
bracis-33642	33	25	neural	neural	ADJ
bracis-33642	33	26	network	network	NOUN
bracis-33642	33	27	named	name	VERB
bracis-33642	33	28	eiie	eiie	ADJ
bracis-33642	33	29	(	(	PUNCT
bracis-33642	33	30	ensemble	ensemble	ADJ
bracis-33642	33	31	of	of	ADP
bracis-33642	33	32	identical	identical	ADJ
bracis-33642	33	33	independent	independent	ADJ
bracis-33642	33	34	evaluators	evaluator	NOUN
bracis-33642	33	35	)	)	PUNCT
bracis-33642	33	36	.	.	PUNCT
bracis-33642	34	1	after	after	ADP
bracis-33642	34	2	jiang	jiang	PROPN
bracis-33642	34	3	’s	’s	PART
bracis-33642	34	4	work	work	NOUN
bracis-33642	34	5	,	,	PUNCT
bracis-33642	34	6	many	many	ADJ
bracis-33642	34	7	papers	paper	NOUN
bracis-33642	34	8	were	be	AUX
bracis-33642	34	9	able	able	ADJ
bracis-33642	34	10	to	to	PART
bracis-33642	34	11	enhance	enhance	VERB
bracis-33642	34	12	its	its	PRON
bracis-33642	34	13	framework	framework	NOUN
bracis-33642	34	14	and	and	CCONJ
bracis-33642	34	15	perform	perform	VERB
bracis-33642	34	16	even	even	ADV
bracis-33642	34	17	better	well	ADV
bracis-33642	34	18	.	.	PUNCT
bracis-33642	35	1	liang	liang	PROPN
bracis-33642	35	2	et	et	PROPN
bracis-33642	35	3	al	al	PROPN
bracis-33642	35	4	.	.	PUNCT
bracis-33642	36	1	[	[	X
bracis-33642	36	2	17	17	NUM
bracis-33642	36	3	]	]	PUNCT
bracis-33642	36	4	,	,	PUNCT
bracis-33642	36	5	for	for	ADP
bracis-33642	36	6	example	example	NOUN
bracis-33642	36	7	,	,	PUNCT
bracis-33642	36	8	applied	apply	VERB
bracis-33642	36	9	noise	noise	NOUN
bracis-33642	36	10	to	to	ADP
bracis-33642	36	11	input	input	NOUN
bracis-33642	36	12	data	datum	NOUN
bracis-33642	36	13	so	so	SCONJ
bracis-33642	36	14	that	that	SCONJ
bracis-33642	36	15	eiie	eiie	NOUN
bracis-33642	36	16	could	could	AUX
bracis-33642	36	17	more	more	ADV
bracis-33642	36	18	efficiently	efficiently	ADV
bracis-33642	36	19	generalize	generalize	VERB
bracis-33642	36	20	its	its	PRON
bracis-33642	36	21	policy	policy	NOUN
bracis-33642	36	22	of	of	ADP
bracis-33642	36	23	actions	action	NOUN
bracis-33642	36	24	.	.	PUNCT
bracis-33642	37	1	subsequently	subsequently	ADV
bracis-33642	37	2	,	,	PUNCT
bracis-33642	37	3	shi	shi	PROPN
bracis-33642	37	4	et	et	PROPN
bracis-33642	37	5	al	al	PROPN
bracis-33642	37	6	.	.	PUNCT
bracis-33642	38	1	[	[	X
bracis-33642	38	2	25	25	NUM
bracis-33642	38	3	]	]	PUNCT
bracis-33642	38	4	applied	apply	VERB
bracis-33642	38	5	ideas	idea	NOUN
bracis-33642	38	6	inspired	inspire	VERB
bracis-33642	38	7	by	by	ADP
bracis-33642	38	8	inception	inception	ADJ
bracis-33642	38	9	convolutional	convolutional	ADJ
bracis-33642	38	10	neural	neural	ADJ
bracis-33642	38	11	networks	network	NOUN
bracis-33642	38	12	in	in	ADP
bracis-33642	38	13	order	order	NOUN
bracis-33642	38	14	to	to	PART
bracis-33642	38	15	consider	consider	VERB
bracis-33642	38	16	multiple	multiple	ADJ
bracis-33642	38	17	temporal	temporal	ADJ
bracis-33642	38	18	windows	window	NOUN
bracis-33642	38	19	in	in	ADP
bracis-33642	38	20	the	the	DET
bracis-33642	38	21	learning	learning	NOUN
bracis-33642	38	22	process	process	NOUN
bracis-33642	38	23	.	.	PUNCT
bracis-33642	39	1	weng	weng	PROPN
bracis-33642	39	2	et	et	PROPN
bracis-33642	39	3	al	al	PROPN
bracis-33642	39	4	.	.	PUNCT
bracis-33642	40	1	[	[	X
bracis-33642	40	2	35	35	NUM
bracis-33642	40	3	]	]	PUNCT
bracis-33642	40	4	,	,	PUNCT
bracis-33642	40	5	on	on	ADP
bracis-33642	40	6	the	the	DET
bracis-33642	40	7	other	other	ADJ
bracis-33642	40	8	hand	hand	NOUN
bracis-33642	40	9	,	,	PUNCT
bracis-33642	40	10	made	make	VERB
bracis-33642	40	11	use	use	NOUN
bracis-33642	40	12	of	of	ADP
bracis-33642	40	13	xception	xception	NOUN
bracis-33642	40	14	convolutional	convolutional	ADJ
bracis-33642	40	15	neural	neural	ADJ
bracis-33642	40	16	networks	network	NOUN
bracis-33642	40	17	in	in	ADP
bracis-33642	40	18	conjunction	conjunction	NOUN
bracis-33642	40	19	with	with	ADP
bracis-33642	40	20	attention	attention	NOUN
bracis-33642	40	21	gating	gate	VERB
bracis-33642	40	22	techniques	technique	NOUN
bracis-33642	40	23	and	and	CCONJ
bracis-33642	40	24	soleymani	soleymani	PROPN
bracis-33642	40	25	et	et	PROPN
bracis-33642	40	26	al	al	PROPN
bracis-33642	40	27	.	.	PUNCT
bracis-33642	41	1	[	[	X
bracis-33642	41	2	28	28	NUM
bracis-33642	41	3	]	]	SYM
bracis-33642	41	4	employed	employ	VERB
bracis-33642	41	5	autoencoders	autoencoder	NOUN
bracis-33642	41	6	to	to	PART
bracis-33642	41	7	enrich	enrich	VERB
bracis-33642	41	8	the	the	DET
bracis-33642	41	9	input	input	NOUN
bracis-33642	41	10	data	datum	NOUN
bracis-33642	41	11	with	with	ADP
bracis-33642	41	12	financial	financial	ADJ
bracis-33642	41	13	indicators	indicator	NOUN
bracis-33642	41	14	.	.	PUNCT
bracis-33642	42	1	recently	recently	ADV
bracis-33642	42	2	,	,	PUNCT
bracis-33642	42	3	the	the	DET
bracis-33642	42	4	research	research	NOUN
bracis-33642	42	5	area	area	NOUN
bracis-33642	42	6	is	be	AUX
bracis-33642	42	7	moving	move	VERB
bracis-33642	42	8	towards	towards	ADP
bracis-33642	42	9	three	three	NUM
bracis-33642	42	10	main	main	ADJ
bracis-33642	42	11	ideas	idea	NOUN
bracis-33642	42	12	:	:	PUNCT
bracis-33642	42	13	the	the	DET
bracis-33642	42	14	use	use	NOUN
bracis-33642	42	15	of	of	ADP
bracis-33642	42	16	graph	graph	NOUN
bracis-33642	42	17	neural	neural	ADJ
bracis-33642	42	18	networks	network	NOUN
bracis-33642	42	19	to	to	PART
bracis-33642	42	20	model	model	VERB
bracis-33642	42	21	the	the	DET
bracis-33642	42	22	relationships	relationship	NOUN
bracis-33642	42	23	between	between	ADP
bracis-33642	42	24	assets	asset	NOUN
bracis-33642	42	25	and	and	CCONJ
bracis-33642	42	26	their	their	PRON
bracis-33642	42	27	implications	implication	NOUN
bracis-33642	42	28	in	in	ADP
bracis-33642	42	29	their	their	PRON
bracis-33642	42	30	investment	investment	NOUN
bracis-33642	42	31	values	value	NOUN
bracis-33642	42	32	[	[	X
bracis-33642	42	33	26	26	NUM
bracis-33642	42	34	,	,	PUNCT
bracis-33642	42	35	29	29	NUM
bracis-33642	42	36	,	,	PUNCT
bracis-33642	42	37	30	30	NUM
bracis-33642	42	38	]	]	PUNCT
bracis-33642	42	39	,	,	PUNCT
bracis-33642	42	40	the	the	DET
bracis-33642	42	41	modeling	modeling	NOUN
bracis-33642	42	42	of	of	ADP
bracis-33642	42	43	the	the	DET
bracis-33642	42	44	solution	solution	NOUN
bracis-33642	42	45	as	as	ADP
bracis-33642	42	46	a	a	DET
bracis-33642	42	47	multiagent	multiagent	NOUN
bracis-33642	42	48	system	system	NOUN
bracis-33642	42	49	[	[	X
bracis-33642	42	50	18	18	NUM
bracis-33642	42	51	,	,	PUNCT
bracis-33642	42	52	20	20	NUM
bracis-33642	42	53	]	]	PUNCT
bracis-33642	42	54	and	and	CCONJ
bracis-33642	42	55	the	the	DET
bracis-33642	42	56	application	application	NOUN
bracis-33642	42	57	of	of	ADP
bracis-33642	42	58	transformer	transformer	NOUN
bracis-33642	42	59	-	-	PUNCT
bracis-33642	42	60	like	like	ADJ
bracis-33642	42	61	architectures	architecture	NOUN
bracis-33642	42	62	in	in	ADP
bracis-33642	42	63	the	the	DET
bracis-33642	42	64	agent	agent	NOUN
bracis-33642	42	65	policy	policy	NOUN
bracis-33642	42	66	network	network	NOUN
bracis-33642	42	67	[	[	X
bracis-33642	42	68	15	15	NUM
bracis-33642	42	69	,	,	PUNCT
bracis-33642	42	70	37	37	NUM
bracis-33642	42	71	]	]	PUNCT
bracis-33642	42	72	.	.	PUNCT
bracis-33642	43	1	therefore	therefore	ADV
bracis-33642	43	2	,	,	PUNCT
bracis-33642	43	3	it	it	PRON
bracis-33642	43	4	is	be	AUX
bracis-33642	43	5	clear	clear	ADJ
bracis-33642	43	6	that	that	SCONJ
bracis-33642	43	7	even	even	ADV
bracis-33642	43	8	at	at	ADP
bracis-33642	43	9	the	the	DET
bracis-33642	43	10	forefront	forefront	NOUN
bracis-33642	43	11	of	of	ADP
bracis-33642	43	12	the	the	DET
bracis-33642	43	13	research	research	NOUN
bracis-33642	43	14	field	field	NOUN
bracis-33642	43	15	,	,	PUNCT
bracis-33642	43	16	the	the	DET
bracis-33642	43	17	mathematical	mathematical	ADJ
bracis-33642	43	18	formulation	formulation	NOUN
bracis-33642	43	19	and	and	CCONJ
bracis-33642	43	20	the	the	DET
bracis-33642	43	21	training	training	NOUN
bracis-33642	43	22	algorithm	algorithm	NOUN
bracis-33642	43	23	introduced	introduce	VERB
bracis-33642	43	24	in	in	ADP
bracis-33642	43	25	jiang	jiang	PROPN
bracis-33642	43	26	’s	’s	PART
bracis-33642	43	27	paper	paper	NOUN
bracis-33642	43	28	[	[	X
bracis-33642	43	29	12	12	NUM
bracis-33642	43	30	]	]	PUNCT
bracis-33642	43	31	continue	continue	VERB
bracis-33642	43	32	to	to	PART
bracis-33642	43	33	be	be	AUX
bracis-33642	43	34	effectively	effectively	ADV
bracis-33642	43	35	applied	apply	VERB
bracis-33642	43	36	.	.	PUNCT
bracis-33642	44	1	for	for	ADP
bracis-33642	44	2	that	that	DET
bracis-33642	44	3	reason	reason	NOUN
bracis-33642	44	4	,	,	PUNCT
bracis-33642	44	5	a	a	DET
bracis-33642	44	6	few	few	ADJ
bracis-33642	44	7	open	open	ADJ
bracis-33642	44	8	-	-	PUNCT
bracis-33642	44	9	source	source	NOUN
bracis-33642	44	10	implementations	implementation	NOUN
bracis-33642	44	11	of	of	ADP
bracis-33642	44	12	the	the	DET
bracis-33642	44	13	original	original	ADJ
bracis-33642	44	14	framework	framework	NOUN
bracis-33642	44	15	were	be	AUX
bracis-33642	44	16	developed	develop	VERB
bracis-33642	44	17	,	,	PUNCT
bracis-33642	44	18	such	such	ADJ
bracis-33642	44	19	as	as	ADP
bracis-33642	44	20	pgportfolio	pgportfolio	NOUN
bracis-33642	44	21	[	[	X
bracis-33642	44	22	11	11	NUM
bracis-33642	44	23	]	]	PUNCT
bracis-33642	44	24	and	and	CCONJ
bracis-33642	44	25	deepportfoliomanagementreinforcementlearningv2	deepportfoliomanagementreinforcementlearningv2	NOUN
bracis-33642	45	1	[	[	X
bracis-33642	45	2	2	2	NUM
bracis-33642	45	3	]	]	PUNCT
bracis-33642	45	4	,	,	PUNCT
bracis-33642	45	5	but	but	CCONJ
bracis-33642	45	6	they	they	PRON
bracis-33642	45	7	are	be	AUX
bracis-33642	45	8	not	not	PART
bracis-33642	45	9	currently	currently	ADV
bracis-33642	45	10	maintained	maintain	VERB
bracis-33642	45	11	,	,	PUNCT
bracis-33642	45	12	which	which	PRON
bracis-33642	45	13	means	mean	VERB
bracis-33642	45	14	that	that	SCONJ
bracis-33642	45	15	they	they	PRON
bracis-33642	45	16	make	make	VERB
bracis-33642	45	17	use	use	NOUN
bracis-33642	45	18	of	of	ADP
bracis-33642	45	19	outdated	outdated	ADJ
bracis-33642	45	20	frameworks	framework	NOUN
bracis-33642	45	21	and	and	CCONJ
bracis-33642	45	22	are	be	AUX
bracis-33642	45	23	not	not	PART
bracis-33642	45	24	easy	easy	ADJ
bracis-33642	45	25	to	to	PART
bracis-33642	45	26	use	use	VERB
bracis-33642	45	27	.	.	PUNCT
bracis-33642	46	1	there	there	PRON
bracis-33642	46	2	are	be	VERB
bracis-33642	46	3	,	,	PUNCT
bracis-33642	46	4	on	on	ADP
bracis-33642	46	5	the	the	DET
bracis-33642	46	6	other	other	ADJ
bracis-33642	46	7	hand	hand	NOUN
bracis-33642	46	8	,	,	PUNCT
bracis-33642	46	9	modern	modern	ADJ
bracis-33642	46	10	environments	environment	NOUN
bracis-33642	46	11	[	[	X
bracis-33642	46	12	5	5	NUM
bracis-33642	46	13	,	,	PUNCT
bracis-33642	46	14	6	6	NUM
bracis-33642	46	15	]	]	PUNCT
bracis-33642	46	16	and	and	CCONJ
bracis-33642	46	17	frameworks	framework	NOUN
bracis-33642	46	18	[	[	X
bracis-33642	46	19	38	38	NUM
bracis-33642	46	20	]	]	PUNCT
bracis-33642	46	21	that	that	PRON
bracis-33642	46	22	can	can	AUX
bracis-33642	46	23	be	be	AUX
bracis-33642	46	24	used	use	VERB
bracis-33642	46	25	to	to	PART
bracis-33642	46	26	develop	develop	VERB
bracis-33642	46	27	reinforcement	reinforcement	NOUN
bracis-33642	46	28	learning	learning	NOUN
bracis-33642	46	29	models	model	NOUN
bracis-33642	46	30	but	but	CCONJ
bracis-33642	46	31	they	they	PRON
bracis-33642	46	32	do	do	AUX
bracis-33642	46	33	n’t	not	PART
bracis-33642	46	34	implement	implement	VERB
bracis-33642	46	35	neither	neither	CCONJ
bracis-33642	46	36	state	state	NOUN
bracis-33642	46	37	-	-	PUNCT
bracis-33642	46	38	of	of	ADP
bracis-33642	46	39	-	-	PUNCT
bracis-33642	46	40	the	the	DET
bracis-33642	46	41	-	-	PUNCT
bracis-33642	46	42	art	art	NOUN
bracis-33642	46	43	formulations	formulation	NOUN
bracis-33642	46	44	nor	nor	CCONJ
bracis-33642	46	45	the	the	DET
bracis-33642	46	46	training	training	NOUN
bracis-33642	46	47	algorithm	algorithm	NOUN
bracis-33642	46	48	.	.	PUNCT
bracis-33642	47	1	recently	recently	ADV
bracis-33642	47	2	,	,	PUNCT
bracis-33642	47	3	however	however	ADV
bracis-33642	47	4	,	,	PUNCT
bracis-33642	47	5	costa	costa	PROPN
bracis-33642	47	6	et	et	PROPN
bracis-33642	47	7	al	al	PROPN
bracis-33642	47	8	.	.	PUNCT
bracis-33642	48	1	[	[	X
bracis-33642	48	2	3	3	X
bracis-33642	48	3	]	]	PUNCT
bracis-33642	48	4	introduced	introduce	VERB
bracis-33642	48	5	a	a	DET
bracis-33642	48	6	simulation	simulation	NOUN
bracis-33642	48	7	that	that	PRON
bracis-33642	48	8	applies	apply	VERB
bracis-33642	48	9	jiang	jiang	PROPN
bracis-33642	48	10	’s	’s	PART
bracis-33642	48	11	formulation	formulation	NOUN
bracis-33642	48	12	and	and	CCONJ
bracis-33642	48	13	that	that	PRON
bracis-33642	48	14	can	can	AUX
bracis-33642	48	15	be	be	AUX
bracis-33642	48	16	easily	easily	ADV
bracis-33642	48	17	used	use	VERB
bracis-33642	48	18	to	to	PART
bracis-33642	48	19	train	train	VERB
bracis-33642	48	20	reinforcement	reinforcement	NOUN
bracis-33642	48	21	learning	learning	NOUN
bracis-33642	48	22	agents	agent	NOUN
bracis-33642	48	23	,	,	PUNCT
bracis-33642	48	24	but	but	CCONJ
bracis-33642	48	25	a	a	DET
bracis-33642	48	26	modern	modern	ADJ
bracis-33642	48	27	open	open	ADJ
bracis-33642	48	28	-	-	PUNCT
bracis-33642	48	29	source	source	NOUN
bracis-33642	48	30	implementation	implementation	NOUN
bracis-33642	48	31	of	of	ADP
bracis-33642	48	32	the	the	DET
bracis-33642	48	33	training	training	NOUN
bracis-33642	48	34	algorithm	algorithm	NOUN
bracis-33642	48	35	for	for	ADP
bracis-33642	48	36	portfolio	portfolio	NOUN
bracis-33642	48	37	optimization	optimization	NOUN
bracis-33642	48	38	agents	agent	NOUN
bracis-33642	48	39	remains	remain	VERB
bracis-33642	48	40	,	,	PUNCT
bracis-33642	48	41	to	to	ADP
bracis-33642	48	42	the	the	DET
bracis-33642	48	43	best	good	ADJ
bracis-33642	48	44	of	of	ADP
bracis-33642	48	45	our	our	PRON
bracis-33642	48	46	knowledge	knowledge	NOUN
bracis-33642	48	47	,	,	PUNCT
bracis-33642	48	48	nonexistent	nonexistent	ADJ
bracis-33642	48	49	.	.	PUNCT
bracis-33642	49	1	3	3	NUM
bracis-33642	49	2	mathematical	mathematical	ADJ
bracis-33642	49	3	definition	definition	NOUN
bracis-33642	49	4	of	of	ADP
bracis-33642	49	5	 	 	SPACE
bracis-33642	49	6	portfolio	portfolio	NOUN
bracis-33642	49	7	optimization	optimization	NOUN
bracis-33642	49	8	the	the	DET
bracis-33642	49	9	portfolio	portfolio	NOUN
bracis-33642	49	10	optimization	optimization	NOUN
bracis-33642	49	11	task	task	NOUN
bracis-33642	49	12	is	be	AUX
bracis-33642	49	13	defined	define	VERB
bracis-33642	49	14	as	as	ADP
bracis-33642	49	15	the	the	DET
bracis-33642	49	16	periodic	periodic	ADJ
bracis-33642	49	17	reallocation	reallocation	NOUN
bracis-33642	49	18	of	of	ADP
bracis-33642	49	19	the	the	DET
bracis-33642	49	20	resources	resource	NOUN
bracis-33642	49	21	of	of	ADP
bracis-33642	49	22	the	the	DET
bracis-33642	49	23	portfolio	portfolio	NOUN
bracis-33642	49	24	by	by	ADP
bracis-33642	49	25	an	an	DET
bracis-33642	49	26	automated	automate	VERB
bracis-33642	49	27	system	system	NOUN
bracis-33642	49	28	in	in	ADP
bracis-33642	49	29	order	order	NOUN
bracis-33642	49	30	to	to	PART
bracis-33642	49	31	increase	increase	VERB
bracis-33642	49	32	profits	profit	NOUN
bracis-33642	49	33	and	and	CCONJ
bracis-33642	49	34	mitigate	mitigate	VERB
bracis-33642	49	35	losses	loss	NOUN
bracis-33642	49	36	.	.	PUNCT
bracis-33642	50	1	the	the	DET
bracis-33642	50	2	system	system	NOUN
bracis-33642	50	3	has	have	VERB
bracis-33642	50	4	initially	initially	ADV
bracis-33642	50	5	a	a	DET
bracis-33642	50	6	fixed	fix	VERB
bracis-33642	50	7	amount	amount	NOUN
bracis-33642	50	8	of	of	ADP
bracis-33642	50	9	cash	cash	NOUN
bracis-33642	50	10	(	(	PUNCT
bracis-33642	50	11	or	or	CCONJ
bracis-33642	50	12	any	any	DET
bracis-33642	50	13	form	form	NOUN
bracis-33642	50	14	of	of	ADP
bracis-33642	50	15	risk	risk	NOUN
bracis-33642	50	16	-	-	PUNCT
bracis-33642	50	17	free	free	ADJ
bracis-33642	50	18	asset	asset	NOUN
bracis-33642	50	19	defined	define	VERB
bracis-33642	50	20	by	by	ADP
bracis-33642	50	21	the	the	DET
bracis-33642	50	22	developer	developer	NOUN
bracis-33642	50	23	)	)	PUNCT
bracis-33642	50	24	that	that	PRON
bracis-33642	50	25	can	can	AUX
bracis-33642	50	26	be	be	AUX
bracis-33642	50	27	distributed	distribute	VERB
bracis-33642	50	28	in	in	ADP
bracis-33642	50	29	the	the	DET
bracis-33642	50	30	assets	asset	NOUN
bracis-33642	50	31	of	of	ADP
bracis-33642	50	32	the	the	DET
bracis-33642	50	33	portfolio	portfolio	NOUN
bracis-33642	50	34	:	:	PUNCT
bracis-33642	50	35	at	at	ADP
bracis-33642	50	36	the	the	DET
bracis-33642	50	37	beginning	beginning	NOUN
bracis-33642	50	38	of	of	ADP
bracis-33642	50	39	each	each	DET
bracis-33642	50	40	time	time	NOUN
bracis-33642	50	41	step	step	NOUN
bracis-33642	50	42	,	,	PUNCT
bracis-33642	50	43	the	the	DET
bracis-33642	50	44	system	system	NOUN
bracis-33642	50	45	analyzes	analyze	VERB
bracis-33642	50	46	market	market	NOUN
bracis-33642	50	47	data	datum	NOUN
bracis-33642	50	48	and	and	CCONJ
bracis-33642	50	49	decides	decide	VERB
bracis-33642	50	50	the	the	DET
bracis-33642	50	51	percentage	percentage	NOUN
bracis-33642	50	52	of	of	ADP
bracis-33642	50	53	resources	resource	NOUN
bracis-33642	50	54	that	that	PRON
bracis-33642	50	55	will	will	AUX
bracis-33642	50	56	be	be	AUX
bracis-33642	50	57	allocated	allocate	VERB
bracis-33642	50	58	in	in	ADP
bracis-33642	50	59	each	each	DET
bracis-33642	50	60	asset	asset	NOUN
bracis-33642	50	61	.	.	PUNCT
bracis-33642	51	1	the	the	DET
bracis-33642	51	2	small	small	ADJ
bracis-33642	51	3	intervals	interval	NOUN
bracis-33642	51	4	of	of	ADP
bracis-33642	51	5	time	time	NOUN
bracis-33642	51	6	in	in	ADP
bracis-33642	51	7	which	which	PRON
bracis-33642	51	8	the	the	DET
bracis-33642	51	9	system	system	NOUN
bracis-33642	51	10	is	be	AUX
bracis-33642	51	11	able	able	ADJ
bracis-33642	51	12	to	to	PART
bracis-33642	51	13	rebalance	rebalance	VERB
bracis-33642	51	14	the	the	DET
bracis-33642	51	15	portfolio	portfolio	NOUN
bracis-33642	51	16	are	be	AUX
bracis-33642	51	17	called	call	VERB
bracis-33642	51	18	reallocation	reallocation	NOUN
bracis-33642	51	19	periods	period	NOUN
bracis-33642	51	20	and	and	CCONJ
bracis-33642	51	21	the	the	DET
bracis-33642	51	22	size	size	NOUN
bracis-33642	51	23	of	of	ADP
bracis-33642	51	24	a	a	DET
bracis-33642	51	25	time	time	NOUN
bracis-33642	51	26	step	step	NOUN
bracis-33642	51	27	is	be	AUX
bracis-33642	51	28	constant	constant	ADJ
bracis-33642	51	29	and	and	CCONJ
bracis-33642	51	30	defined	define	VERB
bracis-33642	51	31	in	in	ADP
bracis-33642	51	32	the	the	DET
bracis-33642	51	33	beginning	beginning	NOUN
bracis-33642	51	34	of	of	ADP
bracis-33642	51	35	the	the	DET
bracis-33642	51	36	task	task	NOUN
bracis-33642	51	37	.	.	PUNCT
bracis-33642	52	1	this	this	DET
bracis-33642	52	2	paper	paper	NOUN
bracis-33642	52	3	makes	make	VERB
bracis-33642	52	4	use	use	NOUN
bracis-33642	52	5	of	of	ADP
bracis-33642	52	6	the	the	DET
bracis-33642	52	7	mathematical	mathematical	ADJ
bracis-33642	52	8	formulation	formulation	NOUN
bracis-33642	52	9	presented	present	VERB
bracis-33642	52	10	in	in	ADP
bracis-33642	52	11	[	[	X
bracis-33642	52	12	12	12	NUM
bracis-33642	52	13	]	]	PUNCT
bracis-33642	52	14	,	,	PUNCT
bracis-33642	52	15	so	so	ADV
bracis-33642	52	16	the	the	DET
bracis-33642	52	17	following	follow	VERB
bracis-33642	52	18	hypotheses	hypothesis	NOUN
bracis-33642	52	19	are	be	AUX
bracis-33642	52	20	assumed	assume	VERB
bracis-33642	52	21	:	:	PUNCT
bracis-33642	52	22	there	there	PRON
bracis-33642	52	23	is	be	VERB
bracis-33642	52	24	no	no	DET
bracis-33642	52	25	slippage	slippage	NOUN
bracis-33642	52	26	,	,	PUNCT
bracis-33642	52	27	so	so	SCONJ
bracis-33642	52	28	that	that	SCONJ
bracis-33642	52	29	orders	order	NOUN
bracis-33642	52	30	placed	place	VERB
bracis-33642	52	31	are	be	AUX
bracis-33642	52	32	immediately	immediately	ADV
bracis-33642	52	33	completed	complete	VERB
bracis-33642	52	34	at	at	ADP
bracis-33642	52	35	the	the	DET
bracis-33642	52	36	last	last	ADJ
bracis-33642	52	37	price	price	NOUN
bracis-33642	52	38	.	.	PUNCT
bracis-33642	53	1	the	the	DET
bracis-33642	53	2	system	system	NOUN
bracis-33642	53	3	’s	’s	PART
bracis-33642	53	4	buying	buying	NOUN
bracis-33642	53	5	and	and	CCONJ
bracis-33642	53	6	selling	selling	NOUN
bracis-33642	53	7	orders	order	NOUN
bracis-33642	53	8	do	do	AUX
bracis-33642	53	9	not	not	PART
bracis-33642	53	10	impact	impact	VERB
bracis-33642	53	11	the	the	DET
bracis-33642	53	12	market	market	NOUN
bracis-33642	53	13	prices	price	NOUN
bracis-33642	53	14	.	.	PUNCT
bracis-33642	54	1	these	these	DET
bracis-33642	54	2	hypotheses	hypothesis	NOUN
bracis-33642	54	3	come	come	VERB
bracis-33642	54	4	from	from	ADP
bracis-33642	54	5	the	the	DET
bracis-33642	54	6	assumption	assumption	NOUN
bracis-33642	54	7	that	that	SCONJ
bracis-33642	54	8	the	the	DET
bracis-33642	54	9	market	market	NOUN
bracis-33642	54	10	has	have	AUX
bracis-33642	54	11	high	high	ADJ
bracis-33642	54	12	liquidity	liquidity	NOUN
bracis-33642	54	13	and	and	CCONJ
bracis-33642	54	14	trading	trading	NOUN
bracis-33642	54	15	volume	volume	NOUN
bracis-33642	54	16	.	.	PUNCT
bracis-33642	55	1	therefore	therefore	ADV
bracis-33642	55	2	,	,	PUNCT
bracis-33642	55	3	to	to	PART
bracis-33642	55	4	ensure	ensure	VERB
bracis-33642	55	5	this	this	DET
bracis-33642	55	6	formulation	formulation	NOUN
bracis-33642	55	7	is	be	AUX
bracis-33642	55	8	close	close	ADJ
bracis-33642	55	9	to	to	ADP
bracis-33642	55	10	real	real	ADJ
bracis-33642	55	11	-	-	PUNCT
bracis-33642	55	12	world	world	NOUN
bracis-33642	55	13	,	,	PUNCT
bracis-33642	55	14	it	it	PRON
bracis-33642	55	15	is	be	AUX
bracis-33642	55	16	advisable	advisable	ADJ
bracis-33642	55	17	to	to	PART
bracis-33642	55	18	use	use	VERB
bracis-33642	55	19	data	datum	NOUN
bracis-33642	55	20	from	from	ADP
bracis-33642	55	21	markets	market	NOUN
bracis-33642	55	22	with	with	ADP
bracis-33642	55	23	these	these	DET
bracis-33642	55	24	features	feature	NOUN
bracis-33642	55	25	.	.	PUNCT
bracis-33642	56	1	considering	consider	VERB
bracis-33642	56	2	a	a	DET
bracis-33642	56	3	portfolio	portfolio	NOUN
bracis-33642	56	4	of	of	ADP
bracis-33642	56	5	n	n	NOUN
bracis-33642	56	6	assets	asset	NOUN
bracis-33642	56	7	,	,	PUNCT
bracis-33642	56	8	the	the	DET
bracis-33642	56	9	weights	weight	NOUN
bracis-33642	56	10	vector	vector	NOUN
bracis-33642	56	11	or	or	CCONJ
bracis-33642	56	12	portfolio	portfolio	NOUN
bracis-33642	56	13	vector	vector	PROPN
bracis-33642	56	14	\(\vec{w_{t}}\	\(\vec{w_{t}}\	PROPN
bracis-33642	56	15	)	)	PUNCT
bracis-33642	56	16	is	be	AUX
bracis-33642	56	17	a	a	DET
bracis-33642	56	18	vector	vector	NOUN
bracis-33642	56	19	of	of	ADP
bracis-33642	56	20	size	size	NOUN
bracis-33642	56	21	\(n	\(n	NOUN
bracis-33642	56	22	+	+	NOUN
bracis-33642	56	23	1\	1\	NUM
bracis-33642	56	24	)	)	PUNCT
bracis-33642	56	25	that	that	PRON
bracis-33642	56	26	contains	contain	VERB
bracis-33642	56	27	the	the	DET
bracis-33642	56	28	percentage	percentage	NOUN
bracis-33642	56	29	of	of	ADP
bracis-33642	56	30	resources	resource	NOUN
bracis-33642	56	31	(	(	PUNCT
bracis-33642	56	32	or	or	CCONJ
bracis-33642	56	33	weights	weight	NOUN
bracis-33642	56	34	)	)	PUNCT
bracis-33642	56	35	invested	invest	VERB
bracis-33642	56	36	in	in	ADP
bracis-33642	56	37	each	each	DET
bracis-33642	56	38	asset	asset	NOUN
bracis-33642	56	39	of	of	ADP
bracis-33642	56	40	the	the	DET
bracis-33642	56	41	portfolio	portfolio	NOUN
bracis-33642	56	42	and	and	CCONJ
bracis-33642	56	43	its	its	PRON
bracis-33642	56	44	remaining	remain	VERB
bracis-33642	56	45	cash	cash	NOUN
bracis-33642	56	46	at	at	ADP
bracis-33642	56	47	time	time	NOUN
bracis-33642	56	48	step	step	NOUN
bracis-33642	56	49	t.	t.	NOUN
bracis-33642	56	50	this	this	DET
bracis-33642	56	51	way	way	NOUN
bracis-33642	56	52	,	,	PUNCT
bracis-33642	56	53	given	give	VERB
bracis-33642	56	54	that	that	SCONJ
bracis-33642	56	55	\(\vec{w_{t}}(i)\	\(\vec{w_{t}}(i)\	NOUN
bracis-33642	56	56	)	)	PUNCT
bracis-33642	56	57	is	be	AUX
bracis-33642	56	58	the	the	DET
bracis-33642	56	59	i	i	PROPN
bracis-33642	56	60	-	-	PUNCT
bracis-33642	56	61	th	th	X
bracis-33642	56	62	element	element	NOUN
bracis-33642	56	63	of	of	ADP
bracis-33642	56	64	\(\vec{w_{t}}\	\(\vec{w_{t}}\	PROPN
bracis-33642	56	65	)	)	PUNCT
bracis-33642	56	66	,	,	PUNCT
bracis-33642	56	67	two	two	NUM
bracis-33642	56	68	constraints	constraint	NOUN
bracis-33642	56	69	must	must	AUX
bracis-33642	56	70	be	be	AUX
bracis-33642	56	71	respected	respect	VERB
bracis-33642	56	72	:	:	PUNCT
bracis-33642	56	73	(	(	PUNCT
bracis-33642	56	74	1	1	X
bracis-33642	56	75	)	)	PUNCT
bracis-33642	56	76	it	it	PRON
bracis-33642	56	77	is	be	AUX
bracis-33642	56	78	important	important	ADJ
bracis-33642	56	79	to	to	PART
bracis-33642	56	80	highlight	highlight	VERB
bracis-33642	56	81	that	that	PRON
bracis-33642	56	82	,	,	PUNCT
bracis-33642	56	83	in	in	ADP
bracis-33642	56	84	this	this	DET
bracis-33642	56	85	work	work	NOUN
bracis-33642	56	86	,	,	PUNCT
bracis-33642	56	87	the	the	DET
bracis-33642	56	88	first	first	ADJ
bracis-33642	56	89	value	value	NOUN
bracis-33642	56	90	\(\vec{w_{t}}(0)\	\(\vec{w_{t}}(0)\	NOUN
bracis-33642	56	91	)	)	PUNCT
bracis-33642	56	92	of	of	ADP
bracis-33642	56	93	the	the	DET
bracis-33642	56	94	weights	weight	NOUN
bracis-33642	56	95	vector	vector	NOUN
bracis-33642	56	96	contains	contain	VERB
bracis-33642	56	97	the	the	DET
bracis-33642	56	98	weight	weight	NOUN
bracis-33642	56	99	of	of	ADP
bracis-33642	56	100	the	the	DET
bracis-33642	56	101	remaining	remain	VERB
bracis-33642	56	102	cash	cash	NOUN
bracis-33642	56	103	(	(	PUNCT
bracis-33642	56	104	or	or	CCONJ
bracis-33642	56	105	a	a	DET
bracis-33642	56	106	risk	risk	NOUN
bracis-33642	56	107	-	-	PUNCT
bracis-33642	56	108	free	free	ADJ
bracis-33642	56	109	asset	asset	NOUN
bracis-33642	56	110	)	)	PUNCT
bracis-33642	56	111	.	.	PUNCT
bracis-33642	57	1	at	at	ADP
bracis-33642	57	2	each	each	DET
bracis-33642	57	3	time	time	NOUN
bracis-33642	57	4	step	step	NOUN
bracis-33642	57	5	t	t	PROPN
bracis-33642	57	6	,	,	PUNCT
bracis-33642	57	7	there	there	PRON
bracis-33642	57	8	is	be	VERB
bracis-33642	57	9	also	also	ADV
bracis-33642	57	10	a	a	DET
bracis-33642	57	11	price	price	NOUN
bracis-33642	57	12	vector	vector	NOUN
bracis-33642	57	13	\(\vec{p_{t}}\	\(\vec{p_{t}}\	PROPN
bracis-33642	57	14	)	)	PUNCT
bracis-33642	57	15	that	that	PRON
bracis-33642	57	16	contains	contain	VERB
bracis-33642	57	17	the	the	DET
bracis-33642	57	18	current	current	ADJ
bracis-33642	57	19	price	price	NOUN
bracis-33642	57	20	(	(	PUNCT
bracis-33642	57	21	or	or	CCONJ
bracis-33642	57	22	value	value	NOUN
bracis-33642	57	23	)	)	PUNCT
bracis-33642	57	24	of	of	ADP
bracis-33642	57	25	all	all	DET
bracis-33642	57	26	the	the	DET
bracis-33642	57	27	assets	asset	NOUN
bracis-33642	57	28	including	include	VERB
bracis-33642	57	29	the	the	DET
bracis-33642	57	30	uninvested	uninvested	ADJ
bracis-33642	57	31	amount	amount	NOUN
bracis-33642	57	32	of	of	ADP
bracis-33642	57	33	cash	cash	NOUN
bracis-33642	57	34	.	.	PUNCT
bracis-33642	58	1	\(\vec{p_{t}}\	\(\vec{p_{t}}\	PROPN
bracis-33642	58	2	)	)	PUNCT
bracis-33642	58	3	is	be	AUX
bracis-33642	58	4	in	in	ADP
bracis-33642	58	5	the	the	DET
bracis-33642	58	6	form	form	NOUN
bracis-33642	58	7	\([1	\([1	PROPN
bracis-33642	58	8	,	,	PUNCT
bracis-33642	58	9	\vec{p_{t}}(1	\vec{p_{t}}(1	ADJ
bracis-33642	58	10	)	)	PUNCT
bracis-33642	58	11	,	,	PUNCT
bracis-33642	58	12	\vec{p_{t}}(2	\vec{p_{t}}(2	NOUN
bracis-33642	58	13	)	)	PUNCT
bracis-33642	58	14	,	,	PUNCT
bracis-33642	58	15	...	...	PUNCT
bracis-33642	58	16	,	,	PUNCT
bracis-33642	58	17	\vec{p_{t}}(n)]\	\vec{p_{t}}(n)]\	PROPN
bracis-33642	58	18	)	)	PUNCT
bracis-33642	58	19	because	because	SCONJ
bracis-33642	58	20	,	,	PUNCT
bracis-33642	58	21	in	in	ADP
bracis-33642	58	22	this	this	DET
bracis-33642	58	23	work	work	NOUN
bracis-33642	58	24	,	,	PUNCT
bracis-33642	58	25	the	the	DET
bracis-33642	58	26	first	first	ADJ
bracis-33642	58	27	value	value	NOUN
bracis-33642	58	28	is	be	AUX
bracis-33642	58	29	related	relate	VERB
bracis-33642	58	30	to	to	ADP
bracis-33642	58	31	the	the	DET
bracis-33642	58	32	risk	risk	NOUN
bracis-33642	58	33	-	-	PUNCT
bracis-33642	58	34	free	free	ADJ
bracis-33642	58	35	cash	cash	NOUN
bracis-33642	58	36	and	and	CCONJ
bracis-33642	58	37	,	,	PUNCT
bracis-33642	58	38	since	since	SCONJ
bracis-33642	58	39	it	it	PRON
bracis-33642	58	40	is	be	AUX
bracis-33642	58	41	used	use	VERB
bracis-33642	58	42	as	as	ADP
bracis-33642	58	43	a	a	DET
bracis-33642	58	44	reference	reference	NOUN
bracis-33642	58	45	asset	asset	NOUN
bracis-33642	58	46	(	(	PUNCT
bracis-33642	58	47	all	all	DET
bracis-33642	58	48	the	the	DET
bracis-33642	58	49	other	other	ADJ
bracis-33642	58	50	prices	price	NOUN
bracis-33642	58	51	are	be	AUX
bracis-33642	58	52	calculated	calculate	VERB
bracis-33642	58	53	in	in	ADP
bracis-33642	58	54	relation	relation	NOUN
bracis-33642	58	55	to	to	ADP
bracis-33642	58	56	this	this	DET
bracis-33642	58	57	one	one	NOUN
bracis-33642	58	58	)	)	PUNCT
bracis-33642	58	59	,	,	PUNCT
bracis-33642	58	60	its	its	PRON
bracis-33642	58	61	value	value	NOUN
bracis-33642	58	62	is	be	AUX
bracis-33642	58	63	always	always	ADV
bracis-33642	58	64	equal	equal	ADJ
bracis-33642	58	65	to	to	ADP
bracis-33642	58	66	1	1	NUM
bracis-33642	58	67	.	.	PUNCT
bracis-33642	59	1	since	since	SCONJ
bracis-33642	59	2	the	the	DET
bracis-33642	59	3	price	price	NOUN
bracis-33642	59	4	of	of	ADP
bracis-33642	59	5	the	the	DET
bracis-33642	59	6	assets	asset	NOUN
bracis-33642	59	7	probably	probably	ADV
bracis-33642	59	8	change	change	VERB
bracis-33642	59	9	over	over	ADP
bracis-33642	59	10	time	time	NOUN
bracis-33642	59	11	,	,	PUNCT
bracis-33642	59	12	\(\vec{p_{t}}\	\(\vec{p_{t}}\	ADJ
bracis-33642	59	13	)	)	PUNCT
bracis-33642	59	14	and	and	CCONJ
bracis-33642	59	15	\(\vec{p_{t-1}}\	\(\vec{p_{t-1}}\	PROPN
bracis-33642	59	16	)	)	PUNCT
bracis-33642	59	17	may	may	AUX
bracis-33642	59	18	be	be	AUX
bracis-33642	59	19	different	different	ADJ
bracis-33642	59	20	.	.	PUNCT
bracis-33642	60	1	so	so	ADV
bracis-33642	60	2	the	the	DET
bracis-33642	60	3	value	value	NOUN
bracis-33642	60	4	of	of	ADP
bracis-33642	60	5	the	the	DET
bracis-33642	60	6	portfolio	portfolio	NOUN
bracis-33642	60	7	\(v_{t}\	\(v_{t}\	NOUN
bracis-33642	60	8	)	)	PUNCT
bracis-33642	60	9	and	and	CCONJ
bracis-33642	60	10	the	the	DET
bracis-33642	60	11	weights	weight	NOUN
bracis-33642	60	12	vector	vector	PROPN
bracis-33642	60	13	\(\vec{w_{t}}\	\(\vec{w_{t}}\	ADV
bracis-33642	60	14	)	)	PUNCT
bracis-33642	60	15	can	can	AUX
bracis-33642	60	16	change	change	VERB
bracis-33642	60	17	during	during	ADP
bracis-33642	60	18	time	time	NOUN
bracis-33642	60	19	step	step	NOUN
bracis-33642	60	20	t	t	PROPN
bracis-33642	60	21	and	and	CCONJ
bracis-33642	60	22	thus	thus	ADV
bracis-33642	60	23	it	it	PRON
bracis-33642	60	24	is	be	AUX
bracis-33642	60	25	necessary	necessary	ADJ
bracis-33642	60	26	to	to	PART
bracis-33642	60	27	define	define	VERB
bracis-33642	60	28	\(v_{t}^{f}\	\(v_{t}^{f}\	NOUN
bracis-33642	60	29	)	)	PUNCT
bracis-33642	60	30	and	and	CCONJ
bracis-33642	60	31	\(\vec{w_{t}^{f}}\	\(\vec{w_{t}^{f}}\	PROPN
bracis-33642	60	32	)	)	PUNCT
bracis-33642	60	33	,	,	PUNCT
bracis-33642	60	34	which	which	PRON
bracis-33642	60	35	represent	represent	VERB
bracis-33642	60	36	,	,	PUNCT
bracis-33642	60	37	respectively	respectively	ADV
bracis-33642	60	38	,	,	PUNCT
bracis-33642	60	39	the	the	DET
bracis-33642	60	40	portfolio	portfolio	NOUN
bracis-33642	60	41	value	value	NOUN
bracis-33642	60	42	and	and	CCONJ
bracis-33642	60	43	the	the	DET
bracis-33642	60	44	weights	weight	NOUN
bracis-33642	60	45	vector	vector	NOUN
bracis-33642	60	46	at	at	ADP
bracis-33642	60	47	the	the	DET
bracis-33642	60	48	end	end	NOUN
bracis-33642	60	49	of	of	ADP
bracis-33642	60	50	the	the	DET
bracis-33642	60	51	time	time	NOUN
bracis-33642	60	52	step	step	NOUN
bracis-33642	60	53	t.	t.	NOUN
bracis-33642	61	1	it	it	PRON
bracis-33642	61	2	is	be	AUX
bracis-33642	61	3	possible	possible	ADJ
bracis-33642	61	4	to	to	PART
bracis-33642	61	5	calculate	calculate	VERB
bracis-33642	61	6	the	the	DET
bracis-33642	61	7	final	final	ADJ
bracis-33642	61	8	weights	weight	NOUN
bracis-33642	61	9	vector	vector	NOUN
bracis-33642	61	10	using	use	VERB
bracis-33642	61	11	the	the	DET
bracis-33642	61	12	following	follow	VERB
bracis-33642	61	13	equation	equation	NOUN
bracis-33642	61	14	:	:	PUNCT
bracis-33642	61	15	$	$	SYM
bracis-33642	61	16	$	$	SYM
bracis-33642	61	17	\begin{aligned	\begin{aligne	VERB
bracis-33642	61	18	}	}	PUNCT
bracis-33642	61	19	\vec{w_{t}^{f	\vec{w_{t}^{f	NOUN
bracis-33642	61	20	}	}	PUNCT
bracis-33642	61	21	}	}	PUNCT
bracis-33642	61	22	=	=	SYM
bracis-33642	61	23	\frac{(\vec{p_{t	\frac{(\vec{p_{t	X
bracis-33642	61	24	}	}	PUNCT
bracis-33642	61	25	}	}	PUNCT
bracis-33642	61	26	\oslash	\oslash	NOUN
bracis-33642	61	27	\vec{p_{t-1	\vec{p_{t-1	PROPN
bracis-33642	61	28	}	}	PUNCT
bracis-33642	61	29	}	}	PUNCT
bracis-33642	61	30	)	)	PUNCT
bracis-33642	62	1	\odot	\odot	NOUN
bracis-33642	62	2	\vec{w_{t}}}{(\vec{p_{t	\vec{w_{t}}}{(\vec{p_{t	NOUN
bracis-33642	62	3	}	}	PUNCT
bracis-33642	62	4	}	}	PUNCT
bracis-33642	62	5	\oslash	\oslash	NOUN
bracis-33642	62	6	\vec{p_{t-1	\vec{p_{t-1	PROPN
bracis-33642	62	7	}	}	PUNCT
bracis-33642	62	8	}	}	PUNCT
bracis-33642	62	9	)	)	PUNCT
bracis-33642	62	10	\cdot	\cdot	PROPN
bracis-33642	62	11	\vec{w_{t	\vec{w_{t	PROPN
bracis-33642	62	12	}	}	PUNCT
bracis-33642	62	13	}	}	PUNCT
bracis-33642	62	14	}	}	PUNCT
bracis-33642	62	15	,	,	PUNCT
bracis-33642	62	16	\end{aligned}$$	\end{aligned}$$	X
bracis-33642	62	17	(	(	PUNCT
bracis-33642	62	18	2	2	NUM
bracis-33642	62	19	)	)	PUNCT
bracis-33642	62	20	where	where	SCONJ
bracis-33642	62	21	\(\cdot	\(\cdot	PROPN
bracis-33642	62	22	\	\	NOUN
bracis-33642	62	23	)	)	PUNCT
bracis-33642	62	24	is	be	AUX
bracis-33642	62	25	the	the	DET
bracis-33642	62	26	dot	dot	NOUN
bracis-33642	62	27	product	product	NOUN
bracis-33642	62	28	of	of	ADP
bracis-33642	62	29	two	two	NUM
bracis-33642	62	30	vectors	vector	NOUN
bracis-33642	62	31	,	,	PUNCT
bracis-33642	62	32	\(\odot	\(\odot	NOUN
bracis-33642	62	33	\	\	NOUN
bracis-33642	62	34	)	)	PUNCT
bracis-33642	62	35	is	be	AUX
bracis-33642	62	36	the	the	DET
bracis-33642	62	37	element	element	ADJ
bracis-33642	62	38	-	-	PUNCT
bracis-33642	62	39	wise	wise	ADJ
bracis-33642	62	40	multiplication	multiplication	NOUN
bracis-33642	62	41	and	and	CCONJ
bracis-33642	62	42	\(\oslash	\(\oslash	VERB
bracis-33642	62	43	\	\	NOUN
bracis-33642	62	44	)	)	PUNCT
bracis-33642	62	45	is	be	AUX
bracis-33642	62	46	the	the	DET
bracis-33642	62	47	element	element	ADJ
bracis-33642	62	48	-	-	PUNCT
bracis-33642	62	49	wise	wise	ADJ
bracis-33642	62	50	division	division	NOUN
bracis-33642	62	51	.	.	PUNCT
bracis-33642	63	1	with	with	ADP
bracis-33642	63	2	those	those	DET
bracis-33642	63	3	definitions	definition	NOUN
bracis-33642	63	4	in	in	ADP
bracis-33642	63	5	hand	hand	NOUN
bracis-33642	63	6	,	,	PUNCT
bracis-33642	63	7	it	it	PRON
bracis-33642	63	8	is	be	AUX
bracis-33642	63	9	possible	possible	ADJ
bracis-33642	63	10	to	to	PART
bracis-33642	63	11	recursively	recursively	ADV
bracis-33642	63	12	calculate	calculate	VERB
bracis-33642	63	13	the	the	DET
bracis-33642	63	14	portfolio	portfolio	NOUN
bracis-33642	63	15	value	value	NOUN
bracis-33642	63	16	\(v_{t}\	\(v_{t}\	NOUN
bracis-33642	63	17	)	)	PUNCT
bracis-33642	63	18	over	over	ADP
bracis-33642	63	19	time	time	NOUN
bracis-33642	63	20	through	through	ADP
bracis-33642	63	21	the	the	DET
bracis-33642	63	22	following	follow	VERB
bracis-33642	63	23	equations	equation	NOUN
bracis-33642	63	24	:	:	PUNCT
bracis-33642	63	25	$	$	SYM
bracis-33642	63	26	$	$	SYM
bracis-33642	63	27	\begin{aligned	\begin{aligne	VERB
bracis-33642	63	28	}	}	PUNCT
bracis-33642	63	29	v_{t}^{f	v_{t}^{f	PROPN
bracis-33642	63	30	}	}	PUNCT
bracis-33642	63	31	=	=	SYM
bracis-33642	63	32	v_{t	v_{t	NOUN
bracis-33642	63	33	}	}	PUNCT
bracis-33642	63	34	\bigl	\bigl	PROPN
bracis-33642	63	35	(	(	PUNCT
bracis-33642	63	36	\vec{w_{t	\vec{w_{t	PROPN
bracis-33642	63	37	}	}	PUNCT
bracis-33642	63	38	}	}	PUNCT
bracis-33642	63	39	\cdot	\cdot	NOUN
bracis-33642	63	40	(	(	PUNCT
bracis-33642	63	41	\vec{p_{t	\vec{p_{t	PROPN
bracis-33642	63	42	}	}	PUNCT
bracis-33642	63	43	}	}	PUNCT
bracis-33642	63	44	\oslash	\oslash	NOUN
bracis-33642	63	45	\vec{p_{t-1}})\bigl	\vec{p_{t-1}})\bigl	NOUN
bracis-33642	63	46	)	)	PUNCT
bracis-33642	63	47	,	,	PUNCT
bracis-33642	63	48	&	&	CCONJ
bracis-33642	63	49	v_{t+1	v_{t+1	PROPN
bracis-33642	63	50	}	}	PUNCT
bracis-33642	63	51	=	=	SYM
bracis-33642	63	52	\mu	\mu	PROPN
bracis-33642	63	53	_	_	PROPN
bracis-33642	63	54	{	{	PUNCT
bracis-33642	63	55	t+1	t+1	NOUN
bracis-33642	63	56	}	}	PUNCT
bracis-33642	63	57	v_{t}^{f	v_{t}^{f	PROPN
bracis-33642	63	58	}	}	PUNCT
bracis-33642	63	59	,	,	PUNCT
bracis-33642	63	60	\end{aligned}$$	\end{aligned}$$	X
bracis-33642	63	61	(	(	PUNCT
bracis-33642	63	62	3	3	NUM
bracis-33642	63	63	)	)	PUNCT
bracis-33642	63	64	in	in	ADP
bracis-33642	63	65	which	which	PRON
bracis-33642	63	66	\(\mu	\(\mu	ADP
bracis-33642	63	67	_	_	PUNCT
bracis-33642	63	68	{	{	PUNCT
bracis-33642	63	69	t}\	t}\	NUM
bracis-33642	63	70	)	)	PUNCT
bracis-33642	63	71	is	be	AUX
bracis-33642	63	72	the	the	DET
bracis-33642	63	73	transaction	transaction	NOUN
bracis-33642	63	74	remainder	remainder	NOUN
bracis-33642	63	75	factor	factor	NOUN
bracis-33642	63	76	(	(	PUNCT
bracis-33642	63	77	trf	trf	NOUN
bracis-33642	63	78	)	)	PUNCT
bracis-33642	63	79	at	at	ADP
bracis-33642	63	80	time	time	NOUN
bracis-33642	63	81	step	step	PROPN
bracis-33642	63	82	t	t	PROPN
bracis-33642	63	83	,	,	PUNCT
bracis-33642	63	84	a	a	DET
bracis-33642	63	85	value	value	NOUN
bracis-33642	63	86	between	between	ADP
bracis-33642	63	87	0	0	NUM
bracis-33642	63	88	and	and	CCONJ
bracis-33642	63	89	1	1	NUM
bracis-33642	63	90	that	that	PRON
bracis-33642	63	91	reduces	reduce	VERB
bracis-33642	63	92	the	the	DET
bracis-33642	63	93	portfolio	portfolio	NOUN
bracis-33642	63	94	value	value	NOUN
bracis-33642	63	95	in	in	ADP
bracis-33642	63	96	order	order	NOUN
bracis-33642	63	97	to	to	PART
bracis-33642	63	98	simulate	simulate	VERB
bracis-33642	63	99	the	the	DET
bracis-33642	63	100	effects	effect	NOUN
bracis-33642	63	101	of	of	ADP
bracis-33642	63	102	brokerage	brokerage	NOUN
bracis-33642	63	103	fees	fee	NOUN
bracis-33642	63	104	considering	consider	VERB
bracis-33642	63	105	the	the	DET
bracis-33642	63	106	reallocation	reallocation	NOUN
bracis-33642	63	107	of	of	ADP
bracis-33642	63	108	the	the	DET
bracis-33642	63	109	portfolio	portfolio	NOUN
bracis-33642	63	110	from	from	ADP
bracis-33642	63	111	\(\vec{w_{t-1}^{f}}\	\(\vec{w_{t-1}^{f}}\	NOUN
bracis-33642	63	112	)	)	PUNCT
bracis-33642	63	113	to	to	ADP
bracis-33642	63	114	\(\vec{w_{t}}\	\(\vec{w_{t}}\	ADJ
bracis-33642	63	115	)	)	PUNCT
bracis-33642	63	116	.	.	PUNCT
bracis-33642	64	1	details	detail	NOUN
bracis-33642	64	2	about	about	ADP
bracis-33642	64	3	how	how	SCONJ
bracis-33642	64	4	to	to	PART
bracis-33642	64	5	calculate	calculate	VERB
bracis-33642	64	6	\(\mu	\(\mu	PROPN
bracis-33642	64	7	_	_	PUNCT
bracis-33642	64	8	{	{	PUNCT
bracis-33642	64	9	t}\	t}\	NOUN
bracis-33642	64	10	)	)	PUNCT
bracis-33642	64	11	can	can	AUX
bracis-33642	64	12	be	be	AUX
bracis-33642	64	13	found	find	VERB
bracis-33642	64	14	in	in	ADP
bracis-33642	64	15	[	[	X
bracis-33642	64	16	12	12	NUM
bracis-33642	64	17	]	]	PUNCT
bracis-33642	64	18	.	.	PUNCT
bracis-33642	65	1	so	so	ADV
bracis-33642	65	2	that	that	SCONJ
bracis-33642	65	3	the	the	DET
bracis-33642	65	4	iterative	iterative	ADJ
bracis-33642	65	5	calculation	calculation	NOUN
bracis-33642	65	6	of	of	ADP
bracis-33642	65	7	portfolio	portfolio	NOUN
bracis-33642	65	8	values	value	NOUN
bracis-33642	65	9	is	be	AUX
bracis-33642	65	10	mathematically	mathematically	ADV
bracis-33642	65	11	well	well	ADV
bracis-33642	65	12	-	-	PUNCT
bracis-33642	65	13	defined	define	VERB
bracis-33642	65	14	,	,	PUNCT
bracis-33642	65	15	it	it	PRON
bracis-33642	65	16	is	be	AUX
bracis-33642	65	17	necessary	necessary	ADJ
bracis-33642	65	18	to	to	PART
bracis-33642	65	19	have	have	VERB
bracis-33642	65	20	an	an	DET
bracis-33642	65	21	initial	initial	ADJ
bracis-33642	65	22	state	state	NOUN
bracis-33642	65	23	.	.	PUNCT
bracis-33642	66	1	in	in	ADP
bracis-33642	66	2	this	this	DET
bracis-33642	66	3	work	work	NOUN
bracis-33642	66	4	,	,	PUNCT
bracis-33642	66	5	it	it	PRON
bracis-33642	66	6	is	be	AUX
bracis-33642	66	7	considered	consider	VERB
bracis-33642	66	8	that	that	SCONJ
bracis-33642	66	9	the	the	DET
bracis-33642	66	10	time	time	NOUN
bracis-33642	66	11	step	step	NOUN
bracis-33642	66	12	\(t	\(t	NOUN
bracis-33642	66	13	=	=	SYM
bracis-33642	66	14	0\	0\	PROPN
bracis-33642	66	15	)	)	PUNCT
bracis-33642	66	16	contains	contain	VERB
bracis-33642	66	17	the	the	DET
bracis-33642	66	18	initial	initial	ADJ
bracis-33642	66	19	values	value	NOUN
bracis-33642	66	20	of	of	ADP
bracis-33642	66	21	the	the	DET
bracis-33642	66	22	simulation	simulation	NOUN
bracis-33642	66	23	:	:	PUNCT
bracis-33642	66	24	during	during	ADP
bracis-33642	66	25	that	that	DET
bracis-33642	66	26	step	step	NOUN
bracis-33642	66	27	,	,	PUNCT
bracis-33642	66	28	the	the	DET
bracis-33642	66	29	portfolio	portfolio	NOUN
bracis-33642	66	30	investment	investment	NOUN
bracis-33642	66	31	only	only	ADV
bracis-33642	66	32	consists	consist	VERB
bracis-33642	66	33	of	of	ADP
bracis-33642	66	34	cash	cash	NOUN
bracis-33642	66	35	and	and	CCONJ
bracis-33642	66	36	there	there	PRON
bracis-33642	66	37	is	be	VERB
bracis-33642	66	38	no	no	DET
bracis-33642	66	39	change	change	NOUN
bracis-33642	66	40	in	in	ADP
bracis-33642	66	41	the	the	DET
bracis-33642	66	42	portfolio	portfolio	NOUN
bracis-33642	66	43	value	value	NOUN
bracis-33642	66	44	.	.	PUNCT
bracis-33642	67	1	so	so	ADV
bracis-33642	67	2	,	,	PUNCT
bracis-33642	67	3	given	give	VERB
bracis-33642	67	4	a	a	DET
bracis-33642	67	5	user	user	NOUN
bracis-33642	67	6	-	-	PUNCT
bracis-33642	67	7	defined	define	VERB
bracis-33642	67	8	initial	initial	ADJ
bracis-33642	67	9	portfolio	portfolio	NOUN
bracis-33642	67	10	value	value	NOUN
bracis-33642	67	11	\(v_{0}\	\(v_{0}\	PROPN
bracis-33642	67	12	)	)	PUNCT
bracis-33642	67	13	,	,	PUNCT
bracis-33642	67	14	the	the	DET
bracis-33642	67	15	initial	initial	ADJ
bracis-33642	67	16	conditions	condition	NOUN
bracis-33642	67	17	at	at	ADP
bracis-33642	67	18	\(t	\(t	NOUN
bracis-33642	67	19	=	=	SYM
bracis-33642	67	20	0\	0\	PROPN
bracis-33642	67	21	)	)	PUNCT
bracis-33642	67	22	are	be	AUX
bracis-33642	67	23	:	:	PUNCT
bracis-33642	67	24	$	$	SYM
bracis-33642	67	25	$	$	SYM
bracis-33642	67	26	\begin{aligned	\begin{aligne	VERB
bracis-33642	67	27	}	}	PUNCT
bracis-33642	67	28	\vec{w_{0	\vec{w_{0	PROPN
bracis-33642	67	29	}	}	PUNCT
bracis-33642	67	30	}	}	PUNCT
bracis-33642	67	31	=	=	PUNCT
bracis-33642	68	1	[	[	X
bracis-33642	68	2	1	1	NUM
bracis-33642	68	3	,	,	PUNCT
bracis-33642	68	4	0	0	NUM
bracis-33642	68	5	,	,	PUNCT
bracis-33642	68	6	0	0	NUM
bracis-33642	68	7	,	,	PUNCT
bracis-33642	68	8	...	...	PUNCT
bracis-33642	68	9	,	,	PUNCT
bracis-33642	68	10	0	0	NUM
bracis-33642	68	11	]	]	PUNCT
bracis-33642	68	12	,	,	PUNCT
bracis-33642	68	13	&	&	CCONJ
bracis-33642	68	14	v_{0}^{f	v_{0}^{f	PROPN
bracis-33642	68	15	}	}	PUNCT
bracis-33642	68	16	=	=	SYM
bracis-33642	68	17	v_{0	v_{0	PROPN
bracis-33642	68	18	}	}	PUNCT
bracis-33642	68	19	.	.	PUNCT
bracis-33642	69	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33642	69	2	(	(	PUNCT
bracis-33642	69	3	4	4	X
bracis-33642	69	4	)	)	PUNCT
bracis-33642	69	5	figure	figure	NOUN
bracis-33642	69	6	 	 	SPACE
bracis-33642	69	7	1	1	NUM
bracis-33642	69	8	shows	show	VERB
bracis-33642	69	9	a	a	DET
bracis-33642	69	10	diagram	diagram	NOUN
bracis-33642	69	11	representing	represent	VERB
bracis-33642	69	12	the	the	DET
bracis-33642	69	13	whole	whole	ADJ
bracis-33642	69	14	process	process	NOUN
bracis-33642	69	15	described	describe	VERB
bracis-33642	69	16	in	in	ADP
bracis-33642	69	17	this	this	DET
bracis-33642	69	18	section	section	NOUN
bracis-33642	69	19	.	.	PUNCT
bracis-33642	70	1	fig	fig	NOUN
bracis-33642	70	2	.	.	PUNCT
bracis-33642	71	1	1	1	X
bracis-33642	71	2	.	.	X
bracis-33642	71	3	diagram	diagram	NOUN
bracis-33642	71	4	depicting	depict	VERB
bracis-33642	71	5	the	the	DET
bracis-33642	71	6	portfolio	portfolio	NOUN
bracis-33642	71	7	optimization	optimization	NOUN
bracis-33642	71	8	process	process	NOUN
bracis-33642	71	9	over	over	ADP
bracis-33642	71	10	time	time	NOUN
bracis-33642	71	11	.	.	PUNCT
bracis-33642	72	1	in	in	ADP
bracis-33642	72	2	the	the	DET
bracis-33642	72	3	reallocation	reallocation	NOUN
bracis-33642	72	4	periods	period	NOUN
bracis-33642	72	5	,	,	PUNCT
bracis-33642	72	6	the	the	DET
bracis-33642	72	7	action	action	NOUN
bracis-33642	72	8	\(\vec{w_{t}}\	\(\vec{w_{t}}\	ADV
bracis-33642	72	9	)	)	PUNCT
bracis-33642	72	10	performed	perform	VERB
bracis-33642	72	11	by	by	ADP
bracis-33642	72	12	the	the	DET
bracis-33642	72	13	agent	agent	NOUN
bracis-33642	72	14	and	and	CCONJ
bracis-33642	72	15	the	the	DET
bracis-33642	72	16	current	current	ADJ
bracis-33642	72	17	portfolio	portfolio	NOUN
bracis-33642	72	18	weights	weight	VERB
bracis-33642	72	19	\(\vec{w^{f}_{t-1}}\	\(\vec{w^{f}_{t-1}}\	NOUN
bracis-33642	72	20	)	)	PUNCT
bracis-33642	72	21	are	be	AUX
bracis-33642	72	22	used	use	VERB
bracis-33642	72	23	to	to	PART
bracis-33642	72	24	calculate	calculate	VERB
bracis-33642	72	25	\(\mu	\(\mu	PROPN
bracis-33642	72	26	_	_	PUNCT
bracis-33642	72	27	{	{	PUNCT
bracis-33642	72	28	t}\	t}\	NUM
bracis-33642	72	29	)	)	PUNCT
bracis-33642	72	30	,	,	PUNCT
bracis-33642	72	31	which	which	PRON
bracis-33642	72	32	simulates	simulate	VERB
bracis-33642	72	33	the	the	DET
bracis-33642	72	34	effects	effect	NOUN
bracis-33642	72	35	of	of	ADP
bracis-33642	72	36	the	the	DET
bracis-33642	72	37	fees	fee	NOUN
bracis-33642	72	38	in	in	ADP
bracis-33642	72	39	the	the	DET
bracis-33642	72	40	portfolio	portfolio	NOUN
bracis-33642	72	41	value	value	NOUN
bracis-33642	72	42	(	(	PUNCT
bracis-33642	72	43	\(v^{f}_{t-1	\(v^{f}_{t-1	VERB
bracis-33642	72	44	}	}	PUNCT
bracis-33642	72	45	\rightarrow	\rightarrow	PROPN
bracis-33642	72	46	v_{t}\	v_{t}\	NUM
bracis-33642	72	47	)	)	PUNCT
bracis-33642	72	48	)	)	PUNCT
bracis-33642	72	49	.	.	PUNCT
bracis-33642	73	1	at	at	ADP
bracis-33642	73	2	the	the	DET
bracis-33642	73	3	end	end	NOUN
bracis-33642	73	4	of	of	ADP
bracis-33642	73	5	every	every	DET
bracis-33642	73	6	simulation	simulation	NOUN
bracis-33642	73	7	step	step	NOUN
bracis-33642	73	8	,	,	PUNCT
bracis-33642	73	9	the	the	DET
bracis-33642	73	10	portfolio	portfolio	NOUN
bracis-33642	73	11	value	value	NOUN
bracis-33642	73	12	and	and	CCONJ
bracis-33642	73	13	weights	weight	NOUN
bracis-33642	73	14	are	be	AUX
bracis-33642	73	15	updated	update	VERB
bracis-33642	73	16	(	(	PUNCT
bracis-33642	73	17	\(v_{t	\(v_{t	X
bracis-33642	73	18	}	}	PUNCT
bracis-33642	73	19	,	,	PUNCT
bracis-33642	73	20	\vec{w_{t	\vec{w_{t	PROPN
bracis-33642	73	21	}	}	PUNCT
bracis-33642	73	22	}	}	PUNCT
bracis-33642	73	23	\rightarrow	\rightarrow	PROPN
bracis-33642	73	24	v^{f}_{t	v^{f}_{t	NOUN
bracis-33642	73	25	}	}	PUNCT
bracis-33642	73	26	,	,	PUNCT
bracis-33642	73	27	\vec{w^{f}_{t}}\	\vec{w^{f}_{t}}\	PROPN
bracis-33642	73	28	)	)	PUNCT
bracis-33642	73	29	)	)	PUNCT
bracis-33642	74	1	due	due	ADP
bracis-33642	74	2	to	to	ADP
bracis-33642	74	3	variations	variation	NOUN
bracis-33642	74	4	of	of	ADP
bracis-33642	74	5	asset	asset	NOUN
bracis-33642	74	6	prices	price	NOUN
bracis-33642	74	7	.	.	PUNCT
bracis-33642	75	1	full	full	ADJ
bracis-33642	75	2	size	size	NOUN
bracis-33642	75	3	image	image	NOUN
bracis-33642	75	4	usually	usually	ADV
bracis-33642	75	5	,	,	PUNCT
bracis-33642	75	6	the	the	DET
bracis-33642	75	7	logarithmic	logarithmic	ADJ
bracis-33642	75	8	rate	rate	NOUN
bracis-33642	75	9	of	of	ADP
bracis-33642	75	10	return	return	NOUN
bracis-33642	75	11	\(r_{t}\	\(r_{t}\	NOUN
bracis-33642	75	12	)	)	PUNCT
bracis-33642	75	13	is	be	AUX
bracis-33642	75	14	used	use	VERB
bracis-33642	75	15	to	to	PART
bracis-33642	75	16	evaluate	evaluate	VERB
bracis-33642	75	17	the	the	DET
bracis-33642	75	18	performance	performance	NOUN
bracis-33642	75	19	of	of	ADP
bracis-33642	75	20	the	the	DET
bracis-33642	75	21	portfolio	portfolio	NOUN
bracis-33642	75	22	rebalancing	rebalancing	NOUN
bracis-33642	75	23	between	between	ADP
bracis-33642	75	24	two	two	NUM
bracis-33642	75	25	time	time	NOUN
bracis-33642	75	26	steps	step	NOUN
bracis-33642	75	27	.	.	PUNCT
bracis-33642	76	1	it	it	PRON
bracis-33642	76	2	is	be	AUX
bracis-33642	76	3	given	give	VERB
bracis-33642	76	4	 	 	SPACE
bracis-33642	76	5	by	by	ADP
bracis-33642	76	6	$	$	SYM
bracis-33642	76	7	$	$	SYM
bracis-33642	76	8	\begin{aligned	\begin{aligne	VERB
bracis-33642	76	9	}	}	PUNCT
bracis-33642	76	10	r_{t	r_{t	NOUN
bracis-33642	76	11	}	}	PUNCT
bracis-33642	76	12	=	=	SYM
bracis-33642	76	13	ln	ln	ADJ
bracis-33642	76	14	\bigl	\bigl	PROPN
bracis-33642	76	15	(	(	PUNCT
bracis-33642	76	16	\frac{v_{t}^{f}}{v_{t-1}^{f}}\bigl	\frac{v_{t}^{f}}{v_{t-1}^{f}}\bigl	NOUN
bracis-33642	76	17	)	)	PUNCT
bracis-33642	76	18	.	.	PUNCT
bracis-33642	77	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33642	77	2	(	(	PUNCT
bracis-33642	77	3	5	5	NUM
bracis-33642	77	4	)	)	PUNCT
bracis-33642	77	5	this	this	DET
bracis-33642	77	6	way	way	NOUN
bracis-33642	77	7	,	,	PUNCT
bracis-33642	77	8	since	since	SCONJ
bracis-33642	77	9	\(v_{0	\(v_{0	PROPN
bracis-33642	77	10	}	}	PUNCT
bracis-33642	77	11	=	=	PUNCT
bracis-33642	77	12	v_{0}^{f}\	v_{0}^{f}\	NUM
bracis-33642	77	13	)	)	PUNCT
bracis-33642	77	14	,	,	PUNCT
bracis-33642	77	15	it	it	PRON
bracis-33642	77	16	is	be	AUX
bracis-33642	77	17	possible	possible	ADJ
bracis-33642	77	18	to	to	PART
bracis-33642	77	19	determine	determine	VERB
bracis-33642	77	20	the	the	DET
bracis-33642	77	21	final	final	ADJ
bracis-33642	77	22	portfolio	portfolio	NOUN
bracis-33642	77	23	value	value	NOUN
bracis-33642	77	24	at	at	ADP
bracis-33642	77	25	any	any	DET
bracis-33642	77	26	moment	moment	NOUN
bracis-33642	77	27	,	,	PUNCT
bracis-33642	77	28	$	$	SYM
bracis-33642	77	29	$	$	SYM
bracis-33642	77	30	\begin{aligned	\begin{aligne	VERB
bracis-33642	77	31	}	}	PUNCT
bracis-33642	77	32	v_{t}^{f	v_{t}^{f	PROPN
bracis-33642	77	33	}	}	PUNCT
bracis-33642	77	34	=	=	SYM
bracis-33642	77	35	v_{0	v_{0	PROPN
bracis-33642	77	36	}	}	PUNCT
bracis-33642	77	37	\	\	NOUN
bracis-33642	77	38	exp\bigl	exp\bigl	PRON
bracis-33642	77	39	(	(	PUNCT
bracis-33642	77	40	\sum	\sum	NOUN
bracis-33642	77	41	_	_	PRON
bracis-33642	77	42	{	{	PUNCT
bracis-33642	77	43	t=1}^{t	t=1}^{t	NOUN
bracis-33642	77	44	}	}	PUNCT
bracis-33642	77	45	r_{t	r_{t	PROPN
bracis-33642	77	46	}	}	PUNCT
bracis-33642	77	47	\bigl	\bigl	PROPN
bracis-33642	77	48	)	)	PUNCT
bracis-33642	77	49	,	,	PUNCT
bracis-33642	77	50	\end{aligned}$$	\end{aligned}$$	X
bracis-33642	77	51	(	(	PUNCT
bracis-33642	77	52	6	6	NUM
bracis-33642	77	53	)	)	PUNCT
bracis-33642	77	54	where	where	SCONJ
bracis-33642	77	55	t	t	PROPN
bracis-33642	77	56	is	be	AUX
bracis-33642	77	57	the	the	DET
bracis-33642	77	58	number	number	NOUN
bracis-33642	77	59	of	of	ADP
bracis-33642	77	60	time	time	NOUN
bracis-33642	77	61	steps	step	NOUN
bracis-33642	77	62	to	to	PART
bracis-33642	77	63	be	be	AUX
bracis-33642	77	64	considered	consider	VERB
bracis-33642	77	65	.	.	PUNCT
bracis-33642	78	1	in	in	ADP
bracis-33642	78	2	the	the	DET
bracis-33642	78	3	portfolio	portfolio	NOUN
bracis-33642	78	4	optimization	optimization	NOUN
bracis-33642	78	5	task	task	NOUN
bracis-33642	78	6	,	,	PUNCT
bracis-33642	78	7	a	a	DET
bracis-33642	78	8	system	system	NOUN
bracis-33642	78	9	tries	try	VERB
bracis-33642	78	10	to	to	PART
bracis-33642	78	11	determine	determine	VERB
bracis-33642	78	12	the	the	DET
bracis-33642	78	13	optimal	optimal	ADJ
bracis-33642	78	14	sequence	sequence	NOUN
bracis-33642	78	15	of	of	ADP
bracis-33642	78	16	weights	weight	NOUN
bracis-33642	78	17	vector	vector	NOUN
bracis-33642	78	18	\([\vec{w_{0	\([\vec{w_{0	PROPN
bracis-33642	78	19	}	}	PUNCT
bracis-33642	78	20	}	}	PUNCT
bracis-33642	78	21	,	,	PUNCT
bracis-33642	78	22	\vec{w_{1	\vec{w_{1	PROPN
bracis-33642	78	23	}	}	PUNCT
bracis-33642	78	24	}	}	PUNCT
bracis-33642	78	25	,	,	PUNCT
bracis-33642	78	26	...	...	PUNCT
bracis-33642	78	27	,	,	PUNCT
bracis-33642	78	28	\vec{w_{t}}]\	\vec{w_{t}}]\	PROPN
bracis-33642	78	29	)	)	PUNCT
bracis-33642	78	30	that	that	PRON
bracis-33642	78	31	maximizes	maximize	VERB
bracis-33642	78	32	the	the	DET
bracis-33642	78	33	final	final	ADJ
bracis-33642	78	34	portfolio	portfolio	NOUN
bracis-33642	78	35	value	value	NOUN
bracis-33642	78	36	\(v_{t}^{f}\	\(v_{t}^{f}\	NOUN
bracis-33642	78	37	)	)	PUNCT
bracis-33642	78	38	.	.	PUNCT
bracis-33642	79	1	4	4	NUM
bracis-33642	79	2	a	a	DET
bracis-33642	79	3	reinforcement	reinforcement	NOUN
bracis-33642	79	4	learning	learning	NOUN
bracis-33642	79	5	solution	solution	NOUN
bracis-33642	79	6	one	one	NUM
bracis-33642	79	7	way	way	NOUN
bracis-33642	79	8	to	to	PART
bracis-33642	79	9	optimize	optimize	VERB
bracis-33642	79	10	a	a	DET
bracis-33642	79	11	portfolio	portfolio	NOUN
bracis-33642	79	12	is	be	AUX
bracis-33642	79	13	to	to	PART
bracis-33642	79	14	train	train	VERB
bracis-33642	79	15	a	a	DET
bracis-33642	79	16	reinforcement	reinforcement	NOUN
bracis-33642	79	17	learning	learning	NOUN
bracis-33642	79	18	agent	agent	NOUN
bracis-33642	79	19	.	.	PUNCT
bracis-33642	80	1	in	in	ADP
bracis-33642	80	2	this	this	DET
bracis-33642	80	3	type	type	NOUN
bracis-33642	80	4	of	of	ADP
bracis-33642	80	5	learning	learning	NOUN
bracis-33642	80	6	,	,	PUNCT
bracis-33642	80	7	an	an	DET
bracis-33642	80	8	agent	agent	NOUN
bracis-33642	80	9	aims	aim	VERB
bracis-33642	80	10	to	to	PART
bracis-33642	80	11	learn	learn	VERB
bracis-33642	80	12	a	a	DET
bracis-33642	80	13	policy	policy	NOUN
bracis-33642	80	14	of	of	ADP
bracis-33642	80	15	actions	action	NOUN
bracis-33642	80	16	\(\pi	\(\pi	ADP
bracis-33642	80	17	\	\	NOUN
bracis-33642	80	18	)	)	PUNCT
bracis-33642	80	19	by	by	ADP
bracis-33642	80	20	continuously	continuously	ADV
bracis-33642	80	21	interacting	interact	VERB
bracis-33642	80	22	with	with	ADP
bracis-33642	80	23	an	an	DET
bracis-33642	80	24	environment	environment	NOUN
bracis-33642	80	25	.	.	PUNCT
bracis-33642	81	1	at	at	ADP
bracis-33642	81	2	each	each	DET
bracis-33642	81	3	time	time	NOUN
bracis-33642	81	4	step	step	NOUN
bracis-33642	81	5	t	t	PROPN
bracis-33642	81	6	,	,	PUNCT
bracis-33642	81	7	the	the	DET
bracis-33642	81	8	environment	environment	NOUN
bracis-33642	81	9	provides	provide	VERB
bracis-33642	81	10	an	an	DET
bracis-33642	81	11	observation	observation	NOUN
bracis-33642	81	12	\(o_{t}\	\(o_{t}\	ADP
bracis-33642	81	13	)	)	PUNCT
bracis-33642	81	14	that	that	PRON
bracis-33642	81	15	contains	contain	VERB
bracis-33642	81	16	information	information	NOUN
bracis-33642	81	17	about	about	ADP
bracis-33642	81	18	the	the	DET
bracis-33642	81	19	current	current	ADJ
bracis-33642	81	20	situation	situation	NOUN
bracis-33642	81	21	of	of	ADP
bracis-33642	81	22	the	the	DET
bracis-33642	81	23	environment	environment	NOUN
bracis-33642	81	24	.	.	PUNCT
bracis-33642	82	1	this	this	DET
bracis-33642	82	2	observation	observation	NOUN
bracis-33642	82	3	is	be	AUX
bracis-33642	82	4	utilized	utilize	VERB
bracis-33642	82	5	by	by	ADP
bracis-33642	82	6	the	the	DET
bracis-33642	82	7	agent	agent	NOUN
bracis-33642	82	8	to	to	PART
bracis-33642	82	9	define	define	VERB
bracis-33642	82	10	its	its	PRON
bracis-33642	82	11	state	state	NOUN
bracis-33642	82	12	\(s_{t}\	\(s_{t}\	NOUN
bracis-33642	82	13	)	)	PUNCT
bracis-33642	82	14	,	,	PUNCT
bracis-33642	82	15	which	which	PRON
bracis-33642	82	16	is	be	AUX
bracis-33642	82	17	used	use	VERB
bracis-33642	82	18	as	as	ADP
bracis-33642	82	19	input	input	NOUN
bracis-33642	82	20	in	in	ADP
bracis-33642	82	21	the	the	DET
bracis-33642	82	22	agent	agent	NOUN
bracis-33642	82	23	’s	’s	PART
bracis-33642	82	24	policy	policy	NOUN
bracis-33642	82	25	\(\pi	\(\pi	ADP
bracis-33642	82	26	\	\	NOUN
bracis-33642	82	27	)	)	PUNCT
bracis-33642	82	28	in	in	ADP
bracis-33642	82	29	order	order	NOUN
bracis-33642	82	30	to	to	PART
bracis-33642	82	31	generate	generate	VERB
bracis-33642	82	32	an	an	DET
bracis-33642	82	33	action	action	NOUN
bracis-33642	82	34	\(a_{t}\	\(a_{t}\	NOUN
bracis-33642	82	35	)	)	PUNCT
bracis-33642	82	36	to	to	PART
bracis-33642	82	37	be	be	AUX
bracis-33642	82	38	applied	apply	VERB
bracis-33642	82	39	in	in	ADP
bracis-33642	82	40	the	the	DET
bracis-33642	82	41	environment	environment	NOUN
bracis-33642	82	42	(	(	PUNCT
bracis-33642	82	43	the	the	DET
bracis-33642	82	44	policy	policy	NOUN
bracis-33642	82	45	can	can	AUX
bracis-33642	82	46	,	,	PUNCT
bracis-33642	82	47	thus	thus	ADV
bracis-33642	82	48	,	,	PUNCT
bracis-33642	82	49	be	be	AUX
bracis-33642	82	50	seen	see	VERB
bracis-33642	82	51	as	as	ADP
bracis-33642	82	52	a	a	DET
bracis-33642	82	53	mapping	mapping	NOUN
bracis-33642	82	54	\(\pi	\(\pi	PROPN
bracis-33642	82	55	:	:	PUNCT
bracis-33642	82	56	s	s	PROPN
bracis-33642	82	57	\rightarrow	\rightarrow	PROPN
bracis-33642	82	58	a\	a\	PROPN
bracis-33642	82	59	)	)	PUNCT
bracis-33642	82	60	)	)	PUNCT
bracis-33642	82	61	.	.	PUNCT
bracis-33642	83	1	when	when	SCONJ
bracis-33642	83	2	the	the	DET
bracis-33642	83	3	agent	agent	NOUN
bracis-33642	83	4	performs	perform	VERB
bracis-33642	83	5	an	an	DET
bracis-33642	83	6	action	action	NOUN
bracis-33642	83	7	in	in	ADP
bracis-33642	83	8	the	the	DET
bracis-33642	83	9	environment	environment	NOUN
bracis-33642	83	10	,	,	PUNCT
bracis-33642	83	11	the	the	DET
bracis-33642	83	12	latter	latter	ADJ
bracis-33642	83	13	returns	return	VERB
bracis-33642	83	14	a	a	DET
bracis-33642	83	15	reward	reward	NOUN
bracis-33642	83	16	\(r_{t}\	\(r_{t}\	ADP
bracis-33642	83	17	)	)	PUNCT
bracis-33642	83	18	,	,	PUNCT
bracis-33642	83	19	a	a	DET
bracis-33642	83	20	numeric	numeric	ADJ
bracis-33642	83	21	value	value	NOUN
bracis-33642	83	22	which	which	PRON
bracis-33642	83	23	is	be	AUX
bracis-33642	83	24	determined	determine	VERB
bracis-33642	83	25	based	base	VERB
bracis-33642	83	26	on	on	ADP
bracis-33642	83	27	the	the	DET
bracis-33642	83	28	outcome	outcome	NOUN
bracis-33642	83	29	of	of	ADP
bracis-33642	83	30	the	the	DET
bracis-33642	83	31	performed	performed	ADJ
bracis-33642	83	32	action	action	NOUN
bracis-33642	83	33	:	:	PUNCT
bracis-33642	83	34	actions	action	NOUN
bracis-33642	83	35	that	that	PRON
bracis-33642	83	36	yield	yield	VERB
bracis-33642	83	37	good	good	ADJ
bracis-33642	83	38	outcomes	outcome	NOUN
bracis-33642	83	39	produce	produce	VERB
bracis-33642	83	40	higher	high	ADJ
bracis-33642	83	41	rewards	reward	NOUN
bracis-33642	83	42	.	.	PUNCT
bracis-33642	84	1	the	the	DET
bracis-33642	84	2	objective	objective	NOUN
bracis-33642	84	3	of	of	ADP
bracis-33642	84	4	the	the	DET
bracis-33642	84	5	reinforcement	reinforcement	NOUN
bracis-33642	84	6	learning	learning	NOUN
bracis-33642	84	7	is	be	AUX
bracis-33642	84	8	to	to	PART
bracis-33642	84	9	iteratively	iteratively	ADV
bracis-33642	84	10	generate	generate	VERB
bracis-33642	84	11	a	a	DET
bracis-33642	84	12	policy	policy	NOUN
bracis-33642	84	13	that	that	PRON
bracis-33642	84	14	maximizes	maximize	VERB
bracis-33642	84	15	the	the	DET
bracis-33642	84	16	expected	expect	VERB
bracis-33642	84	17	sum	sum	NOUN
bracis-33642	84	18	of	of	ADP
bracis-33642	84	19	the	the	DET
bracis-33642	84	20	rewards	reward	NOUN
bracis-33642	84	21	received	receive	VERB
bracis-33642	84	22	by	by	ADP
bracis-33642	84	23	the	the	DET
bracis-33642	84	24	agent	agent	NOUN
bracis-33642	84	25	.	.	PUNCT
bracis-33642	85	1	in	in	ADP
bracis-33642	85	2	order	order	NOUN
bracis-33642	85	3	to	to	PART
bracis-33642	85	4	apply	apply	VERB
bracis-33642	85	5	this	this	DET
bracis-33642	85	6	approach	approach	NOUN
bracis-33642	85	7	to	to	ADP
bracis-33642	85	8	the	the	DET
bracis-33642	85	9	portfolio	portfolio	NOUN
bracis-33642	85	10	optimization	optimization	NOUN
bracis-33642	85	11	task	task	NOUN
bracis-33642	85	12	,	,	PUNCT
bracis-33642	85	13	it	it	PRON
bracis-33642	85	14	is	be	AUX
bracis-33642	85	15	necessary	necessary	ADJ
bracis-33642	85	16	to	to	PART
bracis-33642	85	17	define	define	VERB
bracis-33642	85	18	a	a	DET
bracis-33642	85	19	policy	policy	NOUN
bracis-33642	85	20	that	that	PRON
bracis-33642	85	21	can	can	AUX
bracis-33642	85	22	not	not	PART
bracis-33642	85	23	only	only	ADV
bracis-33642	85	24	handle	handle	VERB
bracis-33642	85	25	a	a	DET
bracis-33642	85	26	continuous	continuous	ADJ
bracis-33642	85	27	state	state	NOUN
bracis-33642	85	28	space	space	NOUN
bracis-33642	85	29	but	but	CCONJ
bracis-33642	85	30	also	also	ADV
bracis-33642	85	31	a	a	DET
bracis-33642	85	32	continuous	continuous	ADJ
bracis-33642	85	33	action	action	NOUN
bracis-33642	85	34	space	space	NOUN
bracis-33642	85	35	.	.	PUNCT
bracis-33642	86	1	as	as	SCONJ
bracis-33642	86	2	stated	state	VERB
bracis-33642	86	3	before	before	ADV
bracis-33642	86	4	,	,	PUNCT
bracis-33642	86	5	the	the	DET
bracis-33642	86	6	policy	policy	NOUN
bracis-33642	86	7	can	can	AUX
bracis-33642	86	8	be	be	AUX
bracis-33642	86	9	seen	see	VERB
bracis-33642	86	10	as	as	ADP
bracis-33642	86	11	a	a	DET
bracis-33642	86	12	mapping	mapping	NOUN
bracis-33642	86	13	\(\pi	\(\pi	PROPN
bracis-33642	86	14	:	:	PUNCT
bracis-33642	86	15	s	s	PROPN
bracis-33642	86	16	\rightarrow	\rightarrow	PROPN
bracis-33642	86	17	a\	a\	PROPN
bracis-33642	86	18	)	)	PUNCT
bracis-33642	86	19	,	,	PUNCT
bracis-33642	86	20	so	so	SCONJ
bracis-33642	86	21	it	it	PRON
bracis-33642	86	22	would	would	AUX
bracis-33642	86	23	be	be	AUX
bracis-33642	86	24	necessary	necessary	ADJ
bracis-33642	86	25	to	to	PART
bracis-33642	86	26	implement	implement	VERB
bracis-33642	86	27	a	a	DET
bracis-33642	86	28	function	function	NOUN
bracis-33642	86	29	that	that	PRON
bracis-33642	86	30	maps	map	VERB
bracis-33642	86	31	every	every	DET
bracis-33642	86	32	possible	possible	ADJ
bracis-33642	86	33	state	state	NOUN
bracis-33642	86	34	value	value	NOUN
bracis-33642	86	35	to	to	ADP
bracis-33642	86	36	a	a	DET
bracis-33642	86	37	specific	specific	ADJ
bracis-33642	86	38	action	action	NOUN
bracis-33642	86	39	,	,	PUNCT
bracis-33642	86	40	something	something	PRON
bracis-33642	86	41	not	not	PART
bracis-33642	86	42	computationally	computationally	ADV
bracis-33642	86	43	viable	viable	ADJ
bracis-33642	86	44	.	.	PUNCT
bracis-33642	87	1	since	since	SCONJ
bracis-33642	87	2	this	this	DET
bracis-33642	87	3	issue	issue	NOUN
bracis-33642	87	4	is	be	AUX
bracis-33642	87	5	present	present	ADJ
bracis-33642	87	6	in	in	ADP
bracis-33642	87	7	many	many	ADJ
bracis-33642	87	8	real	real	ADJ
bracis-33642	87	9	-	-	PUNCT
bracis-33642	87	10	world	world	NOUN
bracis-33642	87	11	tasks	task	NOUN
bracis-33642	87	12	,	,	PUNCT
bracis-33642	87	13	deep	deep	ADJ
bracis-33642	87	14	reinforcement	reinforcement	NOUN
bracis-33642	87	15	learning	learning	NOUN
bracis-33642	87	16	(	(	PUNCT
bracis-33642	87	17	drl	drl	PROPN
bracis-33642	87	18	)	)	PUNCT
bracis-33642	88	1	[	[	X
bracis-33642	88	2	16	16	NUM
bracis-33642	88	3	]	]	X
bracis-33642	88	4	solutions	solution	NOUN
bracis-33642	88	5	were	be	AUX
bracis-33642	88	6	designed	design	VERB
bracis-33642	88	7	to	to	PART
bracis-33642	88	8	solve	solve	VERB
bracis-33642	88	9	it	it	PRON
bracis-33642	88	10	by	by	ADP
bracis-33642	88	11	using	use	VERB
bracis-33642	88	12	neural	neural	ADJ
bracis-33642	88	13	networks	network	NOUN
bracis-33642	88	14	as	as	ADP
bracis-33642	88	15	a	a	DET
bracis-33642	88	16	function	function	NOUN
bracis-33642	88	17	that	that	PRON
bracis-33642	88	18	can	can	AUX
bracis-33642	88	19	manage	manage	VERB
bracis-33642	88	20	continuous	continuous	ADJ
bracis-33642	88	21	values	value	NOUN
bracis-33642	88	22	and	and	CCONJ
bracis-33642	88	23	that	that	PRON
bracis-33642	88	24	approximates	approximate	VERB
bracis-33642	88	25	close	close	ADJ
bracis-33642	88	26	ones	one	NOUN
bracis-33642	88	27	,	,	PUNCT
bracis-33642	88	28	generalizing	generalize	VERB
bracis-33642	88	29	the	the	DET
bracis-33642	88	30	state	state	NOUN
bracis-33642	88	31	and	and	CCONJ
bracis-33642	88	32	the	the	DET
bracis-33642	88	33	action	action	NOUN
bracis-33642	88	34	space	space	NOUN
bracis-33642	88	35	.	.	PUNCT
bracis-33642	89	1	drl	drl	PROPN
bracis-33642	89	2	has	have	AUX
bracis-33642	89	3	achieved	achieve	VERB
bracis-33642	89	4	remarkable	remarkable	ADJ
bracis-33642	89	5	results	result	NOUN
bracis-33642	89	6	in	in	ADP
bracis-33642	89	7	many	many	ADJ
bracis-33642	89	8	tasks	task	NOUN
bracis-33642	89	9	[	[	X
bracis-33642	89	10	7	7	NUM
bracis-33642	89	11	,	,	PUNCT
bracis-33642	89	12	27	27	NUM
bracis-33642	89	13	]	]	PUNCT
bracis-33642	89	14	and	and	CCONJ
bracis-33642	89	15	,	,	PUNCT
bracis-33642	89	16	for	for	ADP
bracis-33642	89	17	that	that	DET
bracis-33642	89	18	reason	reason	NOUN
bracis-33642	89	19	,	,	PUNCT
bracis-33642	89	20	it	it	PRON
bracis-33642	89	21	is	be	AUX
bracis-33642	89	22	utilized	utilize	VERB
bracis-33642	89	23	in	in	ADP
bracis-33642	89	24	the	the	DET
bracis-33642	89	25	portfolio	portfolio	NOUN
bracis-33642	89	26	optimization	optimization	NOUN
bracis-33642	89	27	task	task	NOUN
bracis-33642	89	28	.	.	PUNCT
bracis-33642	90	1	in	in	ADP
bracis-33642	90	2	this	this	DET
bracis-33642	90	3	work	work	NOUN
bracis-33642	90	4	,	,	PUNCT
bracis-33642	90	5	the	the	DET
bracis-33642	90	6	agent	agent	NOUN
bracis-33642	90	7	’s	’s	PART
bracis-33642	90	8	state	state	NOUN
bracis-33642	90	9	space	space	NOUN
bracis-33642	90	10	,	,	PUNCT
bracis-33642	90	11	the	the	DET
bracis-33642	90	12	action	action	NOUN
bracis-33642	90	13	space	space	NOUN
bracis-33642	90	14	and	and	CCONJ
bracis-33642	90	15	the	the	DET
bracis-33642	90	16	reward	reward	NOUN
bracis-33642	90	17	function	function	NOUN
bracis-33642	90	18	are	be	AUX
bracis-33642	90	19	modeled	model	VERB
bracis-33642	90	20	as	as	SCONJ
bracis-33642	90	21	follows	follow	VERB
bracis-33642	90	22	:	:	PUNCT
bracis-33642	90	23	state	state	NOUN
bracis-33642	90	24	space	space	NOUN
bracis-33642	90	25	:	:	PUNCT
bracis-33642	90	26	the	the	DET
bracis-33642	90	27	agent	agent	NOUN
bracis-33642	90	28	can	can	AUX
bracis-33642	90	29	utilize	utilize	VERB
bracis-33642	90	30	any	any	DET
bracis-33642	90	31	time	time	NOUN
bracis-33642	90	32	series	series	NOUN
bracis-33642	90	33	that	that	PRON
bracis-33642	90	34	contains	contain	VERB
bracis-33642	90	35	historical	historical	ADJ
bracis-33642	90	36	values	value	NOUN
bracis-33642	90	37	related	relate	VERB
bracis-33642	90	38	to	to	ADP
bracis-33642	90	39	each	each	DET
bracis-33642	90	40	asset	asset	NOUN
bracis-33642	90	41	in	in	ADP
bracis-33642	90	42	the	the	DET
bracis-33642	90	43	portfolio	portfolio	NOUN
bracis-33642	90	44	.	.	PUNCT
bracis-33642	91	1	the	the	DET
bracis-33642	91	2	size	size	NOUN
bracis-33642	91	3	of	of	ADP
bracis-33642	91	4	this	this	DET
bracis-33642	91	5	time	time	NOUN
bracis-33642	91	6	series	series	PROPN
bracis-33642	91	7	t	t	PROPN
bracis-33642	91	8	represents	represent	VERB
bracis-33642	91	9	the	the	DET
bracis-33642	91	10	number	number	NOUN
bracis-33642	91	11	of	of	ADP
bracis-33642	91	12	historical	historical	ADJ
bracis-33642	91	13	values	value	NOUN
bracis-33642	91	14	that	that	PRON
bracis-33642	91	15	are	be	AUX
bracis-33642	91	16	considered	consider	VERB
bracis-33642	91	17	in	in	ADP
bracis-33642	91	18	the	the	DET
bracis-33642	91	19	state	state	NOUN
bracis-33642	91	20	.	.	PUNCT
bracis-33642	92	1	therefore	therefore	ADV
bracis-33642	92	2	,	,	PUNCT
bracis-33642	92	3	for	for	ADP
bracis-33642	92	4	a	a	DET
bracis-33642	92	5	portfolio	portfolio	NOUN
bracis-33642	92	6	composed	compose	VERB
bracis-33642	92	7	of	of	ADP
bracis-33642	92	8	n	n	DET
bracis-33642	92	9	assets	asset	NOUN
bracis-33642	92	10	,	,	PUNCT
bracis-33642	92	11	the	the	DET
bracis-33642	92	12	time	time	NOUN
bracis-33642	92	13	series	series	PROPN
bracis-33642	92	14	can	can	AUX
bracis-33642	92	15	be	be	AUX
bracis-33642	92	16	represented	represent	VERB
bracis-33642	92	17	as	as	ADP
bracis-33642	92	18	a	a	DET
bracis-33642	92	19	matrix	matrix	NOUN
bracis-33642	92	20	of	of	ADP
bracis-33642	92	21	sizes	size	NOUN
bracis-33642	92	22	(	(	PUNCT
bracis-33642	92	23	n	n	CCONJ
bracis-33642	92	24	,	,	PUNCT
bracis-33642	92	25	 	 	SPACE
bracis-33642	92	26	t	t	PROPN
bracis-33642	92	27	)	)	PUNCT
bracis-33642	92	28	.	.	PUNCT
bracis-33642	93	1	this	this	DET
bracis-33642	93	2	matrix	matrix	NOUN
bracis-33642	93	3	representation	representation	NOUN
bracis-33642	93	4	,	,	PUNCT
bracis-33642	93	5	however	however	ADV
bracis-33642	93	6	,	,	PUNCT
bracis-33642	93	7	only	only	ADV
bracis-33642	93	8	represents	represent	VERB
bracis-33642	93	9	a	a	DET
bracis-33642	93	10	single	single	ADJ
bracis-33642	93	11	feature	feature	NOUN
bracis-33642	93	12	and	and	CCONJ
bracis-33642	93	13	,	,	PUNCT
bracis-33642	93	14	in	in	ADP
bracis-33642	93	15	the	the	DET
bracis-33642	93	16	portfolio	portfolio	NOUN
bracis-33642	93	17	optimization	optimization	NOUN
bracis-33642	93	18	task	task	NOUN
bracis-33642	93	19	,	,	PUNCT
bracis-33642	93	20	usually	usually	ADV
bracis-33642	93	21	multiple	multiple	ADJ
bracis-33642	93	22	features	feature	NOUN
bracis-33642	93	23	are	be	AUX
bracis-33642	93	24	used	use	VERB
bracis-33642	93	25	in	in	ADP
bracis-33642	93	26	the	the	DET
bracis-33642	93	27	state	state	NOUN
bracis-33642	93	28	representation	representation	NOUN
bracis-33642	93	29	:	:	PUNCT
bracis-33642	93	30	weng	weng	PROPN
bracis-33642	93	31	et	et	PROPN
bracis-33642	93	32	al	al	PROPN
bracis-33642	93	33	.	.	PUNCT
bracis-33642	94	1	[	[	X
bracis-33642	94	2	35	35	NUM
bracis-33642	94	3	]	]	PUNCT
bracis-33642	94	4	,	,	PUNCT
bracis-33642	94	5	for	for	ADP
bracis-33642	94	6	example	example	NOUN
bracis-33642	94	7	,	,	PUNCT
bracis-33642	94	8	shows	show	VERB
bracis-33642	94	9	that	that	SCONJ
bracis-33642	94	10	the	the	DET
bracis-33642	94	11	time	time	NOUN
bracis-33642	94	12	series	series	NOUN
bracis-33642	94	13	of	of	ADP
bracis-33642	94	14	closing	closing	NOUN
bracis-33642	94	15	,	,	PUNCT
bracis-33642	94	16	high	high	ADJ
bracis-33642	94	17	and	and	CCONJ
bracis-33642	94	18	low	low	ADJ
bracis-33642	94	19	prices	price	NOUN
bracis-33642	94	20	of	of	ADP
bracis-33642	94	21	assets	asset	NOUN
bracis-33642	94	22	are	be	AUX
bracis-33642	94	23	the	the	DET
bracis-33642	94	24	most	most	ADV
bracis-33642	94	25	important	important	ADJ
bracis-33642	94	26	features	feature	NOUN
bracis-33642	94	27	in	in	ADP
bracis-33642	94	28	an	an	DET
bracis-33642	94	29	rl	rl	NOUN
bracis-33642	94	30	agent	agent	NOUN
bracis-33642	94	31	,	,	PUNCT
bracis-33642	94	32	but	but	CCONJ
bracis-33642	94	33	other	other	ADJ
bracis-33642	94	34	features	feature	NOUN
bracis-33642	94	35	such	such	ADJ
bracis-33642	94	36	as	as	ADP
bracis-33642	94	37	the	the	DET
bracis-33642	94	38	time	time	NOUN
bracis-33642	94	39	series	series	NOUN
bracis-33642	94	40	of	of	ADP
bracis-33642	94	41	indicators	indicator	NOUN
bracis-33642	94	42	and	and	CCONJ
bracis-33642	94	43	transaction	transaction	NOUN
bracis-33642	94	44	volumes	volume	NOUN
bracis-33642	94	45	can	can	AUX
bracis-33642	94	46	also	also	ADV
bracis-33642	94	47	be	be	AUX
bracis-33642	94	48	used	use	VERB
bracis-33642	94	49	.	.	PUNCT
bracis-33642	95	1	this	this	DET
bracis-33642	95	2	way	way	NOUN
bracis-33642	95	3	,	,	PUNCT
bracis-33642	95	4	the	the	DET
bracis-33642	95	5	state	state	NOUN
bracis-33642	95	6	space	space	NOUN
bracis-33642	95	7	is	be	AUX
bracis-33642	95	8	a	a	DET
bracis-33642	95	9	three	three	NUM
bracis-33642	95	10	-	-	PUNCT
bracis-33642	95	11	dimensional	dimensional	ADJ
bracis-33642	95	12	matrix	matrix	NOUN
bracis-33642	95	13	of	of	ADP
bracis-33642	95	14	sizes	size	NOUN
bracis-33642	95	15	(	(	PUNCT
bracis-33642	95	16	f	f	X
bracis-33642	95	17	,	,	PUNCT
bracis-33642	95	18	 	 	SPACE
bracis-33642	95	19	n	n	CCONJ
bracis-33642	95	20	,	,	PUNCT
bracis-33642	95	21	 	 	SPACE
bracis-33642	95	22	t	t	PROPN
bracis-33642	95	23	)	)	PUNCT
bracis-33642	95	24	,	,	PUNCT
bracis-33642	95	25	in	in	ADP
bracis-33642	95	26	which	which	PRON
bracis-33642	95	27	f	f	PROPN
bracis-33642	95	28	represents	represent	VERB
bracis-33642	95	29	the	the	DET
bracis-33642	95	30	number	number	NOUN
bracis-33642	95	31	of	of	ADP
bracis-33642	95	32	features	feature	NOUN
bracis-33642	95	33	,	,	PUNCT
bracis-33642	95	34	n	n	PRON
bracis-33642	95	35	denotes	denote	VERB
bracis-33642	95	36	the	the	DET
bracis-33642	95	37	number	number	NOUN
bracis-33642	95	38	of	of	ADP
bracis-33642	95	39	assets	asset	NOUN
bracis-33642	95	40	in	in	ADP
bracis-33642	95	41	the	the	DET
bracis-33642	95	42	portfolio	portfolio	NOUN
bracis-33642	95	43	and	and	CCONJ
bracis-33642	95	44	t	t	PROPN
bracis-33642	95	45	is	be	AUX
bracis-33642	95	46	the	the	DET
bracis-33642	95	47	size	size	NOUN
bracis-33642	95	48	of	of	ADP
bracis-33642	95	49	the	the	DET
bracis-33642	95	50	time	time	NOUN
bracis-33642	95	51	window	window	NOUN
bracis-33642	95	52	of	of	ADP
bracis-33642	95	53	the	the	DET
bracis-33642	95	54	time	time	NOUN
bracis-33642	95	55	series	series	NOUN
bracis-33642	95	56	.	.	PUNCT
bracis-33642	96	1	it	it	PRON
bracis-33642	96	2	is	be	AUX
bracis-33642	96	3	important	important	ADJ
bracis-33642	96	4	to	to	PART
bracis-33642	96	5	highlight	highlight	VERB
bracis-33642	96	6	that	that	PRON
bracis-33642	96	7	,	,	PUNCT
bracis-33642	96	8	in	in	ADP
bracis-33642	96	9	this	this	DET
bracis-33642	96	10	work	work	NOUN
bracis-33642	96	11	,	,	PUNCT
bracis-33642	96	12	all	all	DET
bracis-33642	96	13	the	the	DET
bracis-33642	96	14	time	time	NOUN
bracis-33642	96	15	series	series	NOUN
bracis-33642	96	16	used	use	VERB
bracis-33642	96	17	as	as	ADP
bracis-33642	96	18	feature	feature	NOUN
bracis-33642	96	19	in	in	ADP
bracis-33642	96	20	the	the	DET
bracis-33642	96	21	state	state	NOUN
bracis-33642	96	22	space	space	NOUN
bracis-33642	96	23	must	must	AUX
bracis-33642	96	24	have	have	VERB
bracis-33642	96	25	the	the	DET
bracis-33642	96	26	same	same	ADJ
bracis-33642	96	27	time	time	NOUN
bracis-33642	96	28	window	window	NOUN
bracis-33642	96	29	and	and	CCONJ
bracis-33642	96	30	,	,	PUNCT
bracis-33642	96	31	thus	thus	ADV
bracis-33642	96	32	,	,	PUNCT
bracis-33642	96	33	the	the	DET
bracis-33642	96	34	same	same	ADJ
bracis-33642	96	35	number	number	NOUN
bracis-33642	96	36	of	of	ADP
bracis-33642	96	37	values	value	NOUN
bracis-33642	96	38	.	.	PUNCT
bracis-33642	97	1	figure	figure	NOUN
bracis-33642	97	2	 	 	SPACE
bracis-33642	97	3	2	2	NUM
bracis-33642	97	4	contains	contain	VERB
bracis-33642	97	5	a	a	DET
bracis-33642	97	6	diagram	diagram	NOUN
bracis-33642	97	7	representing	represent	VERB
bracis-33642	97	8	how	how	SCONJ
bracis-33642	97	9	a	a	DET
bracis-33642	97	10	time	time	NOUN
bracis-33642	97	11	series	series	NOUN
bracis-33642	97	12	can	can	AUX
bracis-33642	97	13	be	be	AUX
bracis-33642	97	14	used	use	VERB
bracis-33642	97	15	as	as	ADP
bracis-33642	97	16	a	a	DET
bracis-33642	97	17	feature	feature	NOUN
bracis-33642	97	18	to	to	PART
bracis-33642	97	19	build	build	VERB
bracis-33642	97	20	the	the	DET
bracis-33642	97	21	state	state	NOUN
bracis-33642	97	22	of	of	ADP
bracis-33642	97	23	the	the	DET
bracis-33642	97	24	agent	agent	NOUN
bracis-33642	97	25	.	.	PUNCT
bracis-33642	98	1	action	action	NOUN
bracis-33642	98	2	space	space	NOUN
bracis-33642	98	3	:	:	PUNCT
bracis-33642	98	4	at	at	ADP
bracis-33642	98	5	each	each	DET
bracis-33642	98	6	time	time	NOUN
bracis-33642	98	7	step	step	NOUN
bracis-33642	98	8	t	t	PROPN
bracis-33642	98	9	,	,	PUNCT
bracis-33642	98	10	the	the	DET
bracis-33642	98	11	agent	agent	NOUN
bracis-33642	98	12	is	be	AUX
bracis-33642	98	13	responsible	responsible	ADJ
bracis-33642	98	14	to	to	PART
bracis-33642	98	15	provide	provide	VERB
bracis-33642	98	16	the	the	DET
bracis-33642	98	17	weights	weight	NOUN
bracis-33642	98	18	vector	vector	PROPN
bracis-33642	98	19	\(\vec{w_{t}}\	\(\vec{w_{t}}\	ADJ
bracis-33642	98	20	)	)	PUNCT
bracis-33642	98	21	to	to	ADP
bracis-33642	98	22	the	the	DET
bracis-33642	98	23	environment	environment	NOUN
bracis-33642	98	24	so	so	SCONJ
bracis-33642	98	25	that	that	SCONJ
bracis-33642	98	26	it	it	PRON
bracis-33642	98	27	can	can	AUX
bracis-33642	98	28	be	be	AUX
bracis-33642	98	29	used	use	VERB
bracis-33642	98	30	to	to	PART
bracis-33642	98	31	rebalance	rebalance	VERB
bracis-33642	98	32	the	the	DET
bracis-33642	98	33	portfolio	portfolio	NOUN
bracis-33642	98	34	as	as	SCONJ
bracis-33642	98	35	explained	explain	VERB
bracis-33642	98	36	in	in	ADP
bracis-33642	98	37	sect	sect	NOUN
bracis-33642	98	38	.	.	PUNCT
bracis-33642	98	39	 	 	SPACE
bracis-33642	99	1	3	3	X
bracis-33642	99	2	.	.	PUNCT
bracis-33642	99	3	therefore	therefore	ADV
bracis-33642	99	4	,	,	PUNCT
bracis-33642	99	5	the	the	DET
bracis-33642	99	6	action	action	NOUN
bracis-33642	99	7	space	space	NOUN
bracis-33642	99	8	is	be	AUX
bracis-33642	99	9	a	a	DET
bracis-33642	99	10	vector	vector	NOUN
bracis-33642	99	11	of	of	ADP
bracis-33642	99	12	size	size	NOUN
bracis-33642	99	13	\((n+1)\	\((n+1)\	NOUN
bracis-33642	99	14	)	)	PUNCT
bracis-33642	99	15	,	,	PUNCT
bracis-33642	99	16	where	where	SCONJ
bracis-33642	99	17	n	n	PRON
bracis-33642	99	18	is	be	AUX
bracis-33642	99	19	the	the	DET
bracis-33642	99	20	number	number	NOUN
bracis-33642	99	21	of	of	ADP
bracis-33642	99	22	assets	asset	NOUN
bracis-33642	99	23	in	in	ADP
bracis-33642	99	24	the	the	DET
bracis-33642	99	25	portfolio	portfolio	NOUN
bracis-33642	99	26	.	.	PUNCT
bracis-33642	100	1	reward	reward	NOUN
bracis-33642	100	2	function	function	NOUN
bracis-33642	100	3	:	:	PUNCT
bracis-33642	100	4	since	since	SCONJ
bracis-33642	100	5	the	the	DET
bracis-33642	100	6	agent	agent	NOUN
bracis-33642	100	7	’s	’s	PART
bracis-33642	100	8	goal	goal	NOUN
bracis-33642	100	9	is	be	AUX
bracis-33642	100	10	to	to	PART
bracis-33642	100	11	maximize	maximize	VERB
bracis-33642	100	12	the	the	DET
bracis-33642	100	13	expected	expect	VERB
bracis-33642	100	14	sum	sum	NOUN
bracis-33642	100	15	of	of	ADP
bracis-33642	100	16	rewards	reward	NOUN
bracis-33642	100	17	received	receive	VERB
bracis-33642	100	18	at	at	ADP
bracis-33642	100	19	each	each	DET
bracis-33642	100	20	time	time	NOUN
bracis-33642	100	21	step	step	NOUN
bracis-33642	100	22	,	,	PUNCT
bracis-33642	100	23	the	the	DET
bracis-33642	100	24	reward	reward	NOUN
bracis-33642	100	25	function	function	NOUN
bracis-33642	100	26	plays	play	VERB
bracis-33642	100	27	a	a	DET
bracis-33642	100	28	crucial	crucial	ADJ
bracis-33642	100	29	role	role	NOUN
bracis-33642	100	30	in	in	ADP
bracis-33642	100	31	defining	define	VERB
bracis-33642	100	32	the	the	DET
bracis-33642	100	33	learning	learning	NOUN
bracis-33642	100	34	objective	objective	NOUN
bracis-33642	100	35	.	.	PUNCT
bracis-33642	101	1	consequently	consequently	ADV
bracis-33642	101	2	,	,	PUNCT
bracis-33642	101	3	there	there	PRON
bracis-33642	101	4	are	be	VERB
bracis-33642	101	5	numerous	numerous	ADJ
bracis-33642	101	6	potential	potential	ADJ
bracis-33642	101	7	functions	function	NOUN
bracis-33642	101	8	that	that	PRON
bracis-33642	101	9	can	can	AUX
bracis-33642	101	10	be	be	AUX
bracis-33642	101	11	employed	employ	VERB
bracis-33642	101	12	.	.	PUNCT
bracis-33642	102	1	in	in	ADP
bracis-33642	102	2	the	the	DET
bracis-33642	102	3	context	context	NOUN
bracis-33642	102	4	of	of	ADP
bracis-33642	102	5	portfolio	portfolio	NOUN
bracis-33642	102	6	optimization	optimization	NOUN
bracis-33642	102	7	,	,	PUNCT
bracis-33642	102	8	any	any	DET
bracis-33642	102	9	metric	metric	NOUN
bracis-33642	102	10	of	of	ADP
bracis-33642	102	11	profit	profit	NOUN
bracis-33642	102	12	,	,	PUNCT
bracis-33642	102	13	risk	risk	NOUN
bracis-33642	102	14	,	,	PUNCT
bracis-33642	102	15	or	or	CCONJ
bracis-33642	102	16	financial	financial	ADJ
bracis-33642	102	17	indicator	indicator	NOUN
bracis-33642	102	18	can	can	AUX
bracis-33642	102	19	be	be	AUX
bracis-33642	102	20	used	use	VERB
bracis-33642	102	21	.	.	PUNCT
bracis-33642	103	1	in	in	ADP
bracis-33642	103	2	this	this	DET
bracis-33642	103	3	work	work	NOUN
bracis-33642	103	4	,	,	PUNCT
bracis-33642	103	5	we	we	PRON
bracis-33642	103	6	utilize	utilize	VERB
bracis-33642	103	7	the	the	DET
bracis-33642	103	8	logarithmic	logarithmic	ADJ
bracis-33642	103	9	rate	rate	NOUN
bracis-33642	103	10	of	of	ADP
bracis-33642	103	11	return	return	NOUN
bracis-33642	103	12	,	,	PUNCT
bracis-33642	103	13	as	as	SCONJ
bracis-33642	103	14	introduced	introduce	VERB
bracis-33642	103	15	in	in	ADP
bracis-33642	103	16	eq	eq	PROPN
bracis-33642	103	17	.	.	PUNCT
bracis-33642	103	18	 	 	SPACE
bracis-33642	103	19	5	5	NUM
bracis-33642	103	20	,	,	PUNCT
bracis-33642	103	21	to	to	PART
bracis-33642	103	22	construct	construct	VERB
bracis-33642	103	23	the	the	DET
bracis-33642	103	24	reward	reward	NOUN
bracis-33642	103	25	function	function	NOUN
bracis-33642	103	26	.	.	PUNCT
bracis-33642	104	1	this	this	DET
bracis-33642	104	2	choice	choice	NOUN
bracis-33642	104	3	trains	train	VERB
bracis-33642	104	4	the	the	DET
bracis-33642	104	5	agent	agent	NOUN
bracis-33642	104	6	to	to	PART
bracis-33642	104	7	maximize	maximize	VERB
bracis-33642	104	8	profit	profit	NOUN
bracis-33642	104	9	effectively	effectively	ADV
bracis-33642	104	10	.	.	PUNCT
bracis-33642	105	1	fig	fig	NOUN
bracis-33642	105	2	.	.	PUNCT
bracis-33642	106	1	2	2	X
bracis-33642	106	2	.	.	X
bracis-33642	106	3	visual	visual	ADJ
bracis-33642	106	4	representation	representation	NOUN
bracis-33642	106	5	of	of	ADP
bracis-33642	106	6	state	state	NOUN
bracis-33642	106	7	space	space	NOUN
bracis-33642	106	8	highlighting	highlight	VERB
bracis-33642	106	9	how	how	SCONJ
bracis-33642	106	10	a	a	DET
bracis-33642	106	11	specific	specific	ADJ
bracis-33642	106	12	feature	feature	NOUN
bracis-33642	106	13	is	be	AUX
bracis-33642	106	14	used	use	VERB
bracis-33642	106	15	to	to	PART
bracis-33642	106	16	construct	construct	VERB
bracis-33642	106	17	the	the	DET
bracis-33642	106	18	final	final	ADJ
bracis-33642	106	19	three	three	NUM
bracis-33642	106	20	-	-	PUNCT
bracis-33642	106	21	dimensional	dimensional	ADJ
bracis-33642	106	22	structure	structure	NOUN
bracis-33642	106	23	.	.	PUNCT
bracis-33642	107	1	full	full	ADJ
bracis-33642	107	2	size	size	NOUN
bracis-33642	107	3	image	image	NOUN
bracis-33642	107	4	5	5	NUM
bracis-33642	107	5	rlportfolio	rlportfolio	NOUN
bracis-33642	107	6	:	:	PUNCT
bracis-33642	107	7	implementing	implement	VERB
bracis-33642	107	8	the	the	DET
bracis-33642	107	9	 	 	SPACE
bracis-33642	107	10	rl	rl	NOUN
bracis-33642	107	11	solution	solution	NOUN
bracis-33642	107	12	given	give	VERB
bracis-33642	107	13	the	the	DET
bracis-33642	107	14	lack	lack	NOUN
bracis-33642	107	15	of	of	ADP
bracis-33642	107	16	open	open	ADJ
bracis-33642	107	17	-	-	PUNCT
bracis-33642	107	18	source	source	NOUN
bracis-33642	107	19	libraries	library	NOUN
bracis-33642	107	20	that	that	PRON
bracis-33642	107	21	implement	implement	VERB
bracis-33642	107	22	the	the	DET
bracis-33642	107	23	formulations	formulation	NOUN
bracis-33642	107	24	presented	present	VERB
bracis-33642	107	25	in	in	ADP
bracis-33642	107	26	sect	sect	NOUN
bracis-33642	107	27	.	.	PUNCT
bracis-33642	107	28	 	 	SPACE
bracis-33642	108	1	3	3	NUM
bracis-33642	108	2	and	and	CCONJ
bracis-33642	108	3	the	the	DET
bracis-33642	108	4	rl	rl	NOUN
bracis-33642	108	5	solution	solution	NOUN
bracis-33642	108	6	introduced	introduce	VERB
bracis-33642	108	7	in	in	ADP
bracis-33642	108	8	sect	sect	NOUN
bracis-33642	108	9	.	.	PUNCT
bracis-33642	108	10	 	 	SPACE
bracis-33642	109	1	4	4	NUM
bracis-33642	109	2	,	,	PUNCT
bracis-33642	109	3	we	we	PRON
bracis-33642	109	4	developed	develop	VERB
bracis-33642	109	5	a	a	DET
bracis-33642	109	6	python	python	NOUN
bracis-33642	109	7	library	library	NOUN
bracis-33642	109	8	called	call	VERB
bracis-33642	109	9	rlportfolio	rlportfolio	NOUN
bracis-33642	109	10	.	.	PUNCT
bracis-33642	110	1	this	this	DET
bracis-33642	110	2	library	library	NOUN
bracis-33642	110	3	aims	aim	VERB
bracis-33642	110	4	to	to	PART
bracis-33642	110	5	simplify	simplify	VERB
bracis-33642	110	6	the	the	DET
bracis-33642	110	7	development	development	NOUN
bracis-33642	110	8	of	of	ADP
bracis-33642	110	9	portfolio	portfolio	NOUN
bracis-33642	110	10	optimization	optimization	NOUN
bracis-33642	110	11	systems	system	NOUN
bracis-33642	110	12	,	,	PUNCT
bracis-33642	110	13	allowing	allow	VERB
bracis-33642	110	14	researchers	researcher	NOUN
bracis-33642	110	15	to	to	PART
bracis-33642	110	16	focus	focus	VERB
bracis-33642	110	17	on	on	ADP
bracis-33642	110	18	new	new	ADJ
bracis-33642	110	19	algorithmic	algorithmic	ADJ
bracis-33642	110	20	and	and	CCONJ
bracis-33642	110	21	deep	deep	ADJ
bracis-33642	110	22	learning	learn	VERB
bracis-33642	110	23	architectural	architectural	ADJ
bracis-33642	110	24	solutions	solution	NOUN
bracis-33642	110	25	.	.	PUNCT
bracis-33642	111	1	additionally	additionally	ADV
bracis-33642	111	2	,	,	PUNCT
bracis-33642	111	3	it	it	PRON
bracis-33642	111	4	enables	enable	VERB
bracis-33642	111	5	developers	developer	NOUN
bracis-33642	111	6	to	to	PART
bracis-33642	111	7	train	train	VERB
bracis-33642	111	8	an	an	DET
bracis-33642	111	9	agent	agent	NOUN
bracis-33642	111	10	with	with	ADP
bracis-33642	111	11	just	just	ADV
bracis-33642	111	12	a	a	DET
bracis-33642	111	13	few	few	ADJ
bracis-33642	111	14	lines	line	NOUN
bracis-33642	111	15	of	of	ADP
bracis-33642	111	16	code	code	NOUN
bracis-33642	111	17	.	.	PUNCT
bracis-33642	112	1	rlportfolio	rlportfolio	NOUN
bracis-33642	112	2	also	also	ADV
bracis-33642	112	3	aims	aim	VERB
bracis-33642	112	4	to	to	PART
bracis-33642	112	5	provide	provide	VERB
bracis-33642	112	6	benchmarks	benchmark	NOUN
bracis-33642	112	7	to	to	ADP
bracis-33642	112	8	the	the	DET
bracis-33642	112	9	research	research	NOUN
bracis-33642	112	10	field	field	NOUN
bracis-33642	112	11	,	,	PUNCT
bracis-33642	112	12	implementing	implement	VERB
bracis-33642	112	13	a	a	DET
bracis-33642	112	14	state	state	NOUN
bracis-33642	112	15	-	-	PUNCT
bracis-33642	112	16	of	of	ADP
bracis-33642	112	17	-	-	PUNCT
bracis-33642	112	18	the	the	DET
bracis-33642	112	19	-	-	PUNCT
bracis-33642	112	20	art	art	NOUN
bracis-33642	112	21	training	training	NOUN
bracis-33642	112	22	algorithm	algorithm	NOUN
bracis-33642	112	23	[	[	X
bracis-33642	112	24	12	12	NUM
bracis-33642	112	25	]	]	PUNCT
bracis-33642	112	26	and	and	CCONJ
bracis-33642	112	27	some	some	DET
bracis-33642	112	28	notable	notable	ADJ
bracis-33642	112	29	neural	neural	ADJ
bracis-33642	112	30	networks	network	NOUN
bracis-33642	112	31	as	as	ADP
bracis-33642	112	32	policies	policy	NOUN
bracis-33642	112	33	[	[	X
bracis-33642	112	34	12	12	NUM
bracis-33642	112	35	,	,	PUNCT
bracis-33642	112	36	25	25	NUM
bracis-33642	112	37	,	,	PUNCT
bracis-33642	112	38	26	26	NUM
bracis-33642	112	39	]	]	PUNCT
bracis-33642	112	40	to	to	PART
bracis-33642	112	41	solve	solve	VERB
bracis-33642	112	42	the	the	DET
bracis-33642	112	43	portfolio	portfolio	NOUN
bracis-33642	112	44	optimization	optimization	NOUN
bracis-33642	112	45	task	task	NOUN
bracis-33642	112	46	.	.	PUNCT
bracis-33642	113	1	in	in	ADP
bracis-33642	113	2	order	order	NOUN
bracis-33642	113	3	to	to	PART
bracis-33642	113	4	be	be	AUX
bracis-33642	113	5	reliable	reliable	ADJ
bracis-33642	113	6	,	,	PUNCT
bracis-33642	113	7	easy	easy	ADJ
bracis-33642	113	8	to	to	PART
bracis-33642	113	9	use	use	VERB
bracis-33642	113	10	,	,	PUNCT
bracis-33642	113	11	and	and	CCONJ
bracis-33642	113	12	achieve	achieve	VERB
bracis-33642	113	13	good	good	ADJ
bracis-33642	113	14	performance	performance	NOUN
bracis-33642	113	15	,	,	PUNCT
bracis-33642	113	16	this	this	DET
bracis-33642	113	17	project	project	NOUN
bracis-33642	113	18	has	have	VERB
bracis-33642	113	19	the	the	DET
bracis-33642	113	20	following	follow	VERB
bracis-33642	113	21	features	feature	NOUN
bracis-33642	113	22	:	:	PUNCT
bracis-33642	113	23	the	the	DET
bracis-33642	113	24	library	library	NOUN
bracis-33642	113	25	makes	make	VERB
bracis-33642	113	26	use	use	NOUN
bracis-33642	113	27	of	of	ADP
bracis-33642	113	28	recent	recent	ADJ
bracis-33642	113	29	versions	version	NOUN
bracis-33642	113	30	of	of	ADP
bracis-33642	113	31	modern	modern	ADJ
bracis-33642	113	32	frameworks	framework	NOUN
bracis-33642	113	33	;	;	PUNCT
bracis-33642	113	34	the	the	DET
bracis-33642	113	35	code	code	NOUN
bracis-33642	113	36	has	have	VERB
bracis-33642	113	37	the	the	DET
bracis-33642	113	38	main	main	ADJ
bracis-33642	113	39	functionalities	functionality	NOUN
bracis-33642	113	40	tested	test	VERB
bracis-33642	113	41	with	with	ADP
bracis-33642	113	42	unit	unit	NOUN
bracis-33642	113	43	tests	test	NOUN
bracis-33642	113	44	to	to	PART
bracis-33642	113	45	minimize	minimize	VERB
bracis-33642	113	46	possible	possible	ADJ
bracis-33642	113	47	implementation	implementation	NOUN
bracis-33642	113	48	errors	error	NOUN
bracis-33642	113	49	;	;	PUNCT
bracis-33642	113	50	the	the	DET
bracis-33642	113	51	classes	class	NOUN
bracis-33642	113	52	and	and	CCONJ
bracis-33642	113	53	functions	function	NOUN
bracis-33642	113	54	are	be	AUX
bracis-33642	113	55	documented	document	VERB
bracis-33642	113	56	so	so	SCONJ
bracis-33642	113	57	that	that	SCONJ
bracis-33642	113	58	the	the	DET
bracis-33642	113	59	user	user	NOUN
bracis-33642	113	60	can	can	AUX
bracis-33642	113	61	understand	understand	VERB
bracis-33642	113	62	how	how	SCONJ
bracis-33642	113	63	to	to	PART
bracis-33642	113	64	use	use	VERB
bracis-33642	113	65	it	it	PRON
bracis-33642	113	66	;	;	PUNCT
bracis-33642	113	67	the	the	DET
bracis-33642	113	68	library	library	NOUN
bracis-33642	113	69	is	be	AUX
bracis-33642	113	70	modular	modular	ADJ
bracis-33642	113	71	so	so	SCONJ
bracis-33642	113	72	that	that	SCONJ
bracis-33642	113	73	it	it	PRON
bracis-33642	113	74	can	can	AUX
bracis-33642	113	75	be	be	AUX
bracis-33642	113	76	easily	easily	ADV
bracis-33642	113	77	used	use	VERB
bracis-33642	113	78	with	with	ADP
bracis-33642	113	79	other	other	ADJ
bracis-33642	113	80	reinforcement	reinforcement	NOUN
bracis-33642	113	81	learning	learning	NOUN
bracis-33642	113	82	frameworks	framework	NOUN
bracis-33642	113	83	;	;	PUNCT
bracis-33642	113	84	the	the	DET
bracis-33642	113	85	api	api	NOUN
bracis-33642	113	86	is	be	AUX
bracis-33642	113	87	easy	easy	ADJ
bracis-33642	113	88	-	-	PUNCT
bracis-33642	113	89	to	to	PART
bracis-33642	113	90	-	-	PUNCT
bracis-33642	113	91	use	use	VERB
bracis-33642	113	92	and	and	CCONJ
bracis-33642	113	93	contains	contain	VERB
bracis-33642	113	94	several	several	ADJ
bracis-33642	113	95	parameters	parameter	NOUN
bracis-33642	113	96	in	in	ADP
bracis-33642	113	97	order	order	NOUN
bracis-33642	113	98	to	to	PART
bracis-33642	113	99	cover	cover	VERB
bracis-33642	113	100	multiple	multiple	ADJ
bracis-33642	113	101	different	different	ADJ
bracis-33642	113	102	situations	situation	NOUN
bracis-33642	113	103	;	;	PUNCT
bracis-33642	113	104	the	the	DET
bracis-33642	113	105	project	project	NOUN
bracis-33642	113	106	is	be	AUX
bracis-33642	113	107	open	open	ADJ
bracis-33642	113	108	source	source	NOUN
bracis-33642	113	109	.	.	PUNCT
bracis-33642	114	1	the	the	DET
bracis-33642	114	2	architecture	architecture	NOUN
bracis-33642	114	3	of	of	ADP
bracis-33642	114	4	rlportfolio	rlportfolio	NOUN
bracis-33642	114	5	consists	consist	VERB
bracis-33642	114	6	primarily	primarily	ADV
bracis-33642	114	7	of	of	ADP
bracis-33642	114	8	three	three	NUM
bracis-33642	114	9	components	component	NOUN
bracis-33642	114	10	:	:	PUNCT
bracis-33642	114	11	a	a	DET
bracis-33642	114	12	gymnasium	gymnasium	NOUN
bracis-33642	114	13	[	[	X
bracis-33642	114	14	33	33	NUM
bracis-33642	114	15	]	]	PUNCT
bracis-33642	114	16	environment	environment	NOUN
bracis-33642	114	17	implementing	implement	VERB
bracis-33642	114	18	all	all	DET
bracis-33642	114	19	the	the	DET
bracis-33642	114	20	formulations	formulation	NOUN
bracis-33642	114	21	presented	present	VERB
bracis-33642	114	22	in	in	ADP
bracis-33642	114	23	sect	sect	NOUN
bracis-33642	114	24	.	.	PUNCT
bracis-33642	114	25	 	 	SPACE
bracis-33642	115	1	3	3	NUM
bracis-33642	115	2	,	,	PUNCT
bracis-33642	115	3	a	a	DET
bracis-33642	115	4	policy	policy	NOUN
bracis-33642	115	5	gradient	gradient	NOUN
bracis-33642	115	6	algorithm	algorithm	NOUN
bracis-33642	115	7	based	base	VERB
bracis-33642	115	8	on	on	ADP
bracis-33642	115	9	[	[	X
bracis-33642	115	10	12	12	NUM
bracis-33642	115	11	]	]	PUNCT
bracis-33642	115	12	,	,	PUNCT
bracis-33642	115	13	and	and	CCONJ
bracis-33642	115	14	a	a	DET
bracis-33642	115	15	neural	neural	ADJ
bracis-33642	115	16	network	network	NOUN
bracis-33642	115	17	as	as	ADP
bracis-33642	115	18	a	a	DET
bracis-33642	115	19	deterministic	deterministic	ADJ
bracis-33642	115	20	policy	policy	NOUN
bracis-33642	116	1	\(\pi	\(\pi	NOUN
bracis-33642	116	2	:	:	PUNCT
bracis-33642	116	3	s	s	PROPN
bracis-33642	116	4	\rightarrow	\rightarrow	PROPN
bracis-33642	116	5	a\	a\	PROPN
bracis-33642	116	6	)	)	PUNCT
bracis-33642	116	7	such	such	ADJ
bracis-33642	116	8	as	as	SCONJ
bracis-33642	116	9	introduced	introduce	VERB
bracis-33642	116	10	in	in	ADP
bracis-33642	116	11	sect	sect	NOUN
bracis-33642	116	12	.	.	PUNCT
bracis-33642	116	13	 	 	SPACE
bracis-33642	117	1	4	4	NUM
bracis-33642	117	2	.	.	PUNCT
bracis-33642	118	1	as	as	SCONJ
bracis-33642	118	2	it	it	PRON
bracis-33642	118	3	can	can	AUX
bracis-33642	118	4	be	be	AUX
bracis-33642	118	5	seen	see	VERB
bracis-33642	118	6	in	in	ADP
bracis-33642	118	7	fig	fig	NOUN
bracis-33642	118	8	.	.	PUNCT
bracis-33642	118	9	 	 	SPACE
bracis-33642	119	1	3	3	NUM
bracis-33642	119	2	,	,	PUNCT
bracis-33642	119	3	these	these	DET
bracis-33642	119	4	three	three	NUM
bracis-33642	119	5	components	component	NOUN
bracis-33642	119	6	work	work	VERB
bracis-33642	119	7	together	together	ADV
bracis-33642	119	8	to	to	PART
bracis-33642	119	9	implement	implement	VERB
bracis-33642	119	10	the	the	DET
bracis-33642	119	11	training	training	NOUN
bracis-33642	119	12	loop	loop	NOUN
bracis-33642	119	13	.	.	PUNCT
bracis-33642	120	1	the	the	DET
bracis-33642	120	2	environment	environment	NOUN
bracis-33642	120	3	is	be	AUX
bracis-33642	120	4	responsible	responsible	ADJ
bracis-33642	120	5	for	for	ADP
bracis-33642	120	6	simulating	simulate	VERB
bracis-33642	120	7	the	the	DET
bracis-33642	120	8	effects	effect	NOUN
bracis-33642	120	9	of	of	ADP
bracis-33642	120	10	the	the	DET
bracis-33642	120	11	agent	agent	NOUN
bracis-33642	120	12	action	action	NOUN
bracis-33642	120	13	\(a_{t}\	\(a_{t}\	NOUN
bracis-33642	120	14	)	)	PUNCT
bracis-33642	120	15	,	,	PUNCT
bracis-33642	120	16	simulate	simulate	VERB
bracis-33642	120	17	the	the	DET
bracis-33642	120	18	passage	passage	NOUN
bracis-33642	120	19	of	of	ADP
bracis-33642	120	20	time	time	NOUN
bracis-33642	120	21	and	and	CCONJ
bracis-33642	120	22	return	return	VERB
bracis-33642	120	23	the	the	DET
bracis-33642	120	24	appropriate	appropriate	ADJ
bracis-33642	120	25	reward	reward	NOUN
bracis-33642	120	26	\(r_{t}\	\(r_{t}\	ADP
bracis-33642	120	27	)	)	PUNCT
bracis-33642	120	28	.	.	PUNCT
bracis-33642	121	1	the	the	DET
bracis-33642	121	2	agent	agent	NOUN
bracis-33642	121	3	is	be	AUX
bracis-33642	121	4	composed	compose	VERB
bracis-33642	121	5	of	of	ADP
bracis-33642	121	6	the	the	DET
bracis-33642	121	7	algorithm	algorithm	NOUN
bracis-33642	121	8	and	and	CCONJ
bracis-33642	121	9	the	the	DET
bracis-33642	121	10	policy	policy	NOUN
bracis-33642	121	11	.	.	PUNCT
bracis-33642	122	1	the	the	DET
bracis-33642	122	2	algorithm	algorithm	NOUN
bracis-33642	122	3	provides	provide	VERB
bracis-33642	122	4	the	the	DET
bracis-33642	122	5	state	state	NOUN
bracis-33642	122	6	\(s_{t}\	\(s_{t}\	NOUN
bracis-33642	122	7	)	)	PUNCT
bracis-33642	122	8	and	and	CCONJ
bracis-33642	122	9	the	the	DET
bracis-33642	122	10	agent	agent	NOUN
bracis-33642	122	11	’s	’s	PART
bracis-33642	122	12	last	last	ADJ
bracis-33642	122	13	action	action	NOUN
bracis-33642	122	14	\(a_{t-1}\	\(a_{t-1}\	NOUN
bracis-33642	122	15	)	)	PUNCT
bracis-33642	122	16	to	to	ADP
bracis-33642	122	17	the	the	DET
bracis-33642	122	18	policy	policy	NOUN
bracis-33642	122	19	and	and	CCONJ
bracis-33642	122	20	it	it	PRON
bracis-33642	122	21	is	be	AUX
bracis-33642	122	22	also	also	ADV
bracis-33642	122	23	responsible	responsible	ADJ
bracis-33642	122	24	to	to	PART
bracis-33642	122	25	calculate	calculate	VERB
bracis-33642	122	26	the	the	DET
bracis-33642	122	27	gradients	gradient	NOUN
bracis-33642	122	28	so	so	SCONJ
bracis-33642	122	29	that	that	SCONJ
bracis-33642	122	30	the	the	DET
bracis-33642	122	31	policy	policy	NOUN
bracis-33642	122	32	can	can	AUX
bracis-33642	122	33	be	be	AUX
bracis-33642	122	34	trained	train	VERB
bracis-33642	122	35	through	through	ADP
bracis-33642	122	36	gradient	gradient	NOUN
bracis-33642	122	37	ascent	ascent	NOUN
bracis-33642	122	38	.	.	PUNCT
bracis-33642	123	1	the	the	DET
bracis-33642	123	2	policy	policy	NOUN
bracis-33642	123	3	,	,	PUNCT
bracis-33642	123	4	on	on	ADP
bracis-33642	123	5	the	the	DET
bracis-33642	123	6	other	other	ADJ
bracis-33642	123	7	hand	hand	NOUN
bracis-33642	123	8	,	,	PUNCT
bracis-33642	123	9	is	be	AUX
bracis-33642	123	10	responsible	responsible	ADJ
bracis-33642	123	11	to	to	PART
bracis-33642	123	12	choose	choose	VERB
bracis-33642	123	13	the	the	DET
bracis-33642	123	14	best	good	ADJ
bracis-33642	123	15	action	action	NOUN
bracis-33642	123	16	to	to	PART
bracis-33642	123	17	be	be	AUX
bracis-33642	123	18	performed	perform	VERB
bracis-33642	123	19	based	base	VERB
bracis-33642	123	20	on	on	ADP
bracis-33642	123	21	its	its	PRON
bracis-33642	123	22	inputs	input	NOUN
bracis-33642	123	23	.	.	PUNCT
bracis-33642	124	1	it	it	PRON
bracis-33642	124	2	is	be	AUX
bracis-33642	124	3	important	important	ADJ
bracis-33642	124	4	to	to	PART
bracis-33642	124	5	highlight	highlight	VERB
bracis-33642	124	6	that	that	SCONJ
bracis-33642	124	7	by	by	ADP
bracis-33642	124	8	splitting	split	VERB
bracis-33642	124	9	the	the	DET
bracis-33642	124	10	training	training	NOUN
bracis-33642	124	11	logic	logic	NOUN
bracis-33642	124	12	,	,	PUNCT
bracis-33642	124	13	the	the	DET
bracis-33642	124	14	user	user	NOUN
bracis-33642	124	15	can	can	AUX
bracis-33642	124	16	replace	replace	VERB
bracis-33642	124	17	any	any	PRON
bracis-33642	124	18	of	of	ADP
bracis-33642	124	19	the	the	DET
bracis-33642	124	20	components	component	NOUN
bracis-33642	124	21	by	by	ADP
bracis-33642	124	22	a	a	DET
bracis-33642	124	23	custom	custom	NOUN
bracis-33642	124	24	one	one	NOUN
bracis-33642	124	25	(	(	PUNCT
bracis-33642	124	26	including	include	VERB
bracis-33642	124	27	implementations	implementation	NOUN
bracis-33642	124	28	from	from	ADP
bracis-33642	124	29	other	other	ADJ
bracis-33642	124	30	libraries	library	NOUN
bracis-33642	124	31	)	)	PUNCT
bracis-33642	124	32	.	.	PUNCT
bracis-33642	125	1	fig	fig	NOUN
bracis-33642	125	2	.	.	PUNCT
bracis-33642	126	1	3	3	X
bracis-33642	126	2	.	.	X
bracis-33642	126	3	the	the	DET
bracis-33642	126	4	three	three	NUM
bracis-33642	126	5	main	main	ADJ
bracis-33642	126	6	components	component	NOUN
bracis-33642	126	7	of	of	ADP
bracis-33642	126	8	rlportfolio	rlportfolio	NOUN
bracis-33642	126	9	.	.	PUNCT
bracis-33642	127	1	full	full	ADJ
bracis-33642	127	2	size	size	NOUN
bracis-33642	127	3	image	image	NOUN
bracis-33642	127	4	5.1	5.1	NUM
bracis-33642	127	5	the	the	DET
bracis-33642	127	6	environment	environment	NOUN
bracis-33642	127	7	the	the	DET
bracis-33642	127	8	environment	environment	NOUN
bracis-33642	127	9	can	can	AUX
bracis-33642	127	10	be	be	AUX
bracis-33642	127	11	any	any	DET
bracis-33642	127	12	gymnasium	gymnasium	NOUN
bracis-33642	127	13	[	[	X
bracis-33642	127	14	33	33	NUM
bracis-33642	127	15	]	]	PUNCT
bracis-33642	127	16	environment	environment	NOUN
bracis-33642	127	17	which	which	PRON
bracis-33642	127	18	implements	implement	VERB
bracis-33642	127	19	the	the	DET
bracis-33642	127	20	state	state	NOUN
bracis-33642	127	21	space	space	NOUN
bracis-33642	127	22	,	,	PUNCT
bracis-33642	127	23	the	the	DET
bracis-33642	127	24	action	action	NOUN
bracis-33642	127	25	space	space	NOUN
bracis-33642	127	26	and	and	CCONJ
bracis-33642	127	27	the	the	DET
bracis-33642	127	28	reward	reward	NOUN
bracis-33642	127	29	function	function	NOUN
bracis-33642	127	30	introduced	introduce	VERB
bracis-33642	127	31	in	in	ADP
bracis-33642	127	32	sect	sect	NOUN
bracis-33642	127	33	.	.	PUNCT
bracis-33642	127	34	 	 	SPACE
bracis-33642	128	1	4	4	NUM
bracis-33642	128	2	so	so	SCONJ
bracis-33642	128	3	that	that	SCONJ
bracis-33642	128	4	custom	custom	NOUN
bracis-33642	128	5	environments	environment	NOUN
bracis-33642	128	6	implementing	implement	VERB
bracis-33642	128	7	different	different	ADJ
bracis-33642	128	8	mathematical	mathematical	ADJ
bracis-33642	128	9	formulations	formulation	NOUN
bracis-33642	128	10	of	of	ADP
bracis-33642	128	11	the	the	DET
bracis-33642	128	12	portfolio	portfolio	NOUN
bracis-33642	128	13	optimization	optimization	NOUN
bracis-33642	128	14	can	can	AUX
bracis-33642	128	15	be	be	AUX
bracis-33642	128	16	used	use	VERB
bracis-33642	128	17	.	.	PUNCT
bracis-33642	129	1	it	it	PRON
bracis-33642	129	2	is	be	AUX
bracis-33642	129	3	important	important	ADJ
bracis-33642	129	4	to	to	PART
bracis-33642	129	5	note	note	VERB
bracis-33642	129	6	that	that	SCONJ
bracis-33642	129	7	custom	custom	NOUN
bracis-33642	129	8	environments	environment	NOUN
bracis-33642	129	9	must	must	AUX
bracis-33642	129	10	provide	provide	VERB
bracis-33642	129	11	the	the	DET
bracis-33642	129	12	necessary	necessary	ADJ
bracis-33642	129	13	information	information	NOUN
bracis-33642	129	14	to	to	ADP
bracis-33642	129	15	the	the	DET
bracis-33642	129	16	algorithm	algorithm	NOUN
bracis-33642	129	17	,	,	PUNCT
bracis-33642	129	18	therefore	therefore	ADV
bracis-33642	129	19	it	it	PRON
bracis-33642	129	20	is	be	AUX
bracis-33642	129	21	crucial	crucial	ADJ
bracis-33642	129	22	to	to	PART
bracis-33642	129	23	read	read	VERB
bracis-33642	129	24	the	the	DET
bracis-33642	129	25	documentation	documentation	NOUN
bracis-33642	129	26	that	that	PRON
bracis-33642	129	27	accompanies	accompany	VERB
bracis-33642	129	28	rlportfolio	rlportfolio	NOUN
bracis-33642	129	29	.	.	PUNCT
bracis-33642	130	1	currently	currently	ADV
bracis-33642	130	2	,	,	PUNCT
bracis-33642	130	3	rlportfolio	rlportfolio	NOUN
bracis-33642	130	4	contains	contain	VERB
bracis-33642	130	5	an	an	DET
bracis-33642	130	6	environment	environment	NOUN
bracis-33642	130	7	based	base	VERB
bracis-33642	130	8	on	on	ADP
bracis-33642	130	9	poe	poe	PROPN
bracis-33642	131	1	[	[	X
bracis-33642	131	2	3	3	X
bracis-33642	131	3	]	]	PUNCT
bracis-33642	131	4	that	that	PRON
bracis-33642	131	5	implements	implement	VERB
bracis-33642	131	6	the	the	DET
bracis-33642	131	7	mathematical	mathematical	ADJ
bracis-33642	131	8	formulations	formulation	NOUN
bracis-33642	131	9	presented	present	VERB
bracis-33642	131	10	in	in	ADP
bracis-33642	131	11	sect	sect	NOUN
bracis-33642	131	12	.	.	PUNCT
bracis-33642	131	13	 	 	SPACE
bracis-33642	132	1	3	3	NUM
bracis-33642	132	2	and	and	CCONJ
bracis-33642	132	3	simulates	simulate	VERB
bracis-33642	132	4	the	the	DET
bracis-33642	132	5	passage	passage	NOUN
bracis-33642	132	6	of	of	ADP
bracis-33642	132	7	time	time	NOUN
bracis-33642	132	8	and	and	CCONJ
bracis-33642	132	9	the	the	DET
bracis-33642	132	10	interactions	interaction	NOUN
bracis-33642	132	11	between	between	ADP
bracis-33642	132	12	the	the	DET
bracis-33642	132	13	trading	trading	NOUN
bracis-33642	132	14	agent	agent	NOUN
bracis-33642	132	15	and	and	CCONJ
bracis-33642	132	16	the	the	DET
bracis-33642	132	17	market	market	NOUN
bracis-33642	132	18	.	.	PUNCT
bracis-33642	133	1	poe	poe	PROPN
bracis-33642	133	2	was	be	AUX
bracis-33642	133	3	chosen	choose	VERB
bracis-33642	133	4	as	as	ADP
bracis-33642	133	5	the	the	DET
bracis-33642	133	6	foundation	foundation	NOUN
bracis-33642	133	7	of	of	ADP
bracis-33642	133	8	this	this	DET
bracis-33642	133	9	work	work	NOUN
bracis-33642	133	10	because	because	SCONJ
bracis-33642	133	11	it	it	PRON
bracis-33642	133	12	is	be	AUX
bracis-33642	133	13	,	,	PUNCT
bracis-33642	133	14	for	for	ADP
bracis-33642	133	15	the	the	DET
bracis-33642	133	16	best	good	ADJ
bracis-33642	133	17	of	of	ADP
bracis-33642	133	18	our	our	PRON
bracis-33642	133	19	knowledge	knowledge	NOUN
bracis-33642	133	20	,	,	PUNCT
bracis-33642	133	21	the	the	DET
bracis-33642	133	22	gymnasium	gymnasium	NOUN
bracis-33642	133	23	environment	environment	NOUN
bracis-33642	133	24	that	that	PRON
bracis-33642	133	25	adheres	adhere	VERB
bracis-33642	133	26	the	the	DET
bracis-33642	133	27	best	good	ADJ
bracis-33642	133	28	to	to	ADP
bracis-33642	133	29	the	the	DET
bracis-33642	133	30	mathematical	mathematical	ADJ
bracis-33642	133	31	definition	definition	NOUN
bracis-33642	133	32	of	of	ADP
bracis-33642	133	33	the	the	DET
bracis-33642	133	34	portfolio	portfolio	NOUN
bracis-33642	133	35	optimization	optimization	NOUN
bracis-33642	133	36	task	task	NOUN
bracis-33642	133	37	and	and	CCONJ
bracis-33642	133	38	is	be	AUX
bracis-33642	133	39	built	build	VERB
bracis-33642	133	40	upon	upon	SCONJ
bracis-33642	133	41	modern	modern	ADJ
bracis-33642	133	42	libraries	library	NOUN
bracis-33642	133	43	such	such	ADJ
bracis-33642	133	44	as	as	ADP
bracis-33642	133	45	numpy	numpy	NOUN
bracis-33642	133	46	[	[	X
bracis-33642	133	47	8	8	NUM
bracis-33642	133	48	]	]	PUNCT
bracis-33642	133	49	and	and	CCONJ
bracis-33642	133	50	pandas	panda	VERB
bracis-33642	133	51	[	[	X
bracis-33642	133	52	32	32	NUM
bracis-33642	133	53	]	]	PUNCT
bracis-33642	133	54	.	.	PUNCT
bracis-33642	134	1	additionally	additionally	ADV
bracis-33642	134	2	,	,	PUNCT
bracis-33642	134	3	poe	poe	PROPN
bracis-33642	134	4	is	be	AUX
bracis-33642	134	5	very	very	ADV
bracis-33642	134	6	configurable	configurable	ADJ
bracis-33642	134	7	,	,	PUNCT
bracis-33642	134	8	so	so	SCONJ
bracis-33642	134	9	that	that	SCONJ
bracis-33642	134	10	the	the	DET
bracis-33642	134	11	user	user	NOUN
bracis-33642	134	12	can	can	AUX
bracis-33642	134	13	easily	easily	ADV
bracis-33642	134	14	set	set	VERB
bracis-33642	134	15	,	,	PUNCT
bracis-33642	134	16	for	for	ADP
bracis-33642	134	17	example	example	NOUN
bracis-33642	134	18	,	,	PUNCT
bracis-33642	134	19	the	the	DET
bracis-33642	134	20	commission	commission	NOUN
bracis-33642	134	21	fee	fee	NOUN
bracis-33642	134	22	rate	rate	NOUN
bracis-33642	134	23	,	,	PUNCT
bracis-33642	134	24	the	the	DET
bracis-33642	134	25	normalization	normalization	NOUN
bracis-33642	134	26	method	method	NOUN
bracis-33642	134	27	,	,	PUNCT
bracis-33642	134	28	the	the	DET
bracis-33642	134	29	features	feature	NOUN
bracis-33642	134	30	to	to	PART
bracis-33642	134	31	be	be	AUX
bracis-33642	134	32	considered	consider	VERB
bracis-33642	134	33	in	in	ADP
bracis-33642	134	34	calculations	calculation	NOUN
bracis-33642	134	35	,	,	PUNCT
bracis-33642	134	36	the	the	DET
bracis-33642	134	37	size	size	NOUN
bracis-33642	134	38	of	of	ADP
bracis-33642	134	39	the	the	DET
bracis-33642	134	40	state	state	NOUN
bracis-33642	134	41	time	time	NOUN
bracis-33642	134	42	window	window	NOUN
bracis-33642	134	43	,	,	PUNCT
bracis-33642	134	44	etc	etc	X
bracis-33642	134	45	.	.	X
bracis-33642	134	46	by	by	ADP
bracis-33642	134	47	defining	define	VERB
bracis-33642	134	48	the	the	DET
bracis-33642	134	49	initial	initial	ADJ
bracis-33642	134	50	value	value	NOUN
bracis-33642	134	51	of	of	ADP
bracis-33642	134	52	the	the	DET
bracis-33642	134	53	portfolio	portfolio	NOUN
bracis-33642	134	54	and	and	CCONJ
bracis-33642	134	55	inputting	inputte	VERB
bracis-33642	134	56	a	a	DET
bracis-33642	134	57	pandas	panda	NOUN
bracis-33642	134	58	dataframe	dataframe	ADJ
bracis-33642	134	59	containing	contain	VERB
bracis-33642	134	60	the	the	DET
bracis-33642	134	61	time	time	NOUN
bracis-33642	134	62	series	series	NOUN
bracis-33642	134	63	of	of	ADP
bracis-33642	134	64	the	the	DET
bracis-33642	134	65	temporal	temporal	ADJ
bracis-33642	134	66	features	feature	NOUN
bracis-33642	134	67	to	to	PART
bracis-33642	134	68	be	be	AUX
bracis-33642	134	69	considered	consider	VERB
bracis-33642	134	70	,	,	PUNCT
bracis-33642	134	71	the	the	DET
bracis-33642	134	72	environment	environment	NOUN
bracis-33642	134	73	will	will	AUX
bracis-33642	134	74	scroll	scroll	VERB
bracis-33642	134	75	through	through	ADP
bracis-33642	134	76	time	time	NOUN
bracis-33642	134	77	from	from	ADP
bracis-33642	134	78	the	the	DET
bracis-33642	134	79	initial	initial	NOUN
bracis-33642	134	80	to	to	ADP
bracis-33642	134	81	the	the	DET
bracis-33642	134	82	last	last	ADJ
bracis-33642	134	83	time	time	NOUN
bracis-33642	134	84	of	of	ADP
bracis-33642	134	85	the	the	DET
bracis-33642	134	86	input	input	NOUN
bracis-33642	134	87	data	datum	NOUN
bracis-33642	134	88	calculating	calculate	VERB
bracis-33642	134	89	the	the	DET
bracis-33642	134	90	effects	effect	NOUN
bracis-33642	134	91	of	of	ADP
bracis-33642	134	92	the	the	DET
bracis-33642	134	93	agent	agent	NOUN
bracis-33642	134	94	’s	’s	PART
bracis-33642	134	95	rebalancing	rebalancing	NOUN
bracis-33642	134	96	on	on	ADP
bracis-33642	134	97	the	the	DET
bracis-33642	134	98	portfolio	portfolio	NOUN
bracis-33642	134	99	.	.	PUNCT
bracis-33642	135	1	completely	completely	ADV
bracis-33642	135	2	scrolling	scroll	VERB
bracis-33642	135	3	through	through	ADP
bracis-33642	135	4	all	all	DET
bracis-33642	135	5	time	time	NOUN
bracis-33642	135	6	ranges	range	NOUN
bracis-33642	135	7	of	of	ADP
bracis-33642	135	8	the	the	DET
bracis-33642	135	9	input	input	NOUN
bracis-33642	135	10	data	datum	NOUN
bracis-33642	135	11	defines	define	VERB
bracis-33642	135	12	an	an	DET
bracis-33642	135	13	episode	episode	NOUN
bracis-33642	135	14	.	.	PUNCT
bracis-33642	136	1	it	it	PRON
bracis-33642	136	2	is	be	AUX
bracis-33642	136	3	important	important	ADJ
bracis-33642	136	4	to	to	PART
bracis-33642	136	5	highlight	highlight	VERB
bracis-33642	136	6	that	that	SCONJ
bracis-33642	136	7	the	the	DET
bracis-33642	136	8	modified	modify	VERB
bracis-33642	136	9	environment	environment	NOUN
bracis-33642	136	10	included	include	VERB
bracis-33642	136	11	in	in	ADP
bracis-33642	136	12	rlportfolio	rlportfolio	NOUN
bracis-33642	136	13	has	have	VERB
bracis-33642	136	14	some	some	DET
bracis-33642	136	15	improvements	improvement	NOUN
bracis-33642	136	16	over	over	ADP
bracis-33642	136	17	poe	poe	PROPN
bracis-33642	136	18	:	:	PUNCT
bracis-33642	136	19	it	it	PRON
bracis-33642	136	20	contains	contain	VERB
bracis-33642	136	21	two	two	NUM
bracis-33642	136	22	methods	method	NOUN
bracis-33642	136	23	to	to	PART
bracis-33642	136	24	calculate	calculate	VERB
bracis-33642	136	25	the	the	DET
bracis-33642	136	26	transaction	transaction	NOUN
bracis-33642	136	27	remainder	remainder	NOUN
bracis-33642	136	28	factor	factor	NOUN
bracis-33642	136	29	\(\mu	\(\mu	ADP
bracis-33642	136	30	_	_	PUNCT
bracis-33642	136	31	{	{	PUNCT
bracis-33642	136	32	t}\	t}\	NUM
bracis-33642	136	33	)	)	PUNCT
bracis-33642	136	34	;	;	PUNCT
bracis-33642	136	35	traditional	traditional	ADJ
bracis-33642	136	36	loops	loop	NOUN
bracis-33642	136	37	have	have	AUX
bracis-33642	136	38	been	be	AUX
bracis-33642	136	39	replaced	replace	VERB
bracis-33642	136	40	with	with	ADP
bracis-33642	136	41	faster	fast	ADJ
bracis-33642	136	42	vectorized	vectorize	VERB
bracis-33642	136	43	operations	operation	NOUN
bracis-33642	136	44	;	;	PUNCT
bracis-33642	136	45	it	it	PRON
bracis-33642	136	46	is	be	AUX
bracis-33642	136	47	able	able	ADJ
bracis-33642	136	48	to	to	PART
bracis-33642	136	49	return	return	VERB
bracis-33642	136	50	a	a	DET
bracis-33642	136	51	state	state	NOUN
bracis-33642	136	52	with	with	ADP
bracis-33642	136	53	more	more	ADJ
bracis-33642	136	54	assets	asset	NOUN
bracis-33642	136	55	than	than	ADP
bracis-33642	136	56	the	the	DET
bracis-33642	136	57	portfolio	portfolio	NOUN
bracis-33642	136	58	,	,	PUNCT
bracis-33642	136	59	something	something	PRON
bracis-33642	136	60	useful	useful	ADJ
bracis-33642	136	61	to	to	PART
bracis-33642	136	62	graph	graph	VERB
bracis-33642	136	63	neural	neural	ADJ
bracis-33642	136	64	network	network	NOUN
bracis-33642	136	65	[	[	X
bracis-33642	136	66	36	36	NUM
bracis-33642	136	67	]	]	X
bracis-33642	136	68	approaches	approach	NOUN
bracis-33642	136	69	;	;	PUNCT
bracis-33642	136	70	unit	unit	NOUN
bracis-33642	136	71	tests	test	NOUN
bracis-33642	136	72	were	be	AUX
bracis-33642	136	73	created	create	VERB
bracis-33642	136	74	to	to	PART
bracis-33642	136	75	ensure	ensure	VERB
bracis-33642	136	76	that	that	SCONJ
bracis-33642	136	77	the	the	DET
bracis-33642	136	78	environment	environment	NOUN
bracis-33642	136	79	is	be	AUX
bracis-33642	136	80	correctly	correctly	ADV
bracis-33642	136	81	implementing	implement	VERB
bracis-33642	136	82	the	the	DET
bracis-33642	136	83	mathematical	mathematical	ADJ
bracis-33642	136	84	formulation	formulation	NOUN
bracis-33642	136	85	introduced	introduce	VERB
bracis-33642	136	86	in	in	ADP
bracis-33642	136	87	sect	sect	NOUN
bracis-33642	136	88	.	.	PUNCT
bracis-33642	136	89	 	 	SPACE
bracis-33642	137	1	3	3	NUM
bracis-33642	137	2	;	;	PUNCT
bracis-33642	137	3	more	more	ADV
bracis-33642	137	4	effective	effective	ADJ
bracis-33642	137	5	normalization	normalization	NOUN
bracis-33642	137	6	methods	method	NOUN
bracis-33642	137	7	were	be	AUX
bracis-33642	137	8	added	add	VERB
bracis-33642	137	9	;	;	PUNCT
bracis-33642	137	10	the	the	DET
bracis-33642	137	11	graphs	graph	NOUN
bracis-33642	137	12	generated	generate	VERB
bracis-33642	137	13	by	by	ADP
bracis-33642	137	14	the	the	DET
bracis-33642	137	15	original	original	ADJ
bracis-33642	137	16	environment	environment	NOUN
bracis-33642	137	17	were	be	AUX
bracis-33642	137	18	visually	visually	ADV
bracis-33642	137	19	improved	improve	VERB
bracis-33642	137	20	.	.	PUNCT
bracis-33642	138	1	5.2	5.2	NUM
bracis-33642	138	2	the	the	DET
bracis-33642	138	3	algorithm	algorithm	NOUN
bracis-33642	138	4	there	there	PRON
bracis-33642	138	5	are	be	VERB
bracis-33642	138	6	several	several	ADJ
bracis-33642	138	7	reinforcement	reinforcement	NOUN
bracis-33642	138	8	learning	learning	NOUN
bracis-33642	138	9	algorithms	algorithm	NOUN
bracis-33642	138	10	that	that	PRON
bracis-33642	138	11	can	can	AUX
bracis-33642	138	12	be	be	AUX
bracis-33642	138	13	used	use	VERB
bracis-33642	138	14	to	to	PART
bracis-33642	138	15	train	train	VERB
bracis-33642	138	16	a	a	DET
bracis-33642	138	17	rl	rl	NOUN
bracis-33642	138	18	agent	agent	NOUN
bracis-33642	138	19	and	and	CCONJ
bracis-33642	138	20	those	those	DET
bracis-33642	138	21	algorithms	algorithm	NOUN
bracis-33642	138	22	are	be	AUX
bracis-33642	138	23	present	present	ADJ
bracis-33642	138	24	in	in	ADP
bracis-33642	138	25	many	many	ADJ
bracis-33642	138	26	open	open	ADJ
bracis-33642	138	27	-	-	PUNCT
bracis-33642	138	28	source	source	NOUN
bracis-33642	138	29	libraries	library	NOUN
bracis-33642	138	30	such	such	ADJ
bracis-33642	138	31	as	as	ADP
bracis-33642	138	32	stable	stable	ADJ
bracis-33642	138	33	baselines	baseline	NOUN
bracis-33642	138	34	3	3	NUM
bracis-33642	139	1	[	[	X
bracis-33642	139	2	23	23	NUM
bracis-33642	139	3	]	]	PUNCT
bracis-33642	139	4	,	,	PUNCT
bracis-33642	139	5	elegantrl	elegantrl	VERB
bracis-33642	139	6	[	[	X
bracis-33642	139	7	19	19	NUM
bracis-33642	139	8	]	]	PUNCT
bracis-33642	139	9	and	and	CCONJ
bracis-33642	139	10	tianshou	tianshou	NOUN
bracis-33642	140	1	[	[	X
bracis-33642	140	2	34	34	NUM
bracis-33642	140	3	]	]	PUNCT
bracis-33642	140	4	.	.	PUNCT
bracis-33642	141	1	those	those	DET
bracis-33642	141	2	algorithms	algorithm	NOUN
bracis-33642	141	3	can	can	AUX
bracis-33642	141	4	be	be	AUX
bracis-33642	141	5	used	use	VERB
bracis-33642	141	6	with	with	ADP
bracis-33642	141	7	the	the	DET
bracis-33642	141	8	environment	environment	NOUN
bracis-33642	141	9	introduced	introduce	VERB
bracis-33642	141	10	in	in	ADP
bracis-33642	141	11	the	the	DET
bracis-33642	141	12	previous	previous	ADJ
bracis-33642	141	13	section	section	NOUN
bracis-33642	141	14	but	but	CCONJ
bracis-33642	141	15	,	,	PUNCT
bracis-33642	141	16	according	accord	VERB
bracis-33642	141	17	to	to	ADP
bracis-33642	141	18	[	[	X
bracis-33642	141	19	17	17	NUM
bracis-33642	141	20	]	]	PUNCT
bracis-33642	141	21	,	,	PUNCT
bracis-33642	141	22	they	they	PRON
bracis-33642	141	23	do	do	AUX
bracis-33642	141	24	not	not	PART
bracis-33642	141	25	achieve	achieve	VERB
bracis-33642	141	26	good	good	ADJ
bracis-33642	141	27	performance	performance	NOUN
bracis-33642	141	28	like	like	ADP
bracis-33642	141	29	the	the	DET
bracis-33642	141	30	policy	policy	NOUN
bracis-33642	141	31	gradient	gradient	NOUN
bracis-33642	141	32	(	(	PUNCT
bracis-33642	141	33	pg	pg	NOUN
bracis-33642	141	34	)	)	PUNCT
bracis-33642	141	35	one	one	NOUN
bracis-33642	141	36	presented	present	VERB
bracis-33642	141	37	in	in	ADP
bracis-33642	141	38	jiang	jiang	PROPN
bracis-33642	141	39	’s	’s	PART
bracis-33642	141	40	work	work	NOUN
bracis-33642	142	1	[	[	X
bracis-33642	142	2	12	12	NUM
bracis-33642	142	3	]	]	PUNCT
bracis-33642	142	4	.	.	PUNCT
bracis-33642	143	1	for	for	ADP
bracis-33642	143	2	that	that	DET
bracis-33642	143	3	reason	reason	NOUN
bracis-33642	143	4	,	,	PUNCT
bracis-33642	143	5	the	the	DET
bracis-33642	143	6	algorithm	algorithm	NOUN
bracis-33642	143	7	included	include	VERB
bracis-33642	143	8	in	in	ADP
bracis-33642	143	9	rlportfolio	rlportfolio	NOUN
bracis-33642	143	10	is	be	AUX
bracis-33642	143	11	a	a	DET
bracis-33642	143	12	modified	modify	VERB
bracis-33642	143	13	version	version	NOUN
bracis-33642	143	14	of	of	ADP
bracis-33642	143	15	pg	pg	PROPN
bracis-33642	143	16	.	.	PUNCT
bracis-33642	144	1	as	as	SCONJ
bracis-33642	144	2	the	the	DET
bracis-33642	144	3	agent	agent	NOUN
bracis-33642	144	4	interacts	interact	VERB
bracis-33642	144	5	with	with	ADP
bracis-33642	144	6	the	the	DET
bracis-33642	144	7	environment	environment	NOUN
bracis-33642	144	8	,	,	PUNCT
bracis-33642	144	9	the	the	DET
bracis-33642	144	10	pg	pg	PROPN
bracis-33642	144	11	algorithm	algorithm	NOUN
bracis-33642	144	12	for	for	ADP
bracis-33642	144	13	portfolio	portfolio	NOUN
bracis-33642	144	14	optimization	optimization	NOUN
bracis-33642	144	15	saves	save	VERB
bracis-33642	144	16	its	its	PRON
bracis-33642	144	17	experiences	experience	NOUN
bracis-33642	144	18	in	in	ADP
bracis-33642	144	19	the	the	DET
bracis-33642	144	20	replay	replay	NOUN
bracis-33642	144	21	buffer	buffer	NOUN
bracis-33642	144	22	ordered	order	VERB
bracis-33642	144	23	in	in	ADP
bracis-33642	144	24	time	time	NOUN
bracis-33642	144	25	.	.	PUNCT
bracis-33642	145	1	eventually	eventually	ADV
bracis-33642	145	2	,	,	PUNCT
bracis-33642	145	3	after	after	SCONJ
bracis-33642	145	4	the	the	DET
bracis-33642	145	5	replay	replay	NOUN
bracis-33642	145	6	buffer	buffer	NOUN
bracis-33642	145	7	saves	save	VERB
bracis-33642	145	8	a	a	DET
bracis-33642	145	9	certain	certain	ADJ
bracis-33642	145	10	number	number	NOUN
bracis-33642	145	11	of	of	ADP
bracis-33642	145	12	experiences	experience	NOUN
bracis-33642	145	13	greater	great	ADJ
bracis-33642	145	14	than	than	ADP
bracis-33642	145	15	or	or	CCONJ
bracis-33642	145	16	equal	equal	ADJ
bracis-33642	145	17	to	to	PART
bracis-33642	145	18	batch_size	batch_size	VERB
bracis-33642	145	19	,	,	PUNCT
bracis-33642	145	20	a	a	DET
bracis-33642	145	21	batch	batch	NOUN
bracis-33642	145	22	of	of	ADP
bracis-33642	145	23	experiences	experience	NOUN
bracis-33642	145	24	is	be	AUX
bracis-33642	145	25	sampled	sample	VERB
bracis-33642	145	26	in	in	ADP
bracis-33642	145	27	order	order	NOUN
bracis-33642	145	28	to	to	PART
bracis-33642	145	29	calculate	calculate	VERB
bracis-33642	145	30	the	the	DET
bracis-33642	145	31	objective	objective	ADJ
bracis-33642	145	32	function	function	NOUN
bracis-33642	145	33	$	$	SYM
bracis-33642	145	34	$	$	SYM
bracis-33642	145	35	\begin{aligned	\begin{aligne	VERB
bracis-33642	145	36	}	}	PUNCT
bracis-33642	145	37	\sum	\sum	NOUN
bracis-33642	145	38	\limits	\limit	NOUN
bracis-33642	145	39	_	_	PRON
bracis-33642	145	40	{	{	PUNCT
bracis-33642	145	41	t	t	NOUN
bracis-33642	145	42	=	=	NOUN
bracis-33642	145	43	t_{1}}^{t_{2	t_{1}}^{t_{2	ADV
bracis-33642	145	44	}	}	PUNCT
bracis-33642	145	45	}	}	PUNCT
bracis-33642	145	46	\frac{ln(\mu	\frac{ln(\mu	AUX
bracis-33642	145	47	_	_	PUNCT
bracis-33642	145	48	{	{	PUNCT
bracis-33642	145	49	t}(\vec{w_{t	t}(\vec{w_{t	NOUN
bracis-33642	145	50	}	}	PUNCT
bracis-33642	145	51	}	}	PUNCT
bracis-33642	145	52	\cdot	\cdot	NOUN
bracis-33642	145	53	(	(	PUNCT
bracis-33642	145	54	\vec{p_{t	\vec{p_{t	PROPN
bracis-33642	145	55	}	}	PUNCT
bracis-33642	145	56	}	}	PUNCT
bracis-33642	145	57	\oslash	\oslash	VERB
bracis-33642	145	58	\vec{p_{t-1}}))}{t_{2	\vec{p_{t-1}}))}{t_{2	ADV
bracis-33642	145	59	}	}	PUNCT
bracis-33642	145	60	t_{1	t_{1	NOUN
bracis-33642	145	61	}	}	PUNCT
bracis-33642	145	62	+	+	CCONJ
bracis-33642	145	63	1	1	NUM
bracis-33642	145	64	}	}	PUNCT
bracis-33642	145	65	,	,	PUNCT
bracis-33642	145	66	\end{aligned}$$	\end{aligned}$$	X
bracis-33642	145	67	(	(	PUNCT
bracis-33642	145	68	7	7	NUM
bracis-33642	145	69	)	)	PUNCT
bracis-33642	145	70	in	in	ADP
bracis-33642	145	71	which	which	PRON
bracis-33642	145	72	\(t_{1}\	\(t_{1}\	PROPN
bracis-33642	145	73	)	)	PUNCT
bracis-33642	145	74	and	and	CCONJ
bracis-33642	145	75	\(t_{2}\	\(t_{2}\	NOUN
bracis-33642	145	76	)	)	PUNCT
bracis-33642	145	77	are	be	AUX
bracis-33642	145	78	,	,	PUNCT
bracis-33642	145	79	respectively	respectively	ADV
bracis-33642	145	80	,	,	PUNCT
bracis-33642	145	81	the	the	DET
bracis-33642	145	82	first	first	ADJ
bracis-33642	145	83	and	and	CCONJ
bracis-33642	145	84	the	the	DET
bracis-33642	145	85	last	last	ADJ
bracis-33642	145	86	time	time	NOUN
bracis-33642	145	87	step	step	NOUN
bracis-33642	145	88	of	of	ADP
bracis-33642	145	89	the	the	DET
bracis-33642	145	90	sampled	sample	VERB
bracis-33642	145	91	experiences	experience	NOUN
bracis-33642	145	92	ordered	order	VERB
bracis-33642	145	93	in	in	ADP
bracis-33642	145	94	time	time	NOUN
bracis-33642	145	95	,	,	PUNCT
bracis-33642	145	96	\(\mu	\(\mu	PROPN
bracis-33642	145	97	_	_	PUNCT
bracis-33642	145	98	{	{	PUNCT
bracis-33642	145	99	t}\	t}\	NOUN
bracis-33642	145	100	)	)	PUNCT
bracis-33642	145	101	is	be	AUX
bracis-33642	145	102	the	the	DET
bracis-33642	145	103	transaction	transaction	NOUN
bracis-33642	145	104	remainder	remainder	NOUN
bracis-33642	145	105	factor	factor	NOUN
bracis-33642	145	106	,	,	PUNCT
bracis-33642	145	107	\(\vec{w_{t}}\	\(\vec{w_{t}}\	PROPN
bracis-33642	145	108	)	)	PUNCT
bracis-33642	145	109	is	be	AUX
bracis-33642	145	110	the	the	DET
bracis-33642	145	111	agent	agent	NOUN
bracis-33642	145	112	’s	’s	PART
bracis-33642	145	113	performed	perform	VERB
bracis-33642	145	114	action	action	NOUN
bracis-33642	145	115	and	and	CCONJ
bracis-33642	145	116	\(\vec{p_{t}}\	\(\vec{p_{t}}\	NOUN
bracis-33642	145	117	)	)	PUNCT
bracis-33642	145	118	is	be	AUX
bracis-33642	145	119	the	the	DET
bracis-33642	145	120	vector	vector	NOUN
bracis-33642	145	121	containing	contain	VERB
bracis-33642	145	122	the	the	DET
bracis-33642	145	123	prices	price	NOUN
bracis-33642	145	124	of	of	ADP
bracis-33642	145	125	the	the	DET
bracis-33642	145	126	assets	asset	NOUN
bracis-33642	145	127	.	.	PUNCT
bracis-33642	146	1	note	note	VERB
bracis-33642	146	2	that	that	SCONJ
bracis-33642	146	3	this	this	DET
bracis-33642	146	4	objective	objective	ADJ
bracis-33642	146	5	function	function	NOUN
bracis-33642	146	6	is	be	AUX
bracis-33642	146	7	analogous	analogous	ADJ
bracis-33642	146	8	to	to	ADP
bracis-33642	146	9	the	the	DET
bracis-33642	146	10	logarithm	logarithm	NOUN
bracis-33642	146	11	of	of	ADP
bracis-33642	146	12	the	the	DET
bracis-33642	146	13	rate	rate	NOUN
bracis-33642	146	14	of	of	ADP
bracis-33642	146	15	the	the	DET
bracis-33642	146	16	value	value	NOUN
bracis-33642	146	17	of	of	ADP
bracis-33642	146	18	the	the	DET
bracis-33642	146	19	portfolio	portfolio	NOUN
bracis-33642	146	20	from	from	ADP
bracis-33642	146	21	steps	step	NOUN
bracis-33642	146	22	\(t_{1}\	\(t_{1}\	NOUN
bracis-33642	146	23	)	)	PUNCT
bracis-33642	146	24	to	to	ADP
bracis-33642	146	25	\(t_{2}\	\(t_{2}\	NOUN
bracis-33642	146	26	)	)	PUNCT
bracis-33642	146	27	,	,	PUNCT
bracis-33642	146	28	therefore	therefore	ADV
bracis-33642	146	29	the	the	DET
bracis-33642	146	30	agent	agent	NOUN
bracis-33642	146	31	will	will	AUX
bracis-33642	146	32	try	try	VERB
bracis-33642	146	33	to	to	PART
bracis-33642	146	34	maximize	maximize	VERB
bracis-33642	146	35	profits	profit	NOUN
bracis-33642	146	36	.	.	PUNCT
bracis-33642	147	1	additionally	additionally	ADV
bracis-33642	147	2	,	,	PUNCT
bracis-33642	147	3	since	since	SCONJ
bracis-33642	147	4	this	this	DET
bracis-33642	147	5	work	work	NOUN
bracis-33642	147	6	considers	consider	VERB
bracis-33642	147	7	that	that	SCONJ
bracis-33642	147	8	batches	batch	VERB
bracis-33642	147	9	with	with	ADP
bracis-33642	147	10	overlapping	overlap	VERB
bracis-33642	147	11	temporal	temporal	ADJ
bracis-33642	147	12	data	datum	NOUN
bracis-33642	147	13	(	(	PUNCT
bracis-33642	147	14	for	for	ADP
bracis-33642	147	15	example	example	NOUN
bracis-33642	147	16	,	,	PUNCT
bracis-33642	147	17	batches	batch	VERB
bracis-33642	147	18	\([t_{1	\([t_{1	ADJ
bracis-33642	147	19	}	}	PUNCT
bracis-33642	147	20	,	,	PUNCT
bracis-33642	147	21	t_{2}]\	t_{2}]\	NOUN
bracis-33642	147	22	)	)	PUNCT
bracis-33642	147	23	and	and	CCONJ
bracis-33642	147	24	\([t_{1	\([t_{1	ADJ
bracis-33642	147	25	}	}	PUNCT
bracis-33642	147	26	+	+	NUM
bracis-33642	147	27	1	1	NUM
bracis-33642	147	28	,	,	PUNCT
bracis-33642	147	29	t_{2	t_{2	ADV
bracis-33642	147	30	}	}	PUNCT
bracis-33642	147	31	+	+	CCONJ
bracis-33642	147	32	1]\	1]\	NUM
bracis-33642	147	33	)	)	PUNCT
bracis-33642	147	34	)	)	PUNCT
bracis-33642	147	35	are	be	AUX
bracis-33642	147	36	different	different	ADJ
bracis-33642	147	37	representations	representation	NOUN
bracis-33642	147	38	of	of	ADP
bracis-33642	147	39	the	the	DET
bracis-33642	147	40	trading	trading	NOUN
bracis-33642	147	41	process	process	NOUN
bracis-33642	147	42	,	,	PUNCT
bracis-33642	147	43	at	at	ADP
bracis-33642	147	44	each	each	DET
bracis-33642	147	45	time	time	NOUN
bracis-33642	147	46	step	step	NOUN
bracis-33642	147	47	t	t	PROPN
bracis-33642	147	48	the	the	DET
bracis-33642	147	49	algorithm	algorithm	NOUN
bracis-33642	147	50	samples	sample	VERB
bracis-33642	147	51	a	a	DET
bracis-33642	147	52	batch	batch	NOUN
bracis-33642	147	53	of	of	ADP
bracis-33642	147	54	sequential	sequential	ADJ
bracis-33642	147	55	data	datum	NOUN
bracis-33642	147	56	starting	start	VERB
bracis-33642	147	57	at	at	ADP
bracis-33642	147	58	\(t_{1	\(t_{1	PROPN
bracis-33642	147	59	}	}	PUNCT
bracis-33642	147	60	<	<	X
bracis-33642	147	61	t	t	PROPN
bracis-33642	147	62	batch\_size\	batch\_size\	PROPN
bracis-33642	147	63	)	)	PUNCT
bracis-33642	147	64	through	through	ADP
bracis-33642	147	65	a	a	DET
bracis-33642	147	66	geometrical	geometrical	ADJ
bracis-33642	147	67	distribution	distribution	NOUN
bracis-33642	147	68	:	:	PUNCT
bracis-33642	147	69	$	$	SYM
bracis-33642	147	70	$	$	SYM
bracis-33642	147	71	\begin{aligned	\begin{aligne	VERB
bracis-33642	147	72	}	}	PUNCT
bracis-33642	147	73	p_{\beta	p_{\beta	X
bracis-33642	147	74	}	}	PUNCT
bracis-33642	147	75	(	(	PUNCT
bracis-33642	147	76	t_{1	t_{1	NOUN
bracis-33642	147	77	}	}	PUNCT
bracis-33642	147	78	)	)	PUNCT
bracis-33642	148	1	=	=	SYM
bracis-33642	148	2	\beta	\beta	PROPN
bracis-33642	148	3	(	(	PUNCT
bracis-33642	148	4	1	1	NUM
bracis-33642	148	5	\beta	\beta	PROPN
bracis-33642	148	6	)	)	PUNCT
bracis-33642	148	7	^	^	PUNCT
bracis-33642	148	8	{	{	PUNCT
bracis-33642	148	9	t	t	PROPN
bracis-33642	148	10	t_{1	t_{1	NUM
bracis-33642	148	11	}	}	PUNCT
bracis-33642	148	12	batch\_size	batch\_size	X
bracis-33642	148	13	}	}	PUNCT
bracis-33642	148	14	,	,	PUNCT
bracis-33642	148	15	\end{aligned}$$	\end{aligned}$$	X
bracis-33642	148	16	(	(	PUNCT
bracis-33642	148	17	8)	8)	NUM
bracis-33642	148	18	in	in	ADP
bracis-33642	148	19	which	which	PRON
bracis-33642	148	20	\(\beta	\(\beta	PRON
bracis-33642	148	21	\in	\in	X
bracis-33642	148	22	(	(	PUNCT
bracis-33642	148	23	0	0	NUM
bracis-33642	148	24	,	,	PUNCT
bracis-33642	148	25	1]\	1]\	NUM
bracis-33642	148	26	)	)	PUNCT
bracis-33642	148	27	is	be	AUX
bracis-33642	148	28	the	the	DET
bracis-33642	148	29	probability	probability	NOUN
bracis-33642	148	30	of	of	ADP
bracis-33642	148	31	selecting	select	VERB
bracis-33642	148	32	the	the	DET
bracis-33642	148	33	most	most	ADV
bracis-33642	148	34	recent	recent	ADJ
bracis-33642	148	35	batch	batch	NOUN
bracis-33642	148	36	.	.	PUNCT
bracis-33642	149	1	the	the	PRON
bracis-33642	149	2	bigger	big	ADJ
bracis-33642	149	3	the	the	DET
bracis-33642	149	4	value	value	NOUN
bracis-33642	149	5	of	of	ADP
bracis-33642	149	6	\(\beta	\(\beta	NOUN
bracis-33642	149	7	\	\	NOUN
bracis-33642	149	8	)	)	PUNCT
bracis-33642	149	9	,	,	PUNCT
bracis-33642	149	10	the	the	DET
bracis-33642	149	11	more	more	ADV
bracis-33642	149	12	recent	recent	ADJ
bracis-33642	149	13	batches	batch	NOUN
bracis-33642	149	14	will	will	AUX
bracis-33642	149	15	be	be	AUX
bracis-33642	149	16	sampled	sample	VERB
bracis-33642	149	17	.	.	PUNCT
bracis-33642	150	1	5.3	5.3	NUM
bracis-33642	150	2	the	the	DET
bracis-33642	150	3	policy	policy	NOUN
bracis-33642	150	4	finally	finally	ADV
bracis-33642	150	5	,	,	PUNCT
bracis-33642	150	6	the	the	DET
bracis-33642	150	7	last	last	ADJ
bracis-33642	150	8	component	component	NOUN
bracis-33642	150	9	of	of	ADP
bracis-33642	150	10	the	the	DET
bracis-33642	150	11	training	training	NOUN
bracis-33642	150	12	routine	routine	NOUN
bracis-33642	150	13	is	be	AUX
bracis-33642	150	14	the	the	DET
bracis-33642	150	15	policy	policy	NOUN
bracis-33642	150	16	,	,	PUNCT
bracis-33642	150	17	which	which	PRON
bracis-33642	150	18	must	must	AUX
bracis-33642	150	19	be	be	AUX
bracis-33642	150	20	a	a	DET
bracis-33642	150	21	neural	neural	ADJ
bracis-33642	150	22	network	network	NOUN
bracis-33642	150	23	whose	whose	DET
bracis-33642	150	24	inputs	input	NOUN
bracis-33642	150	25	are	be	AUX
bracis-33642	150	26	the	the	DET
bracis-33642	150	27	state	state	NOUN
bracis-33642	150	28	of	of	ADP
bracis-33642	150	29	the	the	DET
bracis-33642	150	30	agent	agent	NOUN
bracis-33642	150	31	and	and	CCONJ
bracis-33642	150	32	its	its	PRON
bracis-33642	150	33	last	last	ADJ
bracis-33642	150	34	performed	perform	VERB
bracis-33642	150	35	action	action	NOUN
bracis-33642	150	36	.	.	PUNCT
bracis-33642	151	1	with	with	ADP
bracis-33642	151	2	those	those	DET
bracis-33642	151	3	two	two	NUM
bracis-33642	151	4	values	value	NOUN
bracis-33642	151	5	,	,	PUNCT
bracis-33642	151	6	the	the	DET
bracis-33642	151	7	policy	policy	NOUN
bracis-33642	151	8	must	must	AUX
bracis-33642	151	9	output	output	VERB
bracis-33642	151	10	the	the	DET
bracis-33642	151	11	next	next	ADJ
bracis-33642	151	12	action	action	NOUN
bracis-33642	151	13	of	of	ADP
bracis-33642	151	14	the	the	DET
bracis-33642	151	15	agent	agent	NOUN
bracis-33642	151	16	(	(	PUNCT
bracis-33642	151	17	\(\vec{w_{t	\(\vec{w_{t	X
bracis-33642	151	18	}	}	PUNCT
bracis-33642	151	19	}	}	PUNCT
bracis-33642	151	20	=	=	PUNCT
bracis-33642	151	21	\phi	\phi	PROPN
bracis-33642	151	22	(	(	PUNCT
bracis-33642	151	23	\vec{s_{t	\vec{s_{t	NOUN
bracis-33642	151	24	}	}	PUNCT
bracis-33642	151	25	}	}	PUNCT
bracis-33642	151	26	,	,	PUNCT
bracis-33642	151	27	\vec{w_{t-1}})\	\vec{w_{t-1}})\	PROPN
bracis-33642	151	28	)	)	PUNCT
bracis-33642	151	29	)	)	PUNCT
bracis-33642	151	30	.	.	PUNCT
bracis-33642	152	1	the	the	DET
bracis-33642	152	2	policy	policy	NOUN
bracis-33642	152	3	needs	need	VERB
bracis-33642	152	4	to	to	PART
bracis-33642	152	5	have	have	VERB
bracis-33642	152	6	knowledge	knowledge	NOUN
bracis-33642	152	7	about	about	ADP
bracis-33642	152	8	the	the	DET
bracis-33642	152	9	last	last	ADJ
bracis-33642	152	10	action	action	NOUN
bracis-33642	152	11	\(w_{t-1}\	\(w_{t-1}\	VERB
bracis-33642	152	12	)	)	PUNCT
bracis-33642	152	13	to	to	PART
bracis-33642	152	14	learn	learn	VERB
bracis-33642	152	15	effectively	effectively	ADV
bracis-33642	152	16	how	how	SCONJ
bracis-33642	152	17	to	to	PART
bracis-33642	152	18	avoid	avoid	VERB
bracis-33642	152	19	abrupt	abrupt	ADJ
bracis-33642	152	20	rebalancings	rebalancing	NOUN
bracis-33642	152	21	in	in	ADP
bracis-33642	152	22	the	the	DET
bracis-33642	152	23	portfolio	portfolio	NOUN
bracis-33642	152	24	and	and	CCONJ
bracis-33642	152	25	,	,	PUNCT
bracis-33642	152	26	consequently	consequently	ADV
bracis-33642	152	27	,	,	PUNCT
bracis-33642	152	28	avoid	avoid	VERB
bracis-33642	152	29	losses	loss	NOUN
bracis-33642	152	30	related	relate	VERB
bracis-33642	152	31	to	to	ADP
bracis-33642	152	32	commission	commission	NOUN
bracis-33642	152	33	fees	fee	NOUN
bracis-33642	152	34	.	.	PUNCT
bracis-33642	153	1	in	in	ADP
bracis-33642	153	2	rlportfolio	rlportfolio	NOUN
bracis-33642	153	3	,	,	PUNCT
bracis-33642	153	4	the	the	DET
bracis-33642	153	5	policy	policy	NOUN
bracis-33642	153	6	can	can	AUX
bracis-33642	153	7	be	be	AUX
bracis-33642	153	8	any	any	DET
bracis-33642	153	9	pytorch	pytorch	NOUN
bracis-33642	154	1	[	[	X
bracis-33642	154	2	22	22	NUM
bracis-33642	154	3	]	]	X
bracis-33642	154	4	neural	neural	ADJ
bracis-33642	154	5	network	network	NOUN
bracis-33642	154	6	with	with	ADP
bracis-33642	154	7	those	those	DET
bracis-33642	154	8	inputs	input	NOUN
bracis-33642	154	9	and	and	CCONJ
bracis-33642	154	10	outputs	output	NOUN
bracis-33642	154	11	.	.	PUNCT
bracis-33642	155	1	but	but	CCONJ
bracis-33642	155	2	in	in	ADP
bracis-33642	155	3	order	order	NOUN
bracis-33642	155	4	to	to	PART
bracis-33642	155	5	provide	provide	VERB
bracis-33642	155	6	some	some	DET
bracis-33642	155	7	benchmarks	benchmark	NOUN
bracis-33642	155	8	to	to	PART
bracis-33642	155	9	be	be	AUX
bracis-33642	155	10	used	use	VERB
bracis-33642	155	11	in	in	ADP
bracis-33642	155	12	the	the	DET
bracis-33642	155	13	research	research	NOUN
bracis-33642	155	14	area	area	NOUN
bracis-33642	155	15	,	,	PUNCT
bracis-33642	155	16	the	the	DET
bracis-33642	155	17	library	library	NOUN
bracis-33642	155	18	contains	contain	VERB
bracis-33642	155	19	four	four	NUM
bracis-33642	155	20	implementations	implementation	NOUN
bracis-33642	155	21	of	of	ADP
bracis-33642	155	22	state	state	NOUN
bracis-33642	155	23	-	-	PUNCT
bracis-33642	155	24	of	of	ADP
bracis-33642	155	25	-	-	PUNCT
bracis-33642	155	26	the	the	DET
bracis-33642	155	27	-	-	PUNCT
bracis-33642	155	28	art	art	NOUN
bracis-33642	155	29	policies	policy	NOUN
bracis-33642	155	30	:	:	PUNCT
bracis-33642	155	31	the	the	DET
bracis-33642	155	32	original	original	ADJ
bracis-33642	155	33	recursive	recursive	ADJ
bracis-33642	155	34	and	and	CCONJ
bracis-33642	155	35	convolutional	convolutional	ADJ
bracis-33642	155	36	neural	neural	ADJ
bracis-33642	155	37	networks	network	NOUN
bracis-33642	155	38	solution	solution	NOUN
bracis-33642	155	39	introduced	introduce	VERB
bracis-33642	155	40	in	in	ADP
bracis-33642	155	41	[	[	X
bracis-33642	155	42	12	12	NUM
bracis-33642	155	43	]	]	PUNCT
bracis-33642	155	44	,	,	PUNCT
bracis-33642	155	45	the	the	DET
bracis-33642	155	46	multi	multi	ADJ
bracis-33642	155	47	-	-	ADJ
bracis-33642	155	48	scale	scale	ADJ
bracis-33642	155	49	convolutional	convolutional	ADJ
bracis-33642	155	50	solution	solution	NOUN
bracis-33642	155	51	from	from	ADP
bracis-33642	155	52	[	[	X
bracis-33642	155	53	25	25	NUM
bracis-33642	155	54	]	]	PUNCT
bracis-33642	155	55	that	that	PRON
bracis-33642	155	56	considerably	considerably	ADV
bracis-33642	155	57	improves	improve	VERB
bracis-33642	155	58	the	the	DET
bracis-33642	155	59	original	original	ADJ
bracis-33642	155	60	architecture	architecture	NOUN
bracis-33642	155	61	and	and	CCONJ
bracis-33642	155	62	the	the	DET
bracis-33642	155	63	graph	graph	NOUN
bracis-33642	155	64	neural	neural	ADJ
bracis-33642	155	65	network	network	NOUN
bracis-33642	155	66	approach	approach	NOUN
bracis-33642	155	67	presented	present	VERB
bracis-33642	155	68	in	in	ADP
bracis-33642	155	69	[	[	X
bracis-33642	155	70	26	26	NUM
bracis-33642	155	71	]	]	PUNCT
bracis-33642	155	72	,	,	PUNCT
bracis-33642	155	73	which	which	PRON
bracis-33642	155	74	is	be	AUX
bracis-33642	155	75	one	one	NUM
bracis-33642	155	76	of	of	ADP
bracis-33642	155	77	the	the	DET
bracis-33642	155	78	first	first	ADJ
bracis-33642	155	79	works	work	NOUN
bracis-33642	155	80	implementing	implement	VERB
bracis-33642	155	81	graph	graph	NOUN
bracis-33642	155	82	approaches	approach	NOUN
bracis-33642	155	83	.	.	PUNCT
bracis-33642	156	1	6	6	NUM
bracis-33642	156	2	application	application	NOUN
bracis-33642	156	3	in	in	ADP
bracis-33642	156	4	 	 	SPACE
bracis-33642	156	5	the	the	DET
bracis-33642	156	6	 	 	SPACE
bracis-33642	156	7	brazilian	brazilian	ADJ
bracis-33642	156	8	market	market	NOUN
bracis-33642	156	9	in	in	ADP
bracis-33642	156	10	order	order	NOUN
bracis-33642	156	11	to	to	PART
bracis-33642	156	12	demonstrate	demonstrate	VERB
bracis-33642	156	13	the	the	DET
bracis-33642	156	14	performance	performance	NOUN
bracis-33642	156	15	of	of	ADP
bracis-33642	156	16	rlportfolio	rlportfolio	NOUN
bracis-33642	156	17	,	,	PUNCT
bracis-33642	156	18	a	a	DET
bracis-33642	156	19	small	small	ADJ
bracis-33642	156	20	experimentfootnote	experimentfootnote	NOUN
bracis-33642	156	21	2	2	NUM
bracis-33642	156	22	is	be	AUX
bracis-33642	156	23	done	do	VERB
bracis-33642	156	24	by	by	ADP
bracis-33642	156	25	applying	apply	VERB
bracis-33642	156	26	the	the	DET
bracis-33642	156	27	formulation	formulation	NOUN
bracis-33642	156	28	presented	present	VERB
bracis-33642	156	29	in	in	ADP
bracis-33642	156	30	the	the	DET
bracis-33642	156	31	brazilian	brazilian	ADJ
bracis-33642	156	32	market	market	NOUN
bracis-33642	156	33	.	.	PUNCT
bracis-33642	157	1	a	a	DET
bracis-33642	157	2	portfolio	portfolio	NOUN
bracis-33642	157	3	with	with	ADP
bracis-33642	157	4	10	10	NUM
bracis-33642	157	5	high	high	ADJ
bracis-33642	157	6	-	-	PUNCT
bracis-33642	157	7	volume	volume	NOUN
bracis-33642	157	8	assets	asset	NOUN
bracis-33642	157	9	(	(	PUNCT
bracis-33642	157	10	vale3	vale3	PROPN
bracis-33642	157	11	,	,	PUNCT
bracis-33642	157	12	petr4	petr4	PROPN
bracis-33642	157	13	,	,	PUNCT
bracis-33642	157	14	itub4	itub4	PROPN
bracis-33642	157	15	,	,	PUNCT
bracis-33642	157	16	bbdc4	bbdc4	NOUN
bracis-33642	157	17	,	,	PUNCT
bracis-33642	157	18	bbas3	bbas3	NOUN
bracis-33642	157	19	,	,	PUNCT
bracis-33642	157	20	rent3	rent3	PROPN
bracis-33642	157	21	,	,	PUNCT
bracis-33642	157	22	lren3	lren3	PROPN
bracis-33642	157	23	,	,	PUNCT
bracis-33642	157	24	prio3	prio3	ADJ
bracis-33642	157	25	,	,	PUNCT
bracis-33642	157	26	wege3	wege3	PROPN
bracis-33642	157	27	,	,	PUNCT
bracis-33642	157	28	abev3	abev3	ADJ
bracis-33642	157	29	)	)	PUNCT
bracis-33642	157	30	was	be	AUX
bracis-33642	157	31	created	create	VERB
bracis-33642	157	32	and	and	CCONJ
bracis-33642	157	33	a	a	DET
bracis-33642	157	34	simple	simple	ADJ
bracis-33642	157	35	eiie	eiie	ADJ
bracis-33642	157	36	convolutional	convolutional	ADJ
bracis-33642	157	37	agent	agent	NOUN
bracis-33642	158	1	[	[	X
bracis-33642	158	2	12	12	NUM
bracis-33642	158	3	]	]	PUNCT
bracis-33642	158	4	was	be	AUX
bracis-33642	158	5	trained	train	VERB
bracis-33642	158	6	using	use	VERB
bracis-33642	158	7	the	the	DET
bracis-33642	158	8	historical	historical	ADJ
bracis-33642	158	9	daily	daily	ADJ
bracis-33642	158	10	close	close	NOUN
bracis-33642	158	11	,	,	PUNCT
bracis-33642	158	12	high	high	ADJ
bracis-33642	158	13	and	and	CCONJ
bracis-33642	158	14	low	low	ADJ
bracis-33642	158	15	prices	price	NOUN
bracis-33642	158	16	of	of	ADP
bracis-33642	158	17	the	the	DET
bracis-33642	158	18	stocks	stock	NOUN
bracis-33642	158	19	from	from	ADP
bracis-33642	158	20	2011/01/01	2011/01/01	NUM
bracis-33642	158	21	to	to	ADP
bracis-33642	158	22	2019/12/31	2019/12/31	NUM
bracis-33642	158	23	(	(	PUNCT
bracis-33642	158	24	2233	2233	NUM
bracis-33642	158	25	trading	trading	NOUN
bracis-33642	158	26	days	day	NOUN
bracis-33642	158	27	)	)	PUNCT
bracis-33642	158	28	.	.	PUNCT
bracis-33642	159	1	the	the	DET
bracis-33642	159	2	performance	performance	NOUN
bracis-33642	159	3	of	of	ADP
bracis-33642	159	4	the	the	DET
bracis-33642	159	5	agent	agent	NOUN
bracis-33642	159	6	was	be	AUX
bracis-33642	159	7	then	then	ADV
bracis-33642	159	8	tested	test	VERB
bracis-33642	159	9	in	in	ADP
bracis-33642	159	10	the	the	DET
bracis-33642	159	11	period	period	NOUN
bracis-33642	159	12	from	from	ADP
bracis-33642	159	13	2020/01/01	2020/01/01	NUM
bracis-33642	159	14	to	to	ADP
bracis-33642	159	15	2020/12/31	2020/12/31	NUM
bracis-33642	159	16	(	(	PUNCT
bracis-33642	159	17	248	248	NUM
bracis-33642	159	18	trading	trading	NOUN
bracis-33642	159	19	days	day	NOUN
bracis-33642	159	20	)	)	PUNCT
bracis-33642	159	21	,	,	PUNCT
bracis-33642	159	22	which	which	PRON
bracis-33642	159	23	includes	include	VERB
bracis-33642	159	24	the	the	DET
bracis-33642	159	25	beginning	beginning	NOUN
bracis-33642	159	26	of	of	ADP
bracis-33642	159	27	the	the	DET
bracis-33642	159	28	covid-19	covid-19	PROPN
bracis-33642	159	29	pandemic	pandemic	NOUN
bracis-33642	159	30	,	,	PUNCT
bracis-33642	159	31	that	that	PRON
bracis-33642	159	32	considerably	considerably	ADV
bracis-33642	159	33	impacted	impact	VERB
bracis-33642	159	34	the	the	DET
bracis-33642	159	35	brazilian	brazilian	ADJ
bracis-33642	159	36	stock	stock	NOUN
bracis-33642	159	37	market	market	NOUN
bracis-33642	159	38	.	.	PUNCT
bracis-33642	160	1	the	the	DET
bracis-33642	160	2	data	datum	NOUN
bracis-33642	160	3	utilized	utilize	VERB
bracis-33642	160	4	was	be	AUX
bracis-33642	160	5	collected	collect	VERB
bracis-33642	160	6	from	from	ADP
bracis-33642	160	7	yahoo	yahoo	PROPN
bracis-33642	160	8	finance	finance	NOUN
bracis-33642	160	9	websitefootnote	websitefootnote	AUX
bracis-33642	160	10	3	3	NUM
bracis-33642	160	11	.	.	PUNCT
bracis-33642	160	12	table	table	NOUN
bracis-33642	160	13	 	 	SPACE
bracis-33642	160	14	1	1	NUM
bracis-33642	160	15	summarizes	summarize	NOUN
bracis-33642	160	16	the	the	DET
bracis-33642	160	17	hyper	hyper	NOUN
bracis-33642	160	18	-	-	NOUN
bracis-33642	160	19	parameters	parameter	NOUN
bracis-33642	160	20	used	use	VERB
bracis-33642	160	21	in	in	ADP
bracis-33642	160	22	the	the	DET
bracis-33642	160	23	training	training	NOUN
bracis-33642	160	24	process	process	NOUN
bracis-33642	160	25	.	.	PUNCT
bracis-33642	161	1	table	table	NOUN
bracis-33642	161	2	1	1	NUM
bracis-33642	161	3	.	.	PUNCT
bracis-33642	162	1	hyper	hyper	NOUN
bracis-33642	162	2	-	-	NOUN
bracis-33642	162	3	parameters	parameter	NOUN
bracis-33642	162	4	used	use	VERB
bracis-33642	162	5	to	to	PART
bracis-33642	162	6	train	train	VERB
bracis-33642	162	7	the	the	DET
bracis-33642	162	8	eiie	eiie	ADJ
bracis-33642	162	9	convolutional	convolutional	ADJ
bracis-33642	162	10	agent.full	agent.full	NOUN
bracis-33642	162	11	size	size	NOUN
bracis-33642	162	12	table	table	NOUN
bracis-33642	162	13	in	in	ADP
bracis-33642	162	14	this	this	DET
bracis-33642	162	15	experiment	experiment	NOUN
bracis-33642	162	16	,	,	PUNCT
bracis-33642	162	17	three	three	NUM
bracis-33642	162	18	metrics	metric	NOUN
bracis-33642	162	19	are	be	AUX
bracis-33642	162	20	used	use	VERB
bracis-33642	162	21	to	to	PART
bracis-33642	162	22	evaluate	evaluate	VERB
bracis-33642	162	23	the	the	DET
bracis-33642	162	24	portfolio	portfolio	NOUN
bracis-33642	162	25	’s	’s	PART
bracis-33642	162	26	performance	performance	NOUN
bracis-33642	162	27	:	:	PUNCT
bracis-33642	162	28	final	final	ADJ
bracis-33642	162	29	accumulative	accumulative	ADJ
bracis-33642	162	30	portfolio	portfolio	NOUN
bracis-33642	162	31	value	value	NOUN
bracis-33642	162	32	(	(	PUNCT
bracis-33642	162	33	fapv	fapv	VERB
bracis-33642	162	34	):	):	PUNCT
bracis-33642	162	35	this	this	DET
bracis-33642	162	36	metric	metric	NOUN
bracis-33642	162	37	is	be	AUX
bracis-33642	162	38	calculated	calculate	VERB
bracis-33642	162	39	by	by	ADP
bracis-33642	162	40	dividing	divide	VERB
bracis-33642	162	41	the	the	DET
bracis-33642	162	42	final	final	ADJ
bracis-33642	162	43	value	value	NOUN
bracis-33642	162	44	of	of	ADP
bracis-33642	162	45	the	the	DET
bracis-33642	162	46	portfolio	portfolio	NOUN
bracis-33642	162	47	by	by	ADP
bracis-33642	162	48	its	its	PRON
bracis-33642	162	49	initial	initial	ADJ
bracis-33642	162	50	value	value	NOUN
bracis-33642	162	51	(	(	PUNCT
bracis-33642	162	52	\(v_{t}^{f}/v_{0}\	\(v_{t}^{f}/v_{0}\	ADJ
bracis-33642	162	53	)	)	PUNCT
bracis-33642	162	54	)	)	PUNCT
bracis-33642	162	55	.	.	PUNCT
bracis-33642	163	1	good	good	ADJ
bracis-33642	163	2	portfolios	portfolio	NOUN
bracis-33642	163	3	aim	aim	VERB
bracis-33642	163	4	to	to	PART
bracis-33642	163	5	achieve	achieve	VERB
bracis-33642	163	6	higher	high	ADJ
bracis-33642	163	7	fapv	fapv	NOUN
bracis-33642	163	8	.	.	PUNCT
bracis-33642	164	1	maximum	maximum	ADJ
bracis-33642	164	2	drawdown	drawdown	NOUN
bracis-33642	164	3	(	(	PUNCT
bracis-33642	164	4	mdd	mdd	PROPN
bracis-33642	164	5	)	)	PUNCT
bracis-33642	165	1	[	[	X
bracis-33642	165	2	21	21	NUM
bracis-33642	165	3	]	]	SYM
bracis-33642	165	4	:]	:]	PUNCT
bracis-33642	165	5	as	as	SCONJ
bracis-33642	165	6	the	the	DET
bracis-33642	165	7	name	name	NOUN
bracis-33642	165	8	suggests	suggest	VERB
bracis-33642	165	9	,	,	PUNCT
bracis-33642	165	10	this	this	DET
bracis-33642	165	11	metric	metric	ADJ
bracis-33642	165	12	calculates	calculate	VERB
bracis-33642	165	13	the	the	DET
bracis-33642	165	14	maximum	maximum	ADJ
bracis-33642	165	15	drop	drop	NOUN
bracis-33642	165	16	of	of	ADP
bracis-33642	165	17	the	the	DET
bracis-33642	165	18	portfolio	portfolio	NOUN
bracis-33642	165	19	value	value	NOUN
bracis-33642	165	20	.	.	PUNCT
bracis-33642	166	1	strategies	strategy	NOUN
bracis-33642	166	2	with	with	ADP
bracis-33642	166	3	high	high	ADJ
bracis-33642	166	4	mdd	mdd	PROPN
bracis-33642	166	5	(	(	PUNCT
bracis-33642	166	6	in	in	ADP
bracis-33642	166	7	absolute	absolute	ADJ
bracis-33642	166	8	value	value	NOUN
bracis-33642	166	9	)	)	PUNCT
bracis-33642	166	10	are	be	AUX
bracis-33642	166	11	considered	consider	VERB
bracis-33642	166	12	risky	risky	ADJ
bracis-33642	166	13	,	,	PUNCT
bracis-33642	166	14	so	so	CCONJ
bracis-33642	166	15	the	the	DET
bracis-33642	166	16	objective	objective	NOUN
bracis-33642	166	17	is	be	AUX
bracis-33642	166	18	to	to	PART
bracis-33642	166	19	generate	generate	VERB
bracis-33642	166	20	an	an	DET
bracis-33642	166	21	agent	agent	NOUN
bracis-33642	166	22	with	with	ADP
bracis-33642	166	23	mdd	mdd	PROPN
bracis-33642	166	24	as	as	ADV
bracis-33642	166	25	close	close	ADV
bracis-33642	166	26	to	to	ADP
bracis-33642	166	27	zero	zero	NUM
bracis-33642	166	28	as	as	ADP
bracis-33642	166	29	possible	possible	ADJ
bracis-33642	166	30	.	.	PUNCT
bracis-33642	167	1	sharpe	sharpe	PROPN
bracis-33642	167	2	ratio	ratio	PROPN
bracis-33642	167	3	(	(	PUNCT
bracis-33642	167	4	sr	sr	PROPN
bracis-33642	167	5	)	)	PUNCT
bracis-33642	168	1	[	[	X
bracis-33642	168	2	24	24	NUM
bracis-33642	168	3	]	]	PUNCT
bracis-33642	168	4	:]	:]	NOUN
bracis-33642	168	5	this	this	DET
bracis-33642	168	6	ratio	ratio	NOUN
bracis-33642	168	7	is	be	AUX
bracis-33642	168	8	created	create	VERB
bracis-33642	168	9	by	by	ADP
bracis-33642	168	10	dividing	divide	VERB
bracis-33642	168	11	the	the	DET
bracis-33642	168	12	returns	return	NOUN
bracis-33642	168	13	of	of	ADP
bracis-33642	168	14	the	the	DET
bracis-33642	168	15	portfolio	portfolio	NOUN
bracis-33642	168	16	by	by	ADP
bracis-33642	168	17	its	its	PRON
bracis-33642	168	18	variance	variance	NOUN
bracis-33642	168	19	.	.	PUNCT
bracis-33642	169	1	so	so	ADV
bracis-33642	169	2	,	,	PUNCT
bracis-33642	169	3	simplistically	simplistically	ADV
bracis-33642	169	4	speaking	speak	VERB
bracis-33642	169	5	,	,	PUNCT
bracis-33642	169	6	it	it	PRON
bracis-33642	169	7	measures	measure	VERB
bracis-33642	169	8	the	the	DET
bracis-33642	169	9	returns	return	NOUN
bracis-33642	169	10	obtained	obtain	VERB
bracis-33642	169	11	by	by	ADP
bracis-33642	169	12	the	the	DET
bracis-33642	169	13	risk	risk	NOUN
bracis-33642	169	14	taken	take	VERB
bracis-33642	169	15	and	and	CCONJ
bracis-33642	169	16	,	,	PUNCT
bracis-33642	169	17	consequently	consequently	ADV
bracis-33642	169	18	,	,	PUNCT
bracis-33642	169	19	the	the	PRON
bracis-33642	169	20	higher	high	ADJ
bracis-33642	169	21	the	the	DET
bracis-33642	169	22	sr	sr	PROPN
bracis-33642	169	23	,	,	PUNCT
bracis-33642	169	24	the	the	DET
bracis-33642	169	25	better	well	ADJ
bracis-33642	169	26	.	.	PUNCT
bracis-33642	170	1	rlportfolio	rlportfolio	PROPN
bracis-33642	170	2	calculates	calculate	VERB
bracis-33642	170	3	all	all	DET
bracis-33642	170	4	these	these	DET
bracis-33642	170	5	three	three	NUM
bracis-33642	170	6	metrics	metric	NOUN
bracis-33642	170	7	at	at	ADP
bracis-33642	170	8	the	the	DET
bracis-33642	170	9	end	end	NOUN
bracis-33642	170	10	of	of	ADP
bracis-33642	170	11	the	the	DET
bracis-33642	170	12	testing	testing	NOUN
bracis-33642	170	13	period	period	NOUN
bracis-33642	170	14	,	,	PUNCT
bracis-33642	170	15	so	so	CCONJ
bracis-33642	170	16	it	it	PRON
bracis-33642	170	17	is	be	AUX
bracis-33642	170	18	easy	easy	ADJ
bracis-33642	170	19	to	to	PART
bracis-33642	170	20	evaluate	evaluate	VERB
bracis-33642	170	21	different	different	ADJ
bracis-33642	170	22	strategies	strategy	NOUN
bracis-33642	170	23	in	in	ADP
bracis-33642	170	24	the	the	DET
bracis-33642	170	25	same	same	ADJ
bracis-33642	170	26	period	period	NOUN
bracis-33642	170	27	of	of	ADP
bracis-33642	170	28	time	time	NOUN
bracis-33642	170	29	.	.	PUNCT
bracis-33642	171	1	the	the	DET
bracis-33642	171	2	experiment	experiment	NOUN
bracis-33642	171	3	also	also	ADV
bracis-33642	171	4	compares	compare	VERB
bracis-33642	171	5	the	the	DET
bracis-33642	171	6	performance	performance	NOUN
bracis-33642	171	7	between	between	ADP
bracis-33642	171	8	the	the	DET
bracis-33642	171	9	eiie	eiie	ADJ
bracis-33642	171	10	convolutional	convolutional	ADJ
bracis-33642	171	11	approach	approach	NOUN
bracis-33642	171	12	and	and	CCONJ
bracis-33642	171	13	four	four	NUM
bracis-33642	171	14	classical	classical	ADJ
bracis-33642	171	15	strategies	strategy	NOUN
bracis-33642	171	16	:	:	PUNCT
bracis-33642	171	17	best	good	ADJ
bracis-33642	171	18	stock	stock	NOUN
bracis-33642	171	19	:	:	PUNCT
bracis-33642	171	20	this	this	DET
bracis-33642	171	21	benchmark	benchmark	NOUN
bracis-33642	171	22	strategy	strategy	NOUN
bracis-33642	171	23	consists	consist	VERB
bracis-33642	171	24	of	of	ADP
bracis-33642	171	25	investing	invest	VERB
bracis-33642	171	26	the	the	DET
bracis-33642	171	27	entire	entire	ADJ
bracis-33642	171	28	portfolio	portfolio	NOUN
bracis-33642	171	29	value	value	NOUN
bracis-33642	171	30	in	in	ADP
bracis-33642	171	31	the	the	DET
bracis-33642	171	32	stock	stock	NOUN
bracis-33642	171	33	with	with	ADP
bracis-33642	171	34	the	the	DET
bracis-33642	171	35	highest	high	ADJ
bracis-33642	171	36	fapv	fapv	NOUN
bracis-33642	171	37	in	in	ADP
bracis-33642	171	38	the	the	DET
bracis-33642	171	39	testing	testing	NOUN
bracis-33642	171	40	period	period	NOUN
bracis-33642	171	41	.	.	PUNCT
bracis-33642	172	1	note	note	VERB
bracis-33642	172	2	that	that	SCONJ
bracis-33642	172	3	this	this	DET
bracis-33642	172	4	strategy	strategy	NOUN
bracis-33642	172	5	is	be	AUX
bracis-33642	172	6	not	not	PART
bracis-33642	172	7	feasible	feasible	ADJ
bracis-33642	172	8	in	in	ADP
bracis-33642	172	9	the	the	DET
bracis-33642	172	10	real	real	ADJ
bracis-33642	172	11	world	world	NOUN
bracis-33642	172	12	since	since	SCONJ
bracis-33642	172	13	the	the	DET
bracis-33642	172	14	agent	agent	NOUN
bracis-33642	172	15	needs	need	VERB
bracis-33642	172	16	to	to	PART
bracis-33642	172	17	know	know	VERB
bracis-33642	172	18	in	in	ADP
bracis-33642	172	19	advance	advance	NOUN
bracis-33642	172	20	the	the	DET
bracis-33642	172	21	performance	performance	NOUN
bracis-33642	172	22	of	of	ADP
bracis-33642	172	23	the	the	DET
bracis-33642	172	24	stocks	stock	NOUN
bracis-33642	172	25	in	in	ADP
bracis-33642	172	26	the	the	DET
bracis-33642	172	27	portfolio	portfolio	NOUN
bracis-33642	172	28	to	to	PART
bracis-33642	172	29	select	select	VERB
bracis-33642	172	30	the	the	DET
bracis-33642	172	31	best	good	ADJ
bracis-33642	172	32	one	one	NUM
bracis-33642	172	33	.	.	PUNCT
bracis-33642	173	1	nevertheless	nevertheless	ADV
bracis-33642	173	2	,	,	PUNCT
bracis-33642	173	3	it	it	PRON
bracis-33642	173	4	serves	serve	VERB
bracis-33642	173	5	as	as	ADP
bracis-33642	173	6	an	an	DET
bracis-33642	173	7	excellent	excellent	ADJ
bracis-33642	173	8	benchmark	benchmark	NOUN
bracis-33642	173	9	for	for	ADP
bracis-33642	173	10	comparison	comparison	NOUN
bracis-33642	173	11	purposes	purpose	NOUN
bracis-33642	173	12	.	.	PUNCT
bracis-33642	174	1	follow	follow	VERB
bracis-33642	174	2	the	the	DET
bracis-33642	174	3	loser	loser	NOUN
bracis-33642	174	4	:	:	PUNCT
bracis-33642	174	5	this	this	DET
bracis-33642	174	6	approach	approach	NOUN
bracis-33642	174	7	invests	invest	VERB
bracis-33642	174	8	in	in	ADP
bracis-33642	174	9	the	the	DET
bracis-33642	174	10	stock	stock	NOUN
bracis-33642	174	11	that	that	PRON
bracis-33642	174	12	had	have	VERB
bracis-33642	174	13	the	the	DET
bracis-33642	174	14	worst	bad	ADJ
bracis-33642	174	15	fapv	fapv	VERB
bracis-33642	174	16	in	in	ADP
bracis-33642	174	17	the	the	DET
bracis-33642	174	18	training	training	NOUN
bracis-33642	174	19	period	period	NOUN
bracis-33642	174	20	predicting	predict	VERB
bracis-33642	174	21	that	that	SCONJ
bracis-33642	174	22	its	its	PRON
bracis-33642	174	23	value	value	NOUN
bracis-33642	174	24	will	will	AUX
bracis-33642	174	25	rise	rise	VERB
bracis-33642	174	26	.	.	PUNCT
bracis-33642	175	1	uniform	uniform	PROPN
bracis-33642	175	2	buy	buy	VERB
bracis-33642	175	3	&	&	CCONJ
bracis-33642	175	4	hold	hold	VERB
bracis-33642	175	5	:	:	PUNCT
bracis-33642	175	6	this	this	DET
bracis-33642	175	7	popular	popular	ADJ
bracis-33642	175	8	strategy	strategy	NOUN
bracis-33642	175	9	involves	involve	VERB
bracis-33642	175	10	equally	equally	ADV
bracis-33642	175	11	investing	invest	VERB
bracis-33642	175	12	in	in	ADP
bracis-33642	175	13	all	all	DET
bracis-33642	175	14	the	the	DET
bracis-33642	175	15	stocks	stock	NOUN
bracis-33642	175	16	within	within	ADP
bracis-33642	175	17	the	the	DET
bracis-33642	175	18	portfolio	portfolio	NOUN
bracis-33642	175	19	and	and	CCONJ
bracis-33642	175	20	not	not	PART
bracis-33642	175	21	performing	perform	VERB
bracis-33642	175	22	any	any	DET
bracis-33642	175	23	reallocations	reallocation	NOUN
bracis-33642	175	24	.	.	PUNCT
bracis-33642	176	1	follow	follow	VERB
bracis-33642	176	2	the	the	DET
bracis-33642	176	3	winner	winner	NOUN
bracis-33642	176	4	:]	:]	PUNCT
bracis-33642	176	5	finally	finally	ADV
bracis-33642	176	6	,	,	PUNCT
bracis-33642	176	7	this	this	DET
bracis-33642	176	8	method	method	NOUN
bracis-33642	176	9	invests	invest	NOUN
bracis-33642	176	10	in	in	ADP
bracis-33642	176	11	the	the	DET
bracis-33642	176	12	stock	stock	NOUN
bracis-33642	176	13	with	with	ADP
bracis-33642	176	14	the	the	DET
bracis-33642	176	15	best	good	ADJ
bracis-33642	176	16	fapv	fapv	NOUN
bracis-33642	176	17	in	in	ADP
bracis-33642	176	18	the	the	DET
bracis-33642	176	19	training	training	NOUN
bracis-33642	176	20	set	set	NOUN
bracis-33642	176	21	predicting	predict	VERB
bracis-33642	176	22	that	that	SCONJ
bracis-33642	176	23	its	its	PRON
bracis-33642	176	24	value	value	NOUN
bracis-33642	176	25	will	will	AUX
bracis-33642	176	26	continue	continue	VERB
bracis-33642	176	27	to	to	PART
bracis-33642	176	28	rise	rise	VERB
bracis-33642	176	29	in	in	ADP
bracis-33642	176	30	the	the	DET
bracis-33642	176	31	test	test	NOUN
bracis-33642	176	32	set	set	VERB
bracis-33642	176	33	.	.	PUNCT
bracis-33642	177	1	table	table	NOUN
bracis-33642	177	2	2	2	NUM
bracis-33642	177	3	.	.	PUNCT
bracis-33642	177	4	comparison	comparison	NOUN
bracis-33642	177	5	between	between	ADP
bracis-33642	177	6	the	the	DET
bracis-33642	177	7	performances	performance	NOUN
bracis-33642	177	8	of	of	ADP
bracis-33642	177	9	the	the	DET
bracis-33642	177	10	eiie	eiie	ADJ
bracis-33642	177	11	agent	agent	NOUN
bracis-33642	177	12	trained	train	VERB
bracis-33642	177	13	with	with	ADP
bracis-33642	177	14	rlportfolio	rlportfolio	NOUN
bracis-33642	177	15	and	and	CCONJ
bracis-33642	177	16	some	some	DET
bracis-33642	177	17	classical	classical	ADJ
bracis-33642	177	18	strategies.full	strategies.full	NUM
bracis-33642	177	19	size	size	NOUN
bracis-33642	177	20	table	table	NOUN
bracis-33642	177	21	as	as	SCONJ
bracis-33642	177	22	it	it	PRON
bracis-33642	177	23	can	can	AUX
bracis-33642	177	24	be	be	AUX
bracis-33642	177	25	seen	see	VERB
bracis-33642	177	26	in	in	ADP
bracis-33642	177	27	table	table	NOUN
bracis-33642	177	28	 	 	SPACE
bracis-33642	177	29	2	2	NUM
bracis-33642	177	30	,	,	PUNCT
bracis-33642	177	31	the	the	DET
bracis-33642	177	32	agent	agent	NOUN
bracis-33642	177	33	trained	train	VERB
bracis-33642	177	34	in	in	ADP
bracis-33642	177	35	rlportfolio	rlportfolio	NOUN
bracis-33642	177	36	achieves	achieve	VERB
bracis-33642	177	37	higher	high	ADJ
bracis-33642	177	38	performance	performance	NOUN
bracis-33642	177	39	in	in	ADP
bracis-33642	177	40	all	all	DET
bracis-33642	177	41	three	three	NUM
bracis-33642	177	42	metrics	metric	NOUN
bracis-33642	177	43	when	when	SCONJ
bracis-33642	177	44	compared	compare	VERB
bracis-33642	177	45	to	to	ADP
bracis-33642	177	46	classical	classical	ADJ
bracis-33642	177	47	approaches	approach	NOUN
bracis-33642	177	48	.	.	PUNCT
bracis-33642	178	1	the	the	DET
bracis-33642	178	2	fact	fact	NOUN
bracis-33642	178	3	that	that	SCONJ
bracis-33642	178	4	it	it	PRON
bracis-33642	178	5	is	be	AUX
bracis-33642	178	6	able	able	ADJ
bracis-33642	178	7	to	to	PART
bracis-33642	178	8	outperform	outperform	VERB
bracis-33642	178	9	the	the	DET
bracis-33642	178	10	best	well	ADV
bracis-33642	178	11	performing	perform	VERB
bracis-33642	178	12	asset	asset	NOUN
bracis-33642	178	13	in	in	ADP
bracis-33642	178	14	the	the	DET
bracis-33642	178	15	test	test	NOUN
bracis-33642	178	16	period	period	NOUN
bracis-33642	178	17	shows	show	VERB
bracis-33642	178	18	that	that	SCONJ
bracis-33642	178	19	the	the	DET
bracis-33642	178	20	agent	agent	NOUN
bracis-33642	178	21	is	be	AUX
bracis-33642	178	22	effectively	effectively	ADV
bracis-33642	178	23	rebalancing	rebalance	VERB
bracis-33642	178	24	the	the	DET
bracis-33642	178	25	portfolio	portfolio	NOUN
bracis-33642	178	26	considering	consider	VERB
bracis-33642	178	27	the	the	DET
bracis-33642	178	28	state	state	NOUN
bracis-33642	178	29	of	of	ADP
bracis-33642	178	30	the	the	DET
bracis-33642	178	31	market	market	NOUN
bracis-33642	178	32	in	in	ADP
bracis-33642	178	33	order	order	NOUN
bracis-33642	178	34	to	to	PART
bracis-33642	178	35	maximize	maximize	VERB
bracis-33642	178	36	the	the	DET
bracis-33642	178	37	returns	return	NOUN
bracis-33642	178	38	.	.	PUNCT
bracis-33642	179	1	figure	figure	NOUN
bracis-33642	179	2	 	 	SPACE
bracis-33642	179	3	4	4	NUM
bracis-33642	179	4	shows	show	VERB
bracis-33642	179	5	the	the	DET
bracis-33642	179	6	times	times	PROPN
bracis-33642	179	7	series	series	NOUN
bracis-33642	179	8	of	of	ADP
bracis-33642	179	9	the	the	DET
bracis-33642	179	10	portfolio	portfolio	NOUN
bracis-33642	179	11	values	value	NOUN
bracis-33642	179	12	of	of	ADP
bracis-33642	179	13	all	all	DET
bracis-33642	179	14	the	the	DET
bracis-33642	179	15	strategies	strategy	NOUN
bracis-33642	179	16	during	during	ADP
bracis-33642	179	17	the	the	DET
bracis-33642	179	18	test	test	NOUN
bracis-33642	179	19	period	period	NOUN
bracis-33642	179	20	.	.	PUNCT
bracis-33642	180	1	fig	fig	NOUN
bracis-33642	180	2	.	.	PUNCT
bracis-33642	181	1	4	4	X
bracis-33642	181	2	.	.	X
bracis-33642	181	3	portfolio	portfolio	NOUN
bracis-33642	181	4	value	value	NOUN
bracis-33642	181	5	of	of	ADP
bracis-33642	181	6	the	the	DET
bracis-33642	181	7	tested	test	VERB
bracis-33642	181	8	strategies	strategy	NOUN
bracis-33642	181	9	during	during	ADP
bracis-33642	181	10	the	the	DET
bracis-33642	181	11	test	test	NOUN
bracis-33642	181	12	period	period	NOUN
bracis-33642	181	13	.	.	PUNCT
bracis-33642	182	1	full	full	ADJ
bracis-33642	182	2	size	size	NOUN
bracis-33642	182	3	image	image	NOUN
bracis-33642	182	4	the	the	DET
bracis-33642	182	5	library	library	NOUN
bracis-33642	182	6	is	be	AUX
bracis-33642	182	7	also	also	ADV
bracis-33642	182	8	integrated	integrate	VERB
bracis-33642	182	9	with	with	ADP
bracis-33642	182	10	tensorboard	tensorboard	NOUN
bracis-33642	182	11	[	[	X
bracis-33642	182	12	1	1	NUM
bracis-33642	182	13	]	]	PUNCT
bracis-33642	182	14	,	,	PUNCT
bracis-33642	182	15	which	which	PRON
bracis-33642	182	16	allows	allow	VERB
bracis-33642	182	17	the	the	DET
bracis-33642	182	18	user	user	NOUN
bracis-33642	182	19	to	to	PART
bracis-33642	182	20	keep	keep	VERB
bracis-33642	182	21	track	track	NOUN
bracis-33642	182	22	of	of	ADP
bracis-33642	182	23	several	several	ADJ
bracis-33642	182	24	variables	variable	NOUN
bracis-33642	182	25	during	during	ADP
bracis-33642	182	26	the	the	DET
bracis-33642	182	27	agent	agent	NOUN
bracis-33642	182	28	’s	’s	PART
bracis-33642	182	29	training	training	NOUN
bracis-33642	182	30	.	.	PUNCT
bracis-33642	183	1	figure	figure	NOUN
bracis-33642	183	2	 	 	SPACE
bracis-33642	183	3	5	5	NUM
bracis-33642	183	4	,	,	PUNCT
bracis-33642	183	5	for	for	ADP
bracis-33642	183	6	example	example	NOUN
bracis-33642	183	7	,	,	PUNCT
bracis-33642	183	8	shows	show	VERB
bracis-33642	183	9	the	the	DET
bracis-33642	183	10	evolution	evolution	NOUN
bracis-33642	183	11	of	of	ADP
bracis-33642	183	12	the	the	DET
bracis-33642	183	13	training	training	NOUN
bracis-33642	183	14	and	and	CCONJ
bracis-33642	183	15	testing	testing	NOUN
bracis-33642	183	16	fapv	fapv	NOUN
bracis-33642	183	17	performance	performance	NOUN
bracis-33642	183	18	during	during	ADP
bracis-33642	183	19	the	the	DET
bracis-33642	183	20	training	training	NOUN
bracis-33642	183	21	episodes	episode	NOUN
bracis-33642	183	22	(	(	PUNCT
bracis-33642	183	23	the	the	DET
bracis-33642	183	24	test	test	NOUN
bracis-33642	183	25	set	set	NOUN
bracis-33642	183	26	was	be	AUX
bracis-33642	183	27	not	not	PART
bracis-33642	183	28	used	use	VERB
bracis-33642	183	29	to	to	PART
bracis-33642	183	30	tune	tune	VERB
bracis-33642	183	31	hyper	hyper	ADJ
bracis-33642	183	32	-	-	NOUN
bracis-33642	183	33	parameters	parameter	NOUN
bracis-33642	183	34	,	,	PUNCT
bracis-33642	183	35	its	its	PRON
bracis-33642	183	36	performance	performance	NOUN
bracis-33642	183	37	was	be	AUX
bracis-33642	183	38	only	only	ADV
bracis-33642	183	39	logged	log	VERB
bracis-33642	183	40	in	in	ADP
bracis-33642	183	41	order	order	NOUN
bracis-33642	183	42	to	to	PART
bracis-33642	183	43	generate	generate	VERB
bracis-33642	183	44	this	this	DET
bracis-33642	183	45	visualization	visualization	NOUN
bracis-33642	183	46	)	)	PUNCT
bracis-33642	183	47	.	.	PUNCT
bracis-33642	184	1	the	the	DET
bracis-33642	184	2	figure	figure	NOUN
bracis-33642	184	3	also	also	ADV
bracis-33642	184	4	shows	show	VERB
bracis-33642	184	5	the	the	DET
bracis-33642	184	6	policy	policy	NOUN
bracis-33642	184	7	loss	loss	NOUN
bracis-33642	184	8	during	during	ADP
bracis-33642	184	9	training	training	NOUN
bracis-33642	184	10	:	:	PUNCT
bracis-33642	184	11	the	the	DET
bracis-33642	184	12	growing	grow	VERB
bracis-33642	184	13	tendency	tendency	NOUN
bracis-33642	184	14	in	in	ADP
bracis-33642	184	15	the	the	DET
bracis-33642	184	16	loss	loss	NOUN
bracis-33642	184	17	indicates	indicate	VERB
bracis-33642	184	18	that	that	SCONJ
bracis-33642	184	19	the	the	DET
bracis-33642	184	20	agent	agent	NOUN
bracis-33642	184	21	is	be	AUX
bracis-33642	184	22	effectively	effectively	ADV
bracis-33642	184	23	learning	learn	VERB
bracis-33642	184	24	through	through	ADP
bracis-33642	184	25	gradient	gradient	PROPN
bracis-33642	184	26	ascent	ascent	PROPN
bracis-33642	184	27	.	.	PUNCT
bracis-33642	185	1	fig	fig	NOUN
bracis-33642	185	2	.	.	PUNCT
bracis-33642	186	1	5	5	NUM
bracis-33642	186	2	.	.	NOUN
bracis-33642	186	3	time	time	NOUN
bracis-33642	186	4	series	series	NOUN
bracis-33642	186	5	of	of	ADP
bracis-33642	186	6	metrics	metric	NOUN
bracis-33642	186	7	in	in	ADP
bracis-33642	186	8	the	the	DET
bracis-33642	186	9	training	training	NOUN
bracis-33642	186	10	(	(	PUNCT
bracis-33642	186	11	left	left	ADJ
bracis-33642	186	12	and	and	CCONJ
bracis-33642	186	13	right	right	ADJ
bracis-33642	186	14	)	)	PUNCT
bracis-33642	186	15	and	and	CCONJ
bracis-33642	186	16	testing	testing	NOUN
bracis-33642	186	17	sets	set	NOUN
bracis-33642	186	18	(	(	PUNCT
bracis-33642	186	19	middle	middle	NOUN
bracis-33642	186	20	)	)	PUNCT
bracis-33642	186	21	.	.	PUNCT
bracis-33642	187	1	the	the	DET
bracis-33642	187	2	fapv	fapv	NOUN
bracis-33642	187	3	is	be	AUX
bracis-33642	187	4	plotted	plot	VERB
bracis-33642	187	5	after	after	ADP
bracis-33642	187	6	every	every	DET
bracis-33642	187	7	training	training	NOUN
bracis-33642	187	8	step	step	NOUN
bracis-33642	187	9	(	(	PUNCT
bracis-33642	187	10	left	left	ADJ
bracis-33642	187	11	and	and	CCONJ
bracis-33642	187	12	middle	middle	ADJ
bracis-33642	187	13	)	)	PUNCT
bracis-33642	187	14	,	,	PUNCT
bracis-33642	187	15	while	while	SCONJ
bracis-33642	187	16	the	the	DET
bracis-33642	187	17	loss	loss	NOUN
bracis-33642	187	18	(	(	PUNCT
bracis-33642	187	19	right	right	ADJ
bracis-33642	187	20	)	)	PUNCT
bracis-33642	187	21	is	be	AUX
bracis-33642	187	22	plotted	plot	VERB
bracis-33642	187	23	after	after	ADP
bracis-33642	187	24	every	every	DET
bracis-33642	187	25	gradient	gradient	NOUN
bracis-33642	187	26	ascent	ascent	NOUN
bracis-33642	187	27	.	.	PUNCT
bracis-33642	188	1	full	full	ADJ
bracis-33642	188	2	size	size	NOUN
bracis-33642	188	3	image	image	NOUN
bracis-33642	188	4	7	7	NUM
bracis-33642	188	5	conclusions	conclusion	NOUN
bracis-33642	188	6	and	and	CCONJ
bracis-33642	188	7	 	 	SPACE
bracis-33642	188	8	future	future	NOUN
bracis-33642	188	9	works	work	NOUN
bracis-33642	188	10	by	by	ADP
bracis-33642	188	11	implementing	implement	VERB
bracis-33642	188	12	the	the	DET
bracis-33642	188	13	mathematical	mathematical	ADJ
bracis-33642	188	14	formulation	formulation	NOUN
bracis-33642	188	15	of	of	ADP
bracis-33642	188	16	the	the	DET
bracis-33642	188	17	portfolio	portfolio	NOUN
bracis-33642	188	18	optimization	optimization	NOUN
bracis-33642	188	19	task	task	NOUN
bracis-33642	188	20	presented	present	VERB
bracis-33642	188	21	in	in	ADP
bracis-33642	188	22	sect	sect	NOUN
bracis-33642	188	23	.	.	PUNCT
bracis-33642	188	24	 	 	SPACE
bracis-33642	188	25	3	3	NUM
bracis-33642	188	26	and	and	CCONJ
bracis-33642	188	27	the	the	DET
bracis-33642	188	28	rl	rl	NOUN
bracis-33642	188	29	solution	solution	NOUN
bracis-33642	188	30	introduced	introduce	VERB
bracis-33642	188	31	in	in	ADP
bracis-33642	188	32	sect	sect	NOUN
bracis-33642	188	33	.	.	PUNCT
bracis-33642	188	34	 	 	SPACE
bracis-33642	189	1	4	4	NUM
bracis-33642	189	2	,	,	PUNCT
bracis-33642	189	3	rlportfolio	rlportfolio	NOUN
bracis-33642	189	4	serves	serve	VERB
bracis-33642	189	5	as	as	ADP
bracis-33642	189	6	an	an	DET
bracis-33642	189	7	excellent	excellent	ADJ
bracis-33642	189	8	tool	tool	NOUN
bracis-33642	189	9	for	for	ADP
bracis-33642	189	10	researchers	researcher	NOUN
bracis-33642	189	11	and	and	CCONJ
bracis-33642	189	12	developers	developer	NOUN
bracis-33642	189	13	.	.	PUNCT
bracis-33642	190	1	it	it	PRON
bracis-33642	190	2	enables	enable	VERB
bracis-33642	190	3	the	the	DET
bracis-33642	190	4	easy	easy	ADJ
bracis-33642	190	5	implementation	implementation	NOUN
bracis-33642	190	6	of	of	ADP
bracis-33642	190	7	rl	rl	NOUN
bracis-33642	190	8	agents	agent	NOUN
bracis-33642	190	9	that	that	PRON
bracis-33642	190	10	effectively	effectively	ADV
bracis-33642	190	11	optimize	optimize	VERB
bracis-33642	190	12	a	a	DET
bracis-33642	190	13	portfolio	portfolio	NOUN
bracis-33642	190	14	over	over	ADP
bracis-33642	190	15	time	time	NOUN
bracis-33642	190	16	.	.	PUNCT
bracis-33642	191	1	additionally	additionally	ADV
bracis-33642	191	2	,	,	PUNCT
bracis-33642	191	3	the	the	DET
bracis-33642	191	4	modularity	modularity	NOUN
bracis-33642	191	5	of	of	ADP
bracis-33642	191	6	the	the	DET
bracis-33642	191	7	library	library	NOUN
bracis-33642	191	8	allows	allow	VERB
bracis-33642	191	9	users	user	NOUN
bracis-33642	191	10	to	to	PART
bracis-33642	191	11	integrate	integrate	VERB
bracis-33642	191	12	algorithms	algorithm	NOUN
bracis-33642	191	13	,	,	PUNCT
bracis-33642	191	14	policies	policy	NOUN
bracis-33642	191	15	,	,	PUNCT
bracis-33642	191	16	and	and	CCONJ
bracis-33642	191	17	environments	environment	NOUN
bracis-33642	191	18	from	from	ADP
bracis-33642	191	19	other	other	ADJ
bracis-33642	191	20	frameworks	framework	NOUN
bracis-33642	191	21	,	,	PUNCT
bracis-33642	191	22	enhancing	enhance	VERB
bracis-33642	191	23	the	the	DET
bracis-33642	191	24	potential	potential	NOUN
bracis-33642	191	25	for	for	ADP
bracis-33642	191	26	comparative	comparative	ADJ
bracis-33642	191	27	studies	study	NOUN
bracis-33642	191	28	and	and	CCONJ
bracis-33642	191	29	accelerating	accelerate	VERB
bracis-33642	191	30	advancements	advancement	NOUN
bracis-33642	191	31	in	in	ADP
bracis-33642	191	32	the	the	DET
bracis-33642	191	33	field	field	NOUN
bracis-33642	191	34	.	.	PUNCT
bracis-33642	192	1	furthermore	furthermore	ADV
bracis-33642	192	2	,	,	PUNCT
bracis-33642	192	3	sect	sect	NOUN
bracis-33642	192	4	.	.	PUNCT
bracis-33642	192	5	 	 	SPACE
bracis-33642	192	6	6	6	NUM
bracis-33642	192	7	demonstrates	demonstrate	VERB
bracis-33642	192	8	that	that	SCONJ
bracis-33642	192	9	even	even	ADV
bracis-33642	192	10	one	one	NUM
bracis-33642	192	11	of	of	ADP
bracis-33642	192	12	the	the	DET
bracis-33642	192	13	simplest	simple	ADJ
bracis-33642	192	14	convolutional	convolutional	ADJ
bracis-33642	192	15	architectures	architecture	NOUN
bracis-33642	192	16	achieves	achieve	VERB
bracis-33642	192	17	excellent	excellent	ADJ
bracis-33642	192	18	results	result	NOUN
bracis-33642	192	19	in	in	ADP
bracis-33642	192	20	the	the	DET
bracis-33642	192	21	brazilian	brazilian	ADJ
bracis-33642	192	22	market	market	NOUN
bracis-33642	192	23	,	,	PUNCT
bracis-33642	192	24	even	even	ADV
bracis-33642	192	25	during	during	ADP
bracis-33642	192	26	the	the	DET
bracis-33642	192	27	covid-19	covid-19	PROPN
bracis-33642	192	28	pandemic	pandemic	NOUN
bracis-33642	192	29	.	.	PUNCT
bracis-33642	193	1	this	this	PRON
bracis-33642	193	2	not	not	PART
bracis-33642	193	3	only	only	ADV
bracis-33642	193	4	confirms	confirm	VERB
bracis-33642	193	5	rlportfolio	rlportfolio	PROPN
bracis-33642	193	6	’s	’s	PART
bracis-33642	193	7	effectiveness	effectiveness	NOUN
bracis-33642	193	8	in	in	ADP
bracis-33642	193	9	training	train	VERB
bracis-33642	193	10	an	an	DET
bracis-33642	193	11	agent	agent	NOUN
bracis-33642	193	12	but	but	CCONJ
bracis-33642	193	13	also	also	ADV
bracis-33642	193	14	underscores	underscore	VERB
bracis-33642	193	15	the	the	DET
bracis-33642	193	16	feasibility	feasibility	NOUN
bracis-33642	193	17	of	of	ADP
bracis-33642	193	18	this	this	DET
bracis-33642	193	19	approach	approach	NOUN
bracis-33642	193	20	in	in	ADP
bracis-33642	193	21	developing	develop	VERB
bracis-33642	193	22	countries	country	NOUN
bracis-33642	193	23	,	,	PUNCT
bracis-33642	193	24	markets	market	NOUN
bracis-33642	193	25	that	that	PRON
bracis-33642	193	26	are	be	AUX
bracis-33642	193	27	typically	typically	ADV
bracis-33642	193	28	underrepresented	underrepresented	ADJ
bracis-33642	193	29	in	in	ADP
bracis-33642	193	30	research	research	NOUN
bracis-33642	193	31	.	.	PUNCT
bracis-33642	194	1	finally	finally	ADV
bracis-33642	194	2	,	,	PUNCT
bracis-33642	194	3	as	as	SCONJ
bracis-33642	194	4	rlportfolio	rlportfolio	NOUN
bracis-33642	194	5	is	be	AUX
bracis-33642	194	6	open	open	ADJ
bracis-33642	194	7	-	-	PUNCT
bracis-33642	194	8	source	source	NOUN
bracis-33642	194	9	,	,	PUNCT
bracis-33642	194	10	its	its	PRON
bracis-33642	194	11	capabilities	capability	NOUN
bracis-33642	194	12	are	be	AUX
bracis-33642	194	13	poised	poise	VERB
bracis-33642	194	14	to	to	PART
bracis-33642	194	15	grow	grow	VERB
bracis-33642	194	16	with	with	ADP
bracis-33642	194	17	contributions	contribution	NOUN
bracis-33642	194	18	from	from	ADP
bracis-33642	194	19	new	new	ADJ
bracis-33642	194	20	developers	developer	NOUN
bracis-33642	194	21	.	.	PUNCT
bracis-33642	195	1	contributors	contributor	NOUN
bracis-33642	195	2	can	can	AUX
bracis-33642	195	3	expedite	expedite	VERB
bracis-33642	195	4	and	and	CCONJ
bracis-33642	195	5	validate	validate	VERB
bracis-33642	195	6	the	the	DET
bracis-33642	195	7	introduction	introduction	NOUN
bracis-33642	195	8	of	of	ADP
bracis-33642	195	9	future	future	ADJ
bracis-33642	195	10	features	feature	NOUN
bracis-33642	195	11	,	,	PUNCT
bracis-33642	195	12	such	such	ADJ
bracis-33642	195	13	as	as	ADP
bracis-33642	195	14	implementing	implement	VERB
bracis-33642	195	15	agents	agent	NOUN
bracis-33642	195	16	that	that	PRON
bracis-33642	195	17	follow	follow	VERB
bracis-33642	195	18	several	several	ADJ
bracis-33642	195	19	classical	classical	ADJ
bracis-33642	195	20	strategies	strategy	NOUN
bracis-33642	195	21	and	and	CCONJ
bracis-33642	195	22	other	other	ADJ
bracis-33642	195	23	state	state	NOUN
bracis-33642	195	24	-	-	PUNCT
bracis-33642	195	25	of	of	ADP
bracis-33642	195	26	-	-	PUNCT
bracis-33642	195	27	the	the	DET
bracis-33642	195	28	-	-	PUNCT
bracis-33642	195	29	art	art	NOUN
bracis-33642	195	30	policies	policy	NOUN
bracis-33642	195	31	for	for	ADP
bracis-33642	195	32	comparative	comparative	ADJ
bracis-33642	195	33	studies	study	NOUN
bracis-33642	195	34	,	,	PUNCT
bracis-33642	195	35	integrating	integrate	VERB
bracis-33642	195	36	with	with	ADP
bracis-33642	195	37	tensorflow	tensorflow	NOUN
bracis-33642	196	1	[	[	X
bracis-33642	196	2	1	1	NUM
bracis-33642	196	3	]	]	PUNCT
bracis-33642	196	4	,	,	PUNCT
bracis-33642	196	5	creating	create	VERB
bracis-33642	196	6	interactive	interactive	ADJ
bracis-33642	196	7	visualization	visualization	NOUN
bracis-33642	196	8	tools	tool	NOUN
bracis-33642	196	9	,	,	PUNCT
bracis-33642	196	10	and	and	CCONJ
bracis-33642	196	11	introducing	introduce	VERB
bracis-33642	196	12	new	new	ADJ
bracis-33642	196	13	environments	environment	NOUN
bracis-33642	196	14	with	with	ADP
bracis-33642	196	15	more	more	ADV
bracis-33642	196	16	realistic	realistic	ADJ
bracis-33642	196	17	simulations	simulation	NOUN
bracis-33642	196	18	.	.	PUNCT
bracis-33642	197	1	notes	note	VERB
bracis-33642	197	2	1.rlportfolio	1.rlportfolio	NUM
bracis-33642	197	3	is	be	AUX
bracis-33642	197	4	available	available	ADJ
bracis-33642	197	5	at	at	ADP
bracis-33642	197	6	https://github.com/caiosbc/rlportfolio	https://github.com/caiosbc/rlportfolio	NOUN
bracis-33642	197	7	.	.	PUNCT
bracis-33642	198	1	2.the	2.the	DET
bracis-33642	198	2	code	code	NOUN
bracis-33642	198	3	can	can	AUX
bracis-33642	198	4	be	be	AUX
bracis-33642	198	5	found	find	VERB
bracis-33642	198	6	at	at	ADP
bracis-33642	198	7	https://github.com/caiosbc/rlportfolio_bracis	https://github.com/caiosbc/rlportfolio_bracis	PROPN
bracis-33642	198	8	.	.	PUNCT
bracis-33642	199	1	3.the	3.the	DET
bracis-33642	199	2	website	website	NOUN
bracis-33642	199	3	address	address	NOUN
bracis-33642	199	4	is	be	AUX
bracis-33642	199	5	https://finance.yahoo.com/.	https://finance.yahoo.com/.	PROPN
bracis-33642	199	6	references	reference	NOUN
bracis-33642	199	7	abadi	abadi	PROPN
bracis-33642	199	8	,	,	PUNCT
bracis-33642	199	9	m.	m.	NOUN
bracis-33642	199	10	,	,	PUNCT
bracis-33642	199	11	et	et	PROPN
bracis-33642	199	12	al	al	PROPN
bracis-33642	199	13	.	.	PUNCT
bracis-33642	199	14	:	:	PUNCT
bracis-33642	200	1	tensorflow	tensorflow	NOUN
bracis-33642	200	2	:	:	PUNCT
bracis-33642	200	3	a	a	DET
bracis-33642	200	4	system	system	NOUN
bracis-33642	200	5	for	for	ADP
bracis-33642	200	6	large	large	ADJ
bracis-33642	200	7	-	-	PUNCT
bracis-33642	200	8	scale	scale	NOUN
bracis-33642	200	9	machine	machine	NOUN
bracis-33642	200	10	learning	learning	NOUN
bracis-33642	200	11	.	.	PUNCT
bracis-33642	201	1	in	in	ADP
bracis-33642	201	2	:	:	PUNCT
bracis-33642	201	3	proceedings	proceeding	NOUN
bracis-33642	201	4	of	of	ADP
bracis-33642	201	5	the	the	DET
bracis-33642	201	6	12th	12th	ADJ
bracis-33642	201	7	usenix	usenix	PROPN
bracis-33642	201	8	conference	conference	NOUN
bracis-33642	201	9	on	on	ADP
bracis-33642	201	10	operating	operating	NOUN
bracis-33642	201	11	systems	system	NOUN
bracis-33642	201	12	design	design	NOUN
bracis-33642	201	13	and	and	CCONJ
bracis-33642	201	14	implementation	implementation	NOUN
bracis-33642	201	15	,	,	PUNCT
bracis-33642	201	16	osdi	osdi	NOUN
bracis-33642	201	17	2016	2016	NUM
bracis-33642	201	18	,	,	PUNCT
bracis-33642	201	19	pp	pp	ADP
bracis-33642	201	20	.	.	PUNCT
bracis-33642	202	1	265–283	265–283	NUM
bracis-33642	202	2	.	.	PUNCT
bracis-33642	203	1	usenix	usenix	PROPN
bracis-33642	203	2	association	association	PROPN
bracis-33642	203	3	,	,	PUNCT
bracis-33642	203	4	usa	usa	PROPN
bracis-33642	203	5	(	(	PUNCT
bracis-33642	203	6	2016	2016	NUM
bracis-33642	203	7	)	)	PUNCT
bracis-33642	203	8	google	google	PROPN
bracis-33642	203	9	scholar	scholar	NOUN
bracis-33642	203	10	  	  	SPACE
bracis-33642	203	11	amrouni	amrouni	PROPN
bracis-33642	203	12	,	,	PUNCT
bracis-33642	203	13	s.	s.	PROPN
bracis-33642	203	14	:	:	PUNCT
bracis-33642	203	15	selimamrouni	selimamrouni	ADJ
bracis-33642	203	16	/	/	SYM
bracis-33642	203	17	deep	deep	ADJ
bracis-33642	203	18	-	-	PUNCT
bracis-33642	203	19	portfolio	portfolio	NOUN
bracis-33642	203	20	-	-	PUNCT
bracis-33642	203	21	management	management	NOUN
bracis-33642	203	22	-	-	PUNCT
bracis-33642	203	23	reinforcement	reinforcement	NOUN
bracis-33642	203	24	-	-	PUNCT
bracis-33642	203	25	learning	learning	NOUN
bracis-33642	203	26	:	:	PUNCT
bracis-33642	204	1	v2.0	v2.0	X
bracis-33642	204	2	.	.	PUNCT
bracis-33642	205	1	zenodo	zenodo	NOUN
bracis-33642	205	2	(	(	PUNCT
bracis-33642	205	3	2022	2022	NUM
bracis-33642	205	4	)	)	PUNCT
bracis-33642	205	5	.	.	PUNCT
bracis-33642	206	1	https://doi.org/10.5281/zenodo.5993372	https://doi.org/10.5281/zenodo.5993372	PROPN
bracis-33642	206	2	costa	costa	PROPN
bracis-33642	206	3	,	,	PUNCT
bracis-33642	206	4	c.d.s.b	c.d.s.b	PROPN
bracis-33642	206	5	.	.	PROPN
bracis-33642	206	6	,	,	PUNCT
bracis-33642	206	7	costa	costa	PROPN
bracis-33642	206	8	,	,	PUNCT
bracis-33642	206	9	a.h.r	a.h.r	PROPN
bracis-33642	206	10	.	.	PUNCT
bracis-33642	206	11	:	:	PUNCT
bracis-33642	207	1	poe	poe	PROPN
bracis-33642	207	2	:	:	PUNCT
bracis-33642	207	3	a	a	DET
bracis-33642	207	4	general	general	ADJ
bracis-33642	207	5	portfolio	portfolio	NOUN
bracis-33642	207	6	optimization	optimization	NOUN
bracis-33642	207	7	environment	environment	NOUN
bracis-33642	207	8	for	for	ADP
bracis-33642	207	9	finrl	finrl	NOUN
bracis-33642	207	10	.	.	PUNCT
bracis-33642	208	1	in	in	ADP
bracis-33642	208	2	:	:	PUNCT
bracis-33642	208	3	anais	anais	PROPN
bracis-33642	208	4	do	do	VERB
bracis-33642	208	5	brazilian	brazilian	ADJ
bracis-33642	208	6	workshop	workshop	NOUN
bracis-33642	208	7	on	on	ADP
bracis-33642	208	8	artificial	artificial	ADJ
bracis-33642	208	9	intelligence	intelligence	NOUN
bracis-33642	208	10	in	in	ADP
bracis-33642	208	11	finance	finance	NOUN
bracis-33642	208	12	(	(	PUNCT
bracis-33642	208	13	bwaif	bwaif	PROPN
bracis-33642	208	14	)	)	PUNCT
bracis-33642	208	15	,	,	PUNCT
bracis-33642	208	16	pp	pp	ADJ
bracis-33642	208	17	.	.	PUNCT
bracis-33642	209	1	132–143	132–143	NUM
bracis-33642	209	2	.	.	PUNCT
bracis-33642	210	1	sbc	sbc	NOUN
bracis-33642	210	2	(	(	PUNCT
bracis-33642	210	3	2023	2023	NUM
bracis-33642	210	4	)	)	PUNCT
bracis-33642	210	5	.	.	PUNCT
bracis-33642	211	1	https://doi.org/10.5753/bwaif.2023.231144	https://doi.org/10.5753/bwaif.2023.231144	PROPN
bracis-33642	211	2	felizardo	felizardo	PROPN
bracis-33642	211	3	,	,	PUNCT
bracis-33642	211	4	l.k	l.k	PROPN
bracis-33642	211	5	.	.	PROPN
bracis-33642	211	6	,	,	PUNCT
bracis-33642	211	7	paiva	paiva	PROPN
bracis-33642	211	8	,	,	PUNCT
bracis-33642	211	9	f.c.l	f.c.l	NOUN
bracis-33642	211	10	.	.	PROPN
bracis-33642	211	11	,	,	PUNCT
bracis-33642	211	12	costa	costa	PROPN
bracis-33642	211	13	,	,	PUNCT
bracis-33642	211	14	a.h.r	a.h.r	PROPN
bracis-33642	211	15	.	.	PROPN
bracis-33642	211	16	,	,	PUNCT
bracis-33642	211	17	del	del	ADJ
bracis-33642	211	18	-	-	ADJ
bracis-33642	211	19	moral	moral	ADJ
bracis-33642	211	20	-	-	PUNCT
bracis-33642	211	21	hernandez	hernandez	PROPN
bracis-33642	211	22	,	,	PUNCT
bracis-33642	211	23	e.	e.	PROPN
bracis-33642	211	24	:	:	PUNCT
bracis-33642	211	25	reinforcement	reinforcement	NOUN
bracis-33642	211	26	learning	learning	NOUN
bracis-33642	211	27	applied	apply	VERB
bracis-33642	211	28	to	to	ADP
bracis-33642	211	29	trading	trading	NOUN
bracis-33642	211	30	systems	system	NOUN
bracis-33642	211	31	:	:	PUNCT
bracis-33642	211	32	a	a	DET
bracis-33642	211	33	survey	survey	NOUN
bracis-33642	211	34	(	(	PUNCT
bracis-33642	211	35	2022	2022	NUM
bracis-33642	211	36	)	)	PUNCT
bracis-33642	211	37	.	.	PUNCT
bracis-33642	212	1	https://doi.org/10.48550/arxiv.2212.06064	https://doi.org/10.48550/arxiv.2212.06064	PROPN
bracis-33642	212	2	haghpanah	haghpanah	PROPN
bracis-33642	212	3	,	,	PUNCT
bracis-33642	212	4	m.a	m.a	PROPN
bracis-33642	212	5	.	.	PROPN
bracis-33642	212	6	:	:	PUNCT
bracis-33642	213	1	gym	gym	NOUN
bracis-33642	213	2	-	-	PUNCT
bracis-33642	213	3	mtsim	mtsim	NOUN
bracis-33642	213	4	(	(	PUNCT
bracis-33642	213	5	2021	2021	NUM
bracis-33642	213	6	)	)	PUNCT
bracis-33642	213	7	google	google	NOUN
bracis-33642	213	8	scholar	scholar	NOUN
bracis-33642	213	9	  	  	SPACE
bracis-33642	213	10	haghpanah	haghpanah	PROPN
bracis-33642	213	11	,	,	PUNCT
bracis-33642	213	12	m.a	m.a	PROPN
bracis-33642	213	13	.	.	PROPN
bracis-33642	213	14	:	:	PUNCT
bracis-33642	213	15	gym	gym	NOUN
bracis-33642	213	16	-	-	PUNCT
bracis-33642	213	17	anytrading	anytrading	NOUN
bracis-33642	213	18	(	(	PUNCT
bracis-33642	213	19	2023	2023	NUM
bracis-33642	213	20	)	)	PUNCT
bracis-33642	213	21	google	google	NOUN
bracis-33642	213	22	scholar	scholar	NOUN
bracis-33642	213	23	  	  	SPACE
bracis-33642	213	24	hambly	hambly	NOUN
bracis-33642	213	25	,	,	PUNCT
bracis-33642	213	26	b.	b.	PROPN
bracis-33642	213	27	,	,	PUNCT
bracis-33642	213	28	xu	xu	PROPN
bracis-33642	213	29	,	,	PUNCT
bracis-33642	213	30	r.	r.	PROPN
bracis-33642	213	31	,	,	PUNCT
bracis-33642	213	32	yang	yang	PROPN
bracis-33642	213	33	,	,	PUNCT
bracis-33642	213	34	h.	h.	PROPN
bracis-33642	213	35	:	:	PUNCT
bracis-33642	213	36	recent	recent	ADJ
bracis-33642	213	37	advances	advance	NOUN
bracis-33642	213	38	in	in	ADP
bracis-33642	213	39	reinforcement	reinforcement	NOUN
bracis-33642	213	40	learning	learning	NOUN
bracis-33642	213	41	in	in	ADP
bracis-33642	213	42	finance	finance	NOUN
bracis-33642	213	43	.	.	PUNCT
bracis-33642	214	1	math	math	NOUN
bracis-33642	214	2	.	.	PUNCT
bracis-33642	215	1	financ	financ	PROPN
bracis-33642	215	2	.	.	PUNCT
bracis-33642	216	1	33(3	33(3	NOUN
bracis-33642	216	2	)	)	PUNCT
bracis-33642	216	3	,	,	PUNCT
bracis-33642	216	4	437–503	437–503	NUM
bracis-33642	216	5	(	(	PUNCT
bracis-33642	216	6	2023	2023	NUM
bracis-33642	216	7	)	)	PUNCT
bracis-33642	216	8	.	.	PUNCT
bracis-33642	217	1	https://doi.org/10.1111/mafi.12382	https://doi.org/10.1111/mafi.12382	NOUN
bracis-33642	217	2	article	article	NOUN
bracis-33642	217	3	  	  	SPACE
bracis-33642	217	4	mathscinet	mathscinet	NOUN
bracis-33642	217	5	  	  	SPACE
bracis-33642	217	6	math	math	NOUN
bracis-33642	217	7	  	  	SPACE
bracis-33642	217	8	google	google	PROPN
bracis-33642	217	9	scholar	scholar	NOUN
bracis-33642	217	10	  	  	SPACE
bracis-33642	217	11	harris	harris	PROPN
bracis-33642	217	12	,	,	PUNCT
bracis-33642	217	13	c.r	c.r	PROPN
bracis-33642	217	14	.	.	PROPN
bracis-33642	217	15	,	,	PUNCT
bracis-33642	217	16	et	et	PROPN
bracis-33642	217	17	al	al	PROPN
bracis-33642	217	18	.	.	PUNCT
bracis-33642	217	19	:	:	PUNCT
bracis-33642	217	20	array	array	NOUN
bracis-33642	217	21	programming	program	VERB
bracis-33642	217	22	with	with	ADP
bracis-33642	217	23	numpy	numpy	NOUN
bracis-33642	217	24	.	.	PUNCT
bracis-33642	218	1	nature	nature	NOUN
bracis-33642	218	2	585(7825	585(7825	PROPN
bracis-33642	218	3	)	)	PUNCT
bracis-33642	218	4	,	,	PUNCT
bracis-33642	218	5	357–362	357–362	NUM
bracis-33642	218	6	(	(	PUNCT
bracis-33642	218	7	2020	2020	NUM
bracis-33642	218	8	)	)	PUNCT
bracis-33642	218	9	.	.	PUNCT
bracis-33642	219	1	https://doi.org/10.1038/s41586-020-2649-2	https://doi.org/10.1038/s41586-020-2649-2	PROPN
bracis-33642	219	2	article	article	PROPN
bracis-33642	219	3	  	  	SPACE
bracis-33642	219	4	math	math	NOUN
bracis-33642	219	5	  	  	SPACE
bracis-33642	219	6	google	google	PROPN
bracis-33642	219	7	scholar	scholar	NOUN
bracis-33642	219	8	  	  	SPACE
bracis-33642	219	9	henrique	henrique	PROPN
bracis-33642	219	10	,	,	PUNCT
bracis-33642	219	11	b.m	b.m	PROPN
bracis-33642	219	12	.	.	PROPN
bracis-33642	219	13	,	,	PUNCT
bracis-33642	219	14	sobreiro	sobreiro	PROPN
bracis-33642	219	15	,	,	PUNCT
bracis-33642	219	16	v.a	v.a	PROPN
bracis-33642	219	17	.	.	PROPN
bracis-33642	219	18	,	,	PUNCT
bracis-33642	219	19	kimura	kimura	PROPN
bracis-33642	219	20	,	,	PUNCT
bracis-33642	219	21	h.	h.	PROPN
bracis-33642	219	22	:	:	PUNCT
bracis-33642	219	23	literature	literature	PROPN
bracis-33642	219	24	review	review	PROPN
bracis-33642	219	25	:	:	PUNCT
bracis-33642	219	26	machine	machine	NOUN
bracis-33642	219	27	learning	learn	VERB
bracis-33642	219	28	techniques	technique	NOUN
bracis-33642	219	29	applied	apply	VERB
bracis-33642	219	30	to	to	ADP
bracis-33642	219	31	financial	financial	ADJ
bracis-33642	219	32	market	market	NOUN
bracis-33642	219	33	prediction	prediction	NOUN
bracis-33642	219	34	.	.	PUNCT
bracis-33642	220	1	expert	expert	NOUN
bracis-33642	220	2	syst	syst	PROPN
bracis-33642	220	3	.	.	PUNCT
bracis-33642	221	1	appl	appl	PROPN
bracis-33642	221	2	.	.	PROPN
bracis-33642	222	1	124	124	NUM
bracis-33642	222	2	,	,	PUNCT
bracis-33642	222	3	226–251	226–251	NUM
bracis-33642	222	4	(	(	PUNCT
bracis-33642	222	5	2019	2019	NUM
bracis-33642	222	6	)	)	PUNCT
bracis-33642	222	7	.	.	PUNCT
bracis-33642	223	1	https://doi.org/10.1016/j.eswa.2019.01.012	https://doi.org/10.1016/j.eswa.2019.01.012	PROPN
bracis-33642	223	2	article	article	NOUN
bracis-33642	223	3	  	  	SPACE
bracis-33642	223	4	google	google	PROPN
bracis-33642	223	5	scholar	scholar	NOUN
bracis-33642	223	6	  	  	SPACE
bracis-33642	223	7	hu	hu	PROPN
bracis-33642	223	8	,	,	PUNCT
bracis-33642	223	9	y.	y.	PROPN
bracis-33642	223	10	,	,	PUNCT
bracis-33642	223	11	liu	liu	PROPN
bracis-33642	223	12	,	,	PUNCT
bracis-33642	223	13	k.	k.	PROPN
bracis-33642	223	14	,	,	PUNCT
bracis-33642	223	15	zhang	zhang	PROPN
bracis-33642	223	16	,	,	PUNCT
bracis-33642	223	17	x.	x.	PROPN
bracis-33642	223	18	,	,	PUNCT
bracis-33642	223	19	su	su	PROPN
bracis-33642	223	20	,	,	PUNCT
bracis-33642	223	21	l.	l.	PROPN
bracis-33642	223	22	,	,	PUNCT
bracis-33642	223	23	ngai	ngai	PROPN
bracis-33642	223	24	,	,	PUNCT
bracis-33642	223	25	e.w.t	e.w.t	NOUN
bracis-33642	223	26	.	.	PROPN
bracis-33642	223	27	,	,	PUNCT
bracis-33642	223	28	liu	liu	PROPN
bracis-33642	223	29	,	,	PUNCT
bracis-33642	223	30	m.	m.	NOUN
bracis-33642	223	31	:	:	PUNCT
bracis-33642	223	32	application	application	NOUN
bracis-33642	223	33	of	of	ADP
bracis-33642	223	34	evolutionary	evolutionary	ADJ
bracis-33642	223	35	computation	computation	NOUN
bracis-33642	223	36	for	for	ADP
bracis-33642	223	37	rule	rule	NOUN
bracis-33642	223	38	discovery	discovery	NOUN
bracis-33642	223	39	in	in	ADP
bracis-33642	223	40	stock	stock	NOUN
bracis-33642	223	41	algorithmic	algorithmic	ADJ
bracis-33642	223	42	trading	trading	NOUN
bracis-33642	223	43	:	:	PUNCT
bracis-33642	223	44	a	a	DET
bracis-33642	223	45	literature	literature	NOUN
bracis-33642	223	46	review	review	NOUN
bracis-33642	223	47	.	.	PUNCT
bracis-33642	224	1	appl	appl	PROPN
bracis-33642	224	2	.	.	PUNCT
bracis-33642	224	3	soft	soft	ADJ
bracis-33642	224	4	comput	comput	NOUN
bracis-33642	224	5	.	.	PUNCT
bracis-33642	225	1	36	36	NUM
bracis-33642	225	2	,	,	PUNCT
bracis-33642	225	3	534–551	534–551	NUM
bracis-33642	225	4	(	(	PUNCT
bracis-33642	225	5	2015	2015	NUM
bracis-33642	225	6	)	)	PUNCT
bracis-33642	225	7	.	.	PUNCT
bracis-33642	226	1	https://doi.org/10.1016/j.asoc.2015.07.008	https://doi.org/10.1016/j.asoc.2015.07.008	NOUN
bracis-33642	226	2	article	article	NOUN
bracis-33642	226	3	  	  	SPACE
bracis-33642	226	4	math	math	NOUN
bracis-33642	226	5	  	  	SPACE
bracis-33642	226	6	google	google	PROPN
bracis-33642	226	7	scholar	scholar	NOUN
bracis-33642	226	8	  	  	SPACE
bracis-33642	226	9	jiang	jiang	PROPN
bracis-33642	226	10	,	,	PUNCT
bracis-33642	226	11	z.	z.	PROPN
bracis-33642	226	12	:	:	PUNCT
bracis-33642	226	13	zhengyaojiang	zhengyaojiang	PROPN
bracis-33642	226	14	/	/	SYM
bracis-33642	226	15	pgportfolio	pgportfolio	PROPN
bracis-33642	226	16	(	(	PUNCT
bracis-33642	226	17	2024	2024	NUM
bracis-33642	226	18	)	)	PUNCT
bracis-33642	226	19	google	google	PROPN
bracis-33642	226	20	scholar	scholar	NOUN
bracis-33642	226	21	  	  	SPACE
bracis-33642	226	22	jiang	jiang	PROPN
bracis-33642	226	23	,	,	PUNCT
bracis-33642	226	24	z.	z.	PROPN
bracis-33642	226	25	,	,	PUNCT
bracis-33642	226	26	xu	xu	PROPN
bracis-33642	226	27	,	,	PUNCT
bracis-33642	226	28	d.	d.	PROPN
bracis-33642	226	29	,	,	PUNCT
bracis-33642	226	30	liang	liang	PROPN
bracis-33642	226	31	,	,	PUNCT
bracis-33642	226	32	j.	j.	PROPN
bracis-33642	226	33	:	:	PUNCT
bracis-33642	226	34	a	a	DET
bracis-33642	226	35	deep	deep	ADJ
bracis-33642	226	36	reinforcement	reinforcement	NOUN
bracis-33642	226	37	learning	learning	NOUN
bracis-33642	226	38	framework	framework	NOUN
bracis-33642	226	39	for	for	ADP
bracis-33642	226	40	the	the	DET
bracis-33642	226	41	financial	financial	ADJ
bracis-33642	226	42	portfolio	portfolio	NOUN
bracis-33642	226	43	management	management	NOUN
bracis-33642	226	44	problem	problem	NOUN
bracis-33642	226	45	(	(	PUNCT
bracis-33642	226	46	2017	2017	NUM
bracis-33642	226	47	)	)	PUNCT
bracis-33642	226	48	.	.	PUNCT
bracis-33642	227	1	https://doi.org/10.48550/arxiv.1706.10059	https://doi.org/10.48550/arxiv.1706.10059	PROPN
bracis-33642	227	2	khadjeh	khadjeh	PROPN
bracis-33642	227	3	 	 	SPACE
bracis-33642	227	4	nassirtoussi	nassirtoussi	PROPN
bracis-33642	227	5	,	,	PUNCT
bracis-33642	227	6	a.	a.	NOUN
bracis-33642	227	7	,	,	PUNCT
bracis-33642	227	8	aghabozorgi	aghabozorgi	PROPN
bracis-33642	227	9	,	,	PUNCT
bracis-33642	227	10	s.	s.	PROPN
bracis-33642	227	11	,	,	PUNCT
bracis-33642	227	12	ying	ying	PROPN
bracis-33642	227	13	 	 	SPACE
bracis-33642	227	14	wah	wah	PROPN
bracis-33642	227	15	,	,	PUNCT
bracis-33642	227	16	t.	t.	PROPN
bracis-33642	227	17	,	,	PUNCT
bracis-33642	227	18	ngo	ngo	PROPN
bracis-33642	227	19	,	,	PUNCT
bracis-33642	227	20	d.c.l	d.c.l	NOUN
bracis-33642	227	21	.	.	PUNCT
bracis-33642	227	22	:	:	PUNCT
bracis-33642	228	1	text	text	NOUN
bracis-33642	228	2	mining	mining	NOUN
bracis-33642	228	3	for	for	ADP
bracis-33642	228	4	market	market	NOUN
bracis-33642	228	5	prediction	prediction	NOUN
bracis-33642	228	6	:	:	PUNCT
bracis-33642	228	7	a	a	DET
bracis-33642	228	8	systematic	systematic	ADJ
bracis-33642	228	9	review	review	NOUN
bracis-33642	228	10	.	.	PUNCT
bracis-33642	229	1	expert	expert	NOUN
bracis-33642	229	2	syst	syst	PROPN
bracis-33642	229	3	.	.	PUNCT
bracis-33642	230	1	appl	appl	PROPN
bracis-33642	230	2	.	.	PUNCT
bracis-33642	231	1	41(16	41(16	NOUN
bracis-33642	231	2	)	)	PUNCT
bracis-33642	231	3	,	,	PUNCT
bracis-33642	231	4	7653–7670	7653–7670	NUM
bracis-33642	231	5	(	(	PUNCT
bracis-33642	231	6	2014	2014	NUM
bracis-33642	231	7	)	)	PUNCT
bracis-33642	231	8	.	.	PUNCT
bracis-33642	232	1	https://doi.org/10.1016/j.eswa.2014.06.009	https://doi.org/10.1016/j.eswa.2014.06.009	PROPN
bracis-33642	232	2	le	le	PROPN
bracis-33642	232	3	,	,	PUNCT
bracis-33642	232	4	f.d	f.d	PROPN
bracis-33642	232	5	.	.	PROPN
bracis-33642	232	6	:	:	PUNCT
bracis-33642	233	1	global	global	ADJ
bracis-33642	233	2	market	market	NOUN
bracis-33642	233	3	portfolio	portfolio	NOUN
bracis-33642	233	4	2023	2023	NUM
bracis-33642	233	5	(	(	PUNCT
bracis-33642	233	6	2023	2023	NUM
bracis-33642	233	7	)	)	PUNCT
bracis-33642	233	8	.	.	PUNCT
bracis-33642	234	1	https://www.ssga.com/international/en/institutional/ic/insights/global-market-portfolio-2023	https://www.ssga.com/international/en/institutional/ic/insights/global-market-portfolio-2023	NUM
bracis-33642	234	2	li	li	PROPN
bracis-33642	234	3	,	,	PUNCT
bracis-33642	234	4	j.	j.	PROPN
bracis-33642	234	5	,	,	PUNCT
bracis-33642	234	6	zhang	zhang	PROPN
bracis-33642	234	7	,	,	PUNCT
bracis-33642	234	8	y.	y.	PROPN
bracis-33642	234	9	,	,	PUNCT
bracis-33642	234	10	yang	yang	PROPN
bracis-33642	234	11	,	,	PUNCT
bracis-33642	234	12	x.	x.	PROPN
bracis-33642	234	13	,	,	PUNCT
bracis-33642	234	14	chen	chen	PROPN
bracis-33642	234	15	,	,	PUNCT
bracis-33642	234	16	l.	l.	PROPN
bracis-33642	234	17	:	:	PUNCT
bracis-33642	234	18	online	online	PROPN
bracis-33642	234	19	portfolio	portfolio	NOUN
bracis-33642	234	20	management	management	NOUN
bracis-33642	234	21	via	via	ADP
bracis-33642	234	22	deep	deep	ADJ
bracis-33642	234	23	reinforcement	reinforcement	NOUN
bracis-33642	234	24	learning	learning	NOUN
bracis-33642	234	25	with	with	ADP
bracis-33642	234	26	high	high	ADJ
bracis-33642	234	27	-	-	PUNCT
bracis-33642	234	28	frequency	frequency	NOUN
bracis-33642	234	29	data	datum	NOUN
bracis-33642	234	30	.	.	PUNCT
bracis-33642	235	1	inf	inf	PROPN
bracis-33642	235	2	.	.	PROPN
bracis-33642	235	3	process	process	NOUN
bracis-33642	235	4	.	.	PUNCT
bracis-33642	236	1	manag	manag	PROPN
bracis-33642	236	2	.	.	PUNCT
bracis-33642	237	1	60(3	60(3	NOUN
bracis-33642	237	2	)	)	PUNCT
bracis-33642	237	3	,	,	PUNCT
bracis-33642	237	4	103247	103247	NUM
bracis-33642	237	5	(	(	PUNCT
bracis-33642	237	6	2023	2023	NUM
bracis-33642	237	7	)	)	PUNCT
bracis-33642	237	8	.	.	PUNCT
bracis-33642	238	1	https://doi.org/10.1016/j.ipm.2022.103247	https://doi.org/10.1016/j.ipm.2022.103247	PROPN
bracis-33642	238	2	article	article	NOUN
bracis-33642	238	3	  	  	SPACE
bracis-33642	238	4	math	math	NOUN
bracis-33642	238	5	  	  	SPACE
bracis-33642	238	6	google	google	PROPN
bracis-33642	238	7	scholar	scholar	NOUN
bracis-33642	238	8	  	  	SPACE
bracis-33642	238	9	li	li	PROPN
bracis-33642	238	10	,	,	PUNCT
bracis-33642	238	11	y.	y.	NOUN
bracis-33642	238	12	:	:	PUNCT
bracis-33642	238	13	deep	deep	ADJ
bracis-33642	238	14	reinforcement	reinforcement	NOUN
bracis-33642	238	15	learning	learning	NOUN
bracis-33642	238	16	(	(	PUNCT
bracis-33642	238	17	2018	2018	NUM
bracis-33642	238	18	)	)	PUNCT
bracis-33642	238	19	.	.	PUNCT
bracis-33642	239	1	https://doi.org/10.48550/arxiv.1810.06339	https://doi.org/10.48550/arxiv.1810.06339	PROPN
bracis-33642	239	2	liang	liang	PROPN
bracis-33642	239	3	,	,	PUNCT
bracis-33642	239	4	z.	z.	PROPN
bracis-33642	239	5	,	,	PUNCT
bracis-33642	239	6	chen	chen	PROPN
bracis-33642	239	7	,	,	PUNCT
bracis-33642	239	8	h.	h.	PROPN
bracis-33642	239	9	,	,	PUNCT
bracis-33642	239	10	zhu	zhu	PROPN
bracis-33642	239	11	,	,	PUNCT
bracis-33642	239	12	j.	j.	PROPN
bracis-33642	239	13	,	,	PUNCT
bracis-33642	239	14	jiang	jiang	PROPN
bracis-33642	239	15	,	,	PUNCT
bracis-33642	239	16	k.	k.	PROPN
bracis-33642	239	17	,	,	PUNCT
bracis-33642	239	18	li	li	PROPN
bracis-33642	239	19	,	,	PUNCT
bracis-33642	239	20	y.	y.	NOUN
bracis-33642	239	21	:	:	PUNCT
bracis-33642	239	22	adversarial	adversarial	ADJ
bracis-33642	239	23	deep	deep	ADJ
bracis-33642	239	24	reinforcement	reinforcement	NOUN
bracis-33642	239	25	learning	learning	NOUN
bracis-33642	239	26	in	in	ADP
bracis-33642	239	27	portfolio	portfolio	NOUN
bracis-33642	239	28	management	management	NOUN
bracis-33642	239	29	(	(	PUNCT
bracis-33642	239	30	2018	2018	NUM
bracis-33642	239	31	)	)	PUNCT
bracis-33642	239	32	.	.	PUNCT
bracis-33642	240	1	https://doi.org/10.48550/arxiv.1808.09940	https://doi.org/10.48550/arxiv.1808.09940	PROPN
bracis-33642	240	2	lin	lin	PROPN
bracis-33642	240	3	,	,	PUNCT
bracis-33642	240	4	y.c	y.c	PROPN
bracis-33642	240	5	.	.	PROPN
bracis-33642	240	6	,	,	PUNCT
bracis-33642	240	7	chen	chen	PROPN
bracis-33642	240	8	,	,	PUNCT
bracis-33642	240	9	c.t	c.t	PROPN
bracis-33642	240	10	.	.	PROPN
bracis-33642	240	11	,	,	PUNCT
bracis-33642	240	12	sang	sing	VERB
bracis-33642	240	13	,	,	PUNCT
bracis-33642	240	14	c.y	c.y	PROPN
bracis-33642	240	15	.	.	PROPN
bracis-33642	240	16	,	,	PUNCT
bracis-33642	240	17	huang	huang	PROPN
bracis-33642	240	18	,	,	PUNCT
bracis-33642	240	19	s.h	s.h	PROPN
bracis-33642	240	20	.	.	PROPN
bracis-33642	240	21	:	:	PUNCT
bracis-33642	241	1	multiagent	multiagent	NOUN
bracis-33642	241	2	-	-	PUNCT
bracis-33642	241	3	based	base	VERB
bracis-33642	241	4	deep	deep	ADJ
bracis-33642	241	5	reinforcement	reinforcement	NOUN
bracis-33642	241	6	learning	learning	NOUN
bracis-33642	241	7	for	for	ADP
bracis-33642	241	8	risk	risk	NOUN
bracis-33642	241	9	-	-	PUNCT
bracis-33642	241	10	shifting	shift	VERB
bracis-33642	241	11	portfolio	portfolio	NOUN
bracis-33642	241	12	management	management	NOUN
bracis-33642	241	13	.	.	PUNCT
bracis-33642	242	1	appl	appl	PROPN
bracis-33642	242	2	.	.	PUNCT
bracis-33642	242	3	soft	soft	ADJ
bracis-33642	242	4	comput	comput	NOUN
bracis-33642	242	5	.	.	PUNCT
bracis-33642	243	1	123	123	NUM
bracis-33642	243	2	,	,	PUNCT
bracis-33642	243	3	108894	108894	NUM
bracis-33642	243	4	(	(	PUNCT
bracis-33642	243	5	2022	2022	NUM
bracis-33642	243	6	)	)	PUNCT
bracis-33642	243	7	.	.	PUNCT
bracis-33642	244	1	https://doi.org/10.1016/j.asoc.2022.108894	https://doi.org/10.1016/j.asoc.2022.108894	PROPN
bracis-33642	244	2	article	article	PROPN
bracis-33642	244	3	  	  	SPACE
bracis-33642	244	4	google	google	PROPN
bracis-33642	244	5	scholar	scholar	NOUN
bracis-33642	244	6	  	  	SPACE
bracis-33642	244	7	liu	liu	PROPN
bracis-33642	244	8	,	,	PUNCT
bracis-33642	244	9	x.y	x.y	PROPN
bracis-33642	244	10	.	.	PROPN
bracis-33642	244	11	,	,	PUNCT
bracis-33642	244	12	et	et	PROPN
bracis-33642	244	13	al	al	PROPN
bracis-33642	244	14	.	.	PROPN
bracis-33642	244	15	:	:	PUNCT
bracis-33642	244	16	elegantrl	elegantrl	NOUN
bracis-33642	244	17	-	-	PUNCT
bracis-33642	244	18	podracer	podracer	NOUN
bracis-33642	244	19	:	:	PUNCT
bracis-33642	244	20	scalable	scalable	ADJ
bracis-33642	244	21	and	and	CCONJ
bracis-33642	244	22	elastic	elastic	ADJ
bracis-33642	244	23	library	library	NOUN
bracis-33642	244	24	for	for	ADP
bracis-33642	244	25	cloud	cloud	ADJ
bracis-33642	244	26	-	-	PUNCT
bracis-33642	244	27	native	native	ADJ
bracis-33642	244	28	deep	deep	ADJ
bracis-33642	244	29	reinforcement	reinforcement	NOUN
bracis-33642	244	30	learning	learning	NOUN
bracis-33642	244	31	(	(	PUNCT
bracis-33642	244	32	2022	2022	NUM
bracis-33642	244	33	)	)	PUNCT
bracis-33642	244	34	.	.	PUNCT
bracis-33642	245	1	https://doi.org/10.48550/arxiv.2112.05923	https://doi.org/10.48550/arxiv.2112.05923	PROPN
bracis-33642	245	2	ma	ma	PROPN
bracis-33642	245	3	,	,	PUNCT
bracis-33642	245	4	c.	c.	PROPN
bracis-33642	245	5	,	,	PUNCT
bracis-33642	245	6	zhang	zhang	PROPN
bracis-33642	245	7	,	,	PUNCT
bracis-33642	245	8	j.	j.	PROPN
bracis-33642	245	9	,	,	PUNCT
bracis-33642	245	10	li	li	PROPN
bracis-33642	245	11	,	,	PUNCT
bracis-33642	245	12	z.	z.	PROPN
bracis-33642	245	13	,	,	PUNCT
bracis-33642	245	14	xu	xu	PROPN
bracis-33642	245	15	,	,	PUNCT
bracis-33642	245	16	s.	s.	PROPN
bracis-33642	245	17	:	:	PUNCT
bracis-33642	245	18	multi	multi	ADJ
bracis-33642	245	19	-	-	ADJ
bracis-33642	245	20	agent	agent	ADJ
bracis-33642	245	21	deep	deep	ADJ
bracis-33642	245	22	reinforcement	reinforcement	NOUN
bracis-33642	245	23	learning	learning	NOUN
bracis-33642	245	24	algorithm	algorithm	NOUN
bracis-33642	245	25	with	with	ADP
bracis-33642	245	26	trend	trend	NOUN
bracis-33642	245	27	consistency	consistency	NOUN
bracis-33642	245	28	regularization	regularization	NOUN
bracis-33642	245	29	for	for	ADP
bracis-33642	245	30	portfolio	portfolio	NOUN
bracis-33642	245	31	management	management	NOUN
bracis-33642	245	32	.	.	PUNCT
bracis-33642	246	1	neural	neural	ADJ
bracis-33642	246	2	comput	comput	NOUN
bracis-33642	246	3	.	.	PUNCT
bracis-33642	247	1	appl	appl	PROPN
bracis-33642	247	2	.	.	PUNCT
bracis-33642	248	1	(	(	PUNCT
bracis-33642	248	2	2022	2022	NUM
bracis-33642	248	3	)	)	PUNCT
bracis-33642	248	4	.	.	PUNCT
bracis-33642	249	1	https://doi.org/10.1007/s00521-022-08011-9	https://doi.org/10.1007/s00521-022-08011-9	NUM
bracis-33642	249	2	article	article	NOUN
bracis-33642	249	3	  	  	SPACE
bracis-33642	249	4	math	math	NOUN
bracis-33642	249	5	  	  	SPACE
bracis-33642	249	6	google	google	PROPN
bracis-33642	249	7	scholar	scholar	NOUN
bracis-33642	249	8	  	  	SPACE
bracis-33642	249	9	magdon	magdon	NOUN
bracis-33642	249	10	-	-	PUNCT
bracis-33642	249	11	ismail	ismail	NOUN
bracis-33642	249	12	,	,	PUNCT
bracis-33642	249	13	m.	m.	NOUN
bracis-33642	249	14	,	,	PUNCT
bracis-33642	249	15	atiya	atiya	PROPN
bracis-33642	249	16	,	,	PUNCT
bracis-33642	249	17	a.f	a.f	PROPN
bracis-33642	249	18	.	.	PROPN
bracis-33642	249	19	,	,	PUNCT
bracis-33642	249	20	pratap	pratap	PROPN
bracis-33642	249	21	,	,	PUNCT
bracis-33642	249	22	a.	a.	NOUN
bracis-33642	249	23	,	,	PUNCT
bracis-33642	249	24	abu	abu	PROPN
bracis-33642	249	25	-	-	PUNCT
bracis-33642	249	26	mostafa	mostafa	PROPN
bracis-33642	249	27	,	,	PUNCT
bracis-33642	249	28	y.s	y.s	PROPN
bracis-33642	249	29	.	.	PROPN
bracis-33642	249	30	:	:	PUNCT
bracis-33642	249	31	on	on	ADP
bracis-33642	249	32	the	the	DET
bracis-33642	249	33	maximum	maximum	ADJ
bracis-33642	249	34	drawdown	drawdown	NOUN
bracis-33642	249	35	of	of	ADP
bracis-33642	249	36	a	a	DET
bracis-33642	249	37	brownian	brownian	ADJ
bracis-33642	249	38	motion	motion	NOUN
bracis-33642	249	39	.	.	PUNCT
bracis-33642	250	1	j.	j.	PROPN
bracis-33642	250	2	appl	appl	PROPN
bracis-33642	250	3	.	.	PUNCT
bracis-33642	251	1	probab	probab	PROPN
bracis-33642	251	2	.	.	PUNCT
bracis-33642	251	3	41(1	41(1	PROPN
bracis-33642	251	4	)	)	PUNCT
bracis-33642	251	5	,	,	PUNCT
bracis-33642	251	6	147–161	147–161	NUM
bracis-33642	251	7	(	(	PUNCT
bracis-33642	251	8	2004	2004	NUM
bracis-33642	251	9	)	)	PUNCT
bracis-33642	251	10	.	.	PUNCT
bracis-33642	252	1	https://doi.org/10.1239/jap/1077134674	https://doi.org/10.1239/jap/1077134674	PROPN
bracis-33642	252	2	article	article	PROPN
bracis-33642	252	3	  	  	SPACE
bracis-33642	252	4	mathscinet	mathscinet	NOUN
bracis-33642	252	5	  	  	SPACE
bracis-33642	252	6	math	math	NOUN
bracis-33642	252	7	  	  	SPACE
bracis-33642	252	8	google	google	PROPN
bracis-33642	252	9	scholar	scholar	NOUN
bracis-33642	252	10	  	  	SPACE
bracis-33642	252	11	paszke	paszke	NOUN
bracis-33642	252	12	,	,	PUNCT
bracis-33642	252	13	a.	a.	NOUN
bracis-33642	252	14	,	,	PUNCT
bracis-33642	252	15	et	et	PROPN
bracis-33642	252	16	al	al	PROPN
bracis-33642	252	17	.	.	PUNCT
bracis-33642	252	18	:	:	PUNCT
bracis-33642	253	1	pytorch	pytorch	NOUN
bracis-33642	253	2	:	:	PUNCT
bracis-33642	253	3	an	an	DET
bracis-33642	253	4	imperative	imperative	ADJ
bracis-33642	253	5	style	style	NOUN
bracis-33642	253	6	,	,	PUNCT
bracis-33642	253	7	high	high	ADJ
bracis-33642	253	8	-	-	PUNCT
bracis-33642	253	9	performance	performance	NOUN
bracis-33642	253	10	deep	deep	ADJ
bracis-33642	253	11	learning	learning	NOUN
bracis-33642	253	12	library	library	NOUN
bracis-33642	253	13	(	(	PUNCT
bracis-33642	253	14	2019	2019	NUM
bracis-33642	253	15	)	)	PUNCT
bracis-33642	253	16	.	.	PUNCT
bracis-33642	254	1	https://doi.org/10.48550/arxiv.1912.01703	https://doi.org/10.48550/arxiv.1912.01703	PROPN
bracis-33642	254	2	raffin	raffin	PROPN
bracis-33642	254	3	,	,	PUNCT
bracis-33642	254	4	a.	a.	PROPN
bracis-33642	254	5	,	,	PUNCT
bracis-33642	254	6	hill	hill	PROPN
bracis-33642	254	7	,	,	PUNCT
bracis-33642	254	8	a.	a.	PROPN
bracis-33642	254	9	,	,	PUNCT
bracis-33642	254	10	gleave	gleave	PROPN
bracis-33642	254	11	,	,	PUNCT
bracis-33642	254	12	a.	a.	NOUN
bracis-33642	254	13	,	,	PUNCT
bracis-33642	254	14	kanervisto	kanervisto	PROPN
bracis-33642	254	15	,	,	PUNCT
bracis-33642	254	16	a.	a.	NOUN
bracis-33642	254	17	,	,	PUNCT
bracis-33642	254	18	ernestus	ernestus	NOUN
bracis-33642	254	19	,	,	PUNCT
bracis-33642	254	20	m.	m.	NOUN
bracis-33642	254	21	,	,	PUNCT
bracis-33642	254	22	dormann	dormann	NOUN
bracis-33642	254	23	,	,	PUNCT
bracis-33642	254	24	n.	n.	NOUN
bracis-33642	254	25	:	:	PUNCT
bracis-33642	254	26	stable	stable	ADJ
bracis-33642	254	27	-	-	PUNCT
bracis-33642	254	28	baselines3	baselines3	NOUN
bracis-33642	254	29	:	:	PUNCT
bracis-33642	254	30	reliable	reliable	ADJ
bracis-33642	254	31	reinforcement	reinforcement	NOUN
bracis-33642	254	32	learning	learning	NOUN
bracis-33642	254	33	implementations	implementation	NOUN
bracis-33642	254	34	.	.	PUNCT
bracis-33642	255	1	j.	j.	PROPN
bracis-33642	255	2	mach	mach	PROPN
bracis-33642	255	3	.	.	PUNCT
bracis-33642	256	1	learn	learn	VERB
bracis-33642	256	2	.	.	PUNCT
bracis-33642	257	1	res	re	NOUN
bracis-33642	257	2	.	.	PUNCT
bracis-33642	258	1	22(268	22(268	PROPN
bracis-33642	258	2	)	)	PUNCT
bracis-33642	258	3	,	,	PUNCT
bracis-33642	258	4	1–8	1–8	X
bracis-33642	258	5	(	(	PUNCT
bracis-33642	258	6	2021	2021	NUM
bracis-33642	258	7	)	)	PUNCT
bracis-33642	258	8	math	math	NOUN
bracis-33642	258	9	  	  	SPACE
bracis-33642	258	10	google	google	PROPN
bracis-33642	258	11	scholar	scholar	NOUN
bracis-33642	258	12	  	  	SPACE
bracis-33642	258	13	sharpe	sharpe	PROPN
bracis-33642	258	14	,	,	PUNCT
bracis-33642	258	15	w.f	w.f	PROPN
bracis-33642	258	16	.	.	PROPN
bracis-33642	258	17	:	:	PUNCT
bracis-33642	259	1	the	the	DET
bracis-33642	259	2	sharpe	sharpe	PROPN
bracis-33642	259	3	ratio	ratio	PROPN
bracis-33642	259	4	.	.	PUNCT
bracis-33642	260	1	j.	j.	PROPN
bracis-33642	260	2	portfolio	portfolio	PROPN
bracis-33642	260	3	manag	manag	PROPN
bracis-33642	260	4	.	.	PUNCT
bracis-33642	261	1	21(1	21(1	NUM
bracis-33642	261	2	)	)	PUNCT
bracis-33642	261	3	,	,	PUNCT
bracis-33642	261	4	49–58	49–58	NUM
bracis-33642	261	5	(	(	PUNCT
bracis-33642	261	6	1994	1994	NUM
bracis-33642	261	7	)	)	PUNCT
bracis-33642	261	8	.	.	PUNCT
bracis-33642	262	1	https://doi.org/10.3905/jpm.1994.409501	https://doi.org/10.3905/jpm.1994.409501	PROPN
bracis-33642	262	2	article	article	PROPN
bracis-33642	262	3	  	  	SPACE
bracis-33642	262	4	math	math	NOUN
bracis-33642	262	5	  	  	SPACE
bracis-33642	262	6	google	google	PROPN
bracis-33642	262	7	scholar	scholar	NOUN
bracis-33642	262	8	  	  	SPACE
bracis-33642	262	9	shi	shi	PROPN
bracis-33642	262	10	,	,	PUNCT
bracis-33642	262	11	s.	s.	PROPN
bracis-33642	262	12	,	,	PUNCT
bracis-33642	262	13	li	li	PROPN
bracis-33642	262	14	,	,	PUNCT
bracis-33642	262	15	j.	j.	PROPN
bracis-33642	262	16	,	,	PUNCT
bracis-33642	262	17	li	li	PROPN
bracis-33642	262	18	,	,	PUNCT
bracis-33642	262	19	g.	g.	PROPN
bracis-33642	262	20	,	,	PUNCT
bracis-33642	262	21	pan	pan	PROPN
bracis-33642	262	22	,	,	PUNCT
bracis-33642	262	23	p.	p.	NOUN
bracis-33642	262	24	:	:	PUNCT
bracis-33642	262	25	a	a	DET
bracis-33642	262	26	multi	multi	ADJ
bracis-33642	262	27	-	-	ADJ
bracis-33642	262	28	scale	scale	ADJ
bracis-33642	262	29	temporal	temporal	ADJ
bracis-33642	262	30	feature	feature	NOUN
bracis-33642	262	31	aggregation	aggregation	NOUN
bracis-33642	262	32	convolutional	convolutional	ADJ
bracis-33642	262	33	neural	neural	ADJ
bracis-33642	262	34	network	network	NOUN
bracis-33642	262	35	for	for	ADP
bracis-33642	262	36	portfolio	portfolio	NOUN
bracis-33642	262	37	management	management	NOUN
bracis-33642	262	38	.	.	PUNCT
bracis-33642	263	1	in	in	ADP
bracis-33642	263	2	:	:	PUNCT
bracis-33642	263	3	proceedings	proceeding	NOUN
bracis-33642	263	4	of	of	ADP
bracis-33642	263	5	the	the	DET
bracis-33642	263	6	28th	28th	ADJ
bracis-33642	263	7	acm	acm	PROPN
bracis-33642	263	8	international	international	ADJ
bracis-33642	263	9	conference	conference	NOUN
bracis-33642	263	10	on	on	ADP
bracis-33642	263	11	information	information	NOUN
bracis-33642	263	12	and	and	CCONJ
bracis-33642	263	13	knowledge	knowledge	NOUN
bracis-33642	263	14	management	management	NOUN
bracis-33642	263	15	,	,	PUNCT
bracis-33642	263	16	beijing	beijing	PROPN
bracis-33642	263	17	,	,	PUNCT
bracis-33642	263	18	china	china	PROPN
bracis-33642	263	19	,	,	PUNCT
bracis-33642	263	20	pp	pp	PROPN
bracis-33642	263	21	.	.	PUNCT
bracis-33642	264	1	1613–1622	1613–1622	NUM
bracis-33642	264	2	.	.	PUNCT
bracis-33642	264	3	acm	acm	PROPN
bracis-33642	264	4	(	(	PUNCT
bracis-33642	264	5	2019	2019	NUM
bracis-33642	264	6	)	)	PUNCT
bracis-33642	264	7	.	.	PUNCT
bracis-33642	265	1	https://doi.org/10.1145/3357384.3357961	https://doi.org/10.1145/3357384.3357961	PROPN
bracis-33642	265	2	shi	shi	PROPN
bracis-33642	265	3	,	,	PUNCT
bracis-33642	265	4	s.	s.	PROPN
bracis-33642	265	5	,	,	PUNCT
bracis-33642	265	6	li	li	PROPN
bracis-33642	265	7	,	,	PUNCT
bracis-33642	265	8	j.	j.	PROPN
bracis-33642	265	9	,	,	PUNCT
bracis-33642	265	10	li	li	PROPN
bracis-33642	265	11	,	,	PUNCT
bracis-33642	265	12	g.	g.	PROPN
bracis-33642	265	13	,	,	PUNCT
bracis-33642	265	14	pan	pan	PROPN
bracis-33642	265	15	,	,	PUNCT
bracis-33642	265	16	p.	p.	PROPN
bracis-33642	265	17	,	,	PUNCT
bracis-33642	265	18	chen	chen	PROPN
bracis-33642	265	19	,	,	PUNCT
bracis-33642	265	20	q.	q.	PROPN
bracis-33642	265	21	,	,	PUNCT
bracis-33642	265	22	sun	sun	PROPN
bracis-33642	265	23	,	,	PUNCT
bracis-33642	265	24	q.	q.	PROPN
bracis-33642	265	25	:	:	PUNCT
bracis-33642	265	26	gpm	gpm	NOUN
bracis-33642	265	27	:	:	PUNCT
bracis-33642	265	28	a	a	DET
bracis-33642	265	29	graph	graph	NOUN
bracis-33642	265	30	convolutional	convolutional	ADJ
bracis-33642	265	31	network	network	NOUN
bracis-33642	265	32	based	base	VERB
bracis-33642	265	33	reinforcement	reinforcement	NOUN
bracis-33642	265	34	learning	learning	NOUN
bracis-33642	265	35	framework	framework	NOUN
bracis-33642	265	36	for	for	ADP
bracis-33642	265	37	portfolio	portfolio	NOUN
bracis-33642	265	38	management	management	NOUN
bracis-33642	265	39	.	.	PUNCT
bracis-33642	266	1	neurocomputing	neurocompute	VERB
bracis-33642	266	2	498	498	NUM
bracis-33642	266	3	,	,	PUNCT
bracis-33642	266	4	14–27	14–27	NUM
bracis-33642	266	5	(	(	PUNCT
bracis-33642	266	6	2022	2022	NUM
bracis-33642	266	7	)	)	PUNCT
bracis-33642	266	8	.	.	PUNCT
bracis-33642	267	1	https://doi.org/10.1016/j.neucom.2022.04.105	https://doi.org/10.1016/j.neucom.2022.04.105	PROPN
bracis-33642	267	2	article	article	NOUN
bracis-33642	267	3	  	  	SPACE
bracis-33642	267	4	math	math	NOUN
bracis-33642	267	5	  	  	SPACE
bracis-33642	267	6	google	google	PROPN
bracis-33642	267	7	scholar	scholar	NOUN
bracis-33642	267	8	  	  	SPACE
bracis-33642	267	9	silver	silver	NOUN
bracis-33642	267	10	,	,	PUNCT
bracis-33642	267	11	d.	d.	PROPN
bracis-33642	267	12	,	,	PUNCT
bracis-33642	267	13	et	et	PROPN
bracis-33642	267	14	al	al	PROPN
bracis-33642	267	15	.	.	PUNCT
bracis-33642	267	16	:	:	PUNCT
bracis-33642	268	1	mastering	master	VERB
bracis-33642	268	2	the	the	DET
bracis-33642	268	3	game	game	NOUN
bracis-33642	268	4	of	of	ADP
bracis-33642	268	5	go	go	NOUN
bracis-33642	268	6	without	without	ADP
bracis-33642	268	7	human	human	ADJ
bracis-33642	268	8	knowledge	knowledge	NOUN
bracis-33642	268	9	.	.	PUNCT
bracis-33642	269	1	nature	nature	NOUN
bracis-33642	269	2	550(7676	550(7676	NUM
bracis-33642	269	3	)	)	PUNCT
bracis-33642	269	4	,	,	PUNCT
bracis-33642	269	5	354–359	354–359	NUM
bracis-33642	269	6	(	(	PUNCT
bracis-33642	269	7	2017	2017	NUM
bracis-33642	269	8	)	)	PUNCT
bracis-33642	269	9	.	.	PUNCT
bracis-33642	270	1	https://doi.org/10.1038/nature24270	https://doi.org/10.1038/nature24270	PROPN
bracis-33642	270	2	article	article	NOUN
bracis-33642	270	3	  	  	SPACE
bracis-33642	270	4	math	math	NOUN
bracis-33642	270	5	  	  	SPACE
bracis-33642	270	6	google	google	PROPN
bracis-33642	270	7	scholar	scholar	NOUN
bracis-33642	270	8	  	  	SPACE
bracis-33642	270	9	soleymani	soleymani	PROPN
bracis-33642	270	10	,	,	PUNCT
bracis-33642	270	11	f.	f.	PROPN
bracis-33642	270	12	,	,	PUNCT
bracis-33642	270	13	paquet	paquet	PROPN
bracis-33642	270	14	,	,	PUNCT
bracis-33642	270	15	e.	e.	PROPN
bracis-33642	270	16	:	:	PUNCT
bracis-33642	270	17	financial	financial	ADJ
bracis-33642	270	18	portfolio	portfolio	NOUN
bracis-33642	270	19	optimization	optimization	NOUN
bracis-33642	270	20	with	with	ADP
bracis-33642	270	21	online	online	ADJ
bracis-33642	270	22	deep	deep	ADJ
bracis-33642	270	23	reinforcement	reinforcement	NOUN
bracis-33642	270	24	learning	learning	NOUN
bracis-33642	270	25	and	and	CCONJ
bracis-33642	270	26	restricted	restrict	VERB
bracis-33642	270	27	stacked	stacked	ADJ
bracis-33642	270	28	autoencoder	autoencoder	NOUN
bracis-33642	270	29	–	–	PUNCT
bracis-33642	270	30	deepbreath	deepbreath	NOUN
bracis-33642	270	31	.	.	PUNCT
bracis-33642	271	1	expert	expert	NOUN
bracis-33642	271	2	syst	syst	PROPN
bracis-33642	271	3	.	.	PUNCT
bracis-33642	272	1	appl	appl	PROPN
bracis-33642	272	2	.	.	PROPN
bracis-33642	273	1	156	156	NUM
bracis-33642	273	2	,	,	PUNCT
bracis-33642	273	3	113456	113456	NUM
bracis-33642	273	4	(	(	PUNCT
bracis-33642	273	5	2020	2020	NUM
bracis-33642	273	6	)	)	PUNCT
bracis-33642	273	7	.	.	PUNCT
bracis-33642	274	1	https://doi.org/10.1016/j.eswa.2020.113456	https://doi.org/10.1016/j.eswa.2020.113456	NOUN
bracis-33642	274	2	article	article	NOUN
bracis-33642	274	3	  	  	SPACE
bracis-33642	274	4	google	google	PROPN
bracis-33642	274	5	scholar	scholar	NOUN
bracis-33642	274	6	  	  	SPACE
bracis-33642	274	7	soleymani	soleymani	PROPN
bracis-33642	274	8	,	,	PUNCT
bracis-33642	274	9	f.	f.	PROPN
bracis-33642	274	10	,	,	PUNCT
bracis-33642	274	11	paquet	paquet	PROPN
bracis-33642	274	12	,	,	PUNCT
bracis-33642	274	13	e.	e.	PROPN
bracis-33642	274	14	:	:	PUNCT
bracis-33642	274	15	deep	deep	ADJ
bracis-33642	274	16	graph	graph	NOUN
bracis-33642	274	17	convolutional	convolutional	ADJ
bracis-33642	274	18	reinforcement	reinforcement	NOUN
bracis-33642	274	19	learning	learning	NOUN
bracis-33642	274	20	for	for	ADP
bracis-33642	274	21	financial	financial	ADJ
bracis-33642	274	22	portfolio	portfolio	NOUN
bracis-33642	274	23	management	management	NOUN
bracis-33642	274	24	deeppocket	deeppocket	NOUN
bracis-33642	274	25	.	.	PUNCT
bracis-33642	275	1	expert	expert	NOUN
bracis-33642	275	2	syst	syst	PROPN
bracis-33642	275	3	.	.	PUNCT
bracis-33642	276	1	appl	appl	PROPN
bracis-33642	276	2	.	.	PROPN
bracis-33642	276	3	182	182	NUM
bracis-33642	276	4	,	,	PUNCT
bracis-33642	276	5	115127	115127	NUM
bracis-33642	276	6	(	(	PUNCT
bracis-33642	276	7	2021	2021	NUM
bracis-33642	276	8	)	)	PUNCT
bracis-33642	276	9	.	.	PUNCT
bracis-33642	277	1	https://doi.org/10.1016/j.eswa.2021.115127	https://doi.org/10.1016/j.eswa.2021.115127	NOUN
bracis-33642	277	2	article	article	PROPN
bracis-33642	277	3	  	  	SPACE
bracis-33642	277	4	math	math	NOUN
bracis-33642	277	5	  	  	SPACE
bracis-33642	277	6	google	google	PROPN
bracis-33642	277	7	scholar	scholar	NOUN
bracis-33642	277	8	  	  	SPACE
bracis-33642	277	9	sun	sun	NOUN
bracis-33642	277	10	,	,	PUNCT
bracis-33642	277	11	q.	q.	PROPN
bracis-33642	277	12	,	,	PUNCT
bracis-33642	277	13	wei	wei	PROPN
bracis-33642	277	14	,	,	PUNCT
bracis-33642	277	15	x.	x.	PROPN
bracis-33642	277	16	,	,	PUNCT
bracis-33642	277	17	yang	yang	PROPN
bracis-33642	277	18	,	,	PUNCT
bracis-33642	277	19	x.	x.	NOUN
bracis-33642	277	20	:	:	PUNCT
bracis-33642	277	21	graphsage	graphsage	NOUN
bracis-33642	277	22	with	with	ADP
bracis-33642	277	23	deep	deep	ADJ
bracis-33642	277	24	reinforcement	reinforcement	NOUN
bracis-33642	277	25	learning	learning	NOUN
bracis-33642	277	26	for	for	ADP
bracis-33642	277	27	financial	financial	ADJ
bracis-33642	277	28	portfolio	portfolio	NOUN
bracis-33642	277	29	optimization	optimization	NOUN
bracis-33642	277	30	.	.	PUNCT
bracis-33642	278	1	expert	expert	NOUN
bracis-33642	278	2	syst	syst	PROPN
bracis-33642	278	3	.	.	PUNCT
bracis-33642	279	1	appl	appl	PROPN
bracis-33642	279	2	.	.	PROPN
bracis-33642	280	1	238	238	NUM
bracis-33642	280	2	,	,	PUNCT
bracis-33642	280	3	122027	122027	NUM
bracis-33642	280	4	(	(	PUNCT
bracis-33642	280	5	2024	2024	NUM
bracis-33642	280	6	)	)	PUNCT
bracis-33642	280	7	.	.	PUNCT
bracis-33642	281	1	https://doi.org/10.1016/j.eswa.2023.122027	https://doi.org/10.1016/j.eswa.2023.122027	PROPN
bracis-33642	281	2	article	article	NOUN
bracis-33642	281	3	  	  	SPACE
bracis-33642	281	4	math	math	NOUN
bracis-33642	281	5	  	  	SPACE
bracis-33642	281	6	google	google	PROPN
bracis-33642	281	7	scholar	scholar	NOUN
bracis-33642	281	8	  	  	SPACE
bracis-33642	281	9	sutton	sutton	PROPN
bracis-33642	281	10	,	,	PUNCT
bracis-33642	281	11	r.s	r.s	PROPN
bracis-33642	281	12	.	.	PROPN
bracis-33642	281	13	,	,	PUNCT
bracis-33642	281	14	barto	barto	PROPN
bracis-33642	281	15	,	,	PUNCT
bracis-33642	281	16	a.g	a.g	PROPN
bracis-33642	281	17	.	.	PROPN
bracis-33642	281	18	:	:	PUNCT
bracis-33642	282	1	reinforcement	reinforcement	NOUN
bracis-33642	282	2	learning	learning	NOUN
bracis-33642	282	3	:	:	PUNCT
bracis-33642	282	4	an	an	DET
bracis-33642	282	5	introduction	introduction	NOUN
bracis-33642	282	6	.	.	PUNCT
bracis-33642	283	1	a	a	DET
bracis-33642	283	2	bradford	bradford	PROPN
bracis-33642	283	3	book	book	NOUN
bracis-33642	283	4	,	,	PUNCT
bracis-33642	283	5	cambridge	cambridge	PROPN
bracis-33642	283	6	(	(	PUNCT
bracis-33642	283	7	2018	2018	NUM
bracis-33642	283	8	)	)	PUNCT
bracis-33642	283	9	math	math	NOUN
bracis-33642	283	10	  	  	SPACE
bracis-33642	283	11	google	google	PROPN
bracis-33642	283	12	scholar	scholar	NOUN
bracis-33642	283	13	  	  	SPACE
bracis-33642	283	14	the	the	DET
bracis-33642	283	15	pandas	pandas	PROPN
bracis-33642	283	16	development	development	NOUN
bracis-33642	283	17	team	team	NOUN
bracis-33642	283	18	:	:	PUNCT
bracis-33642	283	19	pandas	pandas	PROPN
bracis-33642	283	20	-	-	PUNCT
bracis-33642	283	21	dev	dev	NOUN
bracis-33642	283	22	/	/	SYM
bracis-33642	283	23	pandas	panda	NOUN
bracis-33642	283	24	:	:	PUNCT
bracis-33642	283	25	pandas	panda	NOUN
bracis-33642	283	26	.	.	PUNCT
bracis-33642	284	1	zenodo	zenodo	NOUN
bracis-33642	284	2	(	(	PUNCT
bracis-33642	284	3	2023	2023	NUM
bracis-33642	284	4	)	)	PUNCT
bracis-33642	284	5	.	.	PUNCT
bracis-33642	285	1	https://doi.org/10.5281/zenodo.3509134	https://doi.org/10.5281/zenodo.3509134	ADJ
bracis-33642	285	2	towers	tower	NOUN
bracis-33642	285	3	,	,	PUNCT
bracis-33642	285	4	m.	m.	NOUN
bracis-33642	285	5	,	,	PUNCT
bracis-33642	285	6	et	et	PROPN
bracis-33642	285	7	al	al	PROPN
bracis-33642	285	8	.	.	PROPN
bracis-33642	285	9	:	:	PUNCT
bracis-33642	286	1	gymnasium	gymnasium	NOUN
bracis-33642	286	2	.	.	PUNCT
bracis-33642	287	1	zenodo	zenodo	NOUN
bracis-33642	287	2	(	(	PUNCT
bracis-33642	287	3	2023	2023	NUM
bracis-33642	287	4	)	)	PUNCT
bracis-33642	287	5	.	.	PUNCT
bracis-33642	288	1	https://doi.org/10.5281/zenodo.8127026	https://doi.org/10.5281/zenodo.8127026	PROPN
bracis-33642	289	1	weng	weng	PROPN
bracis-33642	289	2	,	,	PUNCT
bracis-33642	289	3	j.	j.	PROPN
bracis-33642	289	4	,	,	PUNCT
bracis-33642	289	5	et	et	PROPN
bracis-33642	289	6	al	al	PROPN
bracis-33642	289	7	.	.	PUNCT
bracis-33642	289	8	:	:	PUNCT
bracis-33642	290	1	tianshou	tianshou	ADJ
bracis-33642	290	2	:	:	PUNCT
bracis-33642	290	3	a	a	DET
bracis-33642	290	4	highly	highly	ADV
bracis-33642	290	5	modularized	modularize	VERB
bracis-33642	290	6	deep	deep	ADJ
bracis-33642	290	7	reinforcement	reinforcement	NOUN
bracis-33642	290	8	learning	learning	NOUN
bracis-33642	290	9	library	library	NOUN
bracis-33642	290	10	(	(	PUNCT
bracis-33642	290	11	2022	2022	NUM
bracis-33642	290	12	)	)	PUNCT
bracis-33642	290	13	.	.	PUNCT
bracis-33642	291	1	https://doi.org/10.48550/arxiv.2107.14171	https://doi.org/10.48550/arxiv.2107.14171	PROPN
bracis-33642	291	2	weng	weng	PROPN
bracis-33642	291	3	,	,	PUNCT
bracis-33642	291	4	l.	l.	PROPN
bracis-33642	291	5	,	,	PUNCT
bracis-33642	291	6	sun	sun	PROPN
bracis-33642	291	7	,	,	PUNCT
bracis-33642	291	8	x.	x.	PROPN
bracis-33642	291	9	,	,	PUNCT
bracis-33642	291	10	xia	xia	PROPN
bracis-33642	291	11	,	,	PUNCT
bracis-33642	291	12	m.	m.	NOUN
bracis-33642	291	13	,	,	PUNCT
bracis-33642	291	14	liu	liu	PROPN
bracis-33642	291	15	,	,	PUNCT
bracis-33642	291	16	j.	j.	PROPN
bracis-33642	291	17	,	,	PUNCT
bracis-33642	291	18	xu	xu	PROPN
bracis-33642	291	19	,	,	PUNCT
bracis-33642	291	20	y.	y.	PROPN
bracis-33642	291	21	:	:	PUNCT
bracis-33642	291	22	portfolio	portfolio	NOUN
bracis-33642	291	23	trading	trading	NOUN
bracis-33642	291	24	system	system	NOUN
bracis-33642	291	25	of	of	ADP
bracis-33642	291	26	digital	digital	ADJ
bracis-33642	291	27	currencies	currency	NOUN
bracis-33642	291	28	:	:	PUNCT
bracis-33642	291	29	a	a	DET
bracis-33642	291	30	deep	deep	ADJ
bracis-33642	291	31	reinforcement	reinforcement	NOUN
bracis-33642	291	32	learning	learning	NOUN
bracis-33642	291	33	with	with	ADP
bracis-33642	291	34	multidimensional	multidimensional	ADJ
bracis-33642	291	35	attention	attention	NOUN
bracis-33642	291	36	gating	gate	VERB
bracis-33642	291	37	mechanism	mechanism	NOUN
bracis-33642	291	38	.	.	PUNCT
bracis-33642	292	1	neurocomputing	neurocompute	VERB
bracis-33642	292	2	402	402	NUM
bracis-33642	292	3	,	,	PUNCT
bracis-33642	292	4	171–182	171–182	NUM
bracis-33642	292	5	(	(	PUNCT
bracis-33642	292	6	2020	2020	NUM
bracis-33642	292	7	)	)	PUNCT
bracis-33642	292	8	.	.	PUNCT
bracis-33642	293	1	https://doi.org/10.1016/j.neucom.2020.04.004	https://doi.org/10.1016/j.neucom.2020.04.004	PROPN
bracis-33642	293	2	article	article	NOUN
bracis-33642	293	3	  	  	SPACE
bracis-33642	293	4	google	google	PROPN
bracis-33642	293	5	scholar	scholar	NOUN
bracis-33642	293	6	  	  	SPACE
bracis-33642	293	7	wu	wu	PROPN
bracis-33642	293	8	,	,	PUNCT
bracis-33642	293	9	z.	z.	PROPN
bracis-33642	293	10	,	,	PUNCT
bracis-33642	293	11	pan	pan	PROPN
bracis-33642	293	12	,	,	PUNCT
bracis-33642	293	13	s.	s.	PROPN
bracis-33642	293	14	,	,	PUNCT
bracis-33642	293	15	chen	chen	PROPN
bracis-33642	293	16	,	,	PUNCT
bracis-33642	293	17	f.	f.	PROPN
bracis-33642	293	18	,	,	PUNCT
bracis-33642	293	19	long	long	ADV
bracis-33642	293	20	,	,	PUNCT
bracis-33642	293	21	g.	g.	PROPN
bracis-33642	293	22	,	,	PUNCT
bracis-33642	293	23	zhang	zhang	PROPN
bracis-33642	293	24	,	,	PUNCT
bracis-33642	293	25	c.	c.	PROPN
bracis-33642	293	26	,	,	PUNCT
bracis-33642	293	27	yu	yu	PROPN
bracis-33642	293	28	,	,	PUNCT
bracis-33642	293	29	p.s	p.s	PROPN
bracis-33642	293	30	.	.	PUNCT
bracis-33642	293	31	:	:	PUNCT
bracis-33642	294	1	a	a	DET
bracis-33642	294	2	comprehensive	comprehensive	ADJ
bracis-33642	294	3	survey	survey	NOUN
bracis-33642	294	4	on	on	ADP
bracis-33642	294	5	graph	graph	NOUN
bracis-33642	294	6	neural	neural	ADJ
bracis-33642	294	7	networks	network	NOUN
bracis-33642	294	8	.	.	PUNCT
bracis-33642	295	1	ieee	ieee	PROPN
bracis-33642	295	2	trans	trans	PROPN
bracis-33642	295	3	.	.	PUNCT
bracis-33642	295	4	neural	neural	ADJ
bracis-33642	295	5	netw	netw	NOUN
bracis-33642	295	6	.	.	PUNCT
bracis-33642	296	1	learn	learn	VERB
bracis-33642	296	2	.	.	PUNCT
bracis-33642	297	1	syst	syst	PROPN
bracis-33642	297	2	.	.	PUNCT
bracis-33642	298	1	32(1	32(1	NUM
bracis-33642	298	2	)	)	PUNCT
bracis-33642	298	3	,	,	PUNCT
bracis-33642	299	1	4–24	4–24	PROPN
bracis-33642	299	2	(	(	PUNCT
bracis-33642	299	3	2021	2021	NUM
bracis-33642	299	4	)	)	PUNCT
bracis-33642	299	5	.	.	PUNCT
bracis-33642	300	1	https://doi.org/10.1109/tnnls.2020.2978386	https://doi.org/10.1109/tnnls.2020.2978386	PROPN
bracis-33642	300	2	article	article	NOUN
bracis-33642	300	3	  	  	SPACE
bracis-33642	300	4	mathscinet	mathscinet	NOUN
bracis-33642	300	5	  	  	SPACE
bracis-33642	300	6	math	math	NOUN
bracis-33642	300	7	  	  	SPACE
bracis-33642	300	8	google	google	PROPN
bracis-33642	300	9	scholar	scholar	NOUN
bracis-33642	300	10	  	  	SPACE
bracis-33642	300	11	xu	xu	PROPN
bracis-33642	300	12	,	,	PUNCT
bracis-33642	300	13	k.	k.	PROPN
bracis-33642	300	14	,	,	PUNCT
bracis-33642	300	15	zhang	zhang	PROPN
bracis-33642	300	16	,	,	PUNCT
bracis-33642	300	17	y.	y.	PROPN
bracis-33642	300	18	,	,	PUNCT
bracis-33642	300	19	ye	ye	PROPN
bracis-33642	300	20	,	,	PUNCT
bracis-33642	300	21	d.	d.	PROPN
bracis-33642	300	22	,	,	PUNCT
bracis-33642	300	23	zhao	zhao	PROPN
bracis-33642	300	24	,	,	PUNCT
bracis-33642	300	25	p.	p.	PROPN
bracis-33642	300	26	,	,	PUNCT
bracis-33642	300	27	tan	tan	PROPN
bracis-33642	300	28	,	,	PUNCT
bracis-33642	300	29	m.	m.	NOUN
bracis-33642	300	30	:	:	PUNCT
bracis-33642	300	31	relation	relation	NOUN
bracis-33642	300	32	-	-	PUNCT
bracis-33642	300	33	aware	aware	ADJ
bracis-33642	300	34	transformer	transformer	NOUN
bracis-33642	300	35	for	for	ADP
bracis-33642	300	36	portfolio	portfolio	NOUN
bracis-33642	300	37	policy	policy	NOUN
bracis-33642	300	38	learning	learning	NOUN
bracis-33642	300	39	.	.	PUNCT
bracis-33642	301	1	in	in	ADP
bracis-33642	301	2	:	:	PUNCT
bracis-33642	301	3	twenty	twenty	NUM
bracis-33642	301	4	-	-	PUNCT
bracis-33642	301	5	ninth	ninth	ADJ
bracis-33642	301	6	international	international	ADJ
bracis-33642	301	7	joint	joint	ADJ
bracis-33642	301	8	conference	conference	NOUN
bracis-33642	301	9	on	on	ADP
bracis-33642	301	10	artificial	artificial	ADJ
bracis-33642	301	11	intelligence	intelligence	NOUN
bracis-33642	301	12	,	,	PUNCT
bracis-33642	301	13	vol	vol	NOUN
bracis-33642	301	14	.	.	PUNCT
bracis-33642	301	15	 	 	SPACE
bracis-33642	301	16	5	5	NUM
bracis-33642	301	17	,	,	PUNCT
bracis-33642	301	18	pp	pp	ADJ
bracis-33642	301	19	.	.	PUNCT
bracis-33642	302	1	4647–4653	4647–4653	NUM
bracis-33642	302	2	(	(	PUNCT
bracis-33642	302	3	2020	2020	NUM
bracis-33642	302	4	)	)	PUNCT
bracis-33642	302	5	.	.	PUNCT
bracis-33642	303	1	https://doi.org/10.24963/ijcai.2020/641	https://doi.org/10.24963/ijcai.2020/641	PROPN
bracis-33642	303	2	yang	yang	PROPN
bracis-33642	303	3	,	,	PUNCT
bracis-33642	303	4	x.	x.	PROPN
bracis-33642	303	5	,	,	PUNCT
bracis-33642	303	6	liu	liu	PROPN
bracis-33642	303	7	,	,	PUNCT
bracis-33642	303	8	w.	w.	PROPN
bracis-33642	303	9	,	,	PUNCT
bracis-33642	303	10	zhou	zhou	PROPN
bracis-33642	303	11	,	,	PUNCT
bracis-33642	303	12	d.	d.	PROPN
bracis-33642	303	13	,	,	PUNCT
bracis-33642	303	14	bian	bian	PROPN
bracis-33642	303	15	,	,	PUNCT
bracis-33642	303	16	j.	j.	PROPN
bracis-33642	303	17	,	,	PUNCT
bracis-33642	303	18	liu	liu	PROPN
bracis-33642	303	19	,	,	PUNCT
bracis-33642	303	20	t.y	t.y	PROPN
bracis-33642	303	21	.	.	PUNCT
bracis-33642	303	22	:	:	PUNCT
bracis-33642	304	1	qlib	qlib	PROPN
bracis-33642	304	2	:	:	PUNCT
bracis-33642	304	3	an	an	DET
bracis-33642	304	4	ai	ai	ADV
bracis-33642	304	5	-	-	PUNCT
bracis-33642	304	6	oriented	orient	VERB
bracis-33642	304	7	quantitative	quantitative	ADJ
bracis-33642	304	8	investment	investment	NOUN
bracis-33642	304	9	platform	platform	NOUN
bracis-33642	304	10	(	(	PUNCT
bracis-33642	304	11	2020	2020	NUM
bracis-33642	304	12	)	)	PUNCT
bracis-33642	304	13	.	.	PUNCT
bracis-33642	305	1	https://doi.org/10.48550/arxiv.2009.11189	https://doi.org/10.48550/arxiv.2009.11189	PROPN
bracis-33642	305	2	download	download	NOUN
bracis-33642	305	3	references	reference	NOUN
bracis-33642	305	4	acknowledgments	acknowledgment	NOUN
bracis-33642	305	5	the	the	DET
bracis-33642	305	6	authors	author	NOUN
bracis-33642	305	7	would	would	AUX
bracis-33642	305	8	like	like	VERB
bracis-33642	305	9	to	to	PART
bracis-33642	305	10	thank	thank	VERB
bracis-33642	305	11	the	the	DET
bracis-33642	305	12	programa	programa	NOUN
bracis-33642	305	13	de	de	X
bracis-33642	305	14	bolsas	bolsas	PROPN
bracis-33642	305	15	itaú	itaú	NOUN
bracis-33642	305	16	(	(	PUNCT
bracis-33642	305	17	pbi	pbi	NOUN
bracis-33642	305	18	)	)	PUNCT
bracis-33642	305	19	of	of	ADP
bracis-33642	305	20	the	the	DET
bracis-33642	305	21	centro	centro	X
bracis-33642	305	22	de	de	X
bracis-33642	305	23	ciência	ciência	X
bracis-33642	305	24	de	de	ADP
bracis-33642	305	25	dados	dado	NOUN
bracis-33642	305	26	(	(	PUNCT
bracis-33642	305	27	c\(^2\)d	c\(^2\)d	NOUN
bracis-33642	305	28	)	)	PUNCT
bracis-33642	305	29	at	at	ADP
bracis-33642	305	30	escola	escola	PROPN
bracis-33642	305	31	politécnica	politécnica	PROPN
bracis-33642	305	32	at	at	ADP
bracis-33642	305	33	usp	usp	PROPN
bracis-33642	305	34	,	,	PUNCT
bracis-33642	305	35	supported	support	VERB
bracis-33642	305	36	by	by	ADP
bracis-33642	305	37	itaú	itaú	PROPN
bracis-33642	305	38	unibanco	unibanco	PROPN
bracis-33642	305	39	s.a	s.a	PROPN
bracis-33642	305	40	.	.	PROPN
bracis-33642	305	41	,	,	PUNCT
bracis-33642	305	42	and	and	CCONJ
bracis-33642	305	43	the	the	DET
bracis-33642	305	44	brazilian	brazilian	ADJ
bracis-33642	305	45	national	national	PROPN
bracis-33642	305	46	council	council	PROPN
bracis-33642	305	47	for	for	ADP
bracis-33642	305	48	scientific	scientific	ADJ
bracis-33642	305	49	and	and	CCONJ
bracis-33642	305	50	technological	technological	ADJ
bracis-33642	305	51	development	development	NOUN
bracis-33642	305	52	(	(	PUNCT
bracis-33642	305	53	cnpq	cnpq	NOUN
bracis-33642	305	54	grant	grant	VERB
bracis-33642	305	55	n.	n.	PROPN
bracis-33642	305	56	310085/2020	310085/2020	PROPN
bracis-33642	305	57	-	-	SYM
bracis-33642	305	58	9	9	NUM
bracis-33642	305	59	)	)	PUNCT
bracis-33642	305	60	.	.	PUNCT
bracis-33642	306	1	the	the	DET
bracis-33642	306	2	authors	author	NOUN
bracis-33642	306	3	would	would	AUX
bracis-33642	306	4	also	also	ADV
bracis-33642	306	5	like	like	VERB
bracis-33642	306	6	to	to	PART
bracis-33642	306	7	thank	thank	VERB
bracis-33642	306	8	student	student	NOUN
bracis-33642	306	9	joão	joão	PROPN
bracis-33642	306	10	felipe	felipe	PROPN
bracis-33642	306	11	santiago	santiago	PROPN
bracis-33642	306	12	boccardo	boccardo	PROPN
bracis-33642	306	13	for	for	ADP
bracis-33642	306	14	proofreading	proofreading	NOUN
bracis-33642	306	15	and	and	CCONJ
bracis-33642	306	16	providing	provide	VERB
bracis-33642	306	17	constructive	constructive	ADJ
bracis-33642	306	18	criticism	criticism	NOUN
bracis-33642	306	19	of	of	ADP
bracis-33642	306	20	the	the	DET
bracis-33642	306	21	manuscript	manuscript	NOUN
bracis-33642	306	22	.	.	PUNCT
bracis-33642	307	1	author	author	NOUN
bracis-33642	307	2	information	information	NOUN
bracis-33642	307	3	authors	author	NOUN
bracis-33642	307	4	and	and	CCONJ
bracis-33642	307	5	affiliations	affiliation	NOUN
bracis-33642	307	6	escola	escola	PROPN
bracis-33642	307	7	politécnica	politécnica	PROPN
bracis-33642	307	8	,	,	PUNCT
bracis-33642	307	9	universidade	universidade	PROPN
bracis-33642	307	10	de	de	PROPN
bracis-33642	307	11	são	são	PROPN
bracis-33642	307	12	paulo	paulo	PROPN
bracis-33642	307	13	,	,	PUNCT
bracis-33642	307	14	são	são	PROPN
bracis-33642	307	15	paulo	paulo	PROPN
bracis-33642	307	16	,	,	PUNCT
bracis-33642	307	17	brazil	brazil	PROPN
bracis-33642	307	18	caio	caio	PROPN
bracis-33642	307	19	de	de	PROPN
bracis-33642	307	20	souza	souza	PROPN
bracis-33642	307	21	barbosa	barbosa	PROPN
bracis-33642	307	22	costa	costa	PROPN
bracis-33642	307	23	 	 	SPACE
bracis-33642	307	24	&	&	CCONJ
bracis-33642	307	25	 	 	SPACE
bracis-33642	307	26	anna	anna	PROPN
bracis-33642	307	27	helena	helena	PROPN
bracis-33642	307	28	reali	reali	PROPN
bracis-33642	307	29	costa	costa	PROPN
bracis-33642	307	30	authors	authors	PROPN
bracis-33642	307	31	caio	caio	PROPN
bracis-33642	307	32	de	de	PROPN
bracis-33642	307	33	souza	souza	PROPN
bracis-33642	307	34	barbosa	barbosa	PROPN
bracis-33642	307	35	costaview	costaview	PROPN
bracis-33642	307	36	author	author	NOUN
bracis-33642	307	37	publications	publication	NOUN
bracis-33642	307	38	search	search	NOUN
bracis-33642	307	39	author	author	NOUN
bracis-33642	307	40	on	on	ADP
bracis-33642	307	41	:	:	PUNCT
bracis-33642	307	42	pubmed	pubmed	PROPN
bracis-33642	307	43	 	 	SPACE
bracis-33642	307	44	google	google	PROPN
bracis-33642	307	45	scholar	scholar	PROPN
bracis-33642	307	46	anna	anna	PROPN
bracis-33642	307	47	helena	helena	PROPN
bracis-33642	307	48	reali	reali	PROPN
bracis-33642	307	49	costaview	costaview	PROPN
bracis-33642	307	50	author	author	NOUN
bracis-33642	307	51	publications	publication	NOUN
bracis-33642	307	52	search	search	NOUN
bracis-33642	307	53	author	author	NOUN
bracis-33642	307	54	on	on	ADP
bracis-33642	307	55	:	:	PUNCT
bracis-33642	307	56	pubmed	pubmed	PROPN
bracis-33642	307	57	 	 	SPACE
bracis-33642	307	58	google	google	PROPN
bracis-33642	307	59	scholar	scholar	NOUN
bracis-33642	307	60	corresponding	correspond	VERB
bracis-33642	307	61	author	author	NOUN
bracis-33642	307	62	correspondence	correspondence	NOUN
bracis-33642	307	63	to	to	ADP
bracis-33642	307	64	caio	caio	PROPN
bracis-33642	307	65	de	de	PROPN
bracis-33642	307	66	souza	souza	PROPN
bracis-33642	307	67	barbosa	barbosa	PROPN
bracis-33642	307	68	costa	costa	PROPN
bracis-33642	307	69	.	.	PUNCT
bracis-33642	308	1	editor	editor	NOUN
bracis-33642	308	2	information	information	NOUN
bracis-33642	308	3	editors	editor	NOUN
bracis-33642	308	4	and	and	CCONJ
bracis-33642	308	5	affiliations	affiliation	NOUN
bracis-33642	308	6	universidade	universidade	VERB
bracis-33642	308	7	federal	federal	PROPN
bracis-33642	308	8	fluminense	fluminense	PROPN
bracis-33642	308	9	,	,	PUNCT
bracis-33642	308	10	niterói	niterói	PROPN
bracis-33642	308	11	,	,	PUNCT
bracis-33642	308	12	brazil	brazil	PROPN
bracis-33642	308	13	aline	aline	PROPN
bracis-33642	308	14	paes	paes	PROPN
bracis-33642	308	15	instituto	instituto	PROPN
bracis-33642	308	16	tecnológico	tecnológico	PROPN
bracis-33642	308	17	de	de	PROPN
bracis-33642	308	18	aeronáutica	aeronáutica	PROPN
bracis-33642	308	19	,	,	PUNCT
bracis-33642	308	20	são	são	PROPN
bracis-33642	308	21	josé	josé	PROPN
bracis-33642	308	22	dos	dos	PROPN
bracis-33642	308	23	campos	campos	PROPN
bracis-33642	308	24	,	,	PUNCT
bracis-33642	308	25	brazil	brazil	PROPN
bracis-33642	308	26	filipe	filipe	PROPN
bracis-33642	308	27	a.	a.	PROPN
bracis-33642	308	28	n.	n.	PROPN
bracis-33642	308	29	verri	verri	PROPN
bracis-33642	308	30	rights	right	NOUN
bracis-33642	308	31	and	and	CCONJ
bracis-33642	308	32	permissions	permission	NOUN
bracis-33642	308	33	reprints	reprint	NOUN
bracis-33642	308	34	and	and	CCONJ
bracis-33642	308	35	permissions	permission	VERB
bracis-33642	308	36	copyright	copyright	NOUN
bracis-33642	308	37	information	information	NOUN
bracis-33642	308	38	©	©	ADP
bracis-33642	308	39	2025	2025	NUM
bracis-33642	308	40	the	the	DET
bracis-33642	308	41	author(s	author(s	NOUN
bracis-33642	308	42	)	)	PUNCT
bracis-33642	308	43	,	,	PUNCT
bracis-33642	308	44	under	under	ADP
bracis-33642	308	45	exclusive	exclusive	ADJ
bracis-33642	308	46	license	license	NOUN
bracis-33642	308	47	to	to	ADP
bracis-33642	308	48	springer	springer	NOUN
bracis-33642	308	49	nature	nature	PROPN
bracis-33642	308	50	switzerland	switzerland	PROPN
bracis-33642	308	51	ag	ag	PROPN
bracis-33642	308	52	about	about	ADP
bracis-33642	308	53	this	this	DET
bracis-33642	308	54	paper	paper	NOUN
bracis-33642	308	55	cite	cite	VERB
bracis-33642	308	56	this	this	DET
bracis-33642	308	57	paper	paper	NOUN
bracis-33642	308	58	costa	costa	NOUN
bracis-33642	308	59	,	,	PUNCT
bracis-33642	308	60	c.d.s.b	c.d.s.b	PROPN
bracis-33642	308	61	.	.	PROPN
bracis-33642	308	62	,	,	PUNCT
bracis-33642	308	63	costa	costa	PROPN
bracis-33642	308	64	,	,	PUNCT
bracis-33642	308	65	a.h.r	a.h.r	PROPN
bracis-33642	308	66	.	.	PUNCT
bracis-33642	309	1	(	(	PUNCT
bracis-33642	309	2	2025	2025	NUM
bracis-33642	309	3	)	)	PUNCT
bracis-33642	309	4	.	.	PUNCT
bracis-33642	310	1	rlportfolio	rlportfolio	NOUN
bracis-33642	310	2	:	:	PUNCT
bracis-33642	311	1	reinforcement	reinforcement	NOUN
bracis-33642	311	2	learning	learning	NOUN
bracis-33642	311	3	for	for	ADP
bracis-33642	311	4	 	 	SPACE
bracis-33642	311	5	financial	financial	ADJ
bracis-33642	311	6	portfolio	portfolio	NOUN
bracis-33642	311	7	optimization	optimization	NOUN
bracis-33642	311	8	.	.	PUNCT
bracis-33642	312	1	in	in	ADP
bracis-33642	312	2	:	:	PUNCT
bracis-33642	312	3	paes	paes	PROPN
bracis-33642	312	4	,	,	PUNCT
bracis-33642	312	5	a.	a.	PROPN
bracis-33642	312	6	,	,	PUNCT
bracis-33642	312	7	verri	verri	NOUN
bracis-33642	312	8	,	,	PUNCT
bracis-33642	312	9	f.a.n	f.a.n	ADJ
bracis-33642	312	10	.	.	PUNCT
bracis-33642	312	11	(	(	PUNCT
bracis-33642	312	12	eds	ed	NOUN
bracis-33642	312	13	)	)	PUNCT
bracis-33642	312	14	intelligent	intelligent	ADJ
bracis-33642	312	15	systems	system	NOUN
bracis-33642	312	16	.	.	PUNCT
bracis-33642	312	17	bracis	bracis	PROPN
bracis-33642	312	18	2024	2024	NUM
bracis-33642	312	19	.	.	PUNCT
bracis-33642	313	1	lecture	lecture	NOUN
bracis-33642	313	2	notes	note	NOUN
bracis-33642	313	3	in	in	ADP
bracis-33642	313	4	computer	computer	NOUN
bracis-33642	313	5	science	science	NOUN
bracis-33642	313	6	(	(	PUNCT
bracis-33642	313	7	)	)	PUNCT
bracis-33642	313	8	,	,	PUNCT
bracis-33642	313	9	vol	vol	NOUN
bracis-33642	313	10	15414	15414	NUM
bracis-33642	313	11	.	.	PUNCT
bracis-33642	314	1	springer	springer	NOUN
bracis-33642	314	2	,	,	PUNCT
bracis-33642	314	3	cham	cham	PROPN
bracis-33642	314	4	.	.	PUNCT
bracis-33642	315	1	https://doi.org/10.1007/978-3-031-79035-5_29	https://doi.org/10.1007/978-3-031-79035-5_29	PROPN
bracis-33642	315	2	download	download	NOUN
bracis-33642	315	3	citation	citation	NOUN
bracis-33642	315	4	.ris	.ris	PUNCT
bracis-33642	315	5	.enw	.enw	PROPN
bracis-33642	315	6	.bib	.bib	PUNCT
bracis-33642	316	1	doi	doi	PROPN
bracis-33642	316	2	:	:	PUNCT
bracis-33642	316	3	https://doi.org/10.1007/978-3-031-79035-5_29	https://doi.org/10.1007/978-3-031-79035-5_29	PROPN
bracis-33642	316	4	published	publish	VERB
bracis-33642	316	5	:	:	PUNCT
bracis-33642	316	6	30	30	NUM
bracis-33642	316	7	january	january	PROPN
bracis-33642	316	8	2025	2025	NUM
bracis-33642	316	9	publisher	publisher	NOUN
bracis-33642	316	10	name	name	NOUN
bracis-33642	316	11	:	:	PUNCT
bracis-33642	316	12	springer	springer	NOUN
bracis-33642	316	13	,	,	PUNCT
bracis-33642	316	14	cham	cham	PROPN
bracis-33642	316	15	print	print	PROPN
bracis-33642	316	16	isbn	isbn	PROPN
bracis-33642	316	17	:	:	PUNCT
bracis-33642	316	18	978	978	NUM
bracis-33642	316	19	-	-	SYM
bracis-33642	316	20	3	3	NUM
bracis-33642	316	21	-	-	PUNCT
bracis-33642	316	22	031	031	NUM
bracis-33642	316	23	-	-	PUNCT
bracis-33642	316	24	79034	79034	NUM
bracis-33642	316	25	-	-	SYM
bracis-33642	316	26	8	8	NUM
bracis-33642	316	27	online	online	ADJ
bracis-33642	316	28	isbn	isbn	NOUN
bracis-33642	316	29	:	:	PUNCT
bracis-33642	316	30	978	978	NUM
bracis-33642	316	31	-	-	SYM
bracis-33642	316	32	3	3	NUM
bracis-33642	316	33	-	-	PUNCT
bracis-33642	316	34	031	031	NUM
bracis-33642	316	35	-	-	PUNCT
bracis-33642	316	36	79035	79035	NUM
bracis-33642	316	37	-	-	PUNCT
bracis-33642	316	38	5	5	NUM
bracis-33642	316	39	ebook	ebook	NOUN
bracis-33642	316	40	packages	package	NOUN
bracis-33642	316	41	:	:	PUNCT
bracis-33642	316	42	computer	computer	NOUN
bracis-33642	316	43	sciencecomputer	sciencecomputer	NOUN
bracis-33642	316	44	science	science	NOUN
bracis-33642	316	45	(	(	PUNCT
bracis-33642	316	46	r0	r0	NOUN
bracis-33642	316	47	)	)	PUNCT
bracis-33642	316	48	share	share	VERB
bracis-33642	316	49	this	this	DET
bracis-33642	316	50	paper	paper	NOUN
bracis-33642	316	51	anyone	anyone	PRON
bracis-33642	316	52	you	you	PRON
bracis-33642	316	53	share	share	VERB
bracis-33642	316	54	the	the	DET
bracis-33642	316	55	following	follow	VERB
bracis-33642	316	56	link	link	NOUN
bracis-33642	316	57	with	with	ADP
bracis-33642	316	58	will	will	AUX
bracis-33642	316	59	be	be	AUX
bracis-33642	316	60	able	able	ADJ
bracis-33642	316	61	to	to	PART
bracis-33642	316	62	read	read	VERB
bracis-33642	316	63	this	this	DET
bracis-33642	316	64	content	content	NOUN
bracis-33642	316	65	:	:	PUNCT
bracis-33642	316	66	get	get	VERB
bracis-33642	316	67	shareable	shareable	ADJ
bracis-33642	316	68	linksorry	linksorry	NOUN
bracis-33642	316	69	,	,	PUNCT
bracis-33642	316	70	a	a	DET
bracis-33642	316	71	shareable	shareable	ADJ
bracis-33642	316	72	link	link	NOUN
bracis-33642	316	73	is	be	AUX
bracis-33642	316	74	not	not	PART
bracis-33642	316	75	currently	currently	ADV
bracis-33642	316	76	available	available	ADJ
bracis-33642	316	77	for	for	ADP
bracis-33642	316	78	this	this	DET
bracis-33642	316	79	article	article	NOUN
bracis-33642	316	80	.	.	PUNCT
bracis-33642	317	1	copy	copy	VERB
bracis-33642	317	2	shareable	shareable	ADJ
bracis-33642	317	3	link	link	NOUN
bracis-33642	317	4	to	to	PART
bracis-33642	317	5	clipboard	clipboard	NOUN
bracis-33642	317	6	provided	provide	VERB
bracis-33642	317	7	by	by	ADP
bracis-33642	317	8	the	the	DET
bracis-33642	317	9	springer	springer	NOUN
bracis-33642	317	10	nature	nature	PROPN
bracis-33642	317	11	sharedit	sharedit	PROPN
bracis-33642	317	12	content	content	NOUN
bracis-33642	317	13	-	-	PUNCT
bracis-33642	317	14	sharing	share	VERB
bracis-33642	317	15	initiative	initiative	NOUN
bracis-33642	317	16	keywords	keyword	NOUN
bracis-33642	317	17	reinforcement	reinforcement	NOUN
bracis-33642	317	18	learning	learn	VERB
bracis-33642	317	19	portfolio	portfolio	NOUN
bracis-33642	317	20	optimization	optimization	PROPN
bracis-33642	317	21	quantitative	quantitative	ADJ
bracis-33642	317	22	finance	finance	NOUN
bracis-33642	317	23	publish	publish	VERB
bracis-33642	317	24	with	with	ADP
bracis-33642	317	25	us	us	PROPN
bracis-33642	317	26	policies	policy	NOUN
bracis-33642	317	27	and	and	CCONJ
bracis-33642	317	28	ethics	ethic	NOUN
bracis-33642	317	29	profiles	profile	NOUN
bracis-33642	317	30	anna	anna	PROPN
bracis-33642	317	31	helena	helena	PROPN
bracis-33642	317	32	reali	reali	PROPN
bracis-33642	317	33	costa	costa	PROPN
bracis-33642	317	34	view	view	PROPN
bracis-33642	317	35	author	author	NOUN
bracis-33642	317	36	profile	profile	NOUN
bracis-33642	317	37	search	search	NOUN
bracis-33642	317	38	search	search	NOUN
bracis-33642	317	39	by	by	ADP
bracis-33642	317	40	keyword	keyword	NOUN
bracis-33642	317	41	or	or	CCONJ
bracis-33642	317	42	author	author	NOUN
bracis-33642	317	43	search	search	NOUN
bracis-33642	317	44	navigation	navigation	NOUN
bracis-33642	317	45	find	find	VERB
bracis-33642	317	46	a	a	DET
bracis-33642	317	47	journal	journal	NOUN
bracis-33642	317	48	publish	publish	VERB
bracis-33642	317	49	with	with	ADP
bracis-33642	317	50	us	we	PRON
bracis-33642	317	51	track	track	VERB
bracis-33642	317	52	your	your	PRON
bracis-33642	317	53	research	research	NOUN
bracis-33642	317	54	discover	discover	VERB
bracis-33642	317	55	content	content	NOUN
bracis-33642	317	56	journals	journal	NOUN
bracis-33642	317	57	a	a	DET
bracis-33642	317	58	-	-	PUNCT
bracis-33642	317	59	z	z	NOUN
bracis-33642	317	60	books	book	NOUN
bracis-33642	317	61	a	a	DET
bracis-33642	317	62	-	-	PUNCT
bracis-33642	317	63	z	z	NOUN
bracis-33642	317	64	publish	publish	NOUN
bracis-33642	317	65	with	with	ADP
bracis-33642	317	66	us	us	PROPN
bracis-33642	317	67	journal	journal	PROPN
bracis-33642	317	68	finder	finder	PROPN
bracis-33642	317	69	publish	publish	VERB
bracis-33642	317	70	your	your	PRON
bracis-33642	317	71	research	research	NOUN
bracis-33642	317	72	language	language	NOUN
bracis-33642	317	73	editing	edit	VERB
bracis-33642	317	74	open	open	ADJ
bracis-33642	317	75	access	access	NOUN
bracis-33642	317	76	publishing	publishing	NOUN
bracis-33642	317	77	products	product	NOUN
bracis-33642	317	78	and	and	CCONJ
bracis-33642	317	79	services	service	NOUN
bracis-33642	317	80	our	our	PRON
bracis-33642	317	81	products	product	NOUN
bracis-33642	317	82	librarians	librarian	VERB
bracis-33642	317	83	societies	society	NOUN
bracis-33642	317	84	partners	partner	NOUN
bracis-33642	317	85	and	and	CCONJ
bracis-33642	317	86	advertisers	advertiser	NOUN
bracis-33642	317	87	our	our	PRON
bracis-33642	317	88	brands	brand	NOUN
bracis-33642	317	89	springer	springer	NOUN
bracis-33642	317	90	nature	nature	PROPN
bracis-33642	317	91	portfolio	portfolio	PROPN
bracis-33642	317	92	bmc	bmc	PROPN
bracis-33642	317	93	palgrave	palgrave	PROPN
bracis-33642	317	94	macmillan	macmillan	PROPN
bracis-33642	317	95	apress	apress	PROPN
bracis-33642	317	96	discover	discover	VERB
bracis-33642	317	97	your	your	PRON
bracis-33642	317	98	privacy	privacy	NOUN
bracis-33642	317	99	choices	choice	NOUN
bracis-33642	317	100	/	/	SYM
bracis-33642	317	101	manage	manage	NOUN
bracis-33642	317	102	cookies	cookie	NOUN
bracis-33642	317	103	your	your	PRON
bracis-33642	317	104	us	us	PROPN
bracis-33642	318	1	state	state	NOUN
bracis-33642	318	2	privacy	privacy	NOUN
bracis-33642	318	3	rights	right	NOUN
bracis-33642	318	4	accessibility	accessibility	NOUN
bracis-33642	318	5	statement	statement	NOUN
bracis-33642	318	6	terms	term	NOUN
bracis-33642	318	7	and	and	CCONJ
bracis-33642	318	8	conditions	condition	NOUN
bracis-33642	318	9	privacy	privacy	NOUN
bracis-33642	318	10	policy	policy	NOUN
bracis-33642	318	11	help	help	NOUN
bracis-33642	318	12	and	and	CCONJ
bracis-33642	318	13	support	support	VERB
bracis-33642	318	14	legal	legal	ADJ
bracis-33642	318	15	notice	notice	NOUN
bracis-33642	318	16	cancel	cancel	VERB
bracis-33642	318	17	contracts	contract	NOUN
bracis-33642	318	18	here	here	ADV
bracis-33642	318	19	129.74.145.123	129.74.145.123	NUM
bracis-33642	318	20	hesburgh	hesburgh	PROPN
bracis-33642	318	21	library	library	PROPN
bracis-33642	318	22	er	er	INTJ
bracis-33642	318	23	unit	unit	NOUN
bracis-33642	318	24	(	(	PUNCT
bracis-33642	318	25	3005732405	3005732405	NUM
bracis-33642	318	26	)	)	PUNCT
bracis-33642	318	27	northeast	northeast	ADJ
bracis-33642	318	28	research	research	NOUN
bracis-33642	318	29	libraries	library	NOUN
bracis-33642	318	30	(	(	PUNCT
bracis-33642	318	31	nerl	nerl	PROPN
bracis-33642	318	32	)	)	PUNCT
bracis-33642	318	33	(	(	PUNCT
bracis-33642	318	34	8200828607	8200828607	NUM
bracis-33642	318	35	)	)	PUNCT
bracis-33642	318	36	nerl	nerl	VERB
bracis-33642	318	37	ta	ta	X
bracis-33642	318	38	account	account	NOUN
bracis-33642	318	39	(	(	PUNCT
bracis-33642	318	40	3006206169	3006206169	NUM
bracis-33642	318	41	)	)	PUNCT
bracis-33642	318	42	university	university	NOUN
bracis-33642	318	43	of	of	ADP
bracis-33642	318	44	notre	notre	PROPN
bracis-33642	318	45	dame	dame	PROPN
bracis-33642	318	46	hesburgh	hesburgh	PROPN
bracis-33642	318	47	library	library	NOUN
bracis-33642	318	48	(	(	PUNCT
bracis-33642	318	49	3000184373	3000184373	NUM
bracis-33642	318	50	)	)	PUNCT
bracis-33642	319	1	©	©	ADP
bracis-33642	319	2	2025	2025	NUM
bracis-33642	319	3	springer	springer	NOUN
bracis-33642	319	4	nature	nature	NOUN