id	sid	tid	token	lemma	pos
ajfti-2354	1	1	pa	pa	PROPN
ajfti-2354	1	2	ge	ge	PROPN
ajfti-2354	1	3	1	1	NUM
ajfti-2354	1	4	pa	pa	PROPN
ajfti-2354	1	5	ge	ge	PROPN
ajfti-2354	1	6	1	1	NUM
ajfti-2354	1	7	american	american	PROPN
ajfti-2354	1	8	journal	journal	PROPN
ajfti-2354	1	9	of	of	ADP
ajfti-2354	1	10	financial	financial	ADJ
ajfti-2354	1	11	technology	technology	NOUN
ajfti-2354	1	12	and	and	CCONJ
ajfti-2354	1	13	innovation	innovation	NOUN
ajfti-2354	1	14	(	(	PUNCT
ajfti-2354	1	15	ajfti	ajfti	NOUN
ajfti-2354	1	16	)	)	PUNCT
ajfti-2354	1	17	review	review	NOUN
ajfti-2354	1	18	of	of	ADP
ajfti-2354	1	19	recent	recent	ADJ
ajfti-2354	1	20	research	research	NOUN
ajfti-2354	1	21	directions	direction	NOUN
ajfti-2354	1	22	and	and	CCONJ
ajfti-2354	1	23	practical	practical	ADJ
ajfti-2354	1	24	implementation	implementation	NOUN
ajfti-2354	1	25	of	of	ADP
ajfti-2354	1	26	low	low	ADJ
ajfti-2354	1	27	-	-	PUNCT
ajfti-2354	1	28	frequency	frequency	NOUN
ajfti-2354	1	29	algorithmic	algorithmic	ADJ
ajfti-2354	1	30	trading	trading	NOUN
ajfti-2354	1	31	talal	talal	PROPN
ajfti-2354	1	32	al	al	PROPN
ajfti-2354	1	33	-	-	PUNCT
ajfti-2354	1	34	sulaiman1	sulaiman1	PROPN
ajfti-2354	1	35	*	*	PUNCT
ajfti-2354	1	36	volume	volume	NOUN
ajfti-2354	1	37	2	2	NUM
ajfti-2354	1	38	issue	issue	NOUN
ajfti-2354	1	39	1	1	NUM
ajfti-2354	1	40	,	,	PUNCT
ajfti-2354	1	41	year	year	NOUN
ajfti-2354	1	42	2024	2024	NUM
ajfti-2354	1	43	issn	issn	X
ajfti-2354	1	44	:	:	PUNCT
ajfti-2354	1	45	2996	2996	NUM
ajfti-2354	1	46	-	-	SYM
ajfti-2354	1	47	0975	0975	NUM
ajfti-2354	1	48	(	(	PUNCT
ajfti-2354	1	49	online	online	ADJ
ajfti-2354	1	50	)	)	PUNCT
ajfti-2354	1	51	https://doi.org/10.54536/ajfti.v2i1.2354	https://doi.org/10.54536/ajfti.v2i1.2354	NOUN
ajfti-2354	1	52	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2354	1	53	article	article	NOUN
ajfti-2354	1	54	information	information	NOUN
ajfti-2354	1	55	abstract	abstract	ADV
ajfti-2354	1	56	received	receive	VERB
ajfti-2354	1	57	:	:	PUNCT
ajfti-2354	1	58	january	january	PROPN
ajfti-2354	1	59	22	22	NUM
ajfti-2354	1	60	,	,	PUNCT
ajfti-2354	1	61	2024	2024	NUM
ajfti-2354	1	62	accepted	accept	VERB
ajfti-2354	1	63	:	:	PUNCT
ajfti-2354	1	64	february	february	PROPN
ajfti-2354	1	65	24	24	NUM
ajfti-2354	1	66	,	,	PUNCT
ajfti-2354	1	67	2024	2024	NUM
ajfti-2354	1	68	published	publish	VERB
ajfti-2354	1	69	:	:	PUNCT
ajfti-2354	1	70	february	february	PROPN
ajfti-2354	1	71	26	26	NUM
ajfti-2354	1	72	,	,	PUNCT
ajfti-2354	1	73	2024	2024	NUM
ajfti-2354	1	74	financial	financial	ADJ
ajfti-2354	1	75	trading	trading	NOUN
ajfti-2354	1	76	has	have	AUX
ajfti-2354	1	77	undergone	undergo	VERB
ajfti-2354	1	78	substantial	substantial	ADJ
ajfti-2354	1	79	technological	technological	ADJ
ajfti-2354	1	80	evolution	evolution	NOUN
ajfti-2354	1	81	,	,	PUNCT
ajfti-2354	1	82	with	with	ADP
ajfti-2354	1	83	automation	automation	NOUN
ajfti-2354	1	84	taking	take	VERB
ajfti-2354	1	85	center	center	ADJ
ajfti-2354	1	86	stage	stage	NOUN
ajfti-2354	1	87	,	,	PUNCT
ajfti-2354	1	88	leading	lead	VERB
ajfti-2354	1	89	to	to	ADP
ajfti-2354	1	90	approximately	approximately	ADV
ajfti-2354	1	91	80	80	NUM
ajfti-2354	1	92	%	%	NOUN
ajfti-2354	1	93	of	of	ADP
ajfti-2354	1	94	us	us	PROPN
ajfti-2354	1	95	market	market	NOUN
ajfti-2354	1	96	trades	trade	NOUN
ajfti-2354	1	97	being	be	AUX
ajfti-2354	1	98	executed	execute	VERB
ajfti-2354	1	99	by	by	ADP
ajfti-2354	1	100	computer	computer	NOUN
ajfti-2354	1	101	systems	system	NOUN
ajfti-2354	1	102	,	,	PUNCT
ajfti-2354	1	103	predominantly	predominantly	ADV
ajfti-2354	1	104	by	by	ADP
ajfti-2354	1	105	large	large	ADJ
ajfti-2354	1	106	financial	financial	ADJ
ajfti-2354	1	107	institutions	institution	NOUN
ajfti-2354	1	108	.	.	PUNCT
ajfti-2354	2	1	the	the	DET
ajfti-2354	2	2	rise	rise	NOUN
ajfti-2354	2	3	of	of	ADP
ajfti-2354	2	4	algorithmic	algorithmic	ADJ
ajfti-2354	2	5	trading	trading	NOUN
ajfti-2354	2	6	,	,	PUNCT
ajfti-2354	2	7	poised	poise	VERB
ajfti-2354	2	8	to	to	PART
ajfti-2354	2	9	engage	engage	VERB
ajfti-2354	2	10	smaller	small	ADJ
ajfti-2354	2	11	entities	entity	NOUN
ajfti-2354	2	12	,	,	PUNCT
ajfti-2354	2	13	international	international	ADJ
ajfti-2354	2	14	markets	market	NOUN
ajfti-2354	2	15	,	,	PUNCT
ajfti-2354	2	16	and	and	CCONJ
ajfti-2354	2	17	individual	individual	ADJ
ajfti-2354	2	18	traders	trader	NOUN
ajfti-2354	2	19	,	,	PUNCT
ajfti-2354	2	20	drives	drive	VERB
ajfti-2354	2	21	this	this	DET
ajfti-2354	2	22	article	article	NOUN
ajfti-2354	2	23	’s	’s	PART
ajfti-2354	2	24	exploration	exploration	NOUN
ajfti-2354	2	25	of	of	ADP
ajfti-2354	2	26	research	research	NOUN
ajfti-2354	2	27	in	in	ADP
ajfti-2354	2	28	this	this	DET
ajfti-2354	2	29	field	field	NOUN
ajfti-2354	2	30	.	.	PUNCT
ajfti-2354	3	1	providing	provide	VERB
ajfti-2354	3	2	a	a	DET
ajfti-2354	3	3	comprehensive	comprehensive	ADJ
ajfti-2354	3	4	overview	overview	NOUN
ajfti-2354	3	5	,	,	PUNCT
ajfti-2354	3	6	it	it	PRON
ajfti-2354	3	7	outlines	outline	VERB
ajfti-2354	3	8	the	the	DET
ajfti-2354	3	9	evolution	evolution	NOUN
ajfti-2354	3	10	of	of	ADP
ajfti-2354	3	11	trading	trading	NOUN
ajfti-2354	3	12	practices	practice	NOUN
ajfti-2354	3	13	and	and	CCONJ
ajfti-2354	3	14	defines	define	VERB
ajfti-2354	3	15	algorithmic	algorithmic	ADJ
ajfti-2354	3	16	trading	trading	NOUN
ajfti-2354	3	17	as	as	ADP
ajfti-2354	3	18	a	a	DET
ajfti-2354	3	19	computer	computer	NOUN
ajfti-2354	3	20	-	-	PUNCT
ajfti-2354	3	21	powered	power	VERB
ajfti-2354	3	22	tool	tool	NOUN
ajfti-2354	3	23	aiding	aid	VERB
ajfti-2354	3	24	investment	investment	NOUN
ajfti-2354	3	25	decisions	decision	NOUN
ajfti-2354	3	26	.	.	PUNCT
ajfti-2354	4	1	the	the	DET
ajfti-2354	4	2	article	article	NOUN
ajfti-2354	4	3	details	detail	VERB
ajfti-2354	4	4	the	the	DET
ajfti-2354	4	5	steps	step	NOUN
ajfti-2354	4	6	involved	involve	VERB
ajfti-2354	4	7	in	in	ADP
ajfti-2354	4	8	algorithmic	algorithmic	ADJ
ajfti-2354	4	9	trading	trading	NOUN
ajfti-2354	4	10	,	,	PUNCT
ajfti-2354	4	11	covering	cover	VERB
ajfti-2354	4	12	opportunity	opportunity	NOUN
ajfti-2354	4	13	identification	identification	NOUN
ajfti-2354	4	14	,	,	PUNCT
ajfti-2354	4	15	quantitative	quantitative	ADJ
ajfti-2354	4	16	research	research	NOUN
ajfti-2354	4	17	,	,	PUNCT
ajfti-2354	4	18	implementation	implementation	NOUN
ajfti-2354	4	19	,	,	PUNCT
ajfti-2354	4	20	testing	testing	NOUN
ajfti-2354	4	21	phases	phase	NOUN
ajfti-2354	4	22	,	,	PUNCT
ajfti-2354	4	23	and	and	CCONJ
ajfti-2354	4	24	continuous	continuous	ADJ
ajfti-2354	4	25	monitoring	monitoring	NOUN
ajfti-2354	4	26	.	.	PUNCT
ajfti-2354	5	1	it	it	PRON
ajfti-2354	5	2	also	also	ADV
ajfti-2354	5	3	examines	examine	VERB
ajfti-2354	5	4	prevalent	prevalent	ADJ
ajfti-2354	5	5	programming	programming	NOUN
ajfti-2354	5	6	languages	language	NOUN
ajfti-2354	5	7	and	and	CCONJ
ajfti-2354	5	8	opensource	opensource	NOUN
ajfti-2354	5	9	platforms	platform	NOUN
ajfti-2354	5	10	facilitating	facilitate	VERB
ajfti-2354	5	11	algorithm	algorithm	NOUN
ajfti-2354	5	12	development	development	NOUN
ajfti-2354	5	13	.	.	PUNCT
ajfti-2354	6	1	focusing	focus	VERB
ajfti-2354	6	2	on	on	ADP
ajfti-2354	6	3	trading	trading	NOUN
ajfti-2354	6	4	frequencies	frequency	NOUN
ajfti-2354	6	5	across	across	ADP
ajfti-2354	6	6	financial	financial	ADJ
ajfti-2354	6	7	instruments	instrument	NOUN
ajfti-2354	6	8	,	,	PUNCT
ajfti-2354	6	9	it	it	PRON
ajfti-2354	6	10	delves	delve	VERB
ajfti-2354	6	11	into	into	ADP
ajfti-2354	6	12	high	high	ADJ
ajfti-2354	6	13	-	-	PUNCT
ajfti-2354	6	14	frequency	frequency	NOUN
ajfti-2354	6	15	trading	trading	NOUN
ajfti-2354	6	16	as	as	ADP
ajfti-2354	6	17	a	a	DET
ajfti-2354	6	18	subset	subset	NOUN
ajfti-2354	6	19	,	,	PUNCT
ajfti-2354	6	20	alongside	alongside	ADP
ajfti-2354	6	21	methodologies	methodology	NOUN
ajfti-2354	6	22	like	like	ADP
ajfti-2354	6	23	technical	technical	ADJ
ajfti-2354	6	24	and	and	CCONJ
ajfti-2354	6	25	fundamental	fundamental	ADJ
ajfti-2354	6	26	analysis	analysis	NOUN
ajfti-2354	6	27	,	,	PUNCT
ajfti-2354	6	28	time	time	NOUN
ajfti-2354	6	29	series	series	NOUN
ajfti-2354	6	30	analysis	analysis	NOUN
ajfti-2354	6	31	,	,	PUNCT
ajfti-2354	6	32	option	option	NOUN
ajfti-2354	6	33	trading	trading	NOUN
ajfti-2354	6	34	strategies	strategy	NOUN
ajfti-2354	6	35	,	,	PUNCT
ajfti-2354	6	36	and	and	CCONJ
ajfti-2354	6	37	machine	machine	NOUN
ajfti-2354	6	38	learning	learn	VERB
ajfti-2354	6	39	techniques	technique	NOUN
ajfti-2354	6	40	used	use	VERB
ajfti-2354	6	41	in	in	ADP
ajfti-2354	6	42	algorithm	algorithm	NOUN
ajfti-2354	6	43	creation	creation	NOUN
ajfti-2354	6	44	.	.	PUNCT
ajfti-2354	7	1	categorized	categorize	VERB
ajfti-2354	7	2	by	by	ADP
ajfti-2354	7	3	trading	trading	NOUN
ajfti-2354	7	4	frequencies	frequency	NOUN
ajfti-2354	7	5	,	,	PUNCT
ajfti-2354	7	6	analytical	analytical	ADJ
ajfti-2354	7	7	approaches	approach	NOUN
ajfti-2354	7	8	,	,	PUNCT
ajfti-2354	7	9	involved	involve	VERB
ajfti-2354	7	10	financial	financial	ADJ
ajfti-2354	7	11	instruments	instrument	NOUN
ajfti-2354	7	12	,	,	PUNCT
ajfti-2354	7	13	and	and	CCONJ
ajfti-2354	7	14	analysis	analysis	NOUN
ajfti-2354	7	15	objectives	objective	NOUN
ajfti-2354	7	16	,	,	PUNCT
ajfti-2354	7	17	the	the	DET
ajfti-2354	7	18	reviewed	review	VERB
ajfti-2354	7	19	papers	paper	NOUN
ajfti-2354	7	20	contribute	contribute	VERB
ajfti-2354	7	21	insights	insight	NOUN
ajfti-2354	7	22	into	into	ADP
ajfti-2354	7	23	algorithmic	algorithmic	ADJ
ajfti-2354	7	24	trading	trading	NOUN
ajfti-2354	7	25	’s	’s	PART
ajfti-2354	7	26	diverse	diverse	ADJ
ajfti-2354	7	27	landscape	landscape	NOUN
ajfti-2354	7	28	and	and	CCONJ
ajfti-2354	7	29	methodologies	methodology	NOUN
ajfti-2354	7	30	,	,	PUNCT
ajfti-2354	7	31	offering	offer	VERB
ajfti-2354	7	32	valuable	valuable	ADJ
ajfti-2354	7	33	perspectives	perspective	NOUN
ajfti-2354	7	34	for	for	ADP
ajfti-2354	7	35	industry	industry	NOUN
ajfti-2354	7	36	participants	participant	NOUN
ajfti-2354	7	37	and	and	CCONJ
ajfti-2354	7	38	researchers	researcher	NOUN
ajfti-2354	7	39	alike	alike	ADV
ajfti-2354	7	40	.	.	PUNCT
ajfti-2354	8	1	keywords	keyword	VERB
ajfti-2354	8	2	financial	financial	ADJ
ajfti-2354	8	3	trading	trading	NOUN
ajfti-2354	8	4	,	,	PUNCT
ajfti-2354	8	5	algorithms	algorithm	NOUN
ajfti-2354	8	6	,	,	PUNCT
ajfti-2354	8	7	low	low	ADJ
ajfti-2354	8	8	frequency	frequency	NOUN
ajfti-2354	8	9	,	,	PUNCT
ajfti-2354	8	10	practical	practical	ADJ
ajfti-2354	8	11	implementation	implementation	NOUN
ajfti-2354	8	12	,	,	PUNCT
ajfti-2354	8	13	technology	technology	NOUN
ajfti-2354	8	14	introduction	introduction	NOUN
ajfti-2354	8	15	as	as	ADP
ajfti-2354	8	16	in	in	ADP
ajfti-2354	8	17	most	most	ADJ
ajfti-2354	8	18	life	life	NOUN
ajfti-2354	8	19	aspects	aspect	NOUN
ajfti-2354	8	20	,	,	PUNCT
ajfti-2354	8	21	technology	technology	NOUN
ajfti-2354	8	22	has	have	VERB
ajfti-2354	8	23	tremendously	tremendously	ADV
ajfti-2354	8	24	advanced	advanced	ADJ
ajfti-2354	8	25	financial	financial	ADJ
ajfti-2354	8	26	systems	system	NOUN
ajfti-2354	8	27	.	.	PUNCT
ajfti-2354	9	1	it	it	PRON
ajfti-2354	9	2	includes	include	VERB
ajfti-2354	9	3	many	many	ADJ
ajfti-2354	9	4	financial	financial	ADJ
ajfti-2354	9	5	systems	system	NOUN
ajfti-2354	9	6	such	such	ADJ
ajfti-2354	9	7	as	as	ADP
ajfti-2354	9	8	credit	credit	NOUN
ajfti-2354	9	9	business	business	NOUN
ajfti-2354	9	10	,	,	PUNCT
ajfti-2354	9	11	real	real	ADJ
ajfti-2354	9	12	estate	estate	NOUN
ajfti-2354	9	13	,	,	PUNCT
ajfti-2354	9	14	insurance	insurance	NOUN
ajfti-2354	9	15	,	,	PUNCT
ajfti-2354	9	16	and	and	CCONJ
ajfti-2354	9	17	financial	financial	ADJ
ajfti-2354	9	18	markets	market	NOUN
ajfti-2354	9	19	.	.	PUNCT
ajfti-2354	10	1	this	this	DET
ajfti-2354	10	2	advancement	advancement	NOUN
ajfti-2354	10	3	motivates	motivate	VERB
ajfti-2354	10	4	more	more	ADV
ajfti-2354	10	5	quantitative	quantitative	ADJ
ajfti-2354	10	6	financial	financial	ADJ
ajfti-2354	10	7	mathematics	mathematic	NOUN
ajfti-2354	10	8	,	,	PUNCT
ajfti-2354	10	9	financial	financial	ADJ
ajfti-2354	10	10	engineering	engineering	NOUN
ajfti-2354	10	11	,	,	PUNCT
ajfti-2354	10	12	actuarial	actuarial	ADJ
ajfti-2354	10	13	science	science	NOUN
ajfti-2354	10	14	,	,	PUNCT
ajfti-2354	10	15	and	and	CCONJ
ajfti-2354	10	16	risk	risk	NOUN
ajfti-2354	10	17	management	management	NOUN
ajfti-2354	10	18	.	.	PUNCT
ajfti-2354	11	1	this	this	DET
ajfti-2354	11	2	paper	paper	NOUN
ajfti-2354	11	3	focuses	focus	VERB
ajfti-2354	11	4	on	on	ADP
ajfti-2354	11	5	the	the	DET
ajfti-2354	11	6	evolution	evolution	NOUN
ajfti-2354	11	7	of	of	ADP
ajfti-2354	11	8	trading	trading	NOUN
ajfti-2354	11	9	in	in	ADP
ajfti-2354	11	10	financial	financial	ADJ
ajfti-2354	11	11	markets	market	NOUN
ajfti-2354	11	12	.	.	PUNCT
ajfti-2354	12	1	overseas	overseas	ADJ
ajfti-2354	12	2	business	business	NOUN
ajfti-2354	12	3	growth	growth	NOUN
ajfti-2354	12	4	during	during	ADP
ajfti-2354	12	5	the	the	DET
ajfti-2354	12	6	industrial	industrial	ADJ
ajfti-2354	12	7	revolution	revolution	NOUN
ajfti-2354	12	8	at	at	ADP
ajfti-2354	12	9	the	the	DET
ajfti-2354	12	10	beginning	beginning	NOUN
ajfti-2354	12	11	of	of	ADP
ajfti-2354	12	12	the	the	DET
ajfti-2354	12	13	17th	17th	ADJ
ajfti-2354	12	14	inspired	inspired	ADJ
ajfti-2354	12	15	joint	joint	ADJ
ajfti-2354	12	16	-	-	PUNCT
ajfti-2354	12	17	stock	stock	NOUN
ajfti-2354	12	18	companies	company	NOUN
ajfti-2354	12	19	and	and	CCONJ
ajfti-2354	12	20	the	the	DET
ajfti-2354	12	21	dutch	dutch	PROPN
ajfti-2354	12	22	east	east	PROPN
ajfti-2354	12	23	india	india	PROPN
ajfti-2354	12	24	co.	co.	PROPN
ajfti-2354	12	25	to	to	PART
ajfti-2354	12	26	issue	issue	VERB
ajfti-2354	12	27	the	the	DET
ajfti-2354	12	28	first	first	ADJ
ajfti-2354	12	29	paper	paper	NOUN
ajfti-2354	12	30	shares	share	NOUN
ajfti-2354	12	31	.	.	PUNCT
ajfti-2354	13	1	the	the	DET
ajfti-2354	13	2	paper	paper	NOUN
ajfti-2354	13	3	shares	share	NOUN
ajfti-2354	13	4	make	make	VERB
ajfti-2354	13	5	it	it	PRON
ajfti-2354	13	6	very	very	ADV
ajfti-2354	13	7	convenient	convenient	ADJ
ajfti-2354	13	8	to	to	PART
ajfti-2354	13	9	transfer	transfer	VERB
ajfti-2354	13	10	the	the	DET
ajfti-2354	13	11	stocks	stock	NOUN
ajfti-2354	13	12	’	'	PUNCT
ajfti-2354	13	13	ownership	ownership	NOUN
ajfti-2354	13	14	,	,	PUNCT
ajfti-2354	13	15	increasing	increase	VERB
ajfti-2354	13	16	the	the	DET
ajfti-2354	13	17	issue	issue	NOUN
ajfti-2354	13	18	of	of	ADP
ajfti-2354	13	19	paper	paper	NOUN
ajfti-2354	13	20	shares	share	NOUN
ajfti-2354	13	21	rapidly	rapidly	ADV
ajfti-2354	13	22	.	.	PUNCT
ajfti-2354	14	1	the	the	DET
ajfti-2354	14	2	place	place	NOUN
ajfti-2354	14	3	where	where	SCONJ
ajfti-2354	14	4	the	the	DET
ajfti-2354	14	5	buyers	buyer	NOUN
ajfti-2354	14	6	and	and	CCONJ
ajfti-2354	14	7	sellers	seller	NOUN
ajfti-2354	14	8	gathered	gather	VERB
ajfti-2354	14	9	to	to	PART
ajfti-2354	14	10	trade	trade	VERB
ajfti-2354	14	11	the	the	DET
ajfti-2354	14	12	paper	paper	NOUN
ajfti-2354	14	13	shares	share	NOUN
ajfti-2354	14	14	is	be	AUX
ajfti-2354	14	15	called	call	VERB
ajfti-2354	14	16	the	the	DET
ajfti-2354	14	17	stock	stock	NOUN
ajfti-2354	14	18	exchange	exchange	NOUN
ajfti-2354	14	19	,	,	PUNCT
ajfti-2354	14	20	and	and	CCONJ
ajfti-2354	14	21	the	the	DET
ajfti-2354	14	22	first	first	ADJ
ajfti-2354	14	23	established	establish	VERB
ajfti-2354	14	24	exchange	exchange	NOUN
ajfti-2354	14	25	was	be	AUX
ajfti-2354	14	26	the	the	DET
ajfti-2354	14	27	amsterdam	amsterdam	PROPN
ajfti-2354	14	28	stock	stock	PROPN
ajfti-2354	14	29	exchange	exchange	PROPN
ajfti-2354	14	30	(	(	PUNCT
ajfti-2354	14	31	braudel	braudel	PROPN
ajfti-2354	14	32	&	&	CCONJ
ajfti-2354	14	33	reynolds	reynolds	PROPN
ajfti-2354	14	34	,	,	PUNCT
ajfti-2354	14	35	1983	1983	NUM
ajfti-2354	14	36	)	)	PUNCT
ajfti-2354	14	37	.	.	PUNCT
ajfti-2354	15	1	the	the	DET
ajfti-2354	15	2	worldwide	worldwide	ADJ
ajfti-2354	15	3	exchanges	exchange	NOUN
ajfti-2354	15	4	continued	continue	VERB
ajfti-2354	15	5	until	until	ADP
ajfti-2354	15	6	the	the	DET
ajfti-2354	15	7	90s	90	NOUN
ajfti-2354	15	8	of	of	ADP
ajfti-2354	15	9	the	the	DET
ajfti-2354	15	10	previous	previous	ADJ
ajfti-2354	15	11	century	century	NOUN
ajfti-2354	15	12	when	when	SCONJ
ajfti-2354	15	13	it	it	PRON
ajfti-2354	15	14	shifted	shift	VERB
ajfti-2354	15	15	to	to	ADP
ajfti-2354	15	16	electronic	electronic	ADJ
ajfti-2354	15	17	trading	trading	NOUN
ajfti-2354	15	18	(	(	PUNCT
ajfti-2354	15	19	johnson	johnson	PROPN
ajfti-2354	15	20	,	,	PUNCT
ajfti-2354	15	21	2014	2014	NUM
ajfti-2354	15	22	)	)	PUNCT
ajfti-2354	15	23	.	.	PUNCT
ajfti-2354	16	1	the	the	DET
ajfti-2354	16	2	shift	shift	NOUN
ajfti-2354	16	3	quickly	quickly	ADV
ajfti-2354	16	4	increases	increase	VERB
ajfti-2354	16	5	the	the	DET
ajfti-2354	16	6	trading	trading	NOUN
ajfti-2354	16	7	volume	volume	NOUN
ajfti-2354	16	8	.	.	PUNCT
ajfti-2354	17	1	however	however	ADV
ajfti-2354	17	2	,	,	PUNCT
ajfti-2354	17	3	with	with	ADP
ajfti-2354	17	4	the	the	DET
ajfti-2354	17	5	increase	increase	NOUN
ajfti-2354	17	6	of	of	ADP
ajfti-2354	17	7	computational	computational	ADJ
ajfti-2354	17	8	power	power	NOUN
ajfti-2354	17	9	and	and	CCONJ
ajfti-2354	17	10	cloud	cloud	NOUN
ajfti-2354	17	11	service	service	NOUN
ajfti-2354	17	12	availability	availability	NOUN
ajfti-2354	17	13	,	,	PUNCT
ajfti-2354	17	14	the	the	DET
ajfti-2354	17	15	middle	middle	NOUN
ajfti-2354	17	16	of	of	ADP
ajfti-2354	17	17	the	the	DET
ajfti-2354	17	18	first	first	ADJ
ajfti-2354	17	19	decade	decade	NOUN
ajfti-2354	17	20	of	of	ADP
ajfti-2354	17	21	this	this	DET
ajfti-2354	17	22	century	century	NOUN
ajfti-2354	17	23	promoted	promote	VERB
ajfti-2354	17	24	computers	computer	NOUN
ajfti-2354	17	25	to	to	PART
ajfti-2354	17	26	perform	perform	VERB
ajfti-2354	17	27	trading	trading	NOUN
ajfti-2354	17	28	on	on	ADP
ajfti-2354	17	29	behalf	behalf	NOUN
ajfti-2354	17	30	of	of	ADP
ajfti-2354	17	31	individuals	individual	NOUN
ajfti-2354	17	32	.	.	PUNCT
ajfti-2354	18	1	it	it	PRON
ajfti-2354	18	2	allows	allow	VERB
ajfti-2354	18	3	for	for	SCONJ
ajfti-2354	18	4	automated	automate	VERB
ajfti-2354	18	5	trading	trading	NOUN
ajfti-2354	18	6	to	to	PART
ajfti-2354	18	7	be	be	AUX
ajfti-2354	18	8	achieved	achieve	VERB
ajfti-2354	18	9	through	through	ADP
ajfti-2354	18	10	a	a	DET
ajfti-2354	18	11	finite	finite	ADJ
ajfti-2354	18	12	sequence	sequence	NOUN
ajfti-2354	18	13	of	of	ADP
ajfti-2354	18	14	steps	step	NOUN
ajfti-2354	18	15	algorithms	algorithm	NOUN
ajfti-2354	18	16	.	.	PUNCT
ajfti-2354	19	1	as	as	ADP
ajfti-2354	19	2	of	of	ADP
ajfti-2354	19	3	2020	2020	NUM
ajfti-2354	19	4	,	,	PUNCT
ajfti-2354	19	5	80	80	NUM
ajfti-2354	19	6	%	%	NOUN
ajfti-2354	19	7	of	of	ADP
ajfti-2354	19	8	the	the	DET
ajfti-2354	19	9	trading	trading	NOUN
ajfti-2354	19	10	volume	volume	NOUN
ajfti-2354	19	11	is	be	AUX
ajfti-2354	19	12	effectuated	effectuate	VERB
ajfti-2354	19	13	through	through	ADP
ajfti-2354	19	14	algorithms	algorithm	NOUN
ajfti-2354	19	15	,	,	PUNCT
ajfti-2354	19	16	and	and	CCONJ
ajfti-2354	19	17	most	most	ADJ
ajfti-2354	19	18	hedge	hedge	NOUN
ajfti-2354	19	19	funds	fund	NOUN
ajfti-2354	19	20	use	use	VERB
ajfti-2354	19	21	algorithms	algorithm	NOUN
ajfti-2354	19	22	to	to	PART
ajfti-2354	19	23	set	set	VERB
ajfti-2354	19	24	up	up	ADP
ajfti-2354	19	25	their	their	PRON
ajfti-2354	19	26	trading	trading	NOUN
ajfti-2354	19	27	strategies	strategy	NOUN
ajfti-2354	19	28	.	.	PUNCT
ajfti-2354	20	1	h.	h.	PROPN
ajfti-2354	20	2	simon	simon	PROPN
ajfti-2354	20	3	(	(	PUNCT
ajfti-2354	20	4	simon	simon	PROPN
ajfti-2354	20	5	,	,	PUNCT
ajfti-2354	20	6	1955	1955	NUM
ajfti-2354	20	7	)	)	PUNCT
ajfti-2354	20	8	prevents	prevent	VERB
ajfti-2354	20	9	declare	declare	VERB
ajfti-2354	20	10	the	the	DET
ajfti-2354	20	11	bounded	bounded	ADJ
ajfti-2354	20	12	rationality	rationality	NOUN
ajfti-2354	20	13	the	the	DET
ajfti-2354	20	14	human	human	NOUN
ajfti-2354	20	15	from	from	ADP
ajfti-2354	20	16	making	make	VERB
ajfti-2354	20	17	rational	rational	ADJ
ajfti-2354	20	18	decisions	decision	NOUN
ajfti-2354	20	19	due	due	ADP
ajfti-2354	20	20	to	to	ADP
ajfti-2354	20	21	human	human	ADJ
ajfti-2354	20	22	emotions	emotion	NOUN
ajfti-2354	20	23	,	,	PUNCT
ajfti-2354	20	24	the	the	DET
ajfti-2354	20	25	mind	mind	NOUN
ajfti-2354	20	26	’s	’s	PART
ajfti-2354	20	27	cognitive	cognitive	ADJ
ajfti-2354	20	28	limitations	limitation	NOUN
ajfti-2354	20	29	,	,	PUNCT
ajfti-2354	20	30	and	and	CCONJ
ajfti-2354	20	31	time	time	NOUN
ajfti-2354	20	32	availability	availability	NOUN
ajfti-2354	20	33	.	.	PUNCT
ajfti-2354	21	1	algorithmic	algorithmic	ADJ
ajfti-2354	21	2	trading	trading	NOUN
ajfti-2354	21	3	(	(	PUNCT
ajfti-2354	21	4	at	at	ADP
ajfti-2354	21	5	)	)	PUNCT
ajfti-2354	21	6	allows	allow	VERB
ajfti-2354	21	7	for	for	ADP
ajfti-2354	21	8	reducing	reduce	VERB
ajfti-2354	21	9	the	the	DET
ajfti-2354	21	10	limitation	limitation	NOUN
ajfti-2354	21	11	on	on	ADP
ajfti-2354	21	12	rationality	rationality	NOUN
ajfti-2354	21	13	.	.	PUNCT
ajfti-2354	22	1	algorithmic	algorithmic	ADJ
ajfti-2354	22	2	tradings	trading	NOUN
ajfti-2354	22	3	have	have	VERB
ajfti-2354	22	4	advantages	advantage	NOUN
ajfti-2354	22	5	over	over	ADP
ajfti-2354	22	6	discretionary	discretionary	ADJ
ajfti-2354	22	7	trading	trading	NOUN
ajfti-2354	22	8	by	by	ADP
ajfti-2354	22	9	removing	remove	VERB
ajfti-2354	22	10	emotions	emotion	NOUN
ajfti-2354	22	11	and	and	CCONJ
ajfti-2354	22	12	coming	come	VERB
ajfti-2354	22	13	up	up	ADP
ajfti-2354	22	14	with	with	ADP
ajfti-2354	22	15	consistent	consistent	ADJ
ajfti-2354	22	16	decisions	decision	NOUN
ajfti-2354	22	17	.	.	PUNCT
ajfti-2354	23	1	in	in	ADP
ajfti-2354	23	2	addition	addition	NOUN
ajfti-2354	23	3	,	,	PUNCT
ajfti-2354	23	4	it	it	PRON
ajfti-2354	23	5	can	can	AUX
ajfti-2354	23	6	monitor	monitor	VERB
ajfti-2354	23	7	the	the	DET
ajfti-2354	23	8	market	market	NOUN
ajfti-2354	23	9	all	all	DET
ajfti-2354	23	10	the	the	DET
ajfti-2354	23	11	time	time	NOUN
ajfti-2354	23	12	and	and	CCONJ
ajfti-2354	23	13	implement	implement	VERB
ajfti-2354	23	14	back	back	ADP
ajfti-2354	23	15	testing	testing	NOUN
ajfti-2354	23	16	to	to	PART
ajfti-2354	23	17	ensure	ensure	VERB
ajfti-2354	23	18	the	the	DET
ajfti-2354	23	19	strategy	strategy	NOUN
ajfti-2354	23	20	’s	’s	PART
ajfti-2354	23	21	effectiveness	effectiveness	NOUN
ajfti-2354	23	22	.	.	PUNCT
ajfti-2354	24	1	however	however	ADV
ajfti-2354	24	2	,	,	PUNCT
ajfti-2354	24	3	the	the	DET
ajfti-2354	24	4	algorithmic	algorithmic	ADJ
ajfti-2354	24	5	trading	trading	NOUN
ajfti-2354	24	6	results	result	NOUN
ajfti-2354	24	7	depend	depend	VERB
ajfti-2354	24	8	on	on	ADP
ajfti-2354	24	9	the	the	DET
ajfti-2354	24	10	quality	quality	NOUN
ajfti-2354	24	11	of	of	ADP
ajfti-2354	24	12	the	the	DET
ajfti-2354	24	13	developed	develop	VERB
ajfti-2354	24	14	model	model	NOUN
ajfti-2354	24	15	and	and	CCONJ
ajfti-2354	24	16	its	its	PRON
ajfti-2354	24	17	ability	ability	NOUN
ajfti-2354	24	18	to	to	PART
ajfti-2354	24	19	capture	capture	VERB
ajfti-2354	24	20	the	the	DET
ajfti-2354	24	21	right	right	ADJ
ajfti-2354	24	22	signals	signal	NOUN
ajfti-2354	24	23	.	.	PUNCT
ajfti-2354	25	1	in	in	ADP
ajfti-2354	25	2	other	other	ADJ
ajfti-2354	25	3	words	word	NOUN
ajfti-2354	25	4	,	,	PUNCT
ajfti-2354	25	5	the	the	DET
ajfti-2354	25	6	algorithmic	algorithmic	ADJ
ajfti-2354	25	7	is	be	AUX
ajfti-2354	25	8	superior	superior	ADJ
ajfti-2354	25	9	to	to	ADP
ajfti-2354	25	10	discretionary	discretionary	ADJ
ajfti-2354	25	11	trading	trading	NOUN
ajfti-2354	25	12	only	only	ADV
ajfti-2354	25	13	if	if	SCONJ
ajfti-2354	25	14	the	the	DET
ajfti-2354	25	15	algorithm	algorithm	NOUN
ajfti-2354	25	16	itself	itself	PRON
ajfti-2354	25	17	besteads	bestead	VERB
ajfti-2354	25	18	the	the	DET
ajfti-2354	25	19	discretionary	discretionary	ADJ
ajfti-2354	25	20	traders	trader	NOUN
ajfti-2354	25	21	.	.	PUNCT
ajfti-2354	26	1	however	however	ADV
ajfti-2354	26	2	,	,	PUNCT
ajfti-2354	26	3	the	the	DET
ajfti-2354	26	4	main	main	ADJ
ajfti-2354	26	5	advantage	advantage	NOUN
ajfti-2354	26	6	of	of	ADP
ajfti-2354	26	7	at	at	ADP
ajfti-2354	26	8	,	,	PUNCT
ajfti-2354	26	9	according	accord	VERB
ajfti-2354	26	10	to	to	ADP
ajfti-2354	26	11	johnson	johnson	PROPN
ajfti-2354	26	12	(	(	PUNCT
ajfti-2354	26	13	simon	simon	PROPN
ajfti-2354	26	14	,	,	PUNCT
ajfti-2354	26	15	1955	1955	NUM
ajfti-2354	26	16	)	)	PUNCT
ajfti-2354	26	17	,	,	PUNCT
ajfti-2354	26	18	are	be	AUX
ajfti-2354	26	19	its	its	PRON
ajfti-2354	26	20	ability	ability	NOUN
ajfti-2354	26	21	to	to	PART
ajfti-2354	26	22	minimize	minimize	VERB
ajfti-2354	26	23	the	the	DET
ajfti-2354	26	24	effect	effect	NOUN
ajfti-2354	26	25	of	of	ADP
ajfti-2354	26	26	emotions	emotion	NOUN
ajfti-2354	26	27	,	,	PUNCT
ajfti-2354	26	28	back	back	ADV
ajfti-2354	26	29	testing	testing	NOUN
ajfti-2354	26	30	,	,	PUNCT
ajfti-2354	26	31	maintain	maintain	VERB
ajfti-2354	26	32	discipline	discipline	NOUN
ajfti-2354	26	33	and	and	CCONJ
ajfti-2354	26	34	consistency	consistency	NOUN
ajfti-2354	26	35	,	,	PUNCT
ajfti-2354	26	36	improve	improve	VERB
ajfti-2354	26	37	placing	place	VERB
ajfti-2354	26	38	order	order	NOUN
ajfti-2354	26	39	speed	speed	NOUN
ajfti-2354	26	40	,	,	PUNCT
ajfti-2354	26	41	and	and	CCONJ
ajfti-2354	26	42	diversification	diversification	NOUN
ajfti-2354	26	43	.	.	PUNCT
ajfti-2354	27	1	however	however	ADV
ajfti-2354	27	2	,	,	PUNCT
ajfti-2354	27	3	he	he	PRON
ajfti-2354	27	4	stated	state	VERB
ajfti-2354	27	5	that	that	SCONJ
ajfti-2354	27	6	the	the	DET
ajfti-2354	27	7	main	main	ADJ
ajfti-2354	27	8	disadvantages	disadvantage	NOUN
ajfti-2354	27	9	of	of	ADP
ajfti-2354	27	10	at	at	ADP
ajfti-2354	27	11	centers	center	NOUN
ajfti-2354	27	12	with	with	ADP
ajfti-2354	27	13	the	the	DET
ajfti-2354	27	14	possibility	possibility	NOUN
ajfti-2354	27	15	of	of	ADP
ajfti-2354	27	16	expense	expense	NOUN
ajfti-2354	27	17	increase	increase	NOUN
ajfti-2354	27	18	and	and	CCONJ
ajfti-2354	27	19	machine	machine	NOUN
ajfti-2354	27	20	failure	failure	NOUN
ajfti-2354	27	21	.	.	PUNCT
ajfti-2354	28	1	the	the	DET
ajfti-2354	28	2	area	area	NOUN
ajfti-2354	28	3	of	of	ADP
ajfti-2354	28	4	algorithmic	algorithmic	ADJ
ajfti-2354	28	5	trading	trading	NOUN
ajfti-2354	28	6	requires	require	VERB
ajfti-2354	28	7	multidisciplinary	multidisciplinary	ADJ
ajfti-2354	28	8	knowledge	knowledge	NOUN
ajfti-2354	28	9	and	and	CCONJ
ajfti-2354	28	10	skills	skill	NOUN
ajfti-2354	28	11	in	in	ADP
ajfti-2354	28	12	finance	finance	NOUN
ajfti-2354	28	13	,	,	PUNCT
ajfti-2354	28	14	mathematics	mathematic	NOUN
ajfti-2354	28	15	,	,	PUNCT
ajfti-2354	28	16	engineering	engineering	NOUN
ajfti-2354	28	17	,	,	PUNCT
ajfti-2354	28	18	and	and	CCONJ
ajfti-2354	28	19	programming	programming	NOUN
ajfti-2354	28	20	.	.	PUNCT
ajfti-2354	29	1	algorithmic	algorithmic	ADJ
ajfti-2354	29	2	trading	trading	NOUN
ajfti-2354	29	3	is	be	AUX
ajfti-2354	29	4	usually	usually	ADV
ajfti-2354	29	5	executed	execute	VERB
ajfti-2354	29	6	through	through	ADP
ajfti-2354	29	7	automated	automate	VERB
ajfti-2354	29	8	trading	trading	NOUN
ajfti-2354	29	9	,	,	PUNCT
ajfti-2354	29	10	robot	robot	NOUN
ajfti-2354	29	11	trading	trading	NOUN
ajfti-2354	29	12	,	,	PUNCT
ajfti-2354	29	13	and	and	CCONJ
ajfti-2354	29	14	black	black	PROPN
ajfti-2354	29	15	box	box	NOUN
ajfti-2354	29	16	(	(	PUNCT
ajfti-2354	29	17	kissell	kissell	PROPN
ajfti-2354	29	18	,	,	PUNCT
ajfti-2354	29	19	2013	2013	NUM
ajfti-2354	29	20	)	)	PUNCT
ajfti-2354	29	21	.	.	PUNCT
ajfti-2354	30	1	the	the	DET
ajfti-2354	30	2	paper	paper	NOUN
ajfti-2354	30	3	proceeds	proceed	NOUN
ajfti-2354	30	4	as	as	SCONJ
ajfti-2354	30	5	follows	follow	VERB
ajfti-2354	30	6	:	:	PUNCT
ajfti-2354	30	7	in	in	ADP
ajfti-2354	30	8	section	section	NOUN
ajfti-2354	30	9	2	2	NUM
ajfti-2354	30	10	,	,	PUNCT
ajfti-2354	30	11	we	we	PRON
ajfti-2354	30	12	defined	define	VERB
ajfti-2354	30	13	and	and	CCONJ
ajfti-2354	30	14	characterized	characterize	VERB
ajfti-2354	30	15	algorithmic	algorithmic	ADJ
ajfti-2354	30	16	trading	trading	NOUN
ajfti-2354	30	17	.	.	PUNCT
ajfti-2354	31	1	section	section	NOUN
ajfti-2354	31	2	3	3	NUM
ajfti-2354	31	3	surveys	survey	NOUN
ajfti-2354	31	4	the	the	DET
ajfti-2354	31	5	programming	programming	NOUN
ajfti-2354	31	6	languages	language	NOUN
ajfti-2354	31	7	and	and	CCONJ
ajfti-2354	31	8	platforms	platform	NOUN
ajfti-2354	31	9	to	to	PART
ajfti-2354	31	10	research	research	VERB
ajfti-2354	31	11	algorithmic	algorithmic	ADJ
ajfti-2354	31	12	trading	trading	NOUN
ajfti-2354	31	13	.	.	PUNCT
ajfti-2354	32	1	section	section	NOUN
ajfti-2354	32	2	4	4	NUM
ajfti-2354	32	3	demonstrates	demonstrate	VERB
ajfti-2354	32	4	the	the	DET
ajfti-2354	32	5	domains	domain	NOUN
ajfti-2354	32	6	of	of	ADP
ajfti-2354	32	7	algorithmic	algorithmic	ADJ
ajfti-2354	32	8	trading	trading	NOUN
ajfti-2354	32	9	.	.	PUNCT
ajfti-2354	33	1	section	section	NOUN
ajfti-2354	33	2	5	5	NUM
ajfti-2354	33	3	shows	show	VERB
ajfti-2354	33	4	the	the	DET
ajfti-2354	33	5	matrix	matrix	NOUN
ajfti-2354	33	6	of	of	ADP
ajfti-2354	33	7	performance	performance	NOUN
ajfti-2354	33	8	measures	measure	NOUN
ajfti-2354	33	9	for	for	ADP
ajfti-2354	33	10	backtesting	backtesting	NOUN
ajfti-2354	33	11	.	.	PUNCT
ajfti-2354	34	1	section	section	NOUN
ajfti-2354	34	2	6	6	NUM
ajfti-2354	34	3	explores	explore	VERB
ajfti-2354	34	4	the	the	DET
ajfti-2354	34	5	main	main	ADJ
ajfti-2354	34	6	methods	method	NOUN
ajfti-2354	34	7	used	use	VERB
ajfti-2354	34	8	to	to	PART
ajfti-2354	34	9	develop	develop	VERB
ajfti-2354	34	10	an	an	DET
ajfti-2354	34	11	algorithm	algorithm	NOUN
ajfti-2354	34	12	for	for	ADP
ajfti-2354	34	13	trading	trading	NOUN
ajfti-2354	34	14	.	.	PUNCT
ajfti-2354	35	1	section	section	NOUN
ajfti-2354	35	2	7	7	NUM
ajfti-2354	35	3	survey	survey	NOUN
ajfti-2354	35	4	-	-	PUNCT
ajfti-2354	35	5	related	relate	VERB
ajfti-2354	35	6	search	search	NOUN
ajfti-2354	35	7	on	on	ADP
ajfti-2354	35	8	various	various	ADJ
ajfti-2354	35	9	domains	domain	NOUN
ajfti-2354	35	10	.	.	PUNCT
ajfti-2354	36	1	finally	finally	ADV
ajfti-2354	36	2	,	,	PUNCT
ajfti-2354	36	3	section	section	NOUN
ajfti-2354	36	4	?	?	PUNCT
ajfti-2354	36	5	provides	provide	VERB
ajfti-2354	36	6	the	the	DET
ajfti-2354	36	7	conclusion	conclusion	NOUN
ajfti-2354	36	8	remarks	remark	VERB
ajfti-2354	36	9	.	.	PUNCT
ajfti-2354	37	1	1	1	NUM
ajfti-2354	37	2	audi	audi	PROPN
ajfti-2354	37	3	real	real	ADJ
ajfti-2354	37	4	estate	estate	NOUN
ajfti-2354	37	5	refinancing	refinance	VERB
ajfti-2354	37	6	company	company	NOUN
ajfti-2354	37	7	and	and	CCONJ
ajfti-2354	37	8	engineering	engineering	NOUN
ajfti-2354	37	9	management	management	NOUN
ajfti-2354	37	10	department	department	NOUN
ajfti-2354	37	11	,	,	PUNCT
ajfti-2354	37	12	prince	prince	PROPN
ajfti-2354	37	13	sultan	sultan	PROPN
ajfti-2354	37	14	university	university	PROPN
ajfti-2354	37	15	,	,	PUNCT
ajfti-2354	37	16	riyadh	riyadh	PROPN
ajfti-2354	37	17	,	,	PUNCT
ajfti-2354	37	18	saudi	saudi	PROPN
ajfti-2354	37	19	arabia	arabia	PROPN
ajfti-2354	37	20	*	*	PUNCT
ajfti-2354	37	21	corresponding	correspond	VERB
ajfti-2354	37	22	author	author	NOUN
ajfti-2354	37	23	’s	’s	PART
ajfti-2354	37	24	e	e	NOUN
ajfti-2354	37	25	-	-	NOUN
ajfti-2354	37	26	mail	mail	NOUN
ajfti-2354	37	27	:	:	PUNCT
ajfti-2354	37	28	talalsulaiman510@outlook.com	talalsulaiman510@outlook.com	X
ajfti-2354	38	1	pa	pa	PROPN
ajfti-2354	38	2	ge	ge	PROPN
ajfti-2354	38	3	2	2	NUM
ajfti-2354	38	4	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	38	5	am	be	AUX
ajfti-2354	38	6	.	.	PUNCT
ajfti-2354	39	1	j.	j.	PROPN
ajfti-2354	39	2	financ	financ	PROPN
ajfti-2354	39	3	.	.	PUNCT
ajfti-2354	40	1	technol	technol	PROPN
ajfti-2354	40	2	.	.	PUNCT
ajfti-2354	40	3	innov	innov	PROPN
ajfti-2354	40	4	.	.	PUNCT
ajfti-2354	41	1	2(1	2(1	NUM
ajfti-2354	41	2	)	)	PUNCT
ajfti-2354	41	3	1	1	NUM
ajfti-2354	41	4	-	-	SYM
ajfti-2354	41	5	14	14	NUM
ajfti-2354	41	6	,	,	PUNCT
ajfti-2354	41	7	2024	2024	NUM
ajfti-2354	41	8	literature	literature	NOUN
ajfti-2354	41	9	review	review	VERB
ajfti-2354	41	10	the	the	DET
ajfti-2354	41	11	definition	definition	NOUN
ajfti-2354	41	12	of	of	ADP
ajfti-2354	41	13	algorithmic	algorithmic	ADJ
ajfti-2354	41	14	trading	trading	NOUN
ajfti-2354	41	15	(	(	PUNCT
ajfti-2354	41	16	at	at	ADP
ajfti-2354	41	17	)	)	PUNCT
ajfti-2354	41	18	and	and	CCONJ
ajfti-2354	41	19	highfrequency	highfrequency	NOUN
ajfti-2354	41	20	trading	trading	NOUN
ajfti-2354	41	21	(	(	PUNCT
ajfti-2354	41	22	hft	hft	NOUN
ajfti-2354	41	23	)	)	PUNCT
ajfti-2354	41	24	varies	vary	VERB
ajfti-2354	41	25	among	among	ADP
ajfti-2354	41	26	researchers	researcher	NOUN
ajfti-2354	41	27	.	.	PUNCT
ajfti-2354	42	1	jarnecic	jarnecic	PROPN
ajfti-2354	42	2	et	et	PROPN
ajfti-2354	42	3	al	al	PROPN
ajfti-2354	42	4	.	.	PUNCT
ajfti-2354	43	1	(	(	PUNCT
ajfti-2354	43	2	jarnecic	jarnecic	PROPN
ajfti-2354	43	3	&	&	CCONJ
ajfti-2354	43	4	snape	snape	PROPN
ajfti-2354	43	5	,	,	PUNCT
ajfti-2354	43	6	2010	2010	NUM
ajfti-2354	43	7	)	)	PUNCT
ajfti-2354	43	8	define	define	VERB
ajfti-2354	43	9	at	at	ADP
ajfti-2354	43	10	as	as	ADP
ajfti-2354	43	11	computer	computer	NOUN
ajfti-2354	43	12	algorithms	algorithm	NOUN
ajfti-2354	43	13	executing	execute	VERB
ajfti-2354	43	14	predetermined	predetermine	VERB
ajfti-2354	43	15	trading	trading	NOUN
ajfti-2354	43	16	decisions	decision	NOUN
ajfti-2354	43	17	to	to	PART
ajfti-2354	43	18	minimize	minimize	VERB
ajfti-2354	43	19	price	price	NOUN
ajfti-2354	43	20	impact	impact	NOUN
ajfti-2354	43	21	.	.	PUNCT
ajfti-2354	44	1	domowitz	domowitz	NOUN
ajfti-2354	44	2	(	(	PUNCT
ajfti-2354	44	3	domowitz	domowitz	PROPN
ajfti-2354	44	4	&	&	CCONJ
ajfti-2354	44	5	yegerman	yegerman	NOUN
ajfti-2354	44	6	,	,	PUNCT
ajfti-2354	44	7	2005	2005	NUM
ajfti-2354	44	8	)	)	PUNCT
ajfti-2354	44	9	characterizes	characterize	VERB
ajfti-2354	44	10	it	it	PRON
ajfti-2354	44	11	as	as	ADP
ajfti-2354	44	12	automated	automate	VERB
ajfti-2354	44	13	equity	equity	NOUN
ajfti-2354	44	14	order	order	NOUN
ajfti-2354	44	15	execution	execution	NOUN
ajfti-2354	44	16	via	via	ADP
ajfti-2354	44	17	direct	direct	ADJ
ajfti-2354	44	18	marketaccess	marketaccess	NOUN
ajfti-2354	44	19	channels	channel	NOUN
ajfti-2354	44	20	.	.	PUNCT
ajfti-2354	45	1	hendershott	hendershott	VERB
ajfti-2354	45	2	et	et	PROPN
ajfti-2354	45	3	al	al	PROPN
ajfti-2354	45	4	.	.	PUNCT
ajfti-2354	46	1	(	(	PUNCT
ajfti-2354	46	2	hendershott	hendershott	INTJ
ajfti-2354	46	3	et	et	PROPN
ajfti-2354	46	4	al	al	PROPN
ajfti-2354	46	5	.	.	PROPN
ajfti-2354	46	6	,	,	PUNCT
ajfti-2354	46	7	2011	2011	NUM
ajfti-2354	46	8	)	)	PUNCT
ajfti-2354	46	9	describe	describe	VERB
ajfti-2354	46	10	at	at	ADP
ajfti-2354	46	11	as	as	ADP
ajfti-2354	46	12	using	use	VERB
ajfti-2354	46	13	algorithms	algorithm	NOUN
ajfti-2354	46	14	for	for	ADP
ajfti-2354	46	15	automatic	automatic	ADJ
ajfti-2354	46	16	trading	trading	NOUN
ajfti-2354	46	17	decisions	decision	NOUN
ajfti-2354	46	18	,	,	PUNCT
ajfti-2354	46	19	order	order	NOUN
ajfti-2354	46	20	submissions	submission	NOUN
ajfti-2354	46	21	,	,	PUNCT
ajfti-2354	46	22	and	and	CCONJ
ajfti-2354	46	23	management	management	NOUN
ajfti-2354	46	24	.	.	PUNCT
ajfti-2354	47	1	hft	hft	PROPN
ajfti-2354	47	2	,	,	PUNCT
ajfti-2354	47	3	a	a	DET
ajfti-2354	47	4	primary	primary	ADJ
ajfti-2354	47	5	type	type	NOUN
ajfti-2354	47	6	of	of	ADP
ajfti-2354	47	7	at	at	ADP
ajfti-2354	47	8	,	,	PUNCT
ajfti-2354	47	9	relies	rely	VERB
ajfti-2354	47	10	on	on	ADP
ajfti-2354	47	11	speed	speed	NOUN
ajfti-2354	47	12	for	for	ADP
ajfti-2354	47	13	profits	profit	NOUN
ajfti-2354	47	14	.	.	PUNCT
ajfti-2354	48	1	jarnecic	jarnecic	PROPN
ajfti-2354	48	2	et	et	PROPN
ajfti-2354	48	3	al	al	PROPN
ajfti-2354	48	4	.	.	PUNCT
ajfti-2354	49	1	(	(	PUNCT
ajfti-2354	49	2	jarnecic	jarnecic	PROPN
ajfti-2354	49	3	&	&	CCONJ
ajfti-2354	49	4	snape	snape	PROPN
ajfti-2354	49	5	,	,	PUNCT
ajfti-2354	49	6	2010	2010	NUM
ajfti-2354	49	7	)	)	PUNCT
ajfti-2354	49	8	define	define	VERB
ajfti-2354	49	9	hft	hft	NOUN
ajfti-2354	49	10	as	as	ADP
ajfti-2354	49	11	high	high	ADJ
ajfti-2354	49	12	-	-	PUNCT
ajfti-2354	49	13	speed	speed	NOUN
ajfti-2354	49	14	algorithms	algorithm	NOUN
ajfti-2354	49	15	generating	generate	VERB
ajfti-2354	49	16	and	and	CCONJ
ajfti-2354	49	17	executing	execute	VERB
ajfti-2354	49	18	trades	trade	NOUN
ajfti-2354	49	19	for	for	ADP
ajfti-2354	49	20	capital	capital	NOUN
ajfti-2354	49	21	returns	return	NOUN
ajfti-2354	49	22	.	.	PUNCT
ajfti-2354	50	1	cvitani	cvitani	PROPN
ajfti-2354	50	2	et	et	PROPN
ajfti-2354	50	3	al	al	PROPN
ajfti-2354	50	4	.	.	PUNCT
ajfti-2354	51	1	(	(	PUNCT
ajfti-2354	51	2	cvitanic	cvitanic	PROPN
ajfti-2354	51	3	&	&	CCONJ
ajfti-2354	51	4	kirilenko	kirilenko	PROPN
ajfti-2354	51	5	,	,	PUNCT
ajfti-2354	51	6	2010	2010	NUM
ajfti-2354	51	7	)	)	PUNCT
ajfti-2354	51	8	define	define	VERB
ajfti-2354	51	9	it	it	PRON
ajfti-2354	51	10	as	as	ADP
ajfti-2354	51	11	rapid	rapid	ADJ
ajfti-2354	51	12	,	,	PUNCT
ajfti-2354	51	13	automated	automate	VERB
ajfti-2354	51	14	programs	program	NOUN
ajfti-2354	51	15	creating	create	VERB
ajfti-2354	51	16	,	,	PUNCT
ajfti-2354	51	17	directing	directing	NOUN
ajfti-2354	51	18	,	,	PUNCT
ajfti-2354	51	19	and	and	CCONJ
ajfti-2354	51	20	executing	execute	VERB
ajfti-2354	51	21	orders	order	NOUN
ajfti-2354	51	22	in	in	ADP
ajfti-2354	51	23	electronic	electronic	ADJ
ajfti-2354	51	24	markets	market	NOUN
ajfti-2354	51	25	,	,	PUNCT
ajfti-2354	51	26	engaging	engage	VERB
ajfti-2354	51	27	in	in	ADP
ajfti-2354	51	28	substantial	substantial	ADJ
ajfti-2354	51	29	order	order	NOUN
ajfti-2354	51	30	submissions	submission	NOUN
ajfti-2354	51	31	and	and	CCONJ
ajfti-2354	51	32	cancellations	cancellation	NOUN
ajfti-2354	51	33	.	.	PUNCT
ajfti-2354	52	1	gomber	gomber	PROPN
ajfti-2354	52	2	et	et	PROPN
ajfti-2354	52	3	al	al	PROPN
ajfti-2354	52	4	.	.	PUNCT
ajfti-2354	53	1	(	(	PUNCT
ajfti-2354	53	2	gomber	gomber	PROPN
ajfti-2354	53	3	&	&	CCONJ
ajfti-2354	53	4	haferkorn	haferkorn	ADJ
ajfti-2354	53	5	,	,	PUNCT
ajfti-2354	53	6	2015	2015	NUM
ajfti-2354	53	7	)	)	PUNCT
ajfti-2354	53	8	highlight	highlight	VERB
ajfti-2354	53	9	typical	typical	ADJ
ajfti-2354	53	10	at	at	ADP
ajfti-2354	53	11	and	and	CCONJ
ajfti-2354	53	12	hft	hft	NOUN
ajfti-2354	53	13	characteristics	characteristic	NOUN
ajfti-2354	53	14	involving	involve	VERB
ajfti-2354	53	15	pre	pre	ADJ
ajfti-2354	53	16	-	-	ADJ
ajfti-2354	53	17	designated	designate	VERB
ajfti-2354	53	18	decisions	decision	NOUN
ajfti-2354	53	19	,	,	PUNCT
ajfti-2354	53	20	live	live	ADJ
ajfti-2354	53	21	market	market	NOUN
ajfti-2354	53	22	data	datum	NOUN
ajfti-2354	53	23	observation	observation	NOUN
ajfti-2354	53	24	,	,	PUNCT
ajfti-2354	53	25	and	and	CCONJ
ajfti-2354	53	26	automated	automate	VERB
ajfti-2354	53	27	order	order	NOUN
ajfti-2354	53	28	submission	submission	NOUN
ajfti-2354	53	29	and	and	CCONJ
ajfti-2354	53	30	management	management	NOUN
ajfti-2354	53	31	.	.	PUNCT
ajfti-2354	54	1	however	however	ADV
ajfti-2354	54	2	,	,	PUNCT
ajfti-2354	54	3	hft	hft	PROPN
ajfti-2354	54	4	differs	differ	VERB
ajfti-2354	54	5	with	with	ADP
ajfti-2354	54	6	numerous	numerous	ADJ
ajfti-2354	54	7	orders	order	NOUN
ajfti-2354	54	8	and	and	CCONJ
ajfti-2354	54	9	cancellations	cancellation	NOUN
ajfti-2354	54	10	,	,	PUNCT
ajfti-2354	54	11	profiting	profit	VERB
ajfti-2354	54	12	as	as	ADP
ajfti-2354	54	13	a	a	DET
ajfti-2354	54	14	middleman	middleman	NOUN
ajfti-2354	54	15	and	and	CCONJ
ajfti-2354	54	16	holding	hold	VERB
ajfti-2354	54	17	assets	asset	NOUN
ajfti-2354	54	18	briefly	briefly	ADV
ajfti-2354	54	19	.	.	PUNCT
ajfti-2354	55	1	the	the	DET
ajfti-2354	55	2	development	development	NOUN
ajfti-2354	55	3	of	of	ADP
ajfti-2354	55	4	hft	hft	PROPN
ajfti-2354	55	5	is	be	AUX
ajfti-2354	55	6	chiefly	chiefly	ADV
ajfti-2354	55	7	by	by	ADP
ajfti-2354	55	8	financial	financial	ADJ
ajfti-2354	55	9	institutions	institution	NOUN
ajfti-2354	55	10	,	,	PUNCT
ajfti-2354	55	11	emphasizing	emphasize	VERB
ajfti-2354	55	12	algorithmic	algorithmic	ADJ
ajfti-2354	55	13	trading	trading	NOUN
ajfti-2354	55	14	’s	’s	PART
ajfti-2354	55	15	researcher	researcher	NOUN
ajfti-2354	55	16	development	development	NOUN
ajfti-2354	55	17	and	and	CCONJ
ajfti-2354	55	18	implementation	implementation	NOUN
ajfti-2354	55	19	for	for	ADP
ajfti-2354	55	20	retail	retail	ADJ
ajfti-2354	55	21	investors	investor	NOUN
ajfti-2354	55	22	.	.	PUNCT
ajfti-2354	56	1	choosing	choose	VERB
ajfti-2354	56	2	between	between	ADP
ajfti-2354	56	3	buying	buying	NOUN
ajfti-2354	56	4	or	or	CCONJ
ajfti-2354	56	5	building	build	VERB
ajfti-2354	56	6	trading	trading	NOUN
ajfti-2354	56	7	software	software	NOUN
ajfti-2354	56	8	presents	present	VERB
ajfti-2354	56	9	trade	trade	NOUN
ajfti-2354	56	10	-	-	PUNCT
ajfti-2354	56	11	offs	off	NOUN
ajfti-2354	56	12	.	.	PUNCT
ajfti-2354	57	1	johnson	johnson	PROPN
ajfti-2354	57	2	(	(	PUNCT
ajfti-2354	57	3	johnson	johnson	PROPN
ajfti-2354	57	4	,	,	PUNCT
ajfti-2354	57	5	2020	2020	NUM
ajfti-2354	57	6	)	)	PUNCT
ajfti-2354	57	7	notes	note	VERB
ajfti-2354	57	8	that	that	SCONJ
ajfti-2354	57	9	buying	buy	VERB
ajfti-2354	57	10	existing	exist	VERB
ajfti-2354	57	11	software	software	NOUN
ajfti-2354	57	12	offers	offer	VERB
ajfti-2354	57	13	easy	easy	ADJ
ajfti-2354	57	14	implementation	implementation	NOUN
ajfti-2354	57	15	and	and	CCONJ
ajfti-2354	57	16	customization	customization	NOUN
ajfti-2354	57	17	but	but	CCONJ
ajfti-2354	57	18	can	can	AUX
ajfti-2354	57	19	be	be	AUX
ajfti-2354	57	20	costly	costly	ADJ
ajfti-2354	57	21	and	and	CCONJ
ajfti-2354	57	22	potentially	potentially	ADV
ajfti-2354	57	23	contain	contain	VERB
ajfti-2354	57	24	loopholes	loophole	NOUN
ajfti-2354	57	25	.	.	PUNCT
ajfti-2354	58	1	building	build	VERB
ajfti-2354	58	2	software	software	NOUN
ajfti-2354	58	3	,	,	PUNCT
ajfti-2354	58	4	although	although	SCONJ
ajfti-2354	58	5	time	time	NOUN
ajfti-2354	58	6	-	-	PUNCT
ajfti-2354	58	7	consuming	consume	VERB
ajfti-2354	58	8	,	,	PUNCT
ajfti-2354	58	9	offers	offer	VERB
ajfti-2354	58	10	control	control	NOUN
ajfti-2354	58	11	and	and	CCONJ
ajfti-2354	58	12	customization	customization	NOUN
ajfti-2354	58	13	.	.	PUNCT
ajfti-2354	59	1	numerous	numerous	ADJ
ajfti-2354	59	2	references	reference	NOUN
ajfti-2354	59	3	like	like	ADP
ajfti-2354	59	4	“	"	PUNCT
ajfti-2354	59	5	learn	learn	VERB
ajfti-2354	59	6	algorithmic	algorithmic	ADJ
ajfti-2354	59	7	trading	trading	NOUN
ajfti-2354	59	8	”	"	PUNCT
ajfti-2354	59	9	(	(	PUNCT
ajfti-2354	59	10	donadio	donadio	PROPN
ajfti-2354	59	11	&	&	CCONJ
ajfti-2354	59	12	ghosh	ghosh	PROPN
ajfti-2354	59	13	,	,	PUNCT
ajfti-2354	59	14	2019	2019	NUM
ajfti-2354	59	15	)	)	PUNCT
ajfti-2354	59	16	,	,	PUNCT
ajfti-2354	59	17	“	"	PUNCT
ajfti-2354	59	18	hands	hand	NOUN
ajfti-2354	59	19	-	-	PUNCT
ajfti-2354	59	20	on	on	ADP
ajfti-2354	59	21	machine	machine	NOUN
ajfti-2354	59	22	learning	learn	VERB
ajfti-2354	59	23	for	for	ADP
ajfti-2354	59	24	algorithmic	algorithmic	ADJ
ajfti-2354	59	25	trading	trading	NOUN
ajfti-2354	59	26	”	"	PUNCT
ajfti-2354	59	27	(	(	PUNCT
ajfti-2354	59	28	jansen	jansen	PROPN
ajfti-2354	59	29	,	,	PUNCT
ajfti-2354	59	30	2018	2018	NUM
ajfti-2354	59	31	)	)	PUNCT
ajfti-2354	59	32	,	,	PUNCT
ajfti-2354	59	33	“	"	PUNCT
ajfti-2354	59	34	trading	trading	NOUN
ajfti-2354	59	35	evolved	evolve	VERB
ajfti-2354	59	36	”	"	PUNCT
ajfti-2354	59	37	(	(	PUNCT
ajfti-2354	59	38	clenow	clenow	PROPN
ajfti-2354	59	39	,	,	PUNCT
ajfti-2354	59	40	2019	2019	NUM
ajfti-2354	59	41	)	)	PUNCT
ajfti-2354	59	42	,	,	PUNCT
ajfti-2354	59	43	and	and	CCONJ
ajfti-2354	59	44	“	"	PUNCT
ajfti-2354	59	45	algorithmic	algorithmic	ADJ
ajfti-2354	59	46	trading	trading	NOUN
ajfti-2354	59	47	”	"	PUNCT
ajfti-2354	59	48	(	(	PUNCT
ajfti-2354	59	49	johnson	johnson	PROPN
ajfti-2354	59	50	,	,	PUNCT
ajfti-2354	59	51	2020	2020	NUM
ajfti-2354	59	52	)	)	PUNCT
ajfti-2354	59	53	provide	provide	VERB
ajfti-2354	59	54	valuable	valuable	ADJ
ajfti-2354	59	55	hands	hand	NOUN
ajfti-2354	59	56	-	-	PUNCT
ajfti-2354	59	57	on	on	ADP
ajfti-2354	59	58	experience	experience	NOUN
ajfti-2354	59	59	in	in	ADP
ajfti-2354	59	60	developing	develop	VERB
ajfti-2354	59	61	trading	trading	NOUN
ajfti-2354	59	62	systems	system	NOUN
ajfti-2354	59	63	.	.	PUNCT
ajfti-2354	60	1	open	open	ADJ
ajfti-2354	60	2	-	-	PUNCT
ajfti-2354	60	3	source	source	NOUN
ajfti-2354	60	4	trading	trading	NOUN
ajfti-2354	60	5	platforms	platform	NOUN
ajfti-2354	60	6	like	like	ADP
ajfti-2354	60	7	quantopian	quantopian	ADJ
ajfti-2354	60	8	,	,	PUNCT
ajfti-2354	60	9	quant	quant	NOUN
ajfti-2354	60	10	-	-	PUNCT
ajfti-2354	60	11	connect	connect	NOUN
ajfti-2354	60	12	,	,	PUNCT
ajfti-2354	60	13	and	and	CCONJ
ajfti-2354	60	14	quant	quant	ADJ
ajfti-2354	60	15	-	-	PUNCT
ajfti-2354	60	16	insti	insti	NOUN
ajfti-2354	60	17	provide	provide	VERB
ajfti-2354	60	18	cloud	cloud	NOUN
ajfti-2354	60	19	-	-	PUNCT
ajfti-2354	60	20	based	base	VERB
ajfti-2354	60	21	services	service	NOUN
ajfti-2354	60	22	for	for	ADP
ajfti-2354	60	23	algorithm	algorithm	NOUN
ajfti-2354	60	24	development	development	NOUN
ajfti-2354	60	25	,	,	PUNCT
ajfti-2354	60	26	backtesting	backtesting	NOUN
ajfti-2354	60	27	,	,	PUNCT
ajfti-2354	60	28	and	and	CCONJ
ajfti-2354	60	29	live	live	ADJ
ajfti-2354	60	30	trading	trading	NOUN
ajfti-2354	60	31	(	(	PUNCT
ajfti-2354	60	32	cohan	cohan	PROPN
ajfti-2354	60	33	;	;	PUNCT
ajfti-2354	60	34	quantconnec	quantconnec	PROPN
ajfti-2354	60	35	profile	profile	PROPN
ajfti-2354	60	36	,	,	PUNCT
ajfti-2354	60	37	2011	2011	NUM
ajfti-2354	60	38	;	;	PUNCT
ajfti-2354	60	39	oberoi	oberoi	NOUN
ajfti-2354	60	40	)	)	PUNCT
ajfti-2354	60	41	.	.	PUNCT
ajfti-2354	61	1	algorithmic	algorithmic	ADJ
ajfti-2354	61	2	strategies	strategy	NOUN
ajfti-2354	61	3	’	'	PUNCT
ajfti-2354	61	4	domains	domain	NOUN
ajfti-2354	61	5	are	be	AUX
ajfti-2354	61	6	crucial	crucial	ADJ
ajfti-2354	61	7	,	,	PUNCT
ajfti-2354	61	8	as	as	SCONJ
ajfti-2354	61	9	strategies	strategy	NOUN
ajfti-2354	61	10	may	may	AUX
ajfti-2354	61	11	perform	perform	AUX
ajfti-2354	61	12	differently	differently	ADV
ajfti-2354	61	13	based	base	VERB
ajfti-2354	61	14	on	on	ADP
ajfti-2354	61	15	financial	financial	ADJ
ajfti-2354	61	16	instrument	instrument	NOUN
ajfti-2354	61	17	types	type	NOUN
ajfti-2354	61	18	or	or	CCONJ
ajfti-2354	61	19	trading	trading	NOUN
ajfti-2354	61	20	environments	environment	NOUN
ajfti-2354	61	21	.	.	PUNCT
ajfti-2354	62	1	derivatives	derivative	NOUN
ajfti-2354	62	2	like	like	ADP
ajfti-2354	62	3	forwards	forward	NOUN
ajfti-2354	62	4	,	,	PUNCT
ajfti-2354	62	5	futures	future	NOUN
ajfti-2354	62	6	,	,	PUNCT
ajfti-2354	62	7	swaps	swap	NOUN
ajfti-2354	62	8	,	,	PUNCT
ajfti-2354	62	9	and	and	CCONJ
ajfti-2354	62	10	options	option	NOUN
ajfti-2354	62	11	can	can	AUX
ajfti-2354	62	12	impact	impact	VERB
ajfti-2354	62	13	trading	trading	NOUN
ajfti-2354	62	14	strategy	strategy	NOUN
ajfti-2354	62	15	effectiveness	effectiveness	NOUN
ajfti-2354	62	16	(	(	PUNCT
ajfti-2354	62	17	hull	hull	NOUN
ajfti-2354	62	18	,	,	PUNCT
ajfti-2354	62	19	2003	2003	NUM
ajfti-2354	62	20	)	)	PUNCT
ajfti-2354	62	21	.	.	PUNCT
ajfti-2354	63	1	back	back	NOUN
ajfti-2354	63	2	-	-	PUNCT
ajfti-2354	63	3	testing	testing	NOUN
ajfti-2354	63	4	using	use	VERB
ajfti-2354	63	5	historical	historical	ADJ
ajfti-2354	63	6	data	datum	NOUN
ajfti-2354	63	7	is	be	AUX
ajfti-2354	63	8	vital	vital	ADJ
ajfti-2354	63	9	to	to	PART
ajfti-2354	63	10	evaluate	evaluate	VERB
ajfti-2354	63	11	algorithm	algorithm	NOUN
ajfti-2354	63	12	performance	performance	NOUN
ajfti-2354	63	13	.	.	PUNCT
ajfti-2354	64	1	various	various	ADJ
ajfti-2354	64	2	performance	performance	NOUN
ajfti-2354	64	3	measures	measure	NOUN
ajfti-2354	64	4	such	such	ADJ
ajfti-2354	64	5	as	as	ADP
ajfti-2354	64	6	portfolio	portfolio	NOUN
ajfti-2354	64	7	diversification	diversification	NOUN
ajfti-2354	64	8	,	,	PUNCT
ajfti-2354	64	9	concentration	concentration	NOUN
ajfti-2354	64	10	,	,	PUNCT
ajfti-2354	64	11	and	and	CCONJ
ajfti-2354	64	12	risk	risk	NOUN
ajfti-2354	64	13	-	-	PUNCT
ajfti-2354	64	14	return	return	NOUN
ajfti-2354	64	15	ratios	ratio	NOUN
ajfti-2354	64	16	(	(	PUNCT
ajfti-2354	64	17	markowitz	markowitz	PROPN
ajfti-2354	64	18	,	,	PUNCT
ajfti-2354	64	19	1952	1952	NUM
ajfti-2354	64	20	)	)	PUNCT
ajfti-2354	64	21	help	help	VERB
ajfti-2354	64	22	assess	assess	VERB
ajfti-2354	64	23	algorithm	algorithm	NOUN
ajfti-2354	64	24	reliability	reliability	NOUN
ajfti-2354	64	25	and	and	CCONJ
ajfti-2354	64	26	effectiveness	effectiveness	NOUN
ajfti-2354	64	27	.	.	PUNCT
ajfti-2354	65	1	materials	material	NOUN
ajfti-2354	65	2	and	and	CCONJ
ajfti-2354	65	3	methods	method	NOUN
ajfti-2354	65	4	financial	financial	ADJ
ajfti-2354	65	5	markets	market	NOUN
ajfti-2354	65	6	employ	employ	VERB
ajfti-2354	65	7	technical	technical	ADJ
ajfti-2354	65	8	analysis	analysis	NOUN
ajfti-2354	65	9	,	,	PUNCT
ajfti-2354	65	10	a	a	DET
ajfti-2354	65	11	tool	tool	NOUN
ajfti-2354	65	12	reliant	reliant	ADJ
ajfti-2354	65	13	on	on	ADP
ajfti-2354	65	14	historical	historical	ADJ
ajfti-2354	65	15	prices	price	NOUN
ajfti-2354	65	16	to	to	PART
ajfti-2354	65	17	predict	predict	VERB
ajfti-2354	65	18	market	market	NOUN
ajfti-2354	65	19	patterns	pattern	NOUN
ajfti-2354	65	20	and	and	CCONJ
ajfti-2354	65	21	facilitate	facilitate	VERB
ajfti-2354	65	22	trading	trading	NOUN
ajfti-2354	65	23	decisions	decision	NOUN
ajfti-2354	65	24	.	.	PUNCT
ajfti-2354	66	1	originating	originate	VERB
ajfti-2354	66	2	from	from	ADP
ajfti-2354	66	3	charles	charles	PROPN
ajfti-2354	66	4	dow	dow	PROPN
ajfti-2354	66	5	’s	’s	PART
ajfti-2354	66	6	dow	dow	PROPN
ajfti-2354	66	7	theory	theory	NOUN
ajfti-2354	66	8	in	in	ADP
ajfti-2354	66	9	1900	1900	NUM
ajfti-2354	66	10	(	(	PUNCT
ajfti-2354	66	11	achelis	achelis	PROPN
ajfti-2354	66	12	)	)	PUNCT
ajfti-2354	66	13	,	,	PUNCT
ajfti-2354	66	14	it	it	PRON
ajfti-2354	66	15	focuses	focus	VERB
ajfti-2354	66	16	on	on	ADP
ajfti-2354	66	17	interpreting	interpret	VERB
ajfti-2354	66	18	price	price	NOUN
ajfti-2354	66	19	movements	movement	NOUN
ajfti-2354	66	20	through	through	ADP
ajfti-2354	66	21	charts	chart	NOUN
ajfti-2354	66	22	.	.	PUNCT
ajfti-2354	67	1	the	the	DET
ajfti-2354	67	2	analysis	analysis	NOUN
ajfti-2354	67	3	mainly	mainly	ADV
ajfti-2354	67	4	revolves	revolve	VERB
ajfti-2354	67	5	around	around	ADP
ajfti-2354	67	6	momentum	momentum	NOUN
ajfti-2354	67	7	and	and	CCONJ
ajfti-2354	67	8	mean	mean	VERB
ajfti-2354	67	9	reversion	reversion	NOUN
ajfti-2354	67	10	strategies	strategy	NOUN
ajfti-2354	67	11	.	.	PUNCT
ajfti-2354	68	1	momentum	momentum	NOUN
ajfti-2354	68	2	strategies	strategy	NOUN
ajfti-2354	68	3	advocate	advocate	VERB
ajfti-2354	68	4	following	follow	VERB
ajfti-2354	68	5	existing	exist	VERB
ajfti-2354	68	6	trends	trend	NOUN
ajfti-2354	68	7	,	,	PUNCT
ajfti-2354	68	8	assuming	assume	VERB
ajfti-2354	68	9	their	their	PRON
ajfti-2354	68	10	continuation	continuation	NOUN
ajfti-2354	68	11	,	,	PUNCT
ajfti-2354	68	12	whereas	whereas	SCONJ
ajfti-2354	68	13	mean	mean	ADJ
ajfti-2354	68	14	reversion	reversion	NOUN
ajfti-2354	68	15	anticipates	anticipate	VERB
ajfti-2354	68	16	securities	security	NOUN
ajfti-2354	68	17	returning	return	VERB
ajfti-2354	68	18	to	to	ADP
ajfti-2354	68	19	their	their	PRON
ajfti-2354	68	20	average	average	ADJ
ajfti-2354	68	21	prices	price	NOUN
ajfti-2354	68	22	.	.	PUNCT
ajfti-2354	69	1	various	various	ADJ
ajfti-2354	69	2	technical	technical	ADJ
ajfti-2354	69	3	indicators	indicator	NOUN
ajfti-2354	69	4	,	,	PUNCT
ajfti-2354	69	5	such	such	ADJ
ajfti-2354	69	6	as	as	ADP
ajfti-2354	69	7	moving	move	VERB
ajfti-2354	69	8	averages	average	NOUN
ajfti-2354	69	9	(	(	PUNCT
ajfti-2354	69	10	ma	ma	PROPN
ajfti-2354	69	11	)	)	PUNCT
ajfti-2354	69	12	,	,	PUNCT
ajfti-2354	69	13	exponential	exponential	ADJ
ajfti-2354	69	14	moving	moving	NOUN
ajfti-2354	69	15	averages	average	NOUN
ajfti-2354	69	16	(	(	PUNCT
ajfti-2354	69	17	ema	ema	PROPN
ajfti-2354	69	18	)	)	PUNCT
ajfti-2354	69	19	,	,	PUNCT
ajfti-2354	69	20	and	and	CCONJ
ajfti-2354	69	21	bollinger	bollinger	PROPN
ajfti-2354	69	22	bands	band	NOUN
ajfti-2354	69	23	(	(	PUNCT
ajfti-2354	69	24	bb	bb	NOUN
ajfti-2354	69	25	)	)	PUNCT
ajfti-2354	69	26	,	,	PUNCT
ajfti-2354	69	27	aid	aid	NOUN
ajfti-2354	69	28	in	in	ADP
ajfti-2354	69	29	analyzing	analyze	VERB
ajfti-2354	69	30	market	market	NOUN
ajfti-2354	69	31	trends	trend	NOUN
ajfti-2354	69	32	.	.	PUNCT
ajfti-2354	70	1	for	for	ADP
ajfti-2354	70	2	example	example	NOUN
ajfti-2354	70	3	,	,	PUNCT
ajfti-2354	70	4	the	the	DET
ajfti-2354	70	5	double	double	ADJ
ajfti-2354	70	6	exponential	exponential	ADJ
ajfti-2354	70	7	moving	move	VERB
ajfti-2354	70	8	average	average	ADJ
ajfti-2354	70	9	(	(	PUNCT
ajfti-2354	70	10	dema	dema	NOUN
ajfti-2354	70	11	)	)	PUNCT
ajfti-2354	70	12	utilizes	utilize	VERB
ajfti-2354	70	13	two	two	NUM
ajfti-2354	70	14	emas	ema	NOUN
ajfti-2354	70	15	for	for	ADP
ajfti-2354	70	16	mean	mean	ADJ
ajfti-2354	70	17	reversion	reversion	NOUN
ajfti-2354	70	18	signals	signal	NOUN
ajfti-2354	70	19	,	,	PUNCT
ajfti-2354	70	20	while	while	SCONJ
ajfti-2354	70	21	bollinger	bollinger	NOUN
ajfti-2354	70	22	bands	band	NOUN
ajfti-2354	70	23	offer	offer	VERB
ajfti-2354	70	24	confidence	confidence	NOUN
ajfti-2354	70	25	intervals	interval	NOUN
ajfti-2354	70	26	depicting	depict	VERB
ajfti-2354	70	27	potential	potential	ADJ
ajfti-2354	70	28	overbought	overbought	NOUN
ajfti-2354	70	29	or	or	CCONJ
ajfti-2354	70	30	oversold	oversold	ADJ
ajfti-2354	70	31	situations	situation	NOUN
ajfti-2354	70	32	for	for	ADP
ajfti-2354	70	33	both	both	DET
ajfti-2354	70	34	strategies	strategy	NOUN
ajfti-2354	70	35	.	.	PUNCT
ajfti-2354	71	1	however	however	ADV
ajfti-2354	71	2	,	,	PUNCT
ajfti-2354	71	3	technical	technical	ADJ
ajfti-2354	71	4	analysis	analysis	NOUN
ajfti-2354	71	5	lacks	lack	VERB
ajfti-2354	71	6	adaptiveness	adaptiveness	NOUN
ajfti-2354	71	7	and	and	CCONJ
ajfti-2354	71	8	learning	learn	VERB
ajfti-2354	71	9	capabilities	capability	NOUN
ajfti-2354	71	10	.	.	PUNCT
ajfti-2354	72	1	integrating	integrate	VERB
ajfti-2354	72	2	modern	modern	ADJ
ajfti-2354	72	3	algorithms	algorithm	NOUN
ajfti-2354	72	4	like	like	ADP
ajfti-2354	72	5	machine	machine	NOUN
ajfti-2354	72	6	learning	learning	NOUN
ajfti-2354	72	7	enhances	enhance	VERB
ajfti-2354	72	8	pattern	pattern	NOUN
ajfti-2354	72	9	detection	detection	NOUN
ajfti-2354	72	10	and	and	CCONJ
ajfti-2354	72	11	prediction	prediction	NOUN
ajfti-2354	72	12	capabilities	capability	NOUN
ajfti-2354	72	13	.	.	PUNCT
ajfti-2354	73	1	contrarily	contrarily	ADV
ajfti-2354	73	2	,	,	PUNCT
ajfti-2354	73	3	fundamental	fundamental	ADJ
ajfti-2354	73	4	analysis	analysis	NOUN
ajfti-2354	73	5	estimates	estimate	VERB
ajfti-2354	73	6	assets	asset	NOUN
ajfti-2354	73	7	’	'	PUNCT
ajfti-2354	73	8	intrinsic	intrinsic	ADJ
ajfti-2354	73	9	value	value	NOUN
ajfti-2354	73	10	based	base	VERB
ajfti-2354	73	11	on	on	ADP
ajfti-2354	73	12	financial	financial	ADJ
ajfti-2354	73	13	statements	statement	NOUN
ajfti-2354	73	14	and	and	CCONJ
ajfti-2354	73	15	economic	economic	ADJ
ajfti-2354	73	16	factors	factor	NOUN
ajfti-2354	73	17	,	,	PUNCT
ajfti-2354	73	18	evading	evade	VERB
ajfti-2354	73	19	the	the	DET
ajfti-2354	73	20	efficient	efficient	ADJ
ajfti-2354	73	21	market	market	NOUN
ajfti-2354	73	22	hypothesis	hypothesis	NOUN
ajfti-2354	73	23	(	(	PUNCT
ajfti-2354	73	24	fama	fama	NOUN
ajfti-2354	73	25	,	,	PUNCT
ajfti-2354	73	26	1970	1970	NUM
ajfti-2354	73	27	)	)	PUNCT
ajfti-2354	73	28	.	.	PUNCT
ajfti-2354	74	1	techniques	technique	NOUN
ajfti-2354	74	2	include	include	VERB
ajfti-2354	74	3	financial	financial	ADJ
ajfti-2354	74	4	ratios	ratio	NOUN
ajfti-2354	74	5	,	,	PUNCT
ajfti-2354	74	6	discounted	discount	VERB
ajfti-2354	74	7	dividends	dividend	NOUN
ajfti-2354	74	8	,	,	PUNCT
ajfti-2354	74	9	or	or	CCONJ
ajfti-2354	74	10	free	free	ADJ
ajfti-2354	74	11	cash	cash	NOUN
ajfti-2354	74	12	flow	flow	NOUN
ajfti-2354	74	13	models	model	NOUN
ajfti-2354	74	14	(	(	PUNCT
ajfti-2354	74	15	graham	graham	PROPN
ajfti-2354	74	16	&	&	CCONJ
ajfti-2354	74	17	dodd	dodd	PROPN
ajfti-2354	74	18	,	,	PUNCT
ajfti-2354	74	19	2008	2008	NUM
ajfti-2354	74	20	)	)	PUNCT
ajfti-2354	74	21	.	.	PUNCT
ajfti-2354	75	1	financial	financial	ADJ
ajfti-2354	75	2	time	time	NOUN
ajfti-2354	75	3	series	series	PROPN
ajfti-2354	75	4	analysis	analysis	NOUN
ajfti-2354	75	5	evaluates	evaluate	NOUN
ajfti-2354	75	6	and	and	CCONJ
ajfti-2354	75	7	predicts	predict	VERB
ajfti-2354	75	8	security	security	NOUN
ajfti-2354	75	9	prices	price	NOUN
ajfti-2354	75	10	over	over	ADP
ajfti-2354	75	11	time	time	NOUN
ajfti-2354	75	12	,	,	PUNCT
ajfti-2354	75	13	including	include	VERB
ajfti-2354	75	14	linear	linear	PROPN
ajfti-2354	75	15	(	(	PUNCT
ajfti-2354	75	16	ar	ar	PROPN
ajfti-2354	75	17	,	,	PUNCT
ajfti-2354	75	18	ma	ma	PROPN
ajfti-2354	75	19	,	,	PUNCT
ajfti-2354	75	20	arma	arma	PROPN
ajfti-2354	75	21	,	,	PUNCT
ajfti-2354	75	22	arima	arima	PROPN
ajfti-2354	75	23	)	)	PUNCT
ajfti-2354	75	24	and	and	CCONJ
ajfti-2354	75	25	nonlinear	nonlinear	NOUN
ajfti-2354	75	26	models	model	NOUN
ajfti-2354	75	27	(	(	PUNCT
ajfti-2354	75	28	threshold	threshold	PROPN
ajfti-2354	75	29	ar	ar	PROPN
ajfti-2354	75	30	,	,	PUNCT
ajfti-2354	75	31	markov	markov	PROPN
ajfti-2354	75	32	switching	switching	NOUN
ajfti-2354	75	33	ar	ar	NOUN
ajfti-2354	75	34	)	)	PUNCT
ajfti-2354	75	35	.	.	PUNCT
ajfti-2354	76	1	volatility	volatility	NOUN
ajfti-2354	76	2	prediction	prediction	NOUN
ajfti-2354	76	3	models	model	NOUN
ajfti-2354	76	4	like	like	ADP
ajfti-2354	76	5	arch	arch	NOUN
ajfti-2354	76	6	and	and	CCONJ
ajfti-2354	76	7	garch	garch	NOUN
ajfti-2354	76	8	forecast	forecast	NOUN
ajfti-2354	76	9	variations	variation	NOUN
ajfti-2354	76	10	in	in	ADP
ajfti-2354	76	11	asset	asset	NOUN
ajfti-2354	76	12	returns	return	NOUN
ajfti-2354	76	13	due	due	ADJ
ajfti-2354	76	14	to	to	ADP
ajfti-2354	76	15	changing	change	VERB
ajfti-2354	76	16	volatility	volatility	NOUN
ajfti-2354	76	17	.	.	PUNCT
ajfti-2354	77	1	moreover	moreover	ADV
ajfti-2354	77	2	,	,	PUNCT
ajfti-2354	77	3	computational	computational	ADJ
ajfti-2354	77	4	mathematics	mathematic	NOUN
ajfti-2354	77	5	,	,	PUNCT
ajfti-2354	77	6	involving	involve	VERB
ajfti-2354	77	7	ai	ai	NOUN
ajfti-2354	77	8	,	,	PUNCT
ajfti-2354	77	9	machine	machine	NOUN
ajfti-2354	77	10	learning	learning	NOUN
ajfti-2354	77	11	,	,	PUNCT
ajfti-2354	77	12	and	and	CCONJ
ajfti-2354	77	13	data	datum	NOUN
ajfti-2354	77	14	mining	mining	NOUN
ajfti-2354	77	15	,	,	PUNCT
ajfti-2354	77	16	supports	support	VERB
ajfti-2354	77	17	these	these	DET
ajfti-2354	77	18	analyses	analysis	NOUN
ajfti-2354	77	19	(	(	PUNCT
ajfti-2354	77	20	overby	overby	NOUN
ajfti-2354	77	21	,	,	PUNCT
ajfti-2354	77	22	2011	2011	NUM
ajfti-2354	77	23	;	;	PUNCT
ajfti-2354	77	24	mcmillan	mcmillan	NOUN
ajfti-2354	77	25	,	,	PUNCT
ajfti-2354	77	26	2002	2002	NUM
ajfti-2354	77	27	;	;	PUNCT
ajfti-2354	77	28	kastenholz	kastenholz	PROPN
ajfti-2354	77	29	,	,	PUNCT
ajfti-2354	77	30	2019	2019	NUM
ajfti-2354	77	31	)	)	PUNCT
ajfti-2354	77	32	.	.	PUNCT
ajfti-2354	78	1	decision	decision	NOUN
ajfti-2354	78	2	trees	tree	NOUN
ajfti-2354	78	3	(	(	PUNCT
ajfti-2354	78	4	e.g.	e.g.	ADV
ajfti-2354	78	5	,	,	PUNCT
ajfti-2354	78	6	cart	cart	NOUN
ajfti-2354	78	7	,	,	PUNCT
ajfti-2354	78	8	c4.5	c4.5	PROPN
ajfti-2354	78	9	)	)	PUNCT
ajfti-2354	78	10	merge	merge	VERB
ajfti-2354	78	11	fundamental	fundamental	ADJ
ajfti-2354	78	12	analysis	analysis	NOUN
ajfti-2354	78	13	with	with	ADP
ajfti-2354	78	14	decision	decision	NOUN
ajfti-2354	78	15	-	-	PUNCT
ajfti-2354	78	16	making	making	NOUN
ajfti-2354	78	17	,	,	PUNCT
ajfti-2354	78	18	offering	offer	VERB
ajfti-2354	78	19	actionable	actionable	ADJ
ajfti-2354	78	20	rules	rule	NOUN
ajfti-2354	78	21	for	for	ADP
ajfti-2354	78	22	stock	stock	NOUN
ajfti-2354	78	23	actions	action	NOUN
ajfti-2354	78	24	(	(	PUNCT
ajfti-2354	78	25	rokach	rokach	NOUN
ajfti-2354	78	26	,	,	PUNCT
ajfti-2354	78	27	2014	2014	NUM
ajfti-2354	78	28	;	;	PUNCT
ajfti-2354	78	29	larose	larose	PROPN
ajfti-2354	78	30	&	&	CCONJ
ajfti-2354	78	31	larose	larose	PROPN
ajfti-2354	78	32	,	,	PUNCT
ajfti-2354	78	33	2014	2014	NUM
ajfti-2354	78	34	)	)	PUNCT
ajfti-2354	78	35	.	.	PUNCT
ajfti-2354	79	1	these	these	DET
ajfti-2354	79	2	methods	method	NOUN
ajfti-2354	79	3	complement	complement	VERB
ajfti-2354	79	4	each	each	DET
ajfti-2354	79	5	other	other	ADJ
ajfti-2354	79	6	,	,	PUNCT
ajfti-2354	79	7	enhancing	enhance	VERB
ajfti-2354	79	8	market	market	NOUN
ajfti-2354	79	9	understanding	understanding	NOUN
ajfti-2354	79	10	and	and	CCONJ
ajfti-2354	79	11	trading	trading	NOUN
ajfti-2354	79	12	strategies	strategy	NOUN
ajfti-2354	79	13	(	(	PUNCT
ajfti-2354	79	14	box	box	PROPN
ajfti-2354	79	15	et	et	PROPN
ajfti-2354	79	16	al	al	PROPN
ajfti-2354	79	17	.	.	PROPN
ajfti-2354	79	18	,	,	PUNCT
ajfti-2354	79	19	2011	2011	NUM
ajfti-2354	79	20	;	;	PUNCT
ajfti-2354	79	21	tsay	tsay	PROPN
ajfti-2354	79	22	,	,	PUNCT
ajfti-2354	79	23	2005	2005	NUM
ajfti-2354	79	24	;	;	PUNCT
ajfti-2354	79	25	tsay	tsay	PROPN
ajfti-2354	79	26	,	,	PUNCT
ajfti-2354	79	27	2013	2013	NUM
ajfti-2354	79	28	)	)	PUNCT
ajfti-2354	79	29	.	.	PUNCT
ajfti-2354	80	1	furthermore	furthermore	ADV
ajfti-2354	80	2	,	,	PUNCT
ajfti-2354	80	3	the	the	DET
ajfti-2354	80	4	evolution	evolution	NOUN
ajfti-2354	80	5	of	of	ADP
ajfti-2354	80	6	algorithmic	algorithmic	ADJ
ajfti-2354	80	7	trading	trading	NOUN
ajfti-2354	80	8	is	be	AUX
ajfti-2354	80	9	significantly	significantly	ADV
ajfti-2354	80	10	influenced	influence	VERB
ajfti-2354	80	11	by	by	ADP
ajfti-2354	80	12	advancements	advancement	NOUN
ajfti-2354	80	13	in	in	ADP
ajfti-2354	80	14	neural	neural	ADJ
ajfti-2354	80	15	networks	network	NOUN
ajfti-2354	80	16	,	,	PUNCT
ajfti-2354	80	17	particularly	particularly	ADV
ajfti-2354	80	18	long	long	ADJ
ajfti-2354	80	19	short	short	ADJ
ajfti-2354	80	20	-	-	PUNCT
ajfti-2354	80	21	term	term	NOUN
ajfti-2354	80	22	memory	memory	NOUN
ajfti-2354	80	23	(	(	PUNCT
ajfti-2354	80	24	lstm	lstm	NOUN
ajfti-2354	80	25	)	)	PUNCT
ajfti-2354	80	26	networks	network	NOUN
ajfti-2354	80	27	introduced	introduce	VERB
ajfti-2354	80	28	by	by	ADP
ajfti-2354	80	29	hochreiter	hochreiter	PROPN
ajfti-2354	80	30	and	and	CCONJ
ajfti-2354	80	31	schmidhuber	schmidhuber	PROPN
ajfti-2354	80	32	(	(	PUNCT
ajfti-2354	80	33	hochreiter	hochreiter	PROPN
ajfti-2354	80	34	&	&	CCONJ
ajfti-2354	80	35	schmidhuber	schmidhuber	PROPN
ajfti-2354	80	36	,	,	PUNCT
ajfti-2354	80	37	1997	1997	NUM
ajfti-2354	80	38	)	)	PUNCT
ajfti-2354	80	39	.	.	PUNCT
ajfti-2354	81	1	lstm	lstm	PROPN
ajfti-2354	81	2	,	,	PUNCT
ajfti-2354	81	3	a	a	DET
ajfti-2354	81	4	form	form	NOUN
ajfti-2354	81	5	of	of	ADP
ajfti-2354	81	6	recurrent	recurrent	ADJ
ajfti-2354	81	7	neural	neural	ADJ
ajfti-2354	81	8	network	network	NOUN
ajfti-2354	81	9	(	(	PUNCT
ajfti-2354	81	10	rnn	rnn	PROPN
ajfti-2354	81	11	)	)	PUNCT
ajfti-2354	81	12	,	,	PUNCT
ajfti-2354	81	13	features	feature	VERB
ajfti-2354	81	14	context	context	NOUN
ajfti-2354	81	15	neurons	neuron	NOUN
ajfti-2354	81	16	representing	represent	VERB
ajfti-2354	81	17	short	short	ADJ
ajfti-2354	81	18	-	-	PUNCT
ajfti-2354	81	19	term	term	NOUN
ajfti-2354	81	20	memory	memory	NOUN
ajfti-2354	81	21	dynamically	dynamically	ADV
ajfti-2354	81	22	updating	update	VERB
ajfti-2354	81	23	during	during	ADP
ajfti-2354	81	24	a	a	DET
ajfti-2354	81	25	time	time	NOUN
ajfti-2354	81	26	sequence	sequence	NOUN
ajfti-2354	81	27	.	.	PUNCT
ajfti-2354	82	1	differing	differ	VERB
ajfti-2354	82	2	from	from	ADP
ajfti-2354	82	3	feedforward	feedforward	ADJ
ajfti-2354	82	4	neural	neural	ADJ
ajfti-2354	82	5	networks	network	NOUN
ajfti-2354	82	6	,	,	PUNCT
ajfti-2354	82	7	rnns	rnn	NOUN
ajfti-2354	82	8	transmit	transmit	VERB
ajfti-2354	82	9	output	output	NOUN
ajfti-2354	82	10	from	from	ADP
ajfti-2354	82	11	context	context	NOUN
ajfti-2354	82	12	nodes	node	NOUN
ajfti-2354	82	13	back	back	ADV
ajfti-2354	82	14	to	to	ADP
ajfti-2354	82	15	hidden	hidden	ADJ
ajfti-2354	82	16	layers	layer	NOUN
ajfti-2354	82	17	,	,	PUNCT
ajfti-2354	82	18	involving	involve	VERB
ajfti-2354	82	19	input	input	NOUN
ajfti-2354	82	20	and	and	CCONJ
ajfti-2354	82	21	forget	forget	VERB
ajfti-2354	82	22	gates	gate	NOUN
ajfti-2354	82	23	,	,	PUNCT
ajfti-2354	82	24	and	and	CCONJ
ajfti-2354	82	25	output	output	NOUN
ajfti-2354	82	26	gate	gate	NOUN
ajfti-2354	82	27	mechanisms	mechanism	NOUN
ajfti-2354	82	28	.	.	PUNCT
ajfti-2354	83	1	weight	weight	NOUN
ajfti-2354	83	2	optimization	optimization	NOUN
ajfti-2354	83	3	in	in	ADP
ajfti-2354	83	4	lstm	lstm	NOUN
ajfti-2354	83	5	employs	employ	VERB
ajfti-2354	83	6	backward	backward	ADJ
ajfti-2354	83	7	training	training	NOUN
ajfti-2354	83	8	methods	method	NOUN
ajfti-2354	83	9	like	like	ADP
ajfti-2354	83	10	back	back	NOUN
ajfti-2354	83	11	-	-	PUNCT
ajfti-2354	83	12	propagation	propagation	NOUN
ajfti-2354	83	13	,	,	PUNCT
ajfti-2354	83	14	resilient	resilient	ADJ
ajfti-2354	83	15	-	-	PUNCT
ajfti-2354	83	16	propagation	propagation	NOUN
ajfti-2354	83	17	,	,	PUNCT
ajfti-2354	83	18	and	and	CCONJ
ajfti-2354	83	19	genetic	genetic	ADJ
ajfti-2354	83	20	algorithms	algorithm	NOUN
ajfti-2354	83	21	.	.	PUNCT
ajfti-2354	84	1	reinforcement	reinforcement	NOUN
ajfti-2354	84	2	learning	learning	NOUN
ajfti-2354	84	3	,	,	PUNCT
ajfti-2354	84	4	another	another	DET
ajfti-2354	84	5	ai	ai	PROPN
ajfti-2354	84	6	branch	branch	NOUN
ajfti-2354	84	7	,	,	PUNCT
ajfti-2354	84	8	aims	aim	VERB
ajfti-2354	84	9	to	to	PART
ajfti-2354	84	10	maximize	maximize	VERB
ajfti-2354	84	11	reward	reward	NOUN
ajfti-2354	84	12	through	through	ADP
ajfti-2354	84	13	iterative	iterative	ADJ
ajfti-2354	84	14	actions	action	NOUN
ajfti-2354	84	15	based	base	VERB
ajfti-2354	84	16	on	on	ADP
ajfti-2354	84	17	observed	observed	ADJ
ajfti-2354	84	18	states	state	NOUN
ajfti-2354	84	19	,	,	PUNCT
ajfti-2354	84	20	as	as	SCONJ
ajfti-2354	84	21	described	describe	VERB
ajfti-2354	84	22	by	by	ADP
ajfti-2354	84	23	q	q	NOUN
ajfti-2354	84	24	learning	learning	NOUN
ajfti-2354	84	25	.	.	PUNCT
ajfti-2354	85	1	studies	study	NOUN
ajfti-2354	85	2	explore	explore	VERB
ajfti-2354	85	3	ai	ai	ADJ
ajfti-2354	85	4	-	-	PUNCT
ajfti-2354	85	5	driven	drive	VERB
ajfti-2354	85	6	trading	trading	NOUN
ajfti-2354	85	7	strategies	strategy	NOUN
ajfti-2354	85	8	,	,	PUNCT
ajfti-2354	85	9	from	from	ADP
ajfti-2354	85	10	pair	pair	NOUN
ajfti-2354	85	11	-	-	PUNCT
ajfti-2354	85	12	switching	switch	VERB
ajfti-2354	85	13	approaches	approach	NOUN
ajfti-2354	85	14	(	(	PUNCT
ajfti-2354	85	15	maewal	maewal	NOUN
ajfti-2354	85	16	&	&	CCONJ
ajfti-2354	85	17	bock	bock	NOUN
ajfti-2354	85	18	,	,	PUNCT
ajfti-2354	85	19	2011	2011	NUM
ajfti-2354	85	20	)	)	PUNCT
ajfti-2354	85	21	and	and	CCONJ
ajfti-2354	85	22	technical	technical	ADJ
ajfti-2354	85	23	indicator	indicator	NOUN
ajfti-2354	85	24	-	-	PUNCT
ajfti-2354	85	25	based	base	VERB
ajfti-2354	85	26	decision	decision	NOUN
ajfti-2354	85	27	support	support	NOUN
ajfti-2354	85	28	systems	system	NOUN
ajfti-2354	85	29	(	(	PUNCT
ajfti-2354	85	30	dash	dash	NOUN
ajfti-2354	85	31	&	&	CCONJ
ajfti-2354	85	32	dash	dash	NOUN
ajfti-2354	85	33	,	,	PUNCT
ajfti-2354	85	34	2016	2016	NUM
ajfti-2354	85	35	;	;	PUNCT
ajfti-2354	85	36	henrique	henrique	PROPN
ajfti-2354	85	37	et	et	PROPN
ajfti-2354	85	38	al	al	PROPN
ajfti-2354	85	39	.	.	PROPN
ajfti-2354	85	40	,	,	PUNCT
ajfti-2354	85	41	2018	2018	NUM
ajfti-2354	85	42	)	)	PUNCT
ajfti-2354	85	43	to	to	ADP
ajfti-2354	85	44	employing	employ	VERB
ajfti-2354	85	45	machine	machine	NOUN
ajfti-2354	85	46	learning	learning	NOUN
ajfti-2354	85	47	like	like	ADP
ajfti-2354	85	48	deep	deep	ADJ
ajfti-2354	85	49	learning	learn	VERB
ajfti-2354	85	50	neural	neural	ADJ
ajfti-2354	85	51	networks	network	NOUN
ajfti-2354	85	52	(	(	PUNCT
ajfti-2354	85	53	gao	gao	PROPN
ajfti-2354	85	54	&	&	CCONJ
ajfti-2354	85	55	chai	chai	NOUN
ajfti-2354	85	56	,	,	PUNCT
ajfti-2354	85	57	2018	2018	NUM
ajfti-2354	85	58	;	;	PUNCT
ajfti-2354	85	59	yu	yu	PROPN
ajfti-2354	85	60	&	&	CCONJ
ajfti-2354	85	61	yan	yan	PROPN
ajfti-2354	85	62	,	,	PUNCT
ajfti-2354	85	63	2020	2020	NUM
ajfti-2354	85	64	)	)	PUNCT
ajfti-2354	85	65	and	and	CCONJ
ajfti-2354	85	66	sentiment	sentiment	NOUN
ajfti-2354	85	67	analysis	analysis	NOUN
ajfti-2354	85	68	(	(	PUNCT
ajfti-2354	85	69	bernile	bernile	NOUN
ajfti-2354	85	70	&	&	CCONJ
ajfti-2354	85	71	lyandres	lyandre	NOUN
ajfti-2354	85	72	,	,	PUNCT
ajfti-2354	85	73	2011	2011	NUM
ajfti-2354	85	74	;	;	PUNCT
ajfti-2354	85	75	putra	putra	PROPN
ajfti-2354	85	76	&	&	CCONJ
ajfti-2354	85	77	kosala	kosala	PROPN
ajfti-2354	85	78	,	,	PUNCT
ajfti-2354	85	79	2011	2011	NUM
ajfti-2354	85	80	)	)	PUNCT
ajfti-2354	85	81	.	.	PUNCT
ajfti-2354	86	1	various	various	ADJ
ajfti-2354	86	2	pa	pa	PROPN
ajfti-2354	86	3	ge	ge	PROPN
ajfti-2354	86	4	3	3	NUM
ajfti-2354	86	5	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	86	6	am	be	AUX
ajfti-2354	86	7	.	.	PUNCT
ajfti-2354	87	1	j.	j.	PROPN
ajfti-2354	87	2	financ	financ	PROPN
ajfti-2354	87	3	.	.	PUNCT
ajfti-2354	88	1	technol	technol	PROPN
ajfti-2354	88	2	.	.	PUNCT
ajfti-2354	88	3	innov	innov	PROPN
ajfti-2354	88	4	.	.	PUNCT
ajfti-2354	89	1	2(1	2(1	NUM
ajfti-2354	89	2	)	)	PUNCT
ajfti-2354	89	3	1	1	NUM
ajfti-2354	89	4	-	-	SYM
ajfti-2354	89	5	14	14	NUM
ajfti-2354	89	6	,	,	PUNCT
ajfti-2354	89	7	2024	2024	NUM
ajfti-2354	89	8	other	other	ADJ
ajfti-2354	89	9	strategies	strategy	NOUN
ajfti-2354	89	10	underline	underline	VERB
ajfti-2354	89	11	the	the	DET
ajfti-2354	89	12	diversity	diversity	NOUN
ajfti-2354	89	13	and	and	CCONJ
ajfti-2354	89	14	complexity	complexity	NOUN
ajfti-2354	89	15	of	of	ADP
ajfti-2354	89	16	algorithmic	algorithmic	ADJ
ajfti-2354	89	17	trading	trading	NOUN
ajfti-2354	89	18	models	model	NOUN
ajfti-2354	89	19	,	,	PUNCT
ajfti-2354	89	20	ranging	range	VERB
ajfti-2354	89	21	from	from	ADP
ajfti-2354	89	22	leveraging	leverage	VERB
ajfti-2354	89	23	historical	historical	ADJ
ajfti-2354	89	24	market	market	NOUN
ajfti-2354	89	25	data	datum	NOUN
ajfti-2354	89	26	to	to	ADP
ajfti-2354	89	27	predicting	predict	VERB
ajfti-2354	89	28	stock	stock	NOUN
ajfti-2354	89	29	trends	trend	NOUN
ajfti-2354	89	30	and	and	CCONJ
ajfti-2354	89	31	exploiting	exploit	VERB
ajfti-2354	89	32	market	market	NOUN
ajfti-2354	89	33	anomalies	anomaly	NOUN
ajfti-2354	89	34	(	(	PUNCT
ajfti-2354	89	35	cohen	cohen	PROPN
ajfti-2354	89	36	et	et	PROPN
ajfti-2354	89	37	al	al	PROPN
ajfti-2354	89	38	.	.	PROPN
ajfti-2354	89	39	,	,	PUNCT
ajfti-2354	89	40	2010	2010	NUM
ajfti-2354	89	41	;	;	PUNCT
ajfti-2354	89	42	gerlein	gerlein	NOUN
ajfti-2354	89	43	et	et	PROPN
ajfti-2354	89	44	al	al	PROPN
ajfti-2354	89	45	.	.	PROPN
ajfti-2354	89	46	,	,	PUNCT
ajfti-2354	89	47	2016	2016	NUM
ajfti-2354	89	48	;	;	PUNCT
ajfti-2354	89	49	kishore	kishore	PROPN
ajfti-2354	89	50	et	et	PROPN
ajfti-2354	89	51	al	al	PROPN
ajfti-2354	89	52	.	.	PROPN
ajfti-2354	89	53	,	,	PUNCT
ajfti-2354	89	54	2008	2008	NUM
ajfti-2354	89	55	;	;	PUNCT
ajfti-2354	89	56	nair	nair	PROPN
ajfti-2354	89	57	et	et	PROPN
ajfti-2354	89	58	al	al	PROPN
ajfti-2354	89	59	.	.	PROPN
ajfti-2354	89	60	,	,	PUNCT
ajfti-2354	89	61	2010	2010	NUM
ajfti-2354	89	62	)	)	PUNCT
ajfti-2354	89	63	.	.	PUNCT
ajfti-2354	90	1	results	result	NOUN
ajfti-2354	90	2	and	and	CCONJ
ajfti-2354	90	3	discussion	discussion	NOUN
ajfti-2354	90	4	on	on	ADP
ajfti-2354	90	5	stock	stock	NOUN
ajfti-2354	90	6	options	option	NOUN
ajfti-2354	90	7	weekly	weekly	ADJ
ajfti-2354	90	8	or	or	CCONJ
ajfti-2354	90	9	based	base	VERB
ajfti-2354	90	10	on	on	ADP
ajfti-2354	90	11	options	option	NOUN
ajfti-2354	90	12	covered	cover	VERB
ajfti-2354	90	13	by	by	ADP
ajfti-2354	90	14	the	the	DET
ajfti-2354	90	15	underlying	underlie	VERB
ajfti-2354	90	16	assets	asset	NOUN
ajfti-2354	90	17	of	of	ADP
ajfti-2354	90	18	stocks	stock	NOUN
ajfti-2354	90	19	with	with	ADP
ajfti-2354	90	20	monthly	monthly	ADJ
ajfti-2354	90	21	data	datum	NOUN
ajfti-2354	90	22	.	.	PUNCT
ajfti-2354	91	1	table	table	NOUN
ajfti-2354	91	2	1	1	NUM
ajfti-2354	91	3	shows	show	VERB
ajfti-2354	91	4	the	the	DET
ajfti-2354	91	5	most	most	ADV
ajfti-2354	91	6	common	common	ADJ
ajfti-2354	91	7	domains	domain	NOUN
ajfti-2354	91	8	of	of	ADP
ajfti-2354	91	9	algorithmic	algorithmic	ADJ
ajfti-2354	91	10	strategies	strategy	NOUN
ajfti-2354	91	11	.	.	PUNCT
ajfti-2354	92	1	table	table	NOUN
ajfti-2354	92	2	1	1	NUM
ajfti-2354	92	3	:	:	PUNCT
ajfti-2354	92	4	common	common	ADJ
ajfti-2354	92	5	domains	domain	NOUN
ajfti-2354	92	6	of	of	ADP
ajfti-2354	92	7	algorithmic	algorithmic	ADJ
ajfti-2354	92	8	strategies	strategy	NOUN
ajfti-2354	92	9	underlying	underlie	VERB
ajfti-2354	92	10	asset	asset	NOUN
ajfti-2354	92	11	derivatives	derivative	NOUN
ajfti-2354	92	12	trading	trading	NOUN
ajfti-2354	92	13	frequency	frequency	NOUN
ajfti-2354	92	14	equity	equity	NOUN
ajfti-2354	92	15	forward	forward	NOUN
ajfti-2354	92	16	fractions	fraction	NOUN
ajfti-2354	92	17	of	of	ADP
ajfti-2354	92	18	second	second	ADJ
ajfti-2354	92	19	commodity	commodity	NOUN
ajfti-2354	92	20	futures	future	NOUN
ajfti-2354	92	21	seconds	second	NOUN
ajfti-2354	92	22	bonds	bond	NOUN
ajfti-2354	92	23	options	option	NOUN
ajfti-2354	92	24	minutes	minute	NOUN
ajfti-2354	92	25	foreign	foreign	ADJ
ajfti-2354	92	26	currency	currency	NOUN
ajfti-2354	92	27	swap	swap	NOUN
ajfti-2354	92	28	days	day	NOUN
ajfti-2354	92	29	reit	reit	PROPN
ajfti-2354	92	30	etf	etf	PROPN
ajfti-2354	92	31	weeks	week	NOUN
ajfti-2354	92	32	cryptocurrencies	cryptocurrencie	NOUN
ajfti-2354	92	33	mutual	mutual	ADJ
ajfti-2354	92	34	funds	fund	NOUN
ajfti-2354	92	35	months	month	NOUN
ajfti-2354	92	36	years	year	NOUN
ajfti-2354	92	37	trend	trend	NOUN
ajfti-2354	92	38	indicators	indicator	NOUN
ajfti-2354	92	39	attempt	attempt	VERB
ajfti-2354	92	40	to	to	PART
ajfti-2354	92	41	detect	detect	VERB
ajfti-2354	92	42	a	a	DET
ajfti-2354	92	43	trend	trend	NOUN
ajfti-2354	92	44	in	in	ADP
ajfti-2354	92	45	the	the	DET
ajfti-2354	92	46	prices	price	NOUN
ajfti-2354	92	47	of	of	ADP
ajfti-2354	92	48	the	the	DET
ajfti-2354	92	49	assets	asset	NOUN
ajfti-2354	92	50	.	.	PUNCT
ajfti-2354	93	1	calculating	calculate	VERB
ajfti-2354	93	2	the	the	DET
ajfti-2354	93	3	moving	move	VERB
ajfti-2354	93	4	average	average	NOUN
ajfti-2354	93	5	is	be	AUX
ajfti-2354	93	6	a	a	DET
ajfti-2354	93	7	common	common	ADJ
ajfti-2354	93	8	procedure	procedure	NOUN
ajfti-2354	93	9	to	to	PART
ajfti-2354	93	10	identify	identify	VERB
ajfti-2354	93	11	the	the	DET
ajfti-2354	93	12	up	up	ADJ
ajfti-2354	93	13	or	or	CCONJ
ajfti-2354	93	14	down	down	ADJ
ajfti-2354	93	15	trends	trend	NOUN
ajfti-2354	93	16	by	by	ADP
ajfti-2354	93	17	smoothing	smooth	VERB
ajfti-2354	93	18	the	the	DET
ajfti-2354	93	19	prices	price	NOUN
ajfti-2354	93	20	.	.	PUNCT
ajfti-2354	94	1	the	the	DET
ajfti-2354	94	2	momentum	momentum	NOUN
ajfti-2354	94	3	see	see	VERB
ajfti-2354	94	4	section	section	NOUN
ajfti-2354	94	5	6.2	6.2	NUM
ajfti-2354	94	6	indicators	indicator	NOUN
ajfti-2354	94	7	estimate	estimate	VERB
ajfti-2354	94	8	the	the	DET
ajfti-2354	94	9	speed	speed	NOUN
ajfti-2354	94	10	in	in	ADP
ajfti-2354	94	11	the	the	DET
ajfti-2354	94	12	changes	change	NOUN
ajfti-2354	94	13	of	of	ADP
ajfti-2354	94	14	prices	price	NOUN
ajfti-2354	94	15	in	in	ADP
ajfti-2354	94	16	a	a	DET
ajfti-2354	94	17	given	give	VERB
ajfti-2354	94	18	time	time	NOUN
ajfti-2354	94	19	-	-	PUNCT
ajfti-2354	94	20	space	space	NOUN
ajfti-2354	94	21	.	.	PUNCT
ajfti-2354	95	1	the	the	DET
ajfti-2354	95	2	volatility	volatility	NOUN
ajfti-2354	95	3	indicators	indicator	NOUN
ajfti-2354	95	4	focus	focus	VERB
ajfti-2354	95	5	on	on	ADP
ajfti-2354	95	6	the	the	DET
ajfti-2354	95	7	trading	trading	NOUN
ajfti-2354	95	8	activities	activity	NOUN
ajfti-2354	95	9	,	,	PUNCT
ajfti-2354	95	10	possible	possible	ADJ
ajfti-2354	95	11	range	range	NOUN
ajfti-2354	95	12	,	,	PUNCT
ajfti-2354	95	13	and	and	CCONJ
ajfti-2354	95	14	security	security	NOUN
ajfti-2354	95	15	risk	risk	NOUN
ajfti-2354	95	16	.	.	PUNCT
ajfti-2354	96	1	finally	finally	ADV
ajfti-2354	96	2	,	,	PUNCT
ajfti-2354	96	3	the	the	DET
ajfti-2354	96	4	volume	volume	NOUN
ajfti-2354	96	5	indicators	indicator	NOUN
ajfti-2354	96	6	measure	measure	VERB
ajfti-2354	96	7	the	the	DET
ajfti-2354	96	8	attraction	attraction	NOUN
ajfti-2354	96	9	of	of	ADP
ajfti-2354	96	10	financial	financial	ADJ
ajfti-2354	96	11	assets	asset	NOUN
ajfti-2354	96	12	.	.	PUNCT
ajfti-2354	97	1	table	table	NOUN
ajfti-2354	97	2	2	2	NUM
ajfti-2354	97	3	shows	show	VERB
ajfti-2354	97	4	a	a	DET
ajfti-2354	97	5	comprehensive	comprehensive	ADJ
ajfti-2354	97	6	classification	classification	NOUN
ajfti-2354	97	7	of	of	ADP
ajfti-2354	97	8	the	the	DET
ajfti-2354	97	9	technical	technical	ADJ
ajfti-2354	97	10	indicators	indicator	NOUN
ajfti-2354	97	11	.	.	PUNCT
ajfti-2354	98	1	table	table	NOUN
ajfti-2354	98	2	2	2	NUM
ajfti-2354	98	3	:	:	PUNCT
ajfti-2354	98	4	comprehensive	comprehensive	ADJ
ajfti-2354	98	5	classification	classification	NOUN
ajfti-2354	98	6	of	of	ADP
ajfti-2354	98	7	technical	technical	ADJ
ajfti-2354	98	8	indicators	indicator	NOUN
ajfti-2354	98	9	trend	trend	NOUN
ajfti-2354	98	10	indicators	indicator	NOUN
ajfti-2354	98	11	accumulative	accumulative	ADJ
ajfti-2354	98	12	swing	swing	NOUN
ajfti-2354	98	13	index	index	NOUN
ajfti-2354	98	14	(	(	PUNCT
ajfti-2354	98	15	asi	asi	NOUN
ajfti-2354	98	16	)	)	PUNCT
ajfti-2354	98	17	andrews	andrews	PROPN
ajfti-2354	98	18	pitchfork	pitchfork	PROPN
ajfti-2354	98	19	aroon	aroon	PROPN
ajfti-2354	98	20	detrended	detrende	VERB
ajfti-2354	98	21	price	price	NOUN
ajfti-2354	98	22	oscillator	oscillator	NOUN
ajfti-2354	98	23	directional	directional	ADJ
ajfti-2354	98	24	movement	movement	NOUN
ajfti-2354	98	25	double	double	ADJ
ajfti-2354	98	26	exponential	exponential	NOUN
ajfti-2354	98	27	moving	move	VERB
ajfti-2354	98	28	average	average	ADJ
ajfti-2354	98	29	dow	dow	PROPN
ajfti-2354	98	30	theeory	theeory	PROPN
ajfti-2354	98	31	elliott	elliott	PROPN
ajfti-2354	98	32	wave	wave	PROPN
ajfti-2354	98	33	theory	theory	PROPN
ajfti-2354	98	34	exponential	exponential	NOUN
ajfti-2354	98	35	moving	move	VERB
ajfti-2354	98	36	average	average	ADJ
ajfti-2354	98	37	(	(	PUNCT
ajfti-2354	98	38	ema	ema	PROPN
ajfti-2354	98	39	)	)	PUNCT
ajfti-2354	98	40	fourier	fourier	NOUN
ajfti-2354	98	41	transform	transform	VERB
ajfti-2354	98	42	gann	gann	PROPN
ajfti-2354	98	43	angles	angle	NOUN
ajfti-2354	98	44	inertia	inertia	NOUN
ajfti-2354	98	45	linear	linear	PROPN
ajfti-2354	98	46	regression	regression	NOUN
ajfti-2354	98	47	indicator	indicator	NOUN
ajfti-2354	98	48	mass	mass	PROPN
ajfti-2354	98	49	index	index	PROPN
ajfti-2354	98	50	mesa	mesa	PROPN
ajfti-2354	98	51	sine	sine	PROPN
ajfti-2354	98	52	wave	wave	PROPN
ajfti-2354	98	53	moving	move	VERB
ajfti-2354	98	54	average	average	ADJ
ajfti-2354	98	55	convergence	convergence	NOUN
ajfti-2354	98	56	divergence	divergence	NOUN
ajfti-2354	98	57	(	(	PUNCT
ajfti-2354	98	58	macd	macd	NOUN
ajfti-2354	98	59	)	)	PUNCT
ajfti-2354	98	60	parabolic	parabolic	ADJ
ajfti-2354	98	61	stop	stop	NOUN
ajfti-2354	98	62	and	and	CCONJ
ajfti-2354	98	63	reverse	reverse	VERB
ajfti-2354	98	64	(	(	PUNCT
ajfti-2354	98	65	parabolic	parabolic	PROPN
ajfti-2354	98	66	sar	sar	PROPN
ajfti-2354	98	67	)	)	PUNCT
ajfti-2354	98	68	simple	simple	ADJ
ajfti-2354	98	69	moving	move	VERB
ajfti-2354	98	70	average	average	ADJ
ajfti-2354	98	71	(	(	PUNCT
ajfti-2354	98	72	sma	sma	NOUN
ajfti-2354	98	73	)	)	PUNCT
ajfti-2354	98	74	triangular	triangular	NOUN
ajfti-2354	98	75	moving	move	VERB
ajfti-2354	98	76	average	average	ADJ
ajfti-2354	98	77	(	(	PUNCT
ajfti-2354	98	78	tma	tma	PROPN
ajfti-2354	98	79	)	)	PUNCT
ajfti-2354	98	80	variable	variable	NOUN
ajfti-2354	98	81	moving	move	VERB
ajfti-2354	98	82	average	average	ADJ
ajfti-2354	98	83	(	(	PUNCT
ajfti-2354	98	84	vma	vma	NOUN
ajfti-2354	98	85	)	)	PUNCT
ajfti-2354	98	86	weighted	weight	VERB
ajfti-2354	98	87	moving	move	VERB
ajfti-2354	98	88	average	average	ADJ
ajfti-2354	98	89	(	(	PUNCT
ajfti-2354	98	90	wma	wma	NOUN
ajfti-2354	98	91	)	)	PUNCT
ajfti-2354	98	92	price	price	NOUN
ajfti-2354	98	93	channel	channel	NOUN
ajfti-2354	98	94	qstick	qstick	NOUN
ajfti-2354	98	95	raff	raff	PROPN
ajfti-2354	98	96	regression	regression	PROPN
ajfti-2354	98	97	channel	channel	NOUN
ajfti-2354	98	98	speed	speed	NOUN
ajfti-2354	98	99	resistance	resistance	NOUN
ajfti-2354	98	100	lines	line	NOUN
ajfti-2354	98	101	swing	swing	VERB
ajfti-2354	98	102	index	index	NOUN
ajfti-2354	98	103	triple	triple	ADJ
ajfti-2354	98	104	exponential	exponential	ADJ
ajfti-2354	98	105	moving	move	VERB
ajfti-2354	98	106	average	average	ADJ
ajfti-2354	98	107	(	(	PUNCT
ajfti-2354	98	108	tema	tema	NOUN
ajfti-2354	98	109	)	)	PUNCT
ajfti-2354	98	110	trend	trend	NOUN
ajfti-2354	98	111	lines	line	NOUN
ajfti-2354	98	112	vertical	vertical	ADJ
ajfti-2354	98	113	horizontal	horizontal	ADJ
ajfti-2354	98	114	filter	filter	NOUN
ajfti-2354	98	115	(	(	PUNCT
ajfti-2354	98	116	vhf	vhf	PROPN
ajfti-2354	98	117	)	)	PUNCT
ajfti-2354	98	118	wilder	wilder	PROPN
ajfti-2354	98	119	’s	’s	PART
ajfti-2354	98	120	smoothing	smooth	VERB
ajfti-2354	98	121	momentum	momentum	NOUN
ajfti-2354	98	122	indicators	indicator	NOUN
ajfti-2354	98	123	absolute	absolute	ADJ
ajfti-2354	98	124	breadth	breadth	NOUN
ajfti-2354	98	125	index	index	NOUN
ajfti-2354	98	126	(	(	PUNCT
ajfti-2354	98	127	abi	abi	PROPN
ajfti-2354	98	128	)	)	PUNCT
ajfti-2354	98	129	accumulation/	accumulation/	NUM
ajfti-2354	98	130	distribution	distribution	NOUN
ajfti-2354	98	131	line	line	NOUN
ajfti-2354	98	132	advance	advance	NOUN
ajfti-2354	98	133	/	/	SYM
ajfti-2354	98	134	decline	decline	NOUN
ajfti-2354	98	135	ratios	ratio	NOUN
ajfti-2354	98	136	advancing	advance	VERB
ajfti-2354	98	137	declining	decline	VERB
ajfti-2354	98	138	issues	issue	NOUN
ajfti-2354	98	139	advancing	advance	VERB
ajfti-2354	98	140	,	,	PUNCT
ajfti-2354	98	141	declining	decline	VERB
ajfti-2354	98	142	,	,	PUNCT
ajfti-2354	98	143	unchanged	unchanged	ADJ
ajfti-2354	98	144	volume	volume	NOUN
ajfti-2354	98	145	bradth	bradth	NOUN
ajfti-2354	98	146	thrust	thrust	VERB
ajfti-2354	98	147	chande	chande	ADJ
ajfti-2354	98	148	momentum	momentum	NOUN
ajfti-2354	98	149	oscillator	oscillator	NOUN
ajfti-2354	98	150	commodity	commodity	PROPN
ajfti-2354	98	151	channel	channel	PROPN
ajfti-2354	98	152	index	index	NOUN
ajfti-2354	98	153	(	(	PUNCT
ajfti-2354	98	154	cci	cci	NOUN
ajfti-2354	98	155	)	)	PUNCT
ajfti-2354	98	156	commodity	commodity	NOUN
ajfti-2354	98	157	channel	channel	NOUN
ajfti-2354	98	158	index	index	NOUN
ajfti-2354	98	159	commodity	commodity	NOUN
ajfti-2354	98	160	selection	selection	NOUN
ajfti-2354	98	161	index	index	NOUN
ajfti-2354	98	162	dynamic	dynamic	ADJ
ajfti-2354	98	163	momountom	momountom	NOUN
ajfti-2354	98	164	index	index	NOUN
ajfti-2354	98	165	ease	ease	NOUN
ajfti-2354	98	166	of	of	ADP
ajfti-2354	98	167	movement	movement	NOUN
ajfti-2354	98	168	forecast	forecast	PROPN
ajfti-2354	98	169	oscillator	oscillator	PROPN
ajfti-2354	98	170	(	(	PUNCT
ajfti-2354	98	171	fo	fo	NOUN
ajfti-2354	98	172	)	)	PUNCT
ajfti-2354	98	173	intaday	intaday	NOUN
ajfti-2354	98	174	momountom	momountom	PROPN
ajfti-2354	98	175	index	index	PROPN
ajfti-2354	98	176	mcclellan	mcclellan	PROPN
ajfti-2354	98	177	oscillator	oscillator	PROPN
ajfti-2354	98	178	mcclellan	mcclellan	PROPN
ajfti-2354	98	179	summation	summation	PROPN
ajfti-2354	98	180	index	index	NOUN
ajfti-2354	98	181	member	member	NOUN
ajfti-2354	98	182	short	short	ADJ
ajfti-2354	98	183	ratio	ratio	NOUN
ajfti-2354	98	184	momentum	momentum	NOUN
ajfti-2354	98	185	money	money	NOUN
ajfti-2354	98	186	flow	flow	NOUN
ajfti-2354	98	187	index	index	NOUN
ajfti-2354	98	188	new	new	ADJ
ajfti-2354	98	189	highs	high	NOUN
ajfti-2354	98	190	-	-	PUNCT
ajfti-2354	98	191	lows	low	NOUN
ajfti-2354	98	192	cumulative	cumulative	ADJ
ajfti-2354	98	193	new	new	ADJ
ajfti-2354	98	194	highs	high	NOUN
ajfti-2354	98	195	-	-	PUNCT
ajfti-2354	98	196	lows	low	NOUN
ajfti-2354	98	197	ratio	ratio	NOUN
ajfti-2354	98	198	price	price	NOUN
ajfti-2354	98	199	oscillator	oscillator	NOUN
ajfti-2354	98	200	price	price	NOUN
ajfti-2354	98	201	-	-	PUNCT
ajfti-2354	98	202	rate	rate	NOUN
ajfti-2354	98	203	-	-	PUNCT
ajfti-2354	98	204	ofchange	ofchange	NOUN
ajfti-2354	98	205	(	(	PUNCT
ajfti-2354	98	206	roc	roc	PROPN
ajfti-2354	98	207	)	)	PUNCT
ajfti-2354	98	208	projection	projection	NOUN
ajfti-2354	98	209	oscillator	oscillator	NOUN
ajfti-2354	98	210	pa	pa	PROPN
ajfti-2354	98	211	ge	ge	PROPN
ajfti-2354	98	212	4	4	NUM
ajfti-2354	98	213	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	98	214	am	be	AUX
ajfti-2354	98	215	.	.	PUNCT
ajfti-2354	99	1	j.	j.	PROPN
ajfti-2354	99	2	financ	financ	PROPN
ajfti-2354	99	3	.	.	PUNCT
ajfti-2354	100	1	technol	technol	PROPN
ajfti-2354	100	2	.	.	PUNCT
ajfti-2354	100	3	innov	innov	PROPN
ajfti-2354	100	4	.	.	PUNCT
ajfti-2354	101	1	2(1	2(1	NUM
ajfti-2354	101	2	)	)	PUNCT
ajfti-2354	102	1	1	1	NUM
ajfti-2354	102	2	-	-	SYM
ajfti-2354	102	3	14	14	NUM
ajfti-2354	102	4	,	,	PUNCT
ajfti-2354	102	5	2024	2024	NUM
ajfti-2354	102	6	relative	relative	ADJ
ajfti-2354	102	7	momountom	momountom	NOUN
ajfti-2354	102	8	index	index	NOUN
ajfti-2354	102	9	relative	relative	ADJ
ajfti-2354	102	10	strength	strength	NOUN
ajfti-2354	102	11	index	index	NOUN
ajfti-2354	102	12	(	(	PUNCT
ajfti-2354	102	13	rsi	rsi	NOUN
ajfti-2354	102	14	)	)	PUNCT
ajfti-2354	102	15	stochastic	stochastic	ADJ
ajfti-2354	102	16	momentum	momentum	NOUN
ajfti-2354	102	17	index	index	NOUN
ajfti-2354	102	18	stochastic	stochastic	NOUN
ajfti-2354	102	19	oscillator	oscillator	NOUN
ajfti-2354	102	20	(	(	PUNCT
ajfti-2354	102	21	so	so	ADV
ajfti-2354	102	22	)	)	PUNCT
ajfti-2354	102	23	trix	trix	PROPN
ajfti-2354	102	24	williams	williams	PROPN
ajfti-2354	102	25	accumulation	accumulation	NOUN
ajfti-2354	102	26	/	/	SYM
ajfti-2354	102	27	distribution	distribution	NOUN
ajfti-2354	102	28	williams	williams	NOUN
ajfti-2354	102	29	%	%	NOUN
ajfti-2354	102	30	r	r	NOUN
ajfti-2354	102	31	volatility	volatility	NOUN
ajfti-2354	102	32	indicators	indicator	NOUN
ajfti-2354	102	33	average	average	VERB
ajfti-2354	102	34	true	true	ADJ
ajfti-2354	102	35	range	range	NOUN
ajfti-2354	102	36	bollinger	bollinger	NOUN
ajfti-2354	102	37	bands	band	NOUN
ajfti-2354	102	38	envelopes	envelope	NOUN
ajfti-2354	102	39	(	(	PUNCT
ajfti-2354	102	40	trading	trading	NOUN
ajfti-2354	102	41	bands	band	NOUN
ajfti-2354	102	42	)	)	PUNCT
ajfti-2354	102	43	fibonacci	fibonacci	PROPN
ajfti-2354	102	44	standard	standard	ADJ
ajfti-2354	102	45	deviation	deviation	NOUN
ajfti-2354	102	46	trin	trin	PROPN
ajfti-2354	102	47	arms	arm	NOUN
ajfti-2354	102	48	index	index	NOUN
ajfti-2354	102	49	open-10	open-10	PROPN
ajfti-2354	102	50	trin	trin	PROPN
ajfti-2354	102	51	relative	relative	ADJ
ajfti-2354	102	52	volatility	volatility	NOUN
ajfti-2354	102	53	index	index	NOUN
ajfti-2354	102	54	standard	standard	ADJ
ajfti-2354	102	55	deviation	deviation	NOUN
ajfti-2354	102	56	standard	standard	ADJ
ajfti-2354	102	57	deviation	deviation	NOUN
ajfti-2354	102	58	channel	channel	NOUN
ajfti-2354	102	59	standard	standard	NOUN
ajfti-2354	102	60	error	error	NOUN
ajfti-2354	102	61	bands	band	NOUN
ajfti-2354	102	62	standard	standard	ADJ
ajfti-2354	102	63	error	error	NOUN
ajfti-2354	102	64	channel	channel	NOUN
ajfti-2354	102	65	ultimate	ultimate	ADJ
ajfti-2354	102	66	oscillator	oscillator	NOUN
ajfti-2354	102	67	volatility	volatility	NOUN
ajfti-2354	102	68	chaikin	chaikin	NOUN
ajfti-2354	102	69	’s	’s	PART
ajfti-2354	102	70	volume	volume	NOUN
ajfti-2354	102	71	indicators	indicator	NOUN
ajfti-2354	102	72	market	market	NOUN
ajfti-2354	102	73	facilitation	facilitation	NOUN
ajfti-2354	102	74	index	index	NOUN
ajfti-2354	102	75	negative	negative	ADJ
ajfti-2354	102	76	volume	volume	NOUN
ajfti-2354	102	77	index	index	NOUN
ajfti-2354	102	78	on	on	ADP
ajfti-2354	102	79	balance	balance	NOUN
ajfti-2354	102	80	volume	volume	NOUN
ajfti-2354	102	81	positive	positive	ADJ
ajfti-2354	102	82	volume	volume	NOUN
ajfti-2354	102	83	index	index	NOUN
ajfti-2354	102	84	price	price	NOUN
ajfti-2354	102	85	and	and	CCONJ
ajfti-2354	102	86	volume	volume	NOUN
ajfti-2354	102	87	trend	trend	NOUN
ajfti-2354	102	88	stix	stix	PROPN
ajfti-2354	102	89	trade	trade	PROPN
ajfti-2354	102	90	volume	volume	NOUN
ajfti-2354	102	91	index	index	NOUN
ajfti-2354	102	92	upside	upside	ADJ
ajfti-2354	102	93	/	/	SYM
ajfti-2354	102	94	downside	downside	ADJ
ajfti-2354	102	95	ratio	ratio	NOUN
ajfti-2354	102	96	upside	upside	ADJ
ajfti-2354	102	97	/	/	SYM
ajfti-2354	102	98	downside	downside	ADJ
ajfti-2354	102	99	volume	volume	NOUN
ajfti-2354	102	100	volume	volume	NOUN
ajfti-2354	102	101	volume	volume	NOUN
ajfti-2354	102	102	oscillator	oscillator	NOUN
ajfti-2354	102	103	(	(	PUNCT
ajfti-2354	102	104	vo	vo	NOUN
ajfti-2354	102	105	)	)	PUNCT
ajfti-2354	102	106	volume	volume	NOUN
ajfti-2354	102	107	rate	rate	NOUN
ajfti-2354	102	108	of	of	ADP
ajfti-2354	102	109	change	change	NOUN
ajfti-2354	102	110	volume	volume	NOUN
ajfti-2354	102	111	adjusted	adjust	VERB
ajfti-2354	102	112	moving	move	VERB
ajfti-2354	102	113	average	average	ADJ
ajfti-2354	102	114	(	(	PUNCT
ajfti-2354	102	115	vama	vama	NOUN
ajfti-2354	102	116	)	)	PUNCT
ajfti-2354	102	117	other	other	ADJ
ajfti-2354	102	118	japanese	japanese	ADJ
ajfti-2354	102	119	candlestick	candlestick	PROPN
ajfti-2354	102	120	kagi	kagi	PROPN
ajfti-2354	102	121	large	large	ADJ
ajfti-2354	102	122	block	block	NOUN
ajfti-2354	102	123	ratio	ratio	NOUN
ajfti-2354	102	124	odd	odd	ADJ
ajfti-2354	102	125	lot	lot	NOUN
ajfti-2354	102	126	balance	balance	NOUN
ajfti-2354	102	127	index	index	NOUN
ajfti-2354	102	128	odd	odd	ADJ
ajfti-2354	102	129	lot	lot	NOUN
ajfti-2354	102	130	short	short	ADJ
ajfti-2354	102	131	ratio	ratio	NOUN
ajfti-2354	102	132	odd	odd	ADJ
ajfti-2354	102	133	proability	proability	NOUN
ajfti-2354	102	134	cones	cone	VERB
ajfti-2354	102	135	overbought/	overbought/	NUM
ajfti-2354	102	136	oversold	oversold	ADJ
ajfti-2354	102	137	public	public	ADJ
ajfti-2354	102	138	short	short	ADJ
ajfti-2354	102	139	ratio	ratio	NOUN
ajfti-2354	102	140	put	put	VERB
ajfti-2354	102	141	/	/	SYM
ajfti-2354	102	142	call	call	NOUN
ajfti-2354	102	143	ratio	ratio	NOUN
ajfti-2354	102	144	random	random	ADJ
ajfti-2354	102	145	walk	walk	NOUN
ajfti-2354	102	146	index	index	NOUN
ajfti-2354	102	147	renko	renko	NOUN
ajfti-2354	102	148	spreads	spread	VERB
ajfti-2354	102	149	three	three	NUM
ajfti-2354	102	150	line	line	NOUN
ajfti-2354	102	151	break	break	NOUN
ajfti-2354	102	152	time	time	NOUN
ajfti-2354	102	153	series	series	PROPN
ajfti-2354	102	154	forecast	forecast	PROPN
ajfti-2354	102	155	tirone	tirone	NOUN
ajfti-2354	102	156	levels	level	NOUN
ajfti-2354	102	157	total	total	VERB
ajfti-2354	102	158	short	short	ADJ
ajfti-2354	102	159	ratio	ratio	NOUN
ajfti-2354	102	160	typical	typical	ADJ
ajfti-2354	102	161	price	price	NOUN
ajfti-2354	102	162	weighted	weight	VERB
ajfti-2354	102	163	close	close	ADJ
ajfti-2354	102	164	zig	zig	PROPN
ajfti-2354	102	165	zag	zag	NOUN
ajfti-2354	102	166	a	a	DET
ajfti-2354	102	167	single	single	ADJ
ajfti-2354	102	168	firm	firm	NOUN
ajfti-2354	102	169	’s	’s	PART
ajfti-2354	102	170	outputs	output	NOUN
ajfti-2354	102	171	should	should	AUX
ajfti-2354	102	172	be	be	AUX
ajfti-2354	102	173	compared	compare	VERB
ajfti-2354	102	174	to	to	ADP
ajfti-2354	102	175	other	other	ADJ
ajfti-2354	102	176	issues	issue	NOUN
ajfti-2354	102	177	of	of	ADP
ajfti-2354	102	178	a	a	DET
ajfti-2354	102	179	similar	similar	ADJ
ajfti-2354	102	180	type	type	NOUN
ajfti-2354	102	181	,	,	PUNCT
ajfti-2354	102	182	such	such	ADJ
ajfti-2354	102	183	as	as	ADP
ajfti-2354	102	184	the	the	DET
ajfti-2354	102	185	average	average	NOUN
ajfti-2354	102	186	of	of	ADP
ajfti-2354	102	187	firms	firm	NOUN
ajfti-2354	102	188	in	in	ADP
ajfti-2354	102	189	the	the	DET
ajfti-2354	102	190	same	same	ADJ
ajfti-2354	102	191	sector	sector	NOUN
ajfti-2354	102	192	or	or	CCONJ
ajfti-2354	102	193	the	the	DET
ajfti-2354	102	194	average	average	NOUN
ajfti-2354	102	195	of	of	ADP
ajfti-2354	102	196	leading	lead	VERB
ajfti-2354	102	197	firms	firm	NOUN
ajfti-2354	102	198	in	in	ADP
ajfti-2354	102	199	a	a	DET
ajfti-2354	102	200	similar	similar	ADJ
ajfti-2354	102	201	business	business	NOUN
ajfti-2354	102	202	.	.	PUNCT
ajfti-2354	103	1	furthermore	furthermore	ADV
ajfti-2354	103	2	,	,	PUNCT
ajfti-2354	103	3	the	the	DET
ajfti-2354	103	4	analyst	analyst	NOUN
ajfti-2354	103	5	should	should	AUX
ajfti-2354	103	6	not	not	PART
ajfti-2354	103	7	look	look	VERB
ajfti-2354	103	8	to	to	ADP
ajfti-2354	103	9	a	a	DET
ajfti-2354	103	10	single	single	ADJ
ajfti-2354	103	11	period	period	NOUN
ajfti-2354	103	12	to	to	PART
ajfti-2354	103	13	assess	assess	VERB
ajfti-2354	103	14	the	the	DET
ajfti-2354	103	15	firm	firm	NOUN
ajfti-2354	103	16	’s	’s	PART
ajfti-2354	103	17	quality	quality	NOUN
ajfti-2354	103	18	but	but	CCONJ
ajfti-2354	103	19	instead	instead	ADV
ajfti-2354	103	20	see	see	VERB
ajfti-2354	103	21	the	the	DET
ajfti-2354	103	22	ratios	ratio	NOUN
ajfti-2354	103	23	trending	trend	VERB
ajfti-2354	103	24	over	over	ADP
ajfti-2354	103	25	multiple	multiple	ADJ
ajfti-2354	103	26	periods	period	NOUN
ajfti-2354	103	27	.	.	PUNCT
ajfti-2354	104	1	for	for	ADP
ajfti-2354	104	2	example	example	NOUN
ajfti-2354	104	3	,	,	PUNCT
ajfti-2354	104	4	figure	figure	NOUN
ajfti-2354	104	5	5	5	NUM
ajfti-2354	104	6	shows	show	VERB
ajfti-2354	104	7	the	the	DET
ajfti-2354	104	8	return	return	NOUN
ajfti-2354	104	9	on	on	ADP
ajfti-2354	104	10	equity	equity	NOUN
ajfti-2354	104	11	of	of	ADP
ajfti-2354	104	12	aapl	aapl	PROPN
ajfti-2354	104	13	and	and	CCONJ
ajfti-2354	104	14	msft	msft	NOUN
ajfti-2354	104	15	from	from	ADP
ajfti-2354	104	16	2005	2005	NUM
ajfti-2354	104	17	to	to	ADP
ajfti-2354	104	18	2020	2020	NUM
ajfti-2354	104	19	.	.	PUNCT
ajfti-2354	105	1	as	as	SCONJ
ajfti-2354	105	2	we	we	PRON
ajfti-2354	105	3	can	can	AUX
ajfti-2354	105	4	see	see	VERB
ajfti-2354	105	5	from	from	ADP
ajfti-2354	105	6	the	the	DET
ajfti-2354	105	7	figure	figure	NOUN
ajfti-2354	105	8	,	,	PUNCT
ajfti-2354	105	9	both	both	DET
ajfti-2354	105	10	companies	company	NOUN
ajfti-2354	105	11	were	be	AUX
ajfti-2354	105	12	exposed	expose	VERB
ajfti-2354	105	13	to	to	ADP
ajfti-2354	105	14	a	a	DET
ajfti-2354	105	15	drop	drop	NOUN
ajfti-2354	105	16	in	in	ADP
ajfti-2354	105	17	the	the	DET
ajfti-2354	105	18	roe	roe	NOUN
ajfti-2354	105	19	between	between	ADP
ajfti-2354	105	20	2010	2010	NUM
ajfti-2354	105	21	and	and	CCONJ
ajfti-2354	105	22	2013	2013	NUM
ajfti-2354	105	23	.	.	PUNCT
ajfti-2354	106	1	however	however	ADV
ajfti-2354	106	2	,	,	PUNCT
ajfti-2354	106	3	starting	start	VERB
ajfti-2354	106	4	in	in	ADP
ajfti-2354	106	5	2017	2017	NUM
ajfti-2354	106	6	,	,	PUNCT
ajfti-2354	106	7	we	we	PRON
ajfti-2354	106	8	can	can	AUX
ajfti-2354	106	9	see	see	VERB
ajfti-2354	106	10	the	the	DET
ajfti-2354	106	11	roe	roe	NOUN
ajfti-2354	106	12	trending	trend	VERB
ajfti-2354	106	13	upward	upward	ADV
ajfti-2354	106	14	.	.	PUNCT
ajfti-2354	107	1	table	table	NOUN
ajfti-2354	107	2	3	3	NUM
ajfti-2354	107	3	:	:	PUNCT
ajfti-2354	108	1	financial	financial	ADJ
ajfti-2354	108	2	ratios	ratio	NOUN
ajfti-2354	108	3	liquidity	liquidity	NOUN
ajfti-2354	108	4	ratios	ratio	NOUN
ajfti-2354	108	5	current	current	ADJ
ajfti-2354	108	6	higher	high	ADJ
ajfti-2354	108	7	values	value	NOUN
ajfti-2354	108	8	are	be	AUX
ajfti-2354	108	9	preferred	preferred	ADJ
ajfti-2354	108	10	current	current	ADJ
ajfti-2354	108	11	assets	asset	NOUN
ajfti-2354	108	12	/	/	SYM
ajfti-2354	108	13	current	current	ADJ
ajfti-2354	108	14	liabilities	liability	NOUN
ajfti-2354	108	15	quick	quick	VERB
ajfti-2354	108	16	higher	high	ADJ
ajfti-2354	108	17	values	value	NOUN
ajfti-2354	108	18	are	be	AUX
ajfti-2354	108	19	preferred	prefer	VERB
ajfti-2354	108	20	current	current	ADJ
ajfti-2354	108	21	assets−inventories	assets−inventorie	NOUN
ajfti-2354	108	22	/	/	SYM
ajfti-2354	108	23	current	current	ADJ
ajfti-2354	108	24	liabilities	liability	NOUN
ajfti-2354	108	25	inventory	inventory	NOUN
ajfti-2354	108	26	turnover	turnover	NOUN
ajfti-2354	108	27	higher	high	ADJ
ajfti-2354	108	28	values	value	NOUN
ajfti-2354	108	29	are	be	AUX
ajfti-2354	108	30	preferred	preferred	ADJ
ajfti-2354	108	31	sales	sale	NOUN
ajfti-2354	108	32	/	/	SYM
ajfti-2354	108	33	inventories	inventory	NOUN
ajfti-2354	108	34	dso	dso	VERB
ajfti-2354	108	35	lower	low	ADJ
ajfti-2354	108	36	values	value	NOUN
ajfti-2354	108	37	are	be	AUX
ajfti-2354	108	38	preferred	preferred	ADJ
ajfti-2354	108	39	receivable	receivable	ADJ
ajfti-2354	108	40	/	/	SYM
ajfti-2354	108	41	daily	daily	ADJ
ajfti-2354	108	42	sales	sale	NOUN
ajfti-2354	108	43	fixed	fix	VERB
ajfti-2354	108	44	assets	asset	NOUN
ajfti-2354	108	45	turnover	turnover	NOUN
ajfti-2354	108	46	higher	high	ADJ
ajfti-2354	108	47	values	value	NOUN
ajfti-2354	108	48	are	be	AUX
ajfti-2354	108	49	preferred	preferred	ADJ
ajfti-2354	108	50	sales	sale	NOUN
ajfti-2354	108	51	/	/	SYM
ajfti-2354	108	52	net	net	ADJ
ajfti-2354	108	53	fixed	fix	VERB
ajfti-2354	108	54	assets	asset	NOUN
ajfti-2354	108	55	total	total	ADJ
ajfti-2354	108	56	assets	asset	NOUN
ajfti-2354	108	57	turnover	turnover	NOUN
ajfti-2354	108	58	higher	high	ADJ
ajfti-2354	108	59	values	value	NOUN
ajfti-2354	108	60	are	be	AUX
ajfti-2354	108	61	preferred	preferred	ADJ
ajfti-2354	108	62	sales	sale	NOUN
ajfti-2354	108	63	/	/	SYM
ajfti-2354	108	64	total	total	ADJ
ajfti-2354	108	65	assets	asset	NOUN
ajfti-2354	108	66	debt	debt	NOUN
ajfti-2354	108	67	management	management	NOUN
ajfti-2354	108	68	ratios	ratio	NOUN
ajfti-2354	108	69	debt	debt	NOUN
ajfti-2354	108	70	ratio	ratio	NOUN
ajfti-2354	108	71	lower	low	ADJ
ajfti-2354	108	72	values	value	NOUN
ajfti-2354	108	73	are	be	AUX
ajfti-2354	108	74	preferred	preferred	ADJ
ajfti-2354	108	75	total	total	ADJ
ajfti-2354	108	76	liabilities	liability	NOUN
ajfti-2354	108	77	/	/	SYM
ajfti-2354	108	78	total	total	ADJ
ajfti-2354	108	79	assets	asset	NOUN
ajfti-2354	108	80	tie	tie	VERB
ajfti-2354	108	81	lower	low	ADJ
ajfti-2354	108	82	values	value	NOUN
ajfti-2354	108	83	are	be	AUX
ajfti-2354	108	84	preferred	preferred	ADJ
ajfti-2354	108	85	ebit	ebit	NOUN
ajfti-2354	108	86	/	/	SYM
ajfti-2354	108	87	interest	interest	NOUN
ajfti-2354	108	88	charges	charge	NOUN
ajfti-2354	108	89	ebitda	ebitda	VERB
ajfti-2354	108	90	coverage	coverage	NOUN
ajfti-2354	108	91	lower	low	ADJ
ajfti-2354	108	92	values	value	NOUN
ajfti-2354	108	93	are	be	AUX
ajfti-2354	108	94	preferred	prefer	VERB
ajfti-2354	108	95	ebitda+lp	ebitda+lp	NUM
ajfti-2354	108	96	/	/	SYM
ajfti-2354	108	97	interest+pp	interest+pp	ADJ
ajfti-2354	109	1	+	+	ADP
ajfti-2354	109	2	lp	lp	ADJ
ajfti-2354	109	3	profitability	profitability	NOUN
ajfti-2354	109	4	ratios	ratio	NOUN
ajfti-2354	109	5	profit	profit	NOUN
ajfti-2354	109	6	margin	margin	NOUN
ajfti-2354	109	7	on	on	ADP
ajfti-2354	109	8	sales	sale	NOUN
ajfti-2354	109	9	higher	high	ADJ
ajfti-2354	109	10	values	value	NOUN
ajfti-2354	109	11	are	be	AUX
ajfti-2354	109	12	proffered	proffer	VERB
ajfti-2354	109	13	nis	nis	NOUN
ajfti-2354	109	14	/	/	SYM
ajfti-2354	109	15	sales	sale	NOUN
ajfti-2354	109	16	bep	bep	NOUN
ajfti-2354	109	17	higher	high	ADJ
ajfti-2354	109	18	values	value	NOUN
ajfti-2354	109	19	are	be	AUX
ajfti-2354	109	20	preferred	preferred	ADJ
ajfti-2354	109	21	ebit	ebit	NOUN
ajfti-2354	109	22	/	/	SYM
ajfti-2354	109	23	total	total	ADJ
ajfti-2354	109	24	assets	asset	NOUN
ajfti-2354	109	25	roa	roa	VERB
ajfti-2354	109	26	higher	high	ADJ
ajfti-2354	109	27	values	value	NOUN
ajfti-2354	109	28	are	be	AUX
ajfti-2354	109	29	preferred	preferred	ADJ
ajfti-2354	109	30	nis	nis	NOUN
ajfti-2354	109	31	/	/	SYM
ajfti-2354	109	32	total	total	ADJ
ajfti-2354	109	33	assets	asset	NOUN
ajfti-2354	109	34	pa	pa	PROPN
ajfti-2354	109	35	ge	ge	PROPN
ajfti-2354	109	36	5	5	NUM
ajfti-2354	109	37	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2354	109	38	am	be	AUX
ajfti-2354	109	39	.	.	PUNCT
ajfti-2354	110	1	j.	j.	PROPN
ajfti-2354	110	2	financ	financ	PROPN
ajfti-2354	110	3	.	.	PUNCT
ajfti-2354	111	1	technol	technol	PROPN
ajfti-2354	111	2	.	.	PUNCT
ajfti-2354	111	3	innov	innov	PROPN
ajfti-2354	111	4	.	.	PUNCT
ajfti-2354	112	1	2(1	2(1	NUM
ajfti-2354	112	2	)	)	PUNCT
ajfti-2354	112	3	1	1	NUM
ajfti-2354	112	4	-	-	SYM
ajfti-2354	112	5	14	14	NUM
ajfti-2354	112	6	,	,	PUNCT
ajfti-2354	112	7	2024	2024	NUM
ajfti-2354	112	8	roe	roe	NOUN
ajfti-2354	112	9	higher	high	ADJ
ajfti-2354	112	10	values	value	NOUN
ajfti-2354	112	11	are	be	AUX
ajfti-2354	112	12	preferred	preferred	ADJ
ajfti-2354	112	13	nis	nis	X
ajfti-2354	112	14	/	/	SYM
ajfti-2354	112	15	common	common	ADJ
ajfti-2354	112	16	equity	equity	NOUN
ajfti-2354	112	17	market	market	NOUN
ajfti-2354	112	18	value	value	NOUN
ajfti-2354	112	19	ratios	ratio	NOUN
ajfti-2354	112	20	p	p	X
ajfti-2354	112	21	/	/	SYM
ajfti-2354	112	22	e	e	NOUN
ajfti-2354	112	23	high	high	ADJ
ajfti-2354	112	24	value	value	NOUN
ajfti-2354	112	25	indicates	indicate	VERB
ajfti-2354	112	26	overpricing	overprice	VERB
ajfti-2354	112	27	price	price	NOUN
ajfti-2354	112	28	per	per	ADP
ajfti-2354	112	29	share	share	NOUN
ajfti-2354	112	30	/	/	SYM
ajfti-2354	112	31	earning	earn	VERB
ajfti-2354	112	32	per	per	ADP
ajfti-2354	112	33	share	share	NOUN
ajfti-2354	112	34	price	price	NOUN
ajfti-2354	112	35	/	/	SYM
ajfti-2354	112	36	cash	cash	NOUN
ajfti-2354	112	37	flow	flow	NOUN
ajfti-2354	112	38	high	high	ADJ
ajfti-2354	112	39	value	value	NOUN
ajfti-2354	112	40	indicates	indicate	VERB
ajfti-2354	112	41	overpricing	overprice	VERB
ajfti-2354	112	42	price	price	NOUN
ajfti-2354	112	43	per	per	ADP
ajfti-2354	112	44	share	share	NOUN
ajfti-2354	112	45	/	/	SYM
ajfti-2354	112	46	cashflowpershare	cashflowpershare	NOUN
ajfti-2354	112	47	market	market	NOUN
ajfti-2354	112	48	/	/	SYM
ajfti-2354	112	49	book	book	NOUN
ajfti-2354	112	50	high	high	ADJ
ajfti-2354	112	51	value	value	NOUN
ajfti-2354	112	52	implies	imply	VERB
ajfti-2354	112	53	high	high	ADJ
ajfti-2354	112	54	expectations	expectation	NOUN
ajfti-2354	112	55	market	market	NOUN
ajfti-2354	112	56	price	price	NOUN
ajfti-2354	112	57	per	per	ADP
ajfti-2354	112	58	share	share	NOUN
ajfti-2354	112	59	/	/	SYM
ajfti-2354	112	60	book	book	NOUN
ajfti-2354	112	61	value	value	NOUN
ajfti-2354	112	62	per	per	ADP
ajfti-2354	112	63	share	share	NOUN
ajfti-2354	112	64	they	they	PRON
ajfti-2354	112	65	analyze	analyze	VERB
ajfti-2354	112	66	the	the	DET
ajfti-2354	112	67	algorithms	algorithm	NOUN
ajfti-2354	112	68	with	with	ADP
ajfti-2354	112	69	k	k	PROPN
ajfti-2354	112	70	=	=	PUNCT
ajfti-2354	112	71	10	10	NUM
ajfti-2354	112	72	before	before	ADP
ajfti-2354	112	73	and	and	CCONJ
ajfti-2354	112	74	after	after	ADP
ajfti-2354	112	75	transaction	transaction	NOUN
ajfti-2354	112	76	costs	cost	NOUN
ajfti-2354	112	77	on	on	ADP
ajfti-2354	112	78	the	the	DET
ajfti-2354	112	79	stocks	stock	NOUN
ajfti-2354	112	80	of	of	ADP
ajfti-2354	112	81	the	the	DET
ajfti-2354	112	82	s&p	s&p	PROPN
ajfti-2354	112	83	500	500	NUM
ajfti-2354	112	84	for	for	ADP
ajfti-2354	112	85	the	the	DET
ajfti-2354	112	86	period	period	NOUN
ajfti-2354	112	87	from	from	ADP
ajfti-2354	112	88	dec	dec	PROPN
ajfti-2354	112	89	1989	1989	NUM
ajfti-2354	112	90	to	to	ADP
ajfti-2354	112	91	oct	oct	PROPN
ajfti-2354	112	92	2015	2015	NUM
ajfti-2354	112	93	using	use	VERB
ajfti-2354	112	94	various	various	ADJ
ajfti-2354	112	95	performance	performance	NOUN
ajfti-2354	112	96	measures	measure	NOUN
ajfti-2354	112	97	.	.	PUNCT
ajfti-2354	113	1	table	table	NOUN
ajfti-2354	113	2	4	4	NUM
ajfti-2354	113	3	shows	show	VERB
ajfti-2354	113	4	the	the	DET
ajfti-2354	113	5	comparative	comparative	ADJ
ajfti-2354	113	6	results	result	NOUN
ajfti-2354	113	7	after	after	ADP
ajfti-2354	113	8	transaction	transaction	NOUN
ajfti-2354	113	9	costs	cost	NOUN
ajfti-2354	113	10	obtained	obtain	VERB
ajfti-2354	113	11	by	by	ADP
ajfti-2354	113	12	(	(	PUNCT
ajfti-2354	113	13	krauss	krauss	PROPN
ajfti-2354	113	14	et	et	PROPN
ajfti-2354	113	15	al	al	PROPN
ajfti-2354	113	16	.	.	PROPN
ajfti-2354	113	17	,	,	PUNCT
ajfti-2354	113	18	2017	2017	NUM
ajfti-2354	113	19	)	)	PUNCT
ajfti-2354	113	20	.	.	PUNCT
ajfti-2354	114	1	in	in	ADP
ajfti-2354	114	2	a	a	DET
ajfti-2354	114	3	similar	similar	ADJ
ajfti-2354	114	4	design	design	NOUN
ajfti-2354	114	5	,	,	PUNCT
ajfti-2354	114	6	fisher	fisher	PROPN
ajfti-2354	114	7	and	and	CCONJ
ajfti-2354	114	8	krauss	krauss	PROPN
ajfti-2354	114	9	(	(	PUNCT
ajfti-2354	114	10	fischer	fischer	PROPN
ajfti-2354	114	11	&	&	CCONJ
ajfti-2354	114	12	krauss	krauss	PROPN
ajfti-2354	114	13	,	,	PUNCT
ajfti-2354	114	14	2018	2018	NUM
ajfti-2354	114	15	)	)	PUNCT
ajfti-2354	114	16	utilized	utilize	VERB
ajfti-2354	114	17	the	the	DET
ajfti-2354	114	18	lstm	lstm	ADJ
ajfti-2354	114	19	type	type	NOUN
ajfti-2354	114	20	of	of	ADP
ajfti-2354	114	21	deep	deep	ADJ
ajfti-2354	114	22	learning	learning	NOUN
ajfti-2354	114	23	networks	network	NOUN
ajfti-2354	114	24	to	to	PART
ajfti-2354	114	25	compare	compare	VERB
ajfti-2354	114	26	the	the	DET
ajfti-2354	114	27	results	result	NOUN
ajfti-2354	114	28	of	of	ADP
ajfti-2354	114	29	lstm	lstm	NOUN
ajfti-2354	114	30	with	with	ADP
ajfti-2354	114	31	a	a	DET
ajfti-2354	114	32	set	set	NOUN
ajfti-2354	114	33	of	of	ADP
ajfti-2354	114	34	benchmarked	benchmarke	VERB
ajfti-2354	114	35	memoryless	memoryless	NOUN
ajfti-2354	114	36	models	model	NOUN
ajfti-2354	114	37	such	such	ADJ
ajfti-2354	114	38	as	as	ADP
ajfti-2354	114	39	rf	rf	ADJ
ajfti-2354	114	40	,	,	PUNCT
ajfti-2354	114	41	deep	deep	ADJ
ajfti-2354	114	42	neural	neural	ADJ
ajfti-2354	114	43	network	network	NOUN
ajfti-2354	114	44	(	(	PUNCT
ajfti-2354	114	45	dnn	dnn	PROPN
ajfti-2354	114	46	)	)	PUNCT
ajfti-2354	114	47	,	,	PUNCT
ajfti-2354	114	48	and	and	CCONJ
ajfti-2354	114	49	logistic	logistic	ADJ
ajfti-2354	114	50	regression	regression	NOUN
ajfti-2354	114	51	(	(	PUNCT
ajfti-2354	114	52	log	log	NOUN
ajfti-2354	114	53	)	)	PUNCT
ajfti-2354	114	54	.	.	PUNCT
ajfti-2354	115	1	table	table	NOUN
ajfti-2354	115	2	5	5	NUM
ajfti-2354	115	3	shows	show	VERB
ajfti-2354	115	4	the	the	DET
ajfti-2354	115	5	comparative	comparative	ADJ
ajfti-2354	115	6	results	result	NOUN
ajfti-2354	115	7	after	after	ADP
ajfti-2354	115	8	transaction	transaction	NOUN
ajfti-2354	115	9	costs	cost	NOUN
ajfti-2354	115	10	obtained	obtain	VERB
ajfti-2354	115	11	by	by	ADP
ajfti-2354	115	12	(	(	PUNCT
ajfti-2354	115	13	fischer	fischer	PROPN
ajfti-2354	115	14	&	&	CCONJ
ajfti-2354	115	15	krauss	krauss	PROPN
ajfti-2354	115	16	,	,	PUNCT
ajfti-2354	115	17	2018	2018	NUM
ajfti-2354	115	18	)	)	PUNCT
ajfti-2354	115	19	,	,	PUNCT
ajfti-2354	115	20	where	where	SCONJ
ajfti-2354	115	21	lstm	lstm	NOUN
ajfti-2354	115	22	performs	perform	VERB
ajfti-2354	115	23	superior	superior	ADJ
ajfti-2354	115	24	to	to	ADP
ajfti-2354	115	25	the	the	DET
ajfti-2354	115	26	benchmarks	benchmark	NOUN
ajfti-2354	115	27	models	model	NOUN
ajfti-2354	115	28	.	.	PUNCT
ajfti-2354	116	1	table	table	NOUN
ajfti-2354	116	2	4	4	NUM
ajfti-2354	116	3	:	:	PUNCT
ajfti-2354	116	4	comparison	comparison	NOUN
ajfti-2354	116	5	of	of	ADP
ajfti-2354	116	6	results	result	NOUN
ajfti-2354	116	7	obtained	obtain	VERB
ajfti-2354	116	8	by	by	ADP
ajfti-2354	116	9	krauss	krauss	PROPN
ajfti-2354	116	10	et	et	PROPN
ajfti-2354	116	11	al	al	PROPN
ajfti-2354	116	12	.	.	PUNCT
ajfti-2354	117	1	(	(	PUNCT
ajfti-2354	117	2	krauss	krauss	PROPN
ajfti-2354	117	3	et	et	PROPN
ajfti-2354	117	4	al	al	PROPN
ajfti-2354	117	5	.	.	PROPN
ajfti-2354	117	6	,	,	PUNCT
ajfti-2354	117	7	2017	2017	NUM
ajfti-2354	117	8	)	)	PUNCT
ajfti-2354	117	9	before	before	ADP
ajfti-2354	117	10	transaction	transaction	NOUN
ajfti-2354	117	11	costs	cost	NOUN
ajfti-2354	117	12	after	after	SCONJ
ajfti-2354	117	13	transaction	transaction	NOUN
ajfti-2354	117	14	costs	cost	VERB
ajfti-2354	117	15	dnn	dnn	PROPN
ajfti-2354	117	16	gbt	gbt	PROPN
ajfti-2354	117	17	raf	raf	PROPN
ajfti-2354	117	18	ens	ens	PROPN
ajfti-2354	117	19	dnn	dnn	PROPN
ajfti-2354	117	20	gbt	gbt	PROPN
ajfti-2354	117	21	raf	raf	PROPN
ajfti-2354	117	22	ens	ens	PROPN
ajfti-2354	117	23	daily	daily	ADJ
ajfti-2354	117	24	mean	mean	NOUN
ajfti-2354	117	25	return	return	NOUN
ajfti-2354	117	26	(	(	PUNCT
ajfti-2354	117	27	long	long	ADV
ajfti-2354	117	28	)	)	PUNCT
ajfti-2354	117	29	0.0033	0.0033	NUM
ajfti-2354	117	30	0.0037	0.0037	NUM
ajfti-2354	117	31	0.0043	0.0043	NUM
ajfti-2354	117	32	0.0045	0.0045	NUM
ajfti-2354	117	33	0.0013	0.0013	NUM
ajfti-2354	117	34	0.0017	0.0017	NUM
ajfti-2354	117	35	0.0023	0.0023	NUM
ajfti-2354	117	36	0.0025	0.0025	NUM
ajfti-2354	117	37	daily	daily	ADJ
ajfti-2354	117	38	mean	mean	NOUN
ajfti-2354	117	39	return	return	NOUN
ajfti-2354	117	40	(	(	PUNCT
ajfti-2354	117	41	short	short	ADJ
ajfti-2354	117	42	)	)	PUNCT
ajfti-2354	117	43	-0.0011	-0.0011	PUNCT
ajfti-2354	118	1	-0.0013	-0.0013	PROPN
ajfti-2354	118	2	-0.0013	-0.0013	PROPN
ajfti-2354	118	3	-0.0015	-0.0015	PROPN
ajfti-2354	119	1	-0.0001	-0.0001	PROPN
ajfti-2354	119	2	-0.0003	-0.0003	PROPN
ajfti-2354	119	3	-0.0003	-0.0003	PROPN
ajfti-2354	119	4	-0.0005	-0.0005	X
ajfti-2354	119	5	daily	daily	ADJ
ajfti-2354	119	6	mean	mean	NOUN
ajfti-2354	119	7	return	return	VERB
ajfti-2354	119	8	0.0022	0.0022	NUM
ajfti-2354	119	9	0.0025	0.0025	NUM
ajfti-2354	119	10	0.003	0.003	NUM
ajfti-2354	119	11	0.0029	0.0029	NUM
ajfti-2354	119	12	0.0012	0.0012	NUM
ajfti-2354	119	13	0.0015	0.0015	NUM
ajfti-2354	119	14	0.002	0.002	NUM
ajfti-2354	119	15	0.0019	0.0019	NUM
ajfti-2354	119	16	standard	standard	ADJ
ajfti-2354	119	17	dev	dev	PROPN
ajfti-2354	119	18	.	.	PUNCT
ajfti-2354	120	1	0.0269	0.0269	NUM
ajfti-2354	120	2	0.0217	0.0217	NUM
ajfti-2354	120	3	0.0208	0.0208	NUM
ajfti-2354	120	4	0.0239	0.0239	NUM
ajfti-2354	120	5	0.0269	0.0269	NUM
ajfti-2354	120	6	0.0217	0.0217	NUM
ajfti-2354	120	7	0.0208	0.0208	NUM
ajfti-2354	120	8	0.0239	0.0239	NUM
ajfti-2354	120	9	table	table	NOUN
ajfti-2354	120	10	5	5	NUM
ajfti-2354	120	11	:	:	PUNCT
ajfti-2354	120	12	comparison	comparison	NOUN
ajfti-2354	120	13	of	of	ADP
ajfti-2354	120	14	results	result	NOUN
ajfti-2354	120	15	obtained	obtain	VERB
ajfti-2354	120	16	by	by	ADP
ajfti-2354	120	17	fisher	fisher	PROPN
ajfti-2354	120	18	and	and	CCONJ
ajfti-2354	120	19	krauss	krauss	PROPN
ajfti-2354	120	20	(	(	PUNCT
ajfti-2354	120	21	fischer	fischer	PROPN
ajfti-2354	120	22	&	&	CCONJ
ajfti-2354	120	23	krauss	krauss	PROPN
ajfti-2354	120	24	,	,	PUNCT
ajfti-2354	120	25	2018	2018	NUM
ajfti-2354	120	26	)	)	PUNCT
ajfti-2354	120	27	before	before	ADP
ajfti-2354	120	28	transaction	transaction	NOUN
ajfti-2354	120	29	costs	cost	NOUN
ajfti-2354	120	30	after	after	SCONJ
ajfti-2354	120	31	transaction	transaction	NOUN
ajfti-2354	120	32	costs	cost	VERB
ajfti-2354	120	33	lstm	lstm	PROPN
ajfti-2354	120	34	raf	raf	PROPN
ajfti-2354	120	35	dnn	dnn	PROPN
ajfti-2354	120	36	log	log	VERB
ajfti-2354	120	37	lstm	lstm	PROPN
ajfti-2354	120	38	raf	raf	PROPN
ajfti-2354	120	39	dnn	dnn	PROPN
ajfti-2354	120	40	log	log	VERB
ajfti-2354	120	41	daily	daily	ADV
ajfti-2354	120	42	mean	mean	NOUN
ajfti-2354	120	43	return	return	NOUN
ajfti-2354	120	44	(	(	PUNCT
ajfti-2354	120	45	long	long	ADV
ajfti-2354	120	46	)	)	PUNCT
ajfti-2354	120	47	0.0029	0.0029	NUM
ajfti-2354	120	48	0.003	0.003	NUM
ajfti-2354	120	49	0.0022	0.0022	NUM
ajfti-2354	120	50	0.0021	0.0021	NUM
ajfti-2354	120	51	0.0019	0.0019	NUM
ajfti-2354	120	52	0.002	0.002	NUM
ajfti-2354	120	53	0.0012	0.0012	NUM
ajfti-2354	120	54	0.0011	0.0011	NUM
ajfti-2354	120	55	daily	daily	ADJ
ajfti-2354	120	56	mean	mean	NOUN
ajfti-2354	120	57	return	return	NOUN
ajfti-2354	120	58	(	(	PUNCT
ajfti-2354	120	59	short	short	ADJ
ajfti-2354	120	60	)	)	PUNCT
ajfti-2354	120	61	0.0017	0.0017	NUM
ajfti-2354	120	62	0.0012	0.0012	NUM
ajfti-2354	120	63	0.001	0.001	NUM
ajfti-2354	120	64	0.0005	0.0005	NUM
ajfti-2354	120	65	0.0007	0.0007	NUM
ajfti-2354	120	66	0.0002	0.0002	NUM
ajfti-2354	120	67	0.0	0.0	NUM
ajfti-2354	120	68	-0.0005	-0.0005	NOUN
ajfti-2354	120	69	daily	daily	ADJ
ajfti-2354	120	70	mean	mean	NOUN
ajfti-2354	120	71	return	return	VERB
ajfti-2354	120	72	0.0046	0.0046	NUM
ajfti-2354	120	73	0.0043	0.0043	NUM
ajfti-2354	120	74	0.0032	0.0032	NUM
ajfti-2354	120	75	0.0026	0.0026	NUM
ajfti-2354	120	76	0.0007	0.0007	NUM
ajfti-2354	120	77	0.0002	0.0002	NUM
ajfti-2354	120	78	0.0012	0.0012	NUM
ajfti-2354	120	79	-0.0005	-0.0005	NOUN
ajfti-2354	120	80	standard	standard	PROPN
ajfti-2354	120	81	dev	dev	PROPN
ajfti-2354	120	82	.	.	PUNCT
ajfti-2354	121	1	0.0209	0.0209	NUM
ajfti-2354	121	2	0.0215	0.0215	NUM
ajfti-2354	121	3	0.0262	0.0262	NUM
ajfti-2354	121	4	0.0269	0.0269	NUM
ajfti-2354	121	5	0.0209	0.0209	NUM
ajfti-2354	121	6	0.0215	0.0215	NUM
ajfti-2354	121	7	0.0262	0.0262	NUM
ajfti-2354	121	8	0.0269	0.0269	NUM
ajfti-2354	121	9	max	max	PROPN
ajfti-2354	121	10	.	.	PROPN
ajfti-2354	122	1	drawdown	drawdown	PROPN
ajfti-2354	122	2	on	on	ADP
ajfti-2354	122	3	daily	daily	ADJ
ajfti-2354	122	4	basis	basis	NOUN
ajfti-2354	122	5	0.466	0.466	NUM
ajfti-2354	122	6	0.3187	0.3187	NUM
ajfti-2354	122	7	0.5594	0.5594	NUM
ajfti-2354	122	8	0.5595	0.5595	NUM
ajfti-2354	122	9	0.5233	0.5233	NUM
ajfti-2354	122	10	0.7334	0.7334	NUM
ajfti-2354	122	11	0.9162	0.9162	NUM
ajfti-2354	122	12	0.9884	0.9884	NUM
ajfti-2354	122	13	annualized	annualize	VERB
ajfti-2354	122	14	mean	mean	NOUN
ajfti-2354	122	15	return	return	VERB
ajfti-2354	122	16	2.0127	2.0127	NUM
ajfti-2354	122	17	1.7749	1.7749	NUM
ajfti-2354	122	18	1.061	1.061	NUM
ajfti-2354	122	19	0.7721	0.7721	NUM
ajfti-2354	122	20	0.8229	0.8229	NUM
ajfti-2354	122	21	0.6787	0.6787	NUM
ajfti-2354	122	22	0.246	0.246	NUM
ajfti-2354	122	23	0.0711	0.0711	NUM
ajfti-2354	122	24	annulaized	annulaize	VERB
ajfti-2354	122	25	sharpe	sharpe	PROPN
ajfti-2354	122	26	ratio	ratio	NOUN
ajfti-2354	122	27	10.0224	10.0224	NUM
ajfti-2354	122	28	9.5594	9.5594	NUM
ajfti-2354	123	1	4.2029	4.2029	NUM
ajfti-2354	123	2	2.9614	2.9614	NUM
ajfti-2354	123	3	2.3365	2.3365	NUM
ajfti-2354	123	4	1.8657	1.8657	NUM
ajfti-2354	123	5	0.5159	0.5159	NUM
ajfti-2354	123	6	0.1024	0.1024	NUM
ajfti-2354	123	7	the	the	DET
ajfti-2354	123	8	value	value	NOUN
ajfti-2354	123	9	strategy	strategy	NOUN
ajfti-2354	123	10	fundamentally	fundamentally	ADV
ajfti-2354	123	11	values	value	VERB
ajfti-2354	123	12	the	the	DET
ajfti-2354	123	13	currency	currency	NOUN
ajfti-2354	123	14	,	,	PUNCT
ajfti-2354	123	15	long	long	ADV
ajfti-2354	123	16	undervalued	undervalue	VERB
ajfti-2354	123	17	,	,	PUNCT
ajfti-2354	123	18	and	and	CCONJ
ajfti-2354	123	19	short	short	ADJ
ajfti-2354	123	20	overvalued	overvalue	VERB
ajfti-2354	123	21	,	,	PUNCT
ajfti-2354	123	22	assuming	assume	VERB
ajfti-2354	123	23	they	they	PRON
ajfti-2354	123	24	will	will	AUX
ajfti-2354	123	25	revert	revert	VERB
ajfti-2354	123	26	to	to	ADP
ajfti-2354	123	27	their	their	PRON
ajfti-2354	123	28	fundamental	fundamental	ADJ
ajfti-2354	123	29	value	value	NOUN
ajfti-2354	123	30	.	.	PUNCT
ajfti-2354	124	1	in	in	ADP
ajfti-2354	124	2	addition	addition	NOUN
ajfti-2354	124	3	,	,	PUNCT
ajfti-2354	124	4	they	they	PRON
ajfti-2354	124	5	developed	develop	VERB
ajfti-2354	124	6	a	a	DET
ajfti-2354	124	7	compounded	compound	VERB
ajfti-2354	124	8	strategy	strategy	NOUN
ajfti-2354	124	9	that	that	PRON
ajfti-2354	124	10	composites	composite	VERB
ajfti-2354	124	11	the	the	DET
ajfti-2354	124	12	three	three	NUM
ajfti-2354	124	13	strategies	strategy	NOUN
ajfti-2354	124	14	as	as	ADP
ajfti-2354	124	15	a	a	DET
ajfti-2354	124	16	single	single	ADJ
ajfti-2354	124	17	trading	trading	NOUN
ajfti-2354	124	18	strategy	strategy	NOUN
ajfti-2354	124	19	.	.	PUNCT
ajfti-2354	125	1	the	the	DET
ajfti-2354	125	2	portfolio	portfolio	NOUN
ajfti-2354	125	3	is	be	AUX
ajfti-2354	125	4	balanced	balance	VERB
ajfti-2354	125	5	monthly	monthly	ADV
ajfti-2354	125	6	,	,	PUNCT
ajfti-2354	125	7	and	and	CCONJ
ajfti-2354	125	8	the	the	DET
ajfti-2354	125	9	results	result	NOUN
ajfti-2354	125	10	are	be	AUX
ajfti-2354	125	11	compared	compare	VERB
ajfti-2354	125	12	to	to	ADP
ajfti-2354	125	13	a	a	DET
ajfti-2354	125	14	benchmark	benchmark	NOUN
ajfti-2354	125	15	of	of	ADP
ajfti-2354	125	16	global	global	ADJ
ajfti-2354	125	17	bonds	bond	NOUN
ajfti-2354	125	18	and	and	CCONJ
ajfti-2354	125	19	stocks	stock	NOUN
ajfti-2354	125	20	.	.	PUNCT
ajfti-2354	126	1	the	the	DET
ajfti-2354	126	2	results	result	NOUN
ajfti-2354	126	3	exhibit	exhibit	VERB
ajfti-2354	126	4	a	a	DET
ajfti-2354	126	5	superior	superior	ADJ
ajfti-2354	126	6	performance	performance	NOUN
ajfti-2354	126	7	of	of	ADP
ajfti-2354	126	8	the	the	DET
ajfti-2354	126	9	composite	composite	ADJ
ajfti-2354	126	10	strategy	strategy	NOUN
ajfti-2354	126	11	,	,	PUNCT
ajfti-2354	126	12	as	as	SCONJ
ajfti-2354	126	13	shown	show	VERB
ajfti-2354	126	14	in	in	ADP
ajfti-2354	126	15	table	table	NOUN
ajfti-2354	126	16	6	6	NUM
ajfti-2354	126	17	.	.	PUNCT
ajfti-2354	127	1	the	the	DET
ajfti-2354	127	2	model	model	NOUN
ajfti-2354	127	3	of	of	ADP
ajfti-2354	127	4	fernandez	fernandez	PROPN
ajfti-2354	127	5	et	et	PROPN
ajfti-2354	127	6	al	al	PROPN
ajfti-2354	127	7	.	.	PUNCT
ajfti-2354	128	1	(	(	PUNCT
ajfti-2354	128	2	fernandez	fernandez	PROPN
ajfti-2354	128	3	-	-	PUNCT
ajfti-2354	128	4	perez	perez	PROPN
ajfti-2354	128	5	et	et	PROPN
ajfti-2354	128	6	al	al	PROPN
ajfti-2354	128	7	.	.	PROPN
ajfti-2354	128	8	,	,	PUNCT
ajfti-2354	128	9	2018	2018	NUM
ajfti-2354	128	10	)	)	PUNCT
ajfti-2354	128	11	takes	take	VERB
ajfti-2354	128	12	advantage	advantage	NOUN
ajfti-2354	128	13	of	of	ADP
ajfti-2354	128	14	the	the	DET
ajfti-2354	128	15	skewness	skewness	NOUN
ajfti-2354	128	16	anomaly	anomaly	NOUN
ajfti-2354	128	17	in	in	ADP
ajfti-2354	128	18	the	the	DET
ajfti-2354	128	19	commodities	commodity	NOUN
ajfti-2354	128	20	’	'	PUNCT
ajfti-2354	128	21	future	future	ADJ
ajfti-2354	128	22	returns	return	NOUN
ajfti-2354	128	23	.	.	PUNCT
ajfti-2354	129	1	the	the	DET
ajfti-2354	129	2	algorithm	algorithm	NOUN
ajfti-2354	129	3	has	have	VERB
ajfti-2354	129	4	a	a	DET
ajfti-2354	129	5	long	long	ADJ
ajfti-2354	129	6	commodity	commodity	NOUN
ajfti-2354	129	7	future	future	NOUN
ajfti-2354	129	8	of	of	ADP
ajfti-2354	129	9	negative	negative	ADJ
ajfti-2354	129	10	skew	skew	NOUN
ajfti-2354	129	11	and	and	CCONJ
ajfti-2354	129	12	a	a	DET
ajfti-2354	129	13	short	short	ADJ
ajfti-2354	129	14	commodity	commodity	NOUN
ajfti-2354	129	15	future	future	NOUN
ajfti-2354	129	16	of	of	ADP
ajfti-2354	129	17	positive	positive	ADJ
ajfti-2354	129	18	skew	skew	NOUN
ajfti-2354	129	19	.	.	PUNCT
ajfti-2354	130	1	zaremba	zaremba	NOUN
ajfti-2354	130	2	et	et	PROPN
ajfti-2354	130	3	al	al	PROPN
ajfti-2354	130	4	.	.	PUNCT
ajfti-2354	131	1	(	(	PUNCT
ajfti-2354	131	2	zaremba	zaremba	NOUN
ajfti-2354	131	3	et	et	PROPN
ajfti-2354	131	4	al	al	PROPN
ajfti-2354	131	5	.	.	PROPN
ajfti-2354	131	6	,	,	PUNCT
ajfti-2354	131	7	2019	2019	NUM
ajfti-2354	131	8	)	)	PUNCT
ajfti-2354	131	9	analyze	analyze	VERB
ajfti-2354	131	10	15	15	NUM
ajfti-2354	131	11	commodity	commodity	NOUN
ajfti-2354	131	12	factors	factor	NOUN
ajfti-2354	131	13	from	from	ADP
ajfti-2354	131	14	1986	1986	NUM
ajfti-2354	131	15	to	to	ADP
ajfti-2354	131	16	2017	2017	NUM
ajfti-2354	131	17	to	to	PART
ajfti-2354	131	18	find	find	VERB
ajfti-2354	131	19	if	if	SCONJ
ajfti-2354	131	20	the	the	DET
ajfti-2354	131	21	momentum	momentum	NOUN
ajfti-2354	131	22	effect	effect	NOUN
ajfti-2354	131	23	exists	exist	VERB
ajfti-2354	131	24	.	.	PUNCT
ajfti-2354	132	1	the	the	DET
ajfti-2354	132	2	results	result	NOUN
ajfti-2354	132	3	confirm	confirm	VERB
ajfti-2354	132	4	the	the	DET
ajfti-2354	132	5	assumption	assumption	NOUN
ajfti-2354	132	6	that	that	SCONJ
ajfti-2354	132	7	buying	buy	VERB
ajfti-2354	132	8	a	a	DET
ajfti-2354	132	9	commodity	commodity	NOUN
ajfti-2354	132	10	with	with	ADP
ajfti-2354	132	11	the	the	DET
ajfti-2354	132	12	highest	high	ADJ
ajfti-2354	132	13	past	past	ADJ
ajfti-2354	132	14	returns	return	NOUN
ajfti-2354	132	15	or	or	CCONJ
ajfti-2354	132	16	selling	sell	VERB
ajfti-2354	132	17	a	a	DET
ajfti-2354	132	18	commodity	commodity	NOUN
ajfti-2354	132	19	with	with	ADP
ajfti-2354	132	20	the	the	DET
ajfti-2354	132	21	lowest	low	ADJ
ajfti-2354	132	22	past	past	ADJ
ajfti-2354	132	23	returns	return	NOUN
ajfti-2354	132	24	supplement	supplement	VERB
ajfti-2354	132	25	a	a	DET
ajfti-2354	132	26	significant	significant	ADJ
ajfti-2354	132	27	profit	profit	NOUN
ajfti-2354	132	28	.	.	PUNCT
ajfti-2354	133	1	table	table	NOUN
ajfti-2354	133	2	6	6	NUM
ajfti-2354	133	3	:	:	PUNCT
ajfti-2354	133	4	comparison	comparison	NOUN
ajfti-2354	133	5	of	of	ADP
ajfti-2354	133	6	results	result	NOUN
ajfti-2354	133	7	obtained	obtain	VERB
ajfti-2354	133	8	by	by	ADP
ajfti-2354	133	9	kroencke	kroencke	PROPN
ajfti-2354	133	10	(	(	PUNCT
ajfti-2354	133	11	kroencke	kroencke	PROPN
ajfti-2354	133	12	et	et	PROPN
ajfti-2354	133	13	al	al	PROPN
ajfti-2354	133	14	.	.	PROPN
ajfti-2354	133	15	,	,	PUNCT
ajfti-2354	133	16	2014	2014	NUM
ajfti-2354	133	17	)	)	PUNCT
ajfti-2354	134	1	mean	mean	VERB
ajfti-2354	134	2	returns	return	VERB
ajfti-2354	134	3	standard	standard	ADJ
ajfti-2354	134	4	deviation	deviation	NOUN
ajfti-2354	134	5	sharpe	sharpe	PROPN
ajfti-2354	134	6	ratio	ratio	PROPN
ajfti-2354	134	7	global	global	ADJ
ajfti-2354	134	8	bonds	bond	NOUN
ajfti-2354	134	9	4.21	4.21	NUM
ajfti-2354	134	10	5.38	5.38	NUM
ajfti-2354	134	11	0.78	0.78	NUM
ajfti-2354	134	12	global	global	ADJ
ajfti-2354	134	13	stocks	stock	NOUN
ajfti-2354	134	14	5.81	5.81	NUM
ajfti-2354	134	15	14.31	14.31	NUM
ajfti-2354	134	16	0.41	0.41	NUM
ajfti-2354	134	17	fx	fx	NOUN
ajfti-2354	134	18	carry	carry	VERB
ajfti-2354	134	19	trade	trade	NOUN
ajfti-2354	134	20	6.18	6.18	NUM
ajfti-2354	134	21	7.5	7.5	NUM
ajfti-2354	134	22	0.82	0.82	NUM
ajfti-2354	134	23	fx	fx	NOUN
ajfti-2354	134	24	momentum	momentum	NOUN
ajfti-2354	134	25	5.34	5.34	NUM
ajfti-2354	134	26	7.68	7.68	NUM
ajfti-2354	134	27	0.7	0.7	NUM
ajfti-2354	134	28	fx	fx	NOUN
ajfti-2354	134	29	value	value	NOUN
ajfti-2354	134	30	4.18	4.18	NUM
ajfti-2354	134	31	6.69	6.69	NUM
ajfti-2354	134	32	0.62	0.62	NUM
ajfti-2354	134	33	fx	fx	NOUN
ajfti-2354	134	34	composite	composite	NOUN
ajfti-2354	134	35	8.23	8.23	NUM
ajfti-2354	134	36	7.22	7.22	NUM
ajfti-2354	134	37	1.14	1.14	NUM
ajfti-2354	134	38	pa	pa	PROPN
ajfti-2354	134	39	ge	ge	PROPN
ajfti-2354	134	40	6	6	NUM
ajfti-2354	134	41	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	134	42	am	be	AUX
ajfti-2354	134	43	.	.	PUNCT
ajfti-2354	135	1	j.	j.	PROPN
ajfti-2354	135	2	financ	financ	PROPN
ajfti-2354	135	3	.	.	PUNCT
ajfti-2354	136	1	technol	technol	PROPN
ajfti-2354	136	2	.	.	PUNCT
ajfti-2354	136	3	innov	innov	PROPN
ajfti-2354	136	4	.	.	PUNCT
ajfti-2354	137	1	2(1	2(1	NUM
ajfti-2354	137	2	)	)	PUNCT
ajfti-2354	138	1	1	1	NUM
ajfti-2354	138	2	-	-	SYM
ajfti-2354	138	3	14	14	NUM
ajfti-2354	138	4	,	,	PUNCT
ajfti-2354	138	5	2024	2024	NUM
ajfti-2354	138	6	table	table	NOUN
ajfti-2354	138	7	7	7	NUM
ajfti-2354	138	8	:	:	PUNCT
ajfti-2354	138	9	research	research	NOUN
ajfti-2354	138	10	considerations	consideration	NOUN
ajfti-2354	138	11	objective	objective	ADJ
ajfti-2354	138	12	prediction	prediction	NOUN
ajfti-2354	138	13	(	(	PUNCT
ajfti-2354	138	14	dash	dash	NOUN
ajfti-2354	138	15	&	&	CCONJ
ajfti-2354	138	16	dash	dash	NOUN
ajfti-2354	138	17	,	,	PUNCT
ajfti-2354	138	18	2016	2016	NUM
ajfti-2354	138	19	;	;	PUNCT
ajfti-2354	138	20	henrique	henrique	PROPN
ajfti-2354	138	21	et	et	PROPN
ajfti-2354	138	22	al	al	PROPN
ajfti-2354	138	23	.	.	PROPN
ajfti-2354	138	24	,	,	PUNCT
ajfti-2354	138	25	2018	2018	NUM
ajfti-2354	138	26	;	;	PUNCT
ajfti-2354	138	27	gao	gao	PROPN
ajfti-2354	138	28	&	&	CCONJ
ajfti-2354	138	29	chai	chai	NOUN
ajfti-2354	138	30	,	,	PUNCT
ajfti-2354	138	31	2018	2018	NUM
ajfti-2354	138	32	;	;	PUNCT
ajfti-2354	138	33	yu	yu	PROPN
ajfti-2354	138	34	&	&	CCONJ
ajfti-2354	138	35	yan	yan	PROPN
ajfti-2354	138	36	,	,	PUNCT
ajfti-2354	138	37	2020	2020	NUM
ajfti-2354	138	38	;	;	PUNCT
ajfti-2354	138	39	alsulaiman	alsulaiman	NOUN
ajfti-2354	138	40	,	,	PUNCT
ajfti-2354	138	41	2022	2022	NUM
ajfti-2354	138	42	;	;	PUNCT
ajfti-2354	138	43	nair	nair	PROPN
ajfti-2354	138	44	et	et	PROPN
ajfti-2354	138	45	al	al	PROPN
ajfti-2354	138	46	.	.	PROPN
ajfti-2354	138	47	,	,	PUNCT
ajfti-2354	138	48	2010	2010	NUM
ajfti-2354	138	49	;	;	PUNCT
ajfti-2354	138	50	chen	chen	PROPN
ajfti-2354	138	51	&	&	CCONJ
ajfti-2354	138	52	hao	hao	PROPN
ajfti-2354	138	53	,	,	PUNCT
ajfti-2354	138	54	2017	2017	NUM
ajfti-2354	138	55	;	;	PUNCT
ajfti-2354	138	56	weng	weng	PROPN
ajfti-2354	138	57	et	et	PROPN
ajfti-2354	138	58	al	al	PROPN
ajfti-2354	138	59	.	.	PROPN
ajfti-2354	138	60	,	,	PUNCT
ajfti-2354	138	61	2018	2018	NUM
ajfti-2354	138	62	;	;	PUNCT
ajfti-2354	138	63	lee	lee	PROPN
ajfti-2354	138	64	et	et	PROPN
ajfti-2354	138	65	al	al	PROPN
ajfti-2354	138	66	.	.	PROPN
ajfti-2354	138	67	,	,	PUNCT
ajfti-2354	138	68	2019	2019	NUM
ajfti-2354	138	69	;	;	PUNCT
ajfti-2354	138	70	madan	madan	PROPN
ajfti-2354	138	71	et	et	PROPN
ajfti-2354	138	72	al	al	PROPN
ajfti-2354	138	73	.	.	PROPN
ajfti-2354	138	74	,	,	PUNCT
ajfti-2354	138	75	2015	2015	NUM
ajfti-2354	138	76	;	;	PUNCT
ajfti-2354	138	77	deng	deng	PROPN
ajfti-2354	138	78	et	et	PROPN
ajfti-2354	138	79	al	al	PROPN
ajfti-2354	138	80	.	.	PROPN
ajfti-2354	138	81	,	,	PUNCT
ajfti-2354	138	82	2016	2016	NUM
ajfti-2354	138	83	;	;	PUNCT
ajfti-2354	138	84	almahdi	almahdi	PROPN
ajfti-2354	138	85	&	&	CCONJ
ajfti-2354	138	86	yang	yang	PROPN
ajfti-2354	138	87	,	,	PUNCT
ajfti-2354	138	88	2017	2017	NUM
ajfti-2354	138	89	;	;	PUNCT
ajfti-2354	138	90	al	al	PROPN
ajfti-2354	138	91	-	-	PUNCT
ajfti-2354	138	92	sulaiman	sulaiman	PROPN
ajfti-2354	138	93	,	,	PUNCT
ajfti-2354	138	94	2022	2022	NUM
ajfti-2354	138	95	;	;	PUNCT
ajfti-2354	138	96	jang	jang	PROPN
ajfti-2354	138	97	&	&	CCONJ
ajfti-2354	138	98	lee	lee	PROPN
ajfti-2354	138	99	,	,	PUNCT
ajfti-2354	138	100	2017	2017	NUM
ajfti-2354	138	101	;	;	PUNCT
ajfti-2354	138	102	mcnally	mcnally	PROPN
ajfti-2354	138	103	et	et	PROPN
ajfti-2354	138	104	al	al	PROPN
ajfti-2354	138	105	.	.	PROPN
ajfti-2354	138	106	,	,	PUNCT
ajfti-2354	138	107	2018	2018	NUM
ajfti-2354	138	108	;	;	PUNCT
ajfti-2354	138	109	alessandretti	alessandretti	VERB
ajfti-2354	138	110	et	et	PROPN
ajfti-2354	138	111	al	al	PROPN
ajfti-2354	138	112	.	.	PROPN
ajfti-2354	138	113	,	,	PUNCT
ajfti-2354	138	114	2018	2018	NUM
ajfti-2354	138	115	;	;	PUNCT
ajfti-2354	138	116	colianni	colianni	PROPN
ajfti-2354	138	117	et	et	PROPN
ajfti-2354	138	118	al	al	PROPN
ajfti-2354	138	119	.	.	PROPN
ajfti-2354	138	120	,	,	PUNCT
ajfti-2354	138	121	2015	2015	NUM
ajfti-2354	138	122	;	;	PUNCT
ajfti-2354	138	123	alsulaiman	alsulaiman	NOUN
ajfti-2354	138	124	&	&	CCONJ
ajfti-2354	138	125	al	al	PROPN
ajfti-2354	138	126	-	-	PUNCT
ajfti-2354	138	127	matouq	matouq	NOUN
ajfti-2354	138	128	,	,	PUNCT
ajfti-2354	138	129	2021	2021	NUM
ajfti-2354	138	130	;	;	PUNCT
ajfti-2354	138	131	de	de	PROPN
ajfti-2354	138	132	almeida	almeida	PROPN
ajfti-2354	138	133	et	et	PROPN
ajfti-2354	138	134	al	al	PROPN
ajfti-2354	138	135	.	.	PROPN
ajfti-2354	138	136	,	,	PUNCT
ajfti-2354	138	137	2018	2018	NUM
ajfti-2354	138	138	)	)	PUNCT
ajfti-2354	138	139	profit	profit	NOUN
ajfti-2354	138	140	from	from	ADP
ajfti-2354	138	141	stylized	stylize	VERB
ajfti-2354	138	142	anomaly	anomaly	NOUN
ajfti-2354	138	143	(	(	PUNCT
ajfti-2354	138	144	maewal	maewal	NOUN
ajfti-2354	138	145	&	&	CCONJ
ajfti-2354	138	146	bock	bock	NOUN
ajfti-2354	138	147	,	,	PUNCT
ajfti-2354	138	148	2011	2011	NUM
ajfti-2354	138	149	;	;	PUNCT
ajfti-2354	138	150	krauss	krauss	PROPN
ajfti-2354	138	151	et	et	PROPN
ajfti-2354	138	152	al	al	PROPN
ajfti-2354	138	153	.	.	PROPN
ajfti-2354	138	154	,	,	PUNCT
ajfti-2354	138	155	2017	2017	NUM
ajfti-2354	138	156	;	;	PUNCT
ajfti-2354	138	157	fischer	fischer	PROPN
ajfti-2354	138	158	&	&	CCONJ
ajfti-2354	138	159	krauss	krauss	PROPN
ajfti-2354	138	160	,	,	PUNCT
ajfti-2354	138	161	2018	2018	NUM
ajfti-2354	138	162	;	;	PUNCT
ajfti-2354	138	163	gatev	gatev	NOUN
ajfti-2354	138	164	et	et	NOUN
ajfti-2354	138	165	al	al	PROPN
ajfti-2354	138	166	.	.	PROPN
ajfti-2354	138	167	,	,	PUNCT
ajfti-2354	138	168	2006	2006	NUM
ajfti-2354	138	169	;	;	PUNCT
ajfti-2354	138	170	chen	chen	PROPN
ajfti-2354	138	171	et	et	PROPN
ajfti-2354	138	172	al	al	PROPN
ajfti-2354	138	173	.	.	PROPN
ajfti-2354	138	174	,	,	PUNCT
ajfti-2354	138	175	2019	2019	NUM
ajfti-2354	138	176	;	;	PUNCT
ajfti-2354	138	177	rad	rad	PROPN
ajfti-2354	138	178	et	et	PROPN
ajfti-2354	138	179	al	al	PROPN
ajfti-2354	138	180	.	.	PROPN
ajfti-2354	138	181	,	,	PUNCT
ajfti-2354	138	182	2016	2016	NUM
ajfti-2354	138	183	;	;	PUNCT
ajfti-2354	138	184	bernile	bernile	NOUN
ajfti-2354	138	185	&	&	CCONJ
ajfti-2354	138	186	lyandres	lyandre	NOUN
ajfti-2354	138	187	,	,	PUNCT
ajfti-2354	138	188	2011	2011	NUM
ajfti-2354	138	189	;	;	PUNCT
ajfti-2354	138	190	dimic	dimic	PROPN
ajfti-2354	138	191	et	et	PROPN
ajfti-2354	138	192	al	al	PROPN
ajfti-2354	138	193	.	.	PROPN
ajfti-2354	138	194	,	,	PUNCT
ajfti-2354	138	195	2018	2018	NUM
ajfti-2354	138	196	;	;	PUNCT
ajfti-2354	138	197	geyerklingeberg	geyerklingeberg	PROPN
ajfti-2354	138	198	et	et	PROPN
ajfti-2354	138	199	al	al	PROPN
ajfti-2354	138	200	.	.	PROPN
ajfti-2354	138	201	,	,	PUNCT
ajfti-2354	138	202	2018	2018	NUM
ajfti-2354	138	203	;	;	PUNCT
ajfti-2354	138	204	berkowitz	berkowitz	PROPN
ajfti-2354	138	205	&	&	CCONJ
ajfti-2354	138	206	depken	depken	PROPN
ajfti-2354	138	207	,	,	PUNCT
ajfti-2354	138	208	2018	2018	NUM
ajfti-2354	138	209	;	;	PUNCT
ajfti-2354	138	210	lev	lev	NOUN
ajfti-2354	138	211	&	&	CCONJ
ajfti-2354	138	212	nissim	nissim	PROPN
ajfti-2354	138	213	,	,	PUNCT
ajfti-2354	138	214	2006	2006	NUM
ajfti-2354	138	215	;	;	PUNCT
ajfti-2354	138	216	cohen	cohen	PROPN
ajfti-2354	138	217	et	et	PROPN
ajfti-2354	138	218	al	al	PROPN
ajfti-2354	138	219	.	.	PROPN
ajfti-2354	138	220	,	,	PUNCT
ajfti-2354	138	221	2010	2010	NUM
ajfti-2354	138	222	;	;	PUNCT
ajfti-2354	138	223	frazzini	frazzini	PROPN
ajfti-2354	138	224	&	&	CCONJ
ajfti-2354	138	225	pedersen	pedersen	PROPN
ajfti-2354	138	226	,	,	PUNCT
ajfti-2354	138	227	2014	2014	NUM
ajfti-2354	138	228	;	;	PUNCT
ajfti-2354	138	229	kishore	kishore	PROPN
ajfti-2354	138	230	et	et	PROPN
ajfti-2354	138	231	al	al	PROPN
ajfti-2354	138	232	.	.	PROPN
ajfti-2354	138	233	,	,	PUNCT
ajfti-2354	138	234	2008	2008	NUM
ajfti-2354	138	235	;	;	PUNCT
ajfti-2354	138	236	liu	liu	PROPN
ajfti-2354	138	237	et	et	PROPN
ajfti-2354	138	238	al	al	PROPN
ajfti-2354	138	239	.	.	PROPN
ajfti-2354	138	240	,	,	PUNCT
ajfti-2354	138	241	2003	2003	NUM
ajfti-2354	138	242	;	;	PUNCT
ajfti-2354	138	243	sadka	sadka	PROPN
ajfti-2354	138	244	,	,	PUNCT
ajfti-2354	138	245	2006	2006	NUM
ajfti-2354	138	246	;	;	PUNCT
ajfti-2354	138	247	garfinkel	garfinkel	PROPN
ajfti-2354	138	248	&	&	CCONJ
ajfti-2354	138	249	sokobin	sokobin	PROPN
ajfti-2354	138	250	,	,	PUNCT
ajfti-2354	138	251	2006	2006	NUM
ajfti-2354	138	252	;	;	PUNCT
ajfti-2354	138	253	chordia	chordia	PROPN
ajfti-2354	138	254	&	&	CCONJ
ajfti-2354	138	255	shivakumar	shivakumar	PROPN
ajfti-2354	138	256	,	,	PUNCT
ajfti-2354	138	257	2006	2006	NUM
ajfti-2354	138	258	;	;	PUNCT
ajfti-2354	138	259	frazzini	frazzini	PROPN
ajfti-2354	138	260	&	&	CCONJ
ajfti-2354	138	261	lamont	lamont	PROPN
ajfti-2354	138	262	,	,	PUNCT
ajfti-2354	138	263	2007	2007	NUM
ajfti-2354	138	264	;	;	PUNCT
ajfti-2354	138	265	faber	faber	PROPN
ajfti-2354	138	266	,	,	PUNCT
ajfti-2354	138	267	2007	2007	NUM
ajfti-2354	138	268	;	;	PUNCT
ajfti-2354	138	269	faber	faber	PROPN
ajfti-2354	138	270	,	,	PUNCT
ajfti-2354	138	271	2010	2010	NUM
ajfti-2354	138	272	;	;	PUNCT
ajfti-2354	138	273	lisauskas	lisauska	NOUN
ajfti-2354	138	274	,	,	PUNCT
ajfti-2354	138	275	2011	2011	NUM
ajfti-2354	138	276	;	;	PUNCT
ajfti-2354	138	277	maze	maze	NOUN
ajfti-2354	138	278	,	,	PUNCT
ajfti-2354	138	279	2012	2012	NUM
ajfti-2354	138	280	;	;	PUNCT
ajfti-2354	138	281	kroencke	kroencke	PROPN
ajfti-2354	138	282	et	et	PROPN
ajfti-2354	138	283	al	al	PROPN
ajfti-2354	138	284	.	.	PROPN
ajfti-2354	138	285	,	,	PUNCT
ajfti-2354	138	286	2014	2014	NUM
ajfti-2354	138	287	;	;	PUNCT
ajfti-2354	138	288	cenedese	cenedese	PROPN
ajfti-2354	138	289	et	et	PROPN
ajfti-2354	138	290	al	al	PROPN
ajfti-2354	138	291	.	.	PROPN
ajfti-2354	138	292	,	,	PUNCT
ajfti-2354	138	293	2012	2012	NUM
ajfti-2354	138	294	;	;	PUNCT
ajfti-2354	138	295	barroso	barroso	PROPN
ajfti-2354	138	296	&	&	CCONJ
ajfti-2354	138	297	santa	santa	PROPN
ajfti-2354	138	298	-	-	PUNCT
ajfti-2354	138	299	clara	clara	PROPN
ajfti-2354	138	300	,	,	PUNCT
ajfti-2354	138	301	2015	2015	NUM
ajfti-2354	138	302	;	;	PUNCT
ajfti-2354	138	303	baker	baker	PROPN
ajfti-2354	138	304	&	&	CCONJ
ajfti-2354	138	305	haugen	haugen	PROPN
ajfti-2354	138	306	,	,	PUNCT
ajfti-2354	138	307	2012	2012	NUM
ajfti-2354	138	308	;	;	PUNCT
ajfti-2354	138	309	fernandez	fernandez	PROPN
ajfti-2354	138	310	-	-	PUNCT
ajfti-2354	138	311	perez	perez	PROPN
ajfti-2354	138	312	et	et	PROPN
ajfti-2354	138	313	al	al	PROPN
ajfti-2354	138	314	.	.	PROPN
ajfti-2354	138	315	,	,	PUNCT
ajfti-2354	138	316	2018	2018	NUM
ajfti-2354	138	317	;	;	PUNCT
ajfti-2354	138	318	zaremba	zaremba	NOUN
ajfti-2354	138	319	et	et	PROPN
ajfti-2354	138	320	al	al	PROPN
ajfti-2354	138	321	.	.	PROPN
ajfti-2354	138	322	,	,	PUNCT
ajfti-2354	138	323	2019	2019	NUM
ajfti-2354	138	324	)	)	PUNCT
ajfti-2354	138	325	financial	financial	ADJ
ajfti-2354	138	326	instruments	instrument	NOUN
ajfti-2354	138	327	stocks	stock	VERB
ajfti-2354	138	328	maewal	maewal	NOUN
ajfti-2354	138	329	&	&	CCONJ
ajfti-2354	138	330	bock	bock	NOUN
ajfti-2354	138	331	,	,	PUNCT
ajfti-2354	138	332	2011	2011	NUM
ajfti-2354	138	333	;	;	PUNCT
ajfti-2354	138	334	dash	dash	NOUN
ajfti-2354	138	335	&	&	CCONJ
ajfti-2354	138	336	dash	dash	NOUN
ajfti-2354	138	337	,	,	PUNCT
ajfti-2354	138	338	2016	2016	NUM
ajfti-2354	138	339	;	;	PUNCT
ajfti-2354	138	340	henrique	henrique	PROPN
ajfti-2354	138	341	et	et	PROPN
ajfti-2354	138	342	al	al	PROPN
ajfti-2354	138	343	.	.	PROPN
ajfti-2354	138	344	,	,	PUNCT
ajfti-2354	138	345	2018	2018	NUM
ajfti-2354	138	346	;	;	PUNCT
ajfti-2354	138	347	deng	deng	PROPN
ajfti-2354	138	348	et	et	PROPN
ajfti-2354	138	349	al	al	PROPN
ajfti-2354	138	350	.	.	PROPN
ajfti-2354	138	351	,	,	PUNCT
ajfti-2354	138	352	2016	2016	NUM
ajfti-2354	138	353	;	;	PUNCT
ajfti-2354	138	354	deng	deng	PROPN
ajfti-2354	138	355	et	et	PROPN
ajfti-2354	138	356	al	al	PROPN
ajfti-2354	138	357	.	.	PROPN
ajfti-2354	138	358	,	,	PUNCT
ajfti-2354	138	359	2016	2016	NUM
ajfti-2354	138	360	;	;	PUNCT
ajfti-2354	138	361	gao	gao	PROPN
ajfti-2354	138	362	&	&	CCONJ
ajfti-2354	138	363	chai	chai	NOUN
ajfti-2354	138	364	,	,	PUNCT
ajfti-2354	138	365	2018	2018	NUM
ajfti-2354	138	366	;	;	PUNCT
ajfti-2354	138	367	gatev	gatev	NOUN
ajfti-2354	138	368	et	et	NOUN
ajfti-2354	138	369	al	al	PROPN
ajfti-2354	138	370	.	.	PROPN
ajfti-2354	138	371	,	,	PUNCT
ajfti-2354	138	372	2006	2006	NUM
ajfti-2354	138	373	;	;	PUNCT
ajfti-2354	138	374	chen	chen	PROPN
ajfti-2354	138	375	et	et	PROPN
ajfti-2354	138	376	al	al	PROPN
ajfti-2354	138	377	.	.	PROPN
ajfti-2354	138	378	,	,	PUNCT
ajfti-2354	138	379	2019	2019	NUM
ajfti-2354	138	380	;	;	PUNCT
ajfti-2354	138	381	rad	rad	PROPN
ajfti-2354	138	382	et	et	PROPN
ajfti-2354	138	383	al	al	PROPN
ajfti-2354	138	384	.	.	PROPN
ajfti-2354	138	385	,	,	PUNCT
ajfti-2354	138	386	2016	2016	NUM
ajfti-2354	138	387	;	;	PUNCT
ajfti-2354	138	388	yu	yu	PROPN
ajfti-2354	138	389	&	&	CCONJ
ajfti-2354	138	390	yan	yan	PROPN
ajfti-2354	138	391	,	,	PUNCT
ajfti-2354	138	392	2020	2020	NUM
ajfti-2354	138	393	;	;	PUNCT
ajfti-2354	138	394	bernile	bernile	NOUN
ajfti-2354	138	395	&	&	CCONJ
ajfti-2354	138	396	lyandres	lyandre	NOUN
ajfti-2354	138	397	,	,	PUNCT
ajfti-2354	138	398	2011	2011	NUM
ajfti-2354	138	399	;	;	PUNCT
ajfti-2354	138	400	dimic	dimic	PROPN
ajfti-2354	138	401	et	et	PROPN
ajfti-2354	138	402	al	al	PROPN
ajfti-2354	138	403	.	.	PROPN
ajfti-2354	138	404	,	,	PUNCT
ajfti-2354	138	405	2018	2018	NUM
ajfti-2354	138	406	;	;	PUNCT
ajfti-2354	138	407	berkowitz	berkowitz	PROPN
ajfti-2354	138	408	&	&	CCONJ
ajfti-2354	138	409	depken	depken	PROPN
ajfti-2354	138	410	,	,	PUNCT
ajfti-2354	138	411	2018	2018	NUM
ajfti-2354	138	412	;	;	PUNCT
ajfti-2354	138	413	geyer	geyer	PROPN
ajfti-2354	138	414	-	-	PUNCT
ajfti-2354	138	415	klingeberg	klingeberg	PROPN
ajfti-2354	138	416	et	et	PROPN
ajfti-2354	138	417	al	al	PROPN
ajfti-2354	138	418	.	.	PROPN
ajfti-2354	138	419	,	,	PUNCT
ajfti-2354	138	420	2018	2018	NUM
ajfti-2354	138	421	;	;	PUNCT
ajfti-2354	138	422	lev	lev	NOUN
ajfti-2354	138	423	&	&	CCONJ
ajfti-2354	138	424	nissim	nissim	PROPN
ajfti-2354	138	425	,	,	PUNCT
ajfti-2354	138	426	2006	2006	NUM
ajfti-2354	138	427	;	;	PUNCT
ajfti-2354	138	428	al	al	PROPN
ajfti-2354	138	429	-	-	PUNCT
ajfti-2354	138	430	sulaiman	sulaiman	PROPN
ajfti-2354	138	431	,	,	PUNCT
ajfti-2354	138	432	2022	2022	NUM
ajfti-2354	138	433	;	;	PUNCT
ajfti-2354	138	434	cohen	cohen	PROPN
ajfti-2354	138	435	et	et	PROPN
ajfti-2354	138	436	al	al	PROPN
ajfti-2354	138	437	.	.	PROPN
ajfti-2354	138	438	,	,	PUNCT
ajfti-2354	138	439	2010	2010	NUM
ajfti-2354	138	440	;	;	PUNCT
ajfti-2354	138	441	frazzini	frazzini	PROPN
ajfti-2354	138	442	&	&	CCONJ
ajfti-2354	138	443	pedersen	pedersen	PROPN
ajfti-2354	138	444	,	,	PUNCT
ajfti-2354	138	445	2014	2014	NUM
ajfti-2354	138	446	;	;	PUNCT
ajfti-2354	138	447	kishore	kishore	PROPN
ajfti-2354	138	448	et	et	PROPN
ajfti-2354	138	449	al	al	PROPN
ajfti-2354	138	450	.	.	PROPN
ajfti-2354	138	451	,	,	PUNCT
ajfti-2354	138	452	2008	2008	NUM
ajfti-2354	138	453	;	;	PUNCT
ajfti-2354	138	454	liu	liu	PROPN
ajfti-2354	138	455	et	et	PROPN
ajfti-2354	138	456	al	al	PROPN
ajfti-2354	138	457	.	.	PROPN
ajfti-2354	138	458	,	,	PUNCT
ajfti-2354	138	459	2003	2003	NUM
ajfti-2354	138	460	;	;	PUNCT
ajfti-2354	138	461	sadka	sadka	PROPN
ajfti-2354	138	462	,	,	PUNCT
ajfti-2354	138	463	2006	2006	NUM
ajfti-2354	138	464	;	;	PUNCT
ajfti-2354	138	465	garfinkel	garfinkel	PROPN
ajfti-2354	138	466	&	&	CCONJ
ajfti-2354	138	467	sokobin	sokobin	PROPN
ajfti-2354	138	468	,	,	PUNCT
ajfti-2354	138	469	2006	2006	NUM
ajfti-2354	138	470	;	;	PUNCT
ajfti-2354	138	471	chordia	chordia	PROPN
ajfti-2354	138	472	&	&	CCONJ
ajfti-2354	138	473	shivakumar	shivakumar	PROPN
ajfti-2354	138	474	,	,	PUNCT
ajfti-2354	138	475	2006	2006	NUM
ajfti-2354	138	476	;	;	PUNCT
ajfti-2354	138	477	nair	nair	PROPN
ajfti-2354	138	478	et	et	PROPN
ajfti-2354	138	479	al	al	PROPN
ajfti-2354	138	480	.	.	PROPN
ajfti-2354	138	481	,	,	PUNCT
ajfti-2354	138	482	2010	2010	NUM
ajfti-2354	138	483	;	;	PUNCT
ajfti-2354	138	484	chen	chen	PROPN
ajfti-2354	138	485	&	&	CCONJ
ajfti-2354	138	486	hao	hao	PROPN
ajfti-2354	138	487	,	,	PUNCT
ajfti-2354	138	488	2017	2017	NUM
ajfti-2354	138	489	;	;	PUNCT
ajfti-2354	138	490	weng	weng	PROPN
ajfti-2354	138	491	et	et	PROPN
ajfti-2354	138	492	al	al	PROPN
ajfti-2354	138	493	.	.	PROPN
ajfti-2354	138	494	,	,	PUNCT
ajfti-2354	138	495	2018	2018	NUM
ajfti-2354	138	496	;	;	PUNCT
ajfti-2354	138	497	lee	lee	PROPN
ajfti-2354	138	498	et	et	PROPN
ajfti-2354	138	499	al	al	PROPN
ajfti-2354	138	500	.	.	PROPN
ajfti-2354	138	501	,	,	PUNCT
ajfti-2354	138	502	2019	2019	NUM
ajfti-2354	138	503	;	;	PUNCT
ajfti-2354	138	504	frazzini	frazzini	PROPN
ajfti-2354	138	505	&	&	CCONJ
ajfti-2354	138	506	lamont	lamont	PROPN
ajfti-2354	138	507	,	,	PUNCT
ajfti-2354	138	508	2007	2007	NUM
ajfti-2354	138	509	;	;	PUNCT
ajfti-2354	138	510	faber	faber	PROPN
ajfti-2354	138	511	,	,	PUNCT
ajfti-2354	138	512	2007	2007	NUM
ajfti-2354	138	513	;	;	PUNCT
ajfti-2354	138	514	lisauskas	lisauska	NOUN
ajfti-2354	138	515	,	,	PUNCT
ajfti-2354	138	516	2011	2011	NUM
ajfti-2354	138	517	;	;	PUNCT
ajfti-2354	138	518	al	al	PROPN
ajfti-2354	138	519	-	-	PUNCT
ajfti-2354	138	520	sulaiman	sulaiman	PROPN
ajfti-2354	138	521	&	&	CCONJ
ajfti-2354	138	522	al	al	PROPN
ajfti-2354	138	523	-	-	PUNCT
ajfti-2354	138	524	matouq	matouq	NOUN
ajfti-2354	138	525	,	,	PUNCT
ajfti-2354	138	526	2021	2021	NUM
ajfti-2354	138	527	)	)	PUNCT
ajfti-2354	138	528	bonds	bond	NOUN
ajfti-2354	138	529	(	(	PUNCT
ajfti-2354	138	530	maewal	maewal	NOUN
ajfti-2354	138	531	&	&	CCONJ
ajfti-2354	138	532	bock	bock	NOUN
ajfti-2354	138	533	,	,	PUNCT
ajfti-2354	138	534	2011	2011	NUM
ajfti-2354	138	535	;	;	PUNCT
ajfti-2354	138	536	faber	faber	PROPN
ajfti-2354	138	537	,	,	PUNCT
ajfti-2354	138	538	2007	2007	NUM
ajfti-2354	138	539	)	)	PUNCT
ajfti-2354	138	540	fx	fx	NOUN
ajfti-2354	138	541	(	(	PUNCT
ajfti-2354	138	542	kroencke	kroencke	PROPN
ajfti-2354	138	543	et	et	PROPN
ajfti-2354	138	544	al	al	PROPN
ajfti-2354	138	545	.	.	PROPN
ajfti-2354	138	546	,	,	PUNCT
ajfti-2354	138	547	2014	2014	NUM
ajfti-2354	138	548	;	;	PUNCT
ajfti-2354	138	549	cenedese	cenedese	PROPN
ajfti-2354	138	550	et	et	PROPN
ajfti-2354	138	551	al	al	PROPN
ajfti-2354	138	552	.	.	PROPN
ajfti-2354	138	553	,	,	PUNCT
ajfti-2354	138	554	2012	2012	NUM
ajfti-2354	138	555	;	;	PUNCT
ajfti-2354	138	556	barroso	barroso	PROPN
ajfti-2354	138	557	&	&	CCONJ
ajfti-2354	138	558	santa	santa	PROPN
ajfti-2354	138	559	-	-	PUNCT
ajfti-2354	138	560	clara	clara	PROPN
ajfti-2354	138	561	,	,	PUNCT
ajfti-2354	138	562	2015	2015	NUM
ajfti-2354	138	563	;	;	PUNCT
ajfti-2354	138	564	de	de	PROPN
ajfti-2354	138	565	almeida	almeida	PROPN
ajfti-2354	138	566	et	et	PROPN
ajfti-2354	138	567	al	al	PROPN
ajfti-2354	138	568	.	.	PROPN
ajfti-2354	138	569	,	,	PUNCT
ajfti-2354	138	570	2018	2018	NUM
ajfti-2354	138	571	)	)	PUNCT
ajfti-2354	138	572	options	option	NOUN
ajfti-2354	138	573	(	(	PUNCT
ajfti-2354	138	574	maze	maze	NOUN
ajfti-2354	138	575	,	,	PUNCT
ajfti-2354	138	576	2012	2012	NUM
ajfti-2354	138	577	;	;	PUNCT
ajfti-2354	138	578	baker	baker	PROPN
ajfti-2354	138	579	&	&	CCONJ
ajfti-2354	138	580	haugen	haugen	PROPN
ajfti-2354	138	581	,	,	PUNCT
ajfti-2354	138	582	2012	2012	NUM
ajfti-2354	138	583	)	)	PUNCT
ajfti-2354	138	584	commodity	commodity	NOUN
ajfti-2354	138	585	futures	future	NOUN
ajfti-2354	138	586	(	(	PUNCT
ajfti-2354	138	587	fernandez	fernandez	PROPN
ajfti-2354	138	588	-	-	PUNCT
ajfti-2354	138	589	perez	perez	PROPN
ajfti-2354	138	590	et	et	PROPN
ajfti-2354	138	591	al	al	PROPN
ajfti-2354	138	592	.	.	PROPN
ajfti-2354	138	593	,	,	PUNCT
ajfti-2354	138	594	2018	2018	NUM
ajfti-2354	138	595	;	;	PUNCT
ajfti-2354	138	596	zaremba	zaremba	NOUN
ajfti-2354	138	597	et	et	PROPN
ajfti-2354	138	598	al	al	PROPN
ajfti-2354	138	599	.	.	PROPN
ajfti-2354	138	600	,	,	PUNCT
ajfti-2354	138	601	2019	2019	NUM
ajfti-2354	138	602	)	)	PUNCT
ajfti-2354	138	603	bitcoin	bitcoin	PROPN
ajfti-2354	138	604	(	(	PUNCT
ajfti-2354	138	605	madan	madan	PROPN
ajfti-2354	138	606	et	et	PROPN
ajfti-2354	138	607	al	al	PROPN
ajfti-2354	138	608	.	.	PROPN
ajfti-2354	138	609	,	,	PUNCT
ajfti-2354	138	610	2015	2015	NUM
ajfti-2354	138	611	;	;	PUNCT
ajfti-2354	138	612	jang	jang	PROPN
ajfti-2354	138	613	&	&	CCONJ
ajfti-2354	138	614	lee	lee	PROPN
ajfti-2354	138	615	,	,	PUNCT
ajfti-2354	138	616	2017	2017	NUM
ajfti-2354	138	617	;	;	PUNCT
ajfti-2354	138	618	mcnally	mcnally	PROPN
ajfti-2354	138	619	et	et	PROPN
ajfti-2354	138	620	al	al	PROPN
ajfti-2354	138	621	.	.	PROPN
ajfti-2354	138	622	,	,	PUNCT
ajfti-2354	138	623	2018	2018	NUM
ajfti-2354	138	624	;	;	PUNCT
ajfti-2354	138	625	alessandretti	alessandretti	VERB
ajfti-2354	138	626	et	et	PROPN
ajfti-2354	138	627	al	al	PROPN
ajfti-2354	138	628	.	.	PROPN
ajfti-2354	138	629	,	,	PUNCT
ajfti-2354	138	630	2018	2018	NUM
ajfti-2354	138	631	;	;	PUNCT
ajfti-2354	138	632	colianni	colianni	PROPN
ajfti-2354	138	633	et	et	PROPN
ajfti-2354	138	634	al	al	PROPN
ajfti-2354	138	635	.	.	PROPN
ajfti-2354	138	636	,	,	PUNCT
ajfti-2354	138	637	2015	2015	NUM
ajfti-2354	138	638	)	)	PUNCT
ajfti-2354	138	639	resolution	resolution	NOUN
ajfti-2354	138	640	daily	daily	ADV
ajfti-2354	138	641	(	(	PUNCT
ajfti-2354	138	642	dash	dash	NOUN
ajfti-2354	138	643	&	&	CCONJ
ajfti-2354	138	644	dash	dash	NOUN
ajfti-2354	138	645	,	,	PUNCT
ajfti-2354	138	646	2016	2016	NUM
ajfti-2354	138	647	;	;	PUNCT
ajfti-2354	138	648	henrique	henrique	PROPN
ajfti-2354	138	649	et	et	PROPN
ajfti-2354	138	650	al	al	PROPN
ajfti-2354	138	651	.	.	PROPN
ajfti-2354	138	652	,	,	PUNCT
ajfti-2354	138	653	2018	2018	NUM
ajfti-2354	138	654	;	;	PUNCT
ajfti-2354	138	655	krauss	krauss	PROPN
ajfti-2354	138	656	et	et	PROPN
ajfti-2354	138	657	al	al	PROPN
ajfti-2354	138	658	.	.	PROPN
ajfti-2354	138	659	,	,	PUNCT
ajfti-2354	138	660	2017	2017	NUM
ajfti-2354	138	661	;	;	PUNCT
ajfti-2354	138	662	deng	deng	PROPN
ajfti-2354	138	663	et	et	PROPN
ajfti-2354	138	664	al	al	PROPN
ajfti-2354	138	665	.	.	PROPN
ajfti-2354	138	666	,	,	PUNCT
ajfti-2354	138	667	2016	2016	NUM
ajfti-2354	138	668	;	;	PUNCT
ajfti-2354	138	669	gao	gao	PROPN
ajfti-2354	138	670	&	&	CCONJ
ajfti-2354	138	671	chai	chai	NOUN
ajfti-2354	138	672	,	,	PUNCT
ajfti-2354	138	673	2018	2018	NUM
ajfti-2354	138	674	;	;	PUNCT
ajfti-2354	138	675	gatev	gatev	NOUN
ajfti-2354	138	676	et	et	NOUN
ajfti-2354	138	677	al	al	PROPN
ajfti-2354	138	678	.	.	PROPN
ajfti-2354	138	679	,	,	PUNCT
ajfti-2354	138	680	2006	2006	NUM
ajfti-2354	138	681	;	;	PUNCT
ajfti-2354	138	682	chen	chen	PROPN
ajfti-2354	138	683	et	et	PROPN
ajfti-2354	138	684	al	al	PROPN
ajfti-2354	138	685	.	.	PROPN
ajfti-2354	138	686	,	,	PUNCT
ajfti-2354	138	687	2019	2019	NUM
ajfti-2354	138	688	;	;	PUNCT
ajfti-2354	138	689	rad	rad	PROPN
ajfti-2354	138	690	et	et	PROPN
ajfti-2354	138	691	al	al	PROPN
ajfti-2354	138	692	.	.	PROPN
ajfti-2354	138	693	,	,	PUNCT
ajfti-2354	138	694	2016	2016	NUM
ajfti-2354	138	695	;	;	PUNCT
ajfti-2354	138	696	yu	yu	PROPN
ajfti-2354	138	697	&	&	CCONJ
ajfti-2354	138	698	yan	yan	PROPN
ajfti-2354	138	699	,	,	PUNCT
ajfti-2354	138	700	2020	2020	NUM
ajfti-2354	138	701	;	;	PUNCT
ajfti-2354	138	702	bernile	bernile	NOUN
ajfti-2354	138	703	&	&	CCONJ
ajfti-2354	138	704	lyandres	lyandre	NOUN
ajfti-2354	138	705	,	,	PUNCT
ajfti-2354	138	706	2011	2011	NUM
ajfti-2354	138	707	;	;	PUNCT
ajfti-2354	138	708	dimic	dimic	PROPN
ajfti-2354	138	709	et	et	PROPN
ajfti-2354	138	710	al	al	PROPN
ajfti-2354	138	711	.	.	PROPN
ajfti-2354	138	712	,	,	PUNCT
ajfti-2354	138	713	2018	2018	NUM
ajfti-2354	138	714	;	;	PUNCT
ajfti-2354	138	715	berkowitz	berkowitz	PROPN
ajfti-2354	138	716	&	&	CCONJ
ajfti-2354	138	717	depken	depken	PROPN
ajfti-2354	138	718	,	,	PUNCT
ajfti-2354	138	719	2018	2018	NUM
ajfti-2354	138	720	;	;	PUNCT
ajfti-2354	138	721	geyer	geyer	PROPN
ajfti-2354	138	722	-	-	PUNCT
ajfti-2354	138	723	klingeberg	klingeberg	PROPN
ajfti-2354	138	724	et	et	PROPN
ajfti-2354	138	725	al	al	PROPN
ajfti-2354	138	726	.	.	PROPN
ajfti-2354	138	727	,	,	PUNCT
ajfti-2354	138	728	2018	2018	NUM
ajfti-2354	138	729	;	;	PUNCT
ajfti-2354	138	730	al	al	PROPN
ajfti-2354	138	731	-	-	PUNCT
ajfti-2354	138	732	sulaiman	sulaiman	PROPN
ajfti-2354	138	733	,	,	PUNCT
ajfti-2354	138	734	2022	2022	NUM
ajfti-2354	138	735	;	;	PUNCT
ajfti-2354	138	736	liu	liu	PROPN
ajfti-2354	138	737	et	et	PROPN
ajfti-2354	138	738	al	al	PROPN
ajfti-2354	138	739	.	.	PROPN
ajfti-2354	138	740	,	,	PUNCT
ajfti-2354	138	741	2003	2003	NUM
ajfti-2354	138	742	;	;	PUNCT
ajfti-2354	138	743	sadka	sadka	PROPN
ajfti-2354	138	744	,	,	PUNCT
ajfti-2354	138	745	2006	2006	NUM
ajfti-2354	138	746	;	;	PUNCT
ajfti-2354	138	747	garfinkel	garfinkel	PROPN
ajfti-2354	138	748	&	&	CCONJ
ajfti-2354	138	749	sokobin	sokobin	PROPN
ajfti-2354	138	750	,	,	PUNCT
ajfti-2354	138	751	2006	2006	NUM
ajfti-2354	138	752	;	;	PUNCT
ajfti-2354	138	753	chordia	chordia	PROPN
ajfti-2354	138	754	&	&	CCONJ
ajfti-2354	138	755	shivakumar	shivakumar	PROPN
ajfti-2354	138	756	,	,	PUNCT
ajfti-2354	138	757	2006	2006	NUM
ajfti-2354	138	758	;	;	PUNCT
ajfti-2354	138	759	nair	nair	PROPN
ajfti-2354	138	760	et	et	PROPN
ajfti-2354	138	761	al	al	PROPN
ajfti-2354	138	762	.	.	PROPN
ajfti-2354	138	763	,	,	PUNCT
ajfti-2354	138	764	2010	2010	NUM
ajfti-2354	138	765	;	;	PUNCT
ajfti-2354	138	766	chen	chen	PROPN
ajfti-2354	138	767	&	&	CCONJ
ajfti-2354	138	768	hao	hao	PROPN
ajfti-2354	138	769	,	,	PUNCT
ajfti-2354	138	770	2017	2017	NUM
ajfti-2354	138	771	;	;	PUNCT
ajfti-2354	138	772	weng	weng	PROPN
ajfti-2354	138	773	et	et	PROPN
ajfti-2354	138	774	al	al	PROPN
ajfti-2354	138	775	.	.	PROPN
ajfti-2354	138	776	,	,	PUNCT
ajfti-2354	138	777	2018	2018	NUM
ajfti-2354	138	778	;	;	PUNCT
ajfti-2354	138	779	lee	lee	PROPN
ajfti-2354	138	780	et	et	PROPN
ajfti-2354	138	781	al	al	PROPN
ajfti-2354	138	782	.	.	PROPN
ajfti-2354	138	783	,	,	PUNCT
ajfti-2354	138	784	2019	2019	NUM
ajfti-2354	138	785	;	;	PUNCT
ajfti-2354	138	786	deng	deng	PROPN
ajfti-2354	138	787	et	et	PROPN
ajfti-2354	138	788	al	al	PROPN
ajfti-2354	138	789	.	.	PROPN
ajfti-2354	138	790	,	,	PUNCT
ajfti-2354	138	791	2016	2016	NUM
ajfti-2354	138	792	;	;	PUNCT
ajfti-2354	138	793	almahdi	almahdi	PROPN
ajfti-2354	138	794	&	&	CCONJ
ajfti-2354	138	795	yang	yang	PROPN
ajfti-2354	138	796	,	,	PUNCT
ajfti-2354	138	797	2017	2017	NUM
ajfti-2354	138	798	;	;	PUNCT
ajfti-2354	138	799	barroso	barroso	PROPN
ajfti-2354	138	800	&	&	CCONJ
ajfti-2354	138	801	santa	santa	PROPN
ajfti-2354	138	802	-	-	PUNCT
ajfti-2354	138	803	clara	clara	PROPN
ajfti-2354	138	804	,	,	PUNCT
ajfti-2354	138	805	2015	2015	NUM
ajfti-2354	138	806	;	;	PUNCT
ajfti-2354	138	807	madan	madan	PROPN
ajfti-2354	138	808	et	et	PROPN
ajfti-2354	138	809	al	al	PROPN
ajfti-2354	138	810	.	.	PROPN
ajfti-2354	138	811	,	,	PUNCT
ajfti-2354	138	812	2015	2015	NUM
ajfti-2354	138	813	;	;	PUNCT
ajfti-2354	138	814	jang	jang	PROPN
ajfti-2354	138	815	&	&	CCONJ
ajfti-2354	138	816	lee	lee	PROPN
ajfti-2354	138	817	,	,	PUNCT
ajfti-2354	138	818	2017	2017	NUM
ajfti-2354	138	819	;	;	PUNCT
ajfti-2354	138	820	mcnally	mcnally	PROPN
ajfti-2354	138	821	et	et	PROPN
ajfti-2354	138	822	al	al	PROPN
ajfti-2354	138	823	.	.	PROPN
ajfti-2354	138	824	,	,	PUNCT
ajfti-2354	138	825	2018	2018	NUM
ajfti-2354	138	826	;	;	PUNCT
ajfti-2354	138	827	alessandretti	alessandretti	VERB
ajfti-2354	138	828	et	et	PROPN
ajfti-2354	138	829	al	al	PROPN
ajfti-2354	138	830	.	.	PROPN
ajfti-2354	138	831	,	,	PUNCT
ajfti-2354	138	832	2018	2018	NUM
ajfti-2354	138	833	;	;	PUNCT
ajfti-2354	138	834	colianni	colianni	PROPN
ajfti-2354	138	835	et	et	PROPN
ajfti-2354	138	836	al	al	PROPN
ajfti-2354	138	837	.	.	PROPN
ajfti-2354	138	838	,	,	PUNCT
ajfti-2354	138	839	2015	2015	NUM
ajfti-2354	138	840	;	;	PUNCT
ajfti-2354	138	841	al	al	PROPN
ajfti-2354	138	842	-	-	PUNCT
ajfti-2354	138	843	sulaiman	sulaiman	PROPN
ajfti-2354	138	844	&	&	CCONJ
ajfti-2354	138	845	al	al	PROPN
ajfti-2354	138	846	-	-	PUNCT
ajfti-2354	138	847	matouq	matouq	NOUN
ajfti-2354	138	848	,	,	PUNCT
ajfti-2354	138	849	2021	2021	NUM
ajfti-2354	138	850	;	;	PUNCT
ajfti-2354	138	851	de	de	PROPN
ajfti-2354	138	852	almeida	almeida	PROPN
ajfti-2354	138	853	et	et	PROPN
ajfti-2354	138	854	al	al	PROPN
ajfti-2354	138	855	.	.	PROPN
ajfti-2354	138	856	,	,	PUNCT
ajfti-2354	138	857	2018	2018	NUM
ajfti-2354	138	858	)	)	PUNCT
ajfti-2354	138	859	monthly	monthly	ADV
ajfti-2354	138	860	(	(	PUNCT
ajfti-2354	138	861	frazzini	frazzini	PROPN
ajfti-2354	138	862	&	&	CCONJ
ajfti-2354	138	863	pedersen	pedersen	PROPN
ajfti-2354	138	864	,	,	PUNCT
ajfti-2354	138	865	2014	2014	NUM
ajfti-2354	138	866	;	;	PUNCT
ajfti-2354	138	867	faber	faber	PROPN
ajfti-2354	138	868	,	,	PUNCT
ajfti-2354	138	869	2007	2007	NUM
ajfti-2354	138	870	;	;	PUNCT
ajfti-2354	138	871	engle	engle	PROPN
ajfti-2354	138	872	,	,	PUNCT
ajfti-2354	138	873	1982	1982	NUM
ajfti-2354	138	874	;	;	PUNCT
ajfti-2354	138	875	lisauskas	lisauska	NOUN
ajfti-2354	138	876	,	,	PUNCT
ajfti-2354	138	877	2011	2011	NUM
ajfti-2354	138	878	;	;	PUNCT
ajfti-2354	138	879	maze	maze	NOUN
ajfti-2354	138	880	,	,	PUNCT
ajfti-2354	138	881	2012	2012	NUM
ajfti-2354	138	882	;	;	PUNCT
ajfti-2354	138	883	kroencke	kroencke	PROPN
ajfti-2354	138	884	et	et	PROPN
ajfti-2354	138	885	al	al	PROPN
ajfti-2354	138	886	.	.	PROPN
ajfti-2354	138	887	,	,	PUNCT
ajfti-2354	138	888	2014	2014	NUM
ajfti-2354	138	889	;	;	PUNCT
ajfti-2354	138	890	cenedese	cenedese	PROPN
ajfti-2354	138	891	et	et	PROPN
ajfti-2354	138	892	al	al	PROPN
ajfti-2354	138	893	.	.	PROPN
ajfti-2354	138	894	,	,	PUNCT
ajfti-2354	138	895	2012	2012	NUM
ajfti-2354	138	896	;	;	PUNCT
ajfti-2354	138	897	baker	baker	PROPN
ajfti-2354	138	898	&	&	CCONJ
ajfti-2354	138	899	haugen	haugen	PROPN
ajfti-2354	138	900	,	,	PUNCT
ajfti-2354	138	901	2012	2012	NUM
ajfti-2354	138	902	;	;	PUNCT
ajfti-2354	138	903	fernandez	fernandez	PROPN
ajfti-2354	138	904	-	-	PUNCT
ajfti-2354	138	905	perez	perez	PROPN
ajfti-2354	138	906	et	et	PROPN
ajfti-2354	138	907	al	al	PROPN
ajfti-2354	138	908	.	.	PROPN
ajfti-2354	138	909	,	,	PUNCT
ajfti-2354	138	910	2018	2018	NUM
ajfti-2354	138	911	;	;	PUNCT
ajfti-2354	138	912	zaremba	zaremba	NOUN
ajfti-2354	138	913	et	et	PROPN
ajfti-2354	138	914	al	al	PROPN
ajfti-2354	138	915	.	.	PROPN
ajfti-2354	138	916	,	,	PUNCT
ajfti-2354	138	917	2019	2019	NUM
ajfti-2354	138	918	)	)	PUNCT
ajfti-2354	138	919	quarterly	quarterly	ADV
ajfti-2354	138	920	(	(	PUNCT
ajfti-2354	138	921	maewal	maewal	NOUN
ajfti-2354	138	922	&	&	CCONJ
ajfti-2354	138	923	bock	bock	NOUN
ajfti-2354	138	924	,	,	PUNCT
ajfti-2354	138	925	2011	2011	NUM
ajfti-2354	138	926	;	;	PUNCT
ajfti-2354	138	927	cohen	cohen	PROPN
ajfti-2354	138	928	et	et	PROPN
ajfti-2354	138	929	al	al	PROPN
ajfti-2354	138	930	.	.	PROPN
ajfti-2354	138	931	,	,	PUNCT
ajfti-2354	138	932	2010	2010	NUM
ajfti-2354	138	933	;	;	PUNCT
ajfti-2354	138	934	frazzini	frazzini	PROPN
ajfti-2354	138	935	&	&	CCONJ
ajfti-2354	138	936	pedersen	pedersen	PROPN
ajfti-2354	138	937	,	,	PUNCT
ajfti-2354	138	938	2014	2014	NUM
ajfti-2354	138	939	;	;	PUNCT
ajfti-2354	138	940	kishore	kishore	PROPN
ajfti-2354	138	941	et	et	PROPN
ajfti-2354	138	942	al	al	PROPN
ajfti-2354	138	943	.	.	PROPN
ajfti-2354	138	944	,	,	PUNCT
ajfti-2354	138	945	2008	2008	NUM
ajfti-2354	138	946	)	)	PUNCT
ajfti-2354	138	947	yearly	yearly	ADV
ajfti-2354	138	948	(	(	PUNCT
ajfti-2354	138	949	lev	lev	PROPN
ajfti-2354	138	950	&	&	CCONJ
ajfti-2354	138	951	nissim	nissim	PROPN
ajfti-2354	138	952	,	,	PUNCT
ajfti-2354	138	953	2006	2006	NUM
ajfti-2354	138	954	)	)	PUNCT
ajfti-2354	138	955	methods	method	NOUN
ajfti-2354	138	956	pair	pair	NOUN
ajfti-2354	138	957	trading	trading	NOUN
ajfti-2354	138	958	and	and	CCONJ
ajfti-2354	138	959	statistical	statistical	ADJ
ajfti-2354	138	960	arbitrage	arbitrage	NOUN
ajfti-2354	138	961	(	(	PUNCT
ajfti-2354	138	962	gatev	gatev	NOUN
ajfti-2354	138	963	et	et	NOUN
ajfti-2354	138	964	al	al	PROPN
ajfti-2354	138	965	.	.	PROPN
ajfti-2354	138	966	,	,	PUNCT
ajfti-2354	138	967	2006	2006	NUM
ajfti-2354	138	968	;	;	PUNCT
ajfti-2354	138	969	chen	chen	PROPN
ajfti-2354	138	970	et	et	PROPN
ajfti-2354	138	971	al	al	PROPN
ajfti-2354	138	972	.	.	PROPN
ajfti-2354	138	973	,	,	PUNCT
ajfti-2354	138	974	2019	2019	NUM
ajfti-2354	138	975	;	;	PUNCT
ajfti-2354	138	976	rad	rad	PROPN
ajfti-2354	138	977	et	et	PROPN
ajfti-2354	138	978	al	al	PROPN
ajfti-2354	138	979	.	.	PROPN
ajfti-2354	138	980	,	,	PUNCT
ajfti-2354	138	981	2016	2016	NUM
ajfti-2354	138	982	;	;	PUNCT
ajfti-2354	138	983	bernile	bernile	NOUN
ajfti-2354	138	984	&	&	CCONJ
ajfti-2354	138	985	lyandres	lyandre	NOUN
ajfti-2354	138	986	,	,	PUNCT
ajfti-2354	138	987	2011	2011	NUM
ajfti-2354	138	988	;	;	PUNCT
ajfti-2354	138	989	dimic	dimic	PROPN
ajfti-2354	138	990	et	et	PROPN
ajfti-2354	138	991	al	al	PROPN
ajfti-2354	138	992	.	.	PROPN
ajfti-2354	138	993	,	,	PUNCT
ajfti-2354	138	994	2018	2018	NUM
ajfti-2354	138	995	;	;	PUNCT
ajfti-2354	138	996	berkowitz	berkowitz	PROPN
ajfti-2354	138	997	&	&	CCONJ
ajfti-2354	138	998	depken	depken	PROPN
ajfti-2354	138	999	,	,	PUNCT
ajfti-2354	138	1000	2018	2018	NUM
ajfti-2354	138	1001	;	;	PUNCT
ajfti-2354	138	1002	geyer	geyer	PROPN
ajfti-2354	138	1003	-	-	PUNCT
ajfti-2354	138	1004	klingeberg	klingeberg	PROPN
ajfti-2354	138	1005	et	et	PROPN
ajfti-2354	138	1006	al	al	PROPN
ajfti-2354	138	1007	.	.	PROPN
ajfti-2354	138	1008	,	,	PUNCT
ajfti-2354	138	1009	2018	2018	NUM
ajfti-2354	138	1010	;	;	PUNCT
ajfti-2354	138	1011	fernandezperez	fernandezperez	NOUN
ajfti-2354	138	1012	et	et	PROPN
ajfti-2354	138	1013	al	al	PROPN
ajfti-2354	138	1014	.	.	PROPN
ajfti-2354	138	1015	,	,	PUNCT
ajfti-2354	138	1016	2018	2018	NUM
ajfti-2354	138	1017	)	)	PUNCT
ajfti-2354	138	1018	fundamental	fundamental	ADJ
ajfti-2354	138	1019	methods	method	NOUN
ajfti-2354	138	1020	(	(	PUNCT
ajfti-2354	138	1021	lev	lev	NOUN
ajfti-2354	138	1022	&	&	CCONJ
ajfti-2354	138	1023	nissim	nissim	PROPN
ajfti-2354	138	1024	,	,	PUNCT
ajfti-2354	138	1025	2006	2006	NUM
ajfti-2354	138	1026	;	;	PUNCT
ajfti-2354	138	1027	cohen	cohen	PROPN
ajfti-2354	138	1028	et	et	PROPN
ajfti-2354	138	1029	al	al	PROPN
ajfti-2354	138	1030	.	.	PROPN
ajfti-2354	138	1031	,	,	PUNCT
ajfti-2354	138	1032	2010	2010	NUM
ajfti-2354	138	1033	;	;	PUNCT
ajfti-2354	138	1034	frazzini	frazzini	PROPN
ajfti-2354	138	1035	&	&	CCONJ
ajfti-2354	138	1036	pedersen	pedersen	PROPN
ajfti-2354	138	1037	,	,	PUNCT
ajfti-2354	138	1038	2014	2014	NUM
ajfti-2354	138	1039	)	)	PUNCT
ajfti-2354	138	1040	momentum	momentum	NOUN
ajfti-2354	138	1041	(	(	PUNCT
ajfti-2354	138	1042	kishore	kishore	NOUN
ajfti-2354	138	1043	et	et	PROPN
ajfti-2354	138	1044	al	al	PROPN
ajfti-2354	138	1045	.	.	PROPN
ajfti-2354	138	1046	,	,	PUNCT
ajfti-2354	138	1047	2008	2008	NUM
ajfti-2354	138	1048	;	;	PUNCT
ajfti-2354	138	1049	liu	liu	PROPN
ajfti-2354	138	1050	et	et	PROPN
ajfti-2354	138	1051	al	al	PROPN
ajfti-2354	138	1052	.	.	PROPN
ajfti-2354	138	1053	,	,	PUNCT
ajfti-2354	138	1054	2003	2003	NUM
ajfti-2354	138	1055	;	;	PUNCT
ajfti-2354	138	1056	sadka	sadka	PROPN
ajfti-2354	138	1057	,	,	PUNCT
ajfti-2354	138	1058	2006	2006	NUM
ajfti-2354	138	1059	;	;	PUNCT
ajfti-2354	138	1060	garfinkel	garfinkel	PROPN
ajfti-2354	138	1061	&	&	CCONJ
ajfti-2354	138	1062	sokobin	sokobin	PROPN
ajfti-2354	138	1063	,	,	PUNCT
ajfti-2354	138	1064	2006	2006	NUM
ajfti-2354	138	1065	;	;	PUNCT
ajfti-2354	138	1066	chordia	chordia	PROPN
ajfti-2354	138	1067	&	&	CCONJ
ajfti-2354	138	1068	shivakumar	shivakumar	PROPN
ajfti-2354	138	1069	,	,	PUNCT
ajfti-2354	138	1070	2006	2006	NUM
ajfti-2354	138	1071	;	;	PUNCT
ajfti-2354	138	1072	frazzini	frazzini	PROPN
ajfti-2354	138	1073	&	&	CCONJ
ajfti-2354	138	1074	pedersen	pedersen	PROPN
ajfti-2354	138	1075	,	,	PUNCT
ajfti-2354	138	1076	2014	2014	NUM
ajfti-2354	138	1077	;	;	PUNCT
ajfti-2354	138	1078	zaremba	zaremba	NOUN
ajfti-2354	138	1079	et	et	PROPN
ajfti-2354	138	1080	al	al	PROPN
ajfti-2354	138	1081	.	.	PROPN
ajfti-2354	138	1082	,	,	PUNCT
ajfti-2354	138	1083	2019	2019	NUM
ajfti-2354	138	1084	)	)	PUNCT
ajfti-2354	138	1085	pa	pa	PROPN
ajfti-2354	138	1086	ge	ge	PROPN
ajfti-2354	138	1087	7	7	NUM
ajfti-2354	138	1088	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2354	138	1089	am	be	AUX
ajfti-2354	138	1090	.	.	PUNCT
ajfti-2354	139	1	j.	j.	PROPN
ajfti-2354	139	2	financ	financ	PROPN
ajfti-2354	139	3	.	.	PUNCT
ajfti-2354	140	1	technol	technol	PROPN
ajfti-2354	140	2	.	.	PUNCT
ajfti-2354	140	3	innov	innov	PROPN
ajfti-2354	140	4	.	.	PUNCT
ajfti-2354	141	1	2(1	2(1	NUM
ajfti-2354	141	2	)	)	PUNCT
ajfti-2354	141	3	1	1	NUM
ajfti-2354	141	4	-	-	SYM
ajfti-2354	141	5	14	14	NUM
ajfti-2354	141	6	,	,	PUNCT
ajfti-2354	141	7	2024	2024	NUM
ajfti-2354	141	8	ai	ai	NOUN
ajfti-2354	141	9	-	-	PUNCT
ajfti-2354	141	10	ml	ml	NOUN
ajfti-2354	141	11	methods	method	NOUN
ajfti-2354	141	12	(	(	PUNCT
ajfti-2354	141	13	lstm	lstm	PROPN
ajfti-2354	141	14	,	,	PUNCT
ajfti-2354	141	15	annt	annt	NOUN
ajfti-2354	141	16	,	,	PUNCT
ajfti-2354	141	17	rl	rl	X
ajfti-2354	141	18	,	,	PUNCT
ajfti-2354	141	19	cf	cf	NOUN
ajfti-2354	141	20	and	and	CCONJ
ajfti-2354	141	21	ga	ga	PROPN
ajfti-2354	141	22	)	)	PUNCT
ajfti-2354	141	23	(	(	PUNCT
ajfti-2354	141	24	dash	dash	NOUN
ajfti-2354	141	25	&	&	CCONJ
ajfti-2354	141	26	dash	dash	NOUN
ajfti-2354	141	27	,	,	PUNCT
ajfti-2354	141	28	2016	2016	NUM
ajfti-2354	141	29	;	;	PUNCT
ajfti-2354	141	30	krauss	krauss	PROPN
ajfti-2354	141	31	et	et	PROPN
ajfti-2354	141	32	al	al	PROPN
ajfti-2354	141	33	.	.	PROPN
ajfti-2354	141	34	,	,	PUNCT
ajfti-2354	141	35	2017	2017	NUM
ajfti-2354	141	36	;	;	PUNCT
ajfti-2354	141	37	deng	deng	PROPN
ajfti-2354	141	38	et	et	PROPN
ajfti-2354	141	39	al	al	PROPN
ajfti-2354	141	40	.	.	PROPN
ajfti-2354	141	41	,	,	PUNCT
ajfti-2354	141	42	2016	2016	NUM
ajfti-2354	141	43	;	;	PUNCT
ajfti-2354	141	44	gao	gao	PROPN
ajfti-2354	141	45	&	&	CCONJ
ajfti-2354	141	46	chai	chai	NOUN
ajfti-2354	141	47	,	,	PUNCT
ajfti-2354	141	48	2018	2018	NUM
ajfti-2354	141	49	;	;	PUNCT
ajfti-2354	141	50	yu	yu	PROPN
ajfti-2354	141	51	&	&	CCONJ
ajfti-2354	141	52	yan	yan	PROPN
ajfti-2354	141	53	,	,	PUNCT
ajfti-2354	141	54	2020	2020	NUM
ajfti-2354	141	55	;	;	PUNCT
ajfti-2354	141	56	al	al	PROPN
ajfti-2354	141	57	-	-	PUNCT
ajfti-2354	141	58	sulaiman	sulaiman	PROPN
ajfti-2354	141	59	,	,	PUNCT
ajfti-2354	141	60	2022	2022	NUM
ajfti-2354	141	61	;	;	PUNCT
ajfti-2354	141	62	lee	lee	PROPN
ajfti-2354	141	63	et	et	PROPN
ajfti-2354	141	64	al	al	PROPN
ajfti-2354	141	65	.	.	PROPN
ajfti-2354	141	66	,	,	PUNCT
ajfti-2354	141	67	2019	2019	NUM
ajfti-2354	141	68	;	;	PUNCT
ajfti-2354	141	69	deng	deng	PROPN
ajfti-2354	141	70	et	et	PROPN
ajfti-2354	141	71	al	al	PROPN
ajfti-2354	141	72	.	.	PROPN
ajfti-2354	141	73	,	,	PUNCT
ajfti-2354	141	74	2016	2016	NUM
ajfti-2354	141	75	;	;	PUNCT
ajfti-2354	141	76	almahdi	almahdi	PROPN
ajfti-2354	141	77	&	&	CCONJ
ajfti-2354	141	78	yang	yang	PROPN
ajfti-2354	141	79	,	,	PUNCT
ajfti-2354	141	80	2017	2017	NUM
ajfti-2354	141	81	;	;	PUNCT
ajfti-2354	141	82	jang	jang	PROPN
ajfti-2354	141	83	&	&	CCONJ
ajfti-2354	141	84	lee	lee	PROPN
ajfti-2354	141	85	,	,	PUNCT
ajfti-2354	141	86	2017	2017	NUM
ajfti-2354	141	87	;	;	PUNCT
ajfti-2354	141	88	al	al	PROPN
ajfti-2354	141	89	-	-	PUNCT
ajfti-2354	141	90	sulaiman	sulaiman	PROPN
ajfti-2354	141	91	&	&	CCONJ
ajfti-2354	141	92	al	al	PROPN
ajfti-2354	141	93	-	-	PUNCT
ajfti-2354	141	94	matouq	matouq	NOUN
ajfti-2354	141	95	,	,	PUNCT
ajfti-2354	141	96	2021	2021	NUM
ajfti-2354	141	97	;	;	PUNCT
ajfti-2354	141	98	de	de	PROPN
ajfti-2354	141	99	almeida	almeida	PROPN
ajfti-2354	141	100	et	et	PROPN
ajfti-2354	141	101	al	al	PROPN
ajfti-2354	141	102	.	.	PROPN
ajfti-2354	141	103	,	,	PUNCT
ajfti-2354	141	104	2018	2018	NUM
ajfti-2354	141	105	)	)	PUNCT
ajfti-2354	141	106	ai	ai	VERB
ajfti-2354	141	107	-	-	PUNCT
ajfti-2354	141	108	ml	ml	NOUN
ajfti-2354	141	109	methods	method	NOUN
ajfti-2354	141	110	(	(	PUNCT
ajfti-2354	141	111	svm	svm	VERB
ajfti-2354	141	112	and	and	CCONJ
ajfti-2354	141	113	svr	svr	PROPN
ajfti-2354	141	114	and	and	CCONJ
ajfti-2354	141	115	logistic	logistic	ADJ
ajfti-2354	141	116	regression	regression	NOUN
ajfti-2354	141	117	)	)	PUNCT
ajfti-2354	141	118	(	(	PUNCT
ajfti-2354	141	119	henrique	henrique	X
ajfti-2354	141	120	et	et	PROPN
ajfti-2354	141	121	al	al	PROPN
ajfti-2354	141	122	.	.	PROPN
ajfti-2354	141	123	,	,	PUNCT
ajfti-2354	141	124	2018	2018	NUM
ajfti-2354	141	125	;	;	PUNCT
ajfti-2354	141	126	chen	chen	PROPN
ajfti-2354	141	127	&	&	CCONJ
ajfti-2354	141	128	hao	hao	PROPN
ajfti-2354	141	129	,	,	PUNCT
ajfti-2354	141	130	2017	2017	NUM
ajfti-2354	141	131	;	;	PUNCT
ajfti-2354	141	132	lee	lee	PROPN
ajfti-2354	141	133	et	et	PROPN
ajfti-2354	141	134	al	al	PROPN
ajfti-2354	141	135	.	.	PROPN
ajfti-2354	141	136	,	,	PUNCT
ajfti-2354	141	137	2019	2019	NUM
ajfti-2354	141	138	;	;	PUNCT
ajfti-2354	141	139	madan	madan	PROPN
ajfti-2354	141	140	et	et	PROPN
ajfti-2354	141	141	al	al	PROPN
ajfti-2354	141	142	.	.	PROPN
ajfti-2354	141	143	,	,	PUNCT
ajfti-2354	141	144	2015	2015	NUM
ajfti-2354	141	145	;	;	PUNCT
ajfti-2354	141	146	mcnally	mcnally	PROPN
ajfti-2354	141	147	et	et	PROPN
ajfti-2354	141	148	al	al	PROPN
ajfti-2354	141	149	.	.	PROPN
ajfti-2354	141	150	,	,	PUNCT
ajfti-2354	141	151	2018	2018	NUM
ajfti-2354	141	152	;	;	PUNCT
ajfti-2354	141	153	alessandretti	alessandretti	VERB
ajfti-2354	141	154	et	et	PROPN
ajfti-2354	141	155	al	al	PROPN
ajfti-2354	141	156	.	.	PROPN
ajfti-2354	141	157	,	,	PUNCT
ajfti-2354	141	158	2018	2018	NUM
ajfti-2354	141	159	;	;	PUNCT
ajfti-2354	141	160	colianni	colianni	PROPN
ajfti-2354	141	161	et	et	PROPN
ajfti-2354	141	162	al	al	PROPN
ajfti-2354	141	163	.	.	PROPN
ajfti-2354	141	164	,	,	PUNCT
ajfti-2354	141	165	2015	2015	NUM
ajfti-2354	141	166	;	;	PUNCT
ajfti-2354	141	167	de	de	PROPN
ajfti-2354	141	168	almeida	almeida	PROPN
ajfti-2354	141	169	et	et	PROPN
ajfti-2354	141	170	al	al	PROPN
ajfti-2354	141	171	.	.	PROPN
ajfti-2354	141	172	,	,	PUNCT
ajfti-2354	141	173	2018	2018	NUM
ajfti-2354	141	174	)	)	PUNCT
ajfti-2354	141	175	ai	ai	VERB
ajfti-2354	141	176	-	-	PUNCT
ajfti-2354	141	177	ml	ml	NOUN
ajfti-2354	141	178	methods	method	NOUN
ajfti-2354	141	179	(	(	PUNCT
ajfti-2354	141	180	decision	decision	NOUN
ajfti-2354	141	181	tree	tree	NOUN
ajfti-2354	141	182	,	,	PUNCT
ajfti-2354	141	183	k	k	NOUN
ajfti-2354	141	184	-	-	PUNCT
ajfti-2354	141	185	nearest	near	ADJ
ajfti-2354	141	186	,	,	PUNCT
ajfti-2354	141	187	and	and	CCONJ
ajfti-2354	141	188	random	random	ADJ
ajfti-2354	141	189	forest	forest	NOUN
ajfti-2354	141	190	)	)	PUNCT
ajfti-2354	141	191	(	(	PUNCT
ajfti-2354	141	192	nair	nair	PROPN
ajfti-2354	141	193	et	et	PROPN
ajfti-2354	141	194	al	al	PROPN
ajfti-2354	141	195	.	.	PROPN
ajfti-2354	141	196	,	,	PUNCT
ajfti-2354	141	197	2010	2010	NUM
ajfti-2354	141	198	;	;	PUNCT
ajfti-2354	141	199	chen	chen	PROPN
ajfti-2354	141	200	&	&	CCONJ
ajfti-2354	141	201	hao	hao	PROPN
ajfti-2354	141	202	,	,	PUNCT
ajfti-2354	141	203	2017	2017	NUM
ajfti-2354	141	204	;	;	PUNCT
ajfti-2354	141	205	lee	lee	PROPN
ajfti-2354	141	206	et	et	PROPN
ajfti-2354	141	207	al	al	PROPN
ajfti-2354	141	208	.	.	PROPN
ajfti-2354	141	209	,	,	PUNCT
ajfti-2354	141	210	2019	2019	NUM
ajfti-2354	141	211	;	;	PUNCT
ajfti-2354	141	212	weng	weng	PROPN
ajfti-2354	141	213	et	et	PROPN
ajfti-2354	141	214	al	al	PROPN
ajfti-2354	141	215	.	.	PROPN
ajfti-2354	141	216	,	,	PUNCT
ajfti-2354	141	217	2018	2018	NUM
ajfti-2354	141	218	;	;	PUNCT
ajfti-2354	141	219	madan	madan	PROPN
ajfti-2354	141	220	et	et	PROPN
ajfti-2354	141	221	al	al	PROPN
ajfti-2354	141	222	.	.	PROPN
ajfti-2354	141	223	,	,	PUNCT
ajfti-2354	141	224	2015	2015	NUM
ajfti-2354	141	225	)	)	PUNCT
ajfti-2354	141	226	the	the	DET
ajfti-2354	141	227	cycle	cycle	NOUN
ajfti-2354	141	228	of	of	ADP
ajfti-2354	141	229	algorithmic	algorithmic	ADJ
ajfti-2354	141	230	trading	trading	NOUN
ajfti-2354	141	231	starts	start	VERB
ajfti-2354	141	232	with	with	ADP
ajfti-2354	141	233	an	an	DET
ajfti-2354	141	234	investment	investment	NOUN
ajfti-2354	141	235	idea	idea	NOUN
ajfti-2354	141	236	followed	follow	VERB
ajfti-2354	141	237	by	by	ADP
ajfti-2354	141	238	quantitative	quantitative	ADJ
ajfti-2354	141	239	research	research	NOUN
ajfti-2354	141	240	and	and	CCONJ
ajfti-2354	141	241	model	model	NOUN
ajfti-2354	141	242	development	development	NOUN
ajfti-2354	141	243	.	.	PUNCT
ajfti-2354	142	1	after	after	ADP
ajfti-2354	142	2	that	that	PRON
ajfti-2354	142	3	,	,	PUNCT
ajfti-2354	142	4	the	the	DET
ajfti-2354	142	5	model	model	NOUN
ajfti-2354	142	6	’s	’s	PART
ajfti-2354	142	7	implementation	implementation	NOUN
ajfti-2354	142	8	using	use	VERB
ajfti-2354	142	9	a	a	DET
ajfti-2354	142	10	programming	programming	NOUN
ajfti-2354	142	11	language	language	NOUN
ajfti-2354	142	12	is	be	AUX
ajfti-2354	142	13	needed	need	VERB
ajfti-2354	142	14	,	,	PUNCT
ajfti-2354	142	15	and	and	CCONJ
ajfti-2354	142	16	then	then	ADV
ajfti-2354	142	17	perform	perform	VERB
ajfti-2354	142	18	a	a	DET
ajfti-2354	142	19	back	back	ADJ
ajfti-2354	142	20	testing	testing	NOUN
ajfti-2354	142	21	to	to	PART
ajfti-2354	142	22	measure	measure	VERB
ajfti-2354	142	23	the	the	DET
ajfti-2354	142	24	algorithm	algorithm	NOUN
ajfti-2354	142	25	’s	’s	PART
ajfti-2354	142	26	performance	performance	NOUN
ajfti-2354	142	27	in	in	ADP
ajfti-2354	142	28	the	the	DET
ajfti-2354	142	29	past	past	NOUN
ajfti-2354	142	30	.	.	PUNCT
ajfti-2354	143	1	once	once	SCONJ
ajfti-2354	143	2	we	we	PRON
ajfti-2354	143	3	ensure	ensure	VERB
ajfti-2354	143	4	the	the	DET
ajfti-2354	143	5	model	model	NOUN
ajfti-2354	143	6	validity	validity	NOUN
ajfti-2354	143	7	,	,	PUNCT
ajfti-2354	143	8	we	we	PRON
ajfti-2354	143	9	test	test	VERB
ajfti-2354	143	10	the	the	DET
ajfti-2354	143	11	algorithm	algorithm	NOUN
ajfti-2354	143	12	’s	’s	PART
ajfti-2354	143	13	performance	performance	NOUN
ajfti-2354	143	14	on	on	ADP
ajfti-2354	143	15	the	the	DET
ajfti-2354	143	16	live	live	ADJ
ajfti-2354	143	17	stream	stream	NOUN
ajfti-2354	143	18	using	use	VERB
ajfti-2354	143	19	paper	paper	NOUN
ajfti-2354	143	20	trading	trading	NOUN
ajfti-2354	143	21	.	.	PUNCT
ajfti-2354	144	1	finally	finally	ADV
ajfti-2354	144	2	,	,	PUNCT
ajfti-2354	144	3	as	as	SCONJ
ajfti-2354	144	4	we	we	PRON
ajfti-2354	144	5	are	be	AUX
ajfti-2354	144	6	asserting	assert	VERB
ajfti-2354	144	7	the	the	DET
ajfti-2354	144	8	algorithm	algorithm	NOUN
ajfti-2354	144	9	’s	’s	PART
ajfti-2354	144	10	quality	quality	NOUN
ajfti-2354	144	11	,	,	PUNCT
ajfti-2354	144	12	we	we	PRON
ajfti-2354	144	13	may	may	AUX
ajfti-2354	144	14	deploy	deploy	VERB
ajfti-2354	144	15	it	it	PRON
ajfti-2354	144	16	for	for	ADP
ajfti-2354	144	17	live	live	ADJ
ajfti-2354	144	18	trading	trading	NOUN
ajfti-2354	144	19	and	and	CCONJ
ajfti-2354	144	20	monitor	monitor	VERB
ajfti-2354	144	21	its	its	PRON
ajfti-2354	144	22	performance	performance	NOUN
ajfti-2354	144	23	.	.	PUNCT
ajfti-2354	145	1	figure	figure	NOUN
ajfti-2354	145	2	1	1	NUM
ajfti-2354	145	3	shows	show	VERB
ajfti-2354	145	4	the	the	DET
ajfti-2354	145	5	cycle	cycle	NOUN
ajfti-2354	145	6	of	of	ADP
ajfti-2354	145	7	algorithmic	algorithmic	ADJ
ajfti-2354	145	8	trading	trading	NOUN
ajfti-2354	145	9	.	.	PUNCT
ajfti-2354	146	1	figure	figure	NOUN
ajfti-2354	146	2	2	2	NUM
ajfti-2354	146	3	shows	show	NOUN
ajfti-2354	146	4	dema	dema	PROPN
ajfti-2354	146	5	’s	’s	PART
ajfti-2354	146	6	extracted	extract	VERB
ajfti-2354	146	7	signals	signal	NOUN
ajfti-2354	146	8	with	with	ADP
ajfti-2354	146	9	nf	nf	NOUN
ajfti-2354	146	10	=	=	SYM
ajfti-2354	146	11	20	20	NUM
ajfti-2354	146	12	for	for	ADP
ajfti-2354	146	13	the	the	DET
ajfti-2354	146	14	fast	fast	ADJ
ajfti-2354	146	15	ema	ema	PROPN
ajfti-2354	146	16	and	and	CCONJ
ajfti-2354	146	17	ns	ns	NUM
ajfti-2354	146	18	=	=	NOUN
ajfti-2354	146	19	100	100	NUM
ajfti-2354	146	20	for	for	ADP
ajfti-2354	146	21	the	the	DET
ajfti-2354	146	22	slow	slow	ADJ
ajfti-2354	146	23	ema	ema	PROPN
ajfti-2354	146	24	on	on	ADP
ajfti-2354	146	25	the	the	DET
ajfti-2354	146	26	google	google	PROPN
ajfti-2354	146	27	inc	inc	PROPN
ajfti-2354	146	28	.	.	PUNCT
ajfti-2354	147	1	(	(	PUNCT
ajfti-2354	147	2	goog	goog	PROPN
ajfti-2354	147	3	)	)	PUNCT
ajfti-2354	147	4	historical	historical	ADJ
ajfti-2354	147	5	prices	price	NOUN
ajfti-2354	147	6	for	for	ADP
ajfti-2354	147	7	the	the	DET
ajfti-2354	147	8	period	period	NOUN
ajfti-2354	147	9	from	from	ADP
ajfti-2354	147	10	2001	2001	NUM
ajfti-2354	147	11	to	to	ADP
ajfti-2354	147	12	2018	2018	NUM
ajfti-2354	147	13	.	.	PUNCT
ajfti-2354	148	1	relative	relative	ADJ
ajfti-2354	148	2	strength	strength	NOUN
ajfti-2354	148	3	index	index	NOUN
ajfti-2354	148	4	(	(	PUNCT
ajfti-2354	148	5	rsi	rsi	NOUN
ajfti-2354	148	6	)	)	PUNCT
ajfti-2354	148	7	is	be	AUX
ajfti-2354	148	8	a	a	DET
ajfti-2354	148	9	popular	popular	ADJ
ajfti-2354	148	10	momentum	momentum	NOUN
ajfti-2354	148	11	figure	figure	NOUN
ajfti-2354	148	12	1	1	NUM
ajfti-2354	148	13	:	:	PUNCT
ajfti-2354	148	14	cycle	cycle	NOUN
ajfti-2354	148	15	of	of	ADP
ajfti-2354	148	16	algorithmic	algorithmic	ADJ
ajfti-2354	148	17	trading	trading	NOUN
ajfti-2354	148	18	figure	figure	NOUN
ajfti-2354	148	19	2	2	NUM
ajfti-2354	148	20	:	:	PUNCT
ajfti-2354	148	21	signal	signal	NOUN
ajfti-2354	148	22	of	of	ADP
ajfti-2354	148	23	double	double	ADJ
ajfti-2354	148	24	exponential	exponential	NOUN
ajfti-2354	148	25	moving	move	VERB
ajfti-2354	148	26	average	average	NOUN
ajfti-2354	148	27	on	on	ADP
ajfti-2354	148	28	google	google	PROPN
ajfti-2354	148	29	from	from	ADP
ajfti-2354	148	30	20012018	20012018	NUM
ajfti-2354	148	31	pa	pa	PROPN
ajfti-2354	148	32	ge	ge	PROPN
ajfti-2354	148	33	8	8	NUM
ajfti-2354	148	34	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2354	148	35	am	be	AUX
ajfti-2354	148	36	.	.	PUNCT
ajfti-2354	149	1	j.	j.	PROPN
ajfti-2354	149	2	financ	financ	PROPN
ajfti-2354	149	3	.	.	PUNCT
ajfti-2354	150	1	technol	technol	PROPN
ajfti-2354	150	2	.	.	PUNCT
ajfti-2354	150	3	innov	innov	PROPN
ajfti-2354	150	4	.	.	PUNCT
ajfti-2354	151	1	2(1	2(1	NUM
ajfti-2354	151	2	)	)	PUNCT
ajfti-2354	151	3	1	1	NUM
ajfti-2354	151	4	-	-	SYM
ajfti-2354	151	5	14	14	NUM
ajfti-2354	151	6	,	,	PUNCT
ajfti-2354	151	7	2024	2024	NUM
ajfti-2354	151	8	indicator	indicator	NOUN
ajfti-2354	151	9	proposed	propose	VERB
ajfti-2354	151	10	by	by	ADP
ajfti-2354	151	11	welles	welle	NOUN
ajfti-2354	151	12	wilder	wild	ADJ
ajfti-2354	151	13	(	(	PUNCT
ajfti-2354	151	14	wilder	wilder	ADJ
ajfti-2354	151	15	,	,	PUNCT
ajfti-2354	151	16	1978	1978	NUM
ajfti-2354	151	17	)	)	PUNCT
ajfti-2354	151	18	.	.	PUNCT
ajfti-2354	152	1	the	the	DET
ajfti-2354	152	2	rsi	rsi	NOUN
ajfti-2354	152	3	compares	compare	VERB
ajfti-2354	152	4	upward	upward	ADV
ajfti-2354	152	5	and	and	CCONJ
ajfti-2354	152	6	downward	downward	ADJ
ajfti-2354	152	7	movements	movement	NOUN
ajfti-2354	152	8	over	over	ADP
ajfti-2354	152	9	a	a	DET
ajfti-2354	152	10	specific	specific	ADJ
ajfti-2354	152	11	period	period	NOUN
ajfti-2354	152	12	n	n	NOUN
ajfti-2354	152	13	and	and	CCONJ
ajfti-2354	152	14	returns	return	VERB
ajfti-2354	152	15	a	a	DET
ajfti-2354	152	16	range	range	NOUN
ajfti-2354	152	17	of	of	ADP
ajfti-2354	152	18	oscillator	oscillator	NOUN
ajfti-2354	152	19	values	value	NOUN
ajfti-2354	152	20	between	between	ADP
ajfti-2354	152	21	0	0	NUM
ajfti-2354	152	22	and	and	CCONJ
ajfti-2354	152	23	100	100	NUM
ajfti-2354	152	24	.	.	PUNCT
ajfti-2354	153	1	often	often	ADV
ajfti-2354	153	2	,	,	PUNCT
ajfti-2354	153	3	the	the	DET
ajfti-2354	153	4	value	value	NOUN
ajfti-2354	153	5	below	below	ADP
ajfti-2354	153	6	30	30	NUM
ajfti-2354	153	7	is	be	AUX
ajfti-2354	153	8	an	an	DET
ajfti-2354	153	9	indication	indication	NOUN
ajfti-2354	153	10	of	of	ADP
ajfti-2354	153	11	oversold	oversold	ADJ
ajfti-2354	153	12	activities	activity	NOUN
ajfti-2354	153	13	,	,	PUNCT
ajfti-2354	153	14	and	and	CCONJ
ajfti-2354	153	15	the	the	DET
ajfti-2354	153	16	value	value	NOUN
ajfti-2354	153	17	over	over	ADP
ajfti-2354	153	18	70	70	NUM
ajfti-2354	153	19	indicates	indicate	VERB
ajfti-2354	153	20	overbought	overbought	ADJ
ajfti-2354	153	21	actions	action	NOUN
ajfti-2354	153	22	.	.	PUNCT
ajfti-2354	154	1	a	a	DET
ajfti-2354	154	2	popular	popular	ADJ
ajfti-2354	154	3	value	value	NOUN
ajfti-2354	154	4	of	of	ADP
ajfti-2354	154	5	parameter	parameter	NOUN
ajfti-2354	154	6	n	n	PROPN
ajfti-2354	154	7	is	be	AUX
ajfti-2354	154	8	n	n	PRON
ajfti-2354	154	9	=	=	NUM
ajfti-2354	154	10	14	14	NUM
ajfti-2354	154	11	,	,	PUNCT
ajfti-2354	154	12	and	and	CCONJ
ajfti-2354	154	13	the	the	DET
ajfti-2354	154	14	resolution	resolution	NOUN
ajfti-2354	154	15	is	be	AUX
ajfti-2354	154	16	based	base	VERB
ajfti-2354	154	17	on	on	ADP
ajfti-2354	154	18	the	the	DET
ajfti-2354	154	19	trading	trading	NOUN
ajfti-2354	154	20	frequency	frequency	NOUN
ajfti-2354	154	21	.	.	PUNCT
ajfti-2354	155	1	in	in	ADP
ajfti-2354	155	2	addition	addition	NOUN
ajfti-2354	155	3	,	,	PUNCT
ajfti-2354	155	4	n	n	DET
ajfti-2354	155	5	values	value	NOUN
ajfti-2354	155	6	of	of	ADP
ajfti-2354	155	7	9	9	NUM
ajfti-2354	155	8	and	and	CCONJ
ajfti-2354	155	9	25	25	NUM
ajfti-2354	155	10	are	be	AUX
ajfti-2354	155	11	predominantly	predominantly	ADV
ajfti-2354	155	12	in	in	ADP
ajfti-2354	155	13	use	use	NOUN
ajfti-2354	155	14	.	.	PUNCT
ajfti-2354	156	1	the	the	DET
ajfti-2354	156	2	rsi	rsi	ADJ
ajfti-2354	156	3	value	value	NOUN
ajfti-2354	156	4	is	be	AUX
ajfti-2354	156	5	determined	determine	VERB
ajfti-2354	156	6	as	as	SCONJ
ajfti-2354	156	7	follows	follow	VERB
ajfti-2354	156	8	:	:	PUNCT
ajfti-2354	156	9	where	where	SCONJ
ajfti-2354	156	10	ut	ut	PROPN
ajfti-2354	156	11	and	and	CCONJ
ajfti-2354	156	12	dt	dt	PROPN
ajfti-2354	156	13	are	be	AUX
ajfti-2354	156	14	the	the	DET
ajfti-2354	156	15	upward	upward	ADJ
ajfti-2354	156	16	and	and	CCONJ
ajfti-2354	156	17	downward	downward	ADJ
ajfti-2354	156	18	changes	change	NOUN
ajfti-2354	156	19	,	,	PUNCT
ajfti-2354	156	20	respectively	respectively	ADV
ajfti-2354	156	21	,	,	PUNCT
ajfti-2354	156	22	and	and	CCONJ
ajfti-2354	156	23	they	they	PRON
ajfti-2354	156	24	following	follow	VERB
ajfti-2354	156	25	:	:	PUNCT
ajfti-2354	156	26	ut={pt	ut={pt	ADP
ajfti-2354	156	27	p(t-1	p(t-1	NOUN
ajfti-2354	156	28	)	)	PUNCT
ajfti-2354	156	29	ifpt	ifpt	NOUN
ajfti-2354	156	30	p(t-1	p(t-1	PROPN
ajfti-2354	156	31	)	)	PUNCT
ajfti-2354	156	32	>	>	X
ajfti-2354	156	33	0	0	NUM
ajfti-2354	156	34	0otherwise	0otherwise	NUM
ajfti-2354	156	35	}	}	PUNCT
ajfti-2354	156	36	dt={|pt	dt={|pt	NOUN
ajfti-2354	156	37	p(t-1	p(t-1	NOUN
ajfti-2354	156	38	)	)	PUNCT
ajfti-2354	156	39	|ifpt	|ifpt	PROPN
ajfti-2354	156	40	p(t-1	p(t-1	NOUN
ajfti-2354	156	41	)	)	PUNCT
ajfti-2354	156	42	<	<	X
ajfti-2354	156	43	0	0	NUM
ajfti-2354	156	44	0otherwise	0otherwise	NUM
ajfti-2354	156	45	}	}	PUNCT
ajfti-2354	156	46	the	the	DET
ajfti-2354	156	47	financial	financial	ADJ
ajfti-2354	156	48	statements	statement	NOUN
ajfti-2354	156	49	contain	contain	VERB
ajfti-2354	156	50	considerable	considerable	ADJ
ajfti-2354	156	51	information	information	NOUN
ajfti-2354	156	52	about	about	ADP
ajfti-2354	156	53	company	company	NOUN
ajfti-2354	156	54	performance	performance	NOUN
ajfti-2354	156	55	divided	divide	VERB
ajfti-2354	156	56	into	into	ADP
ajfti-2354	156	57	the	the	DET
ajfti-2354	156	58	balance	balance	NOUN
ajfti-2354	156	59	sheet	sheet	NOUN
ajfti-2354	156	60	,	,	PUNCT
ajfti-2354	156	61	income	income	NOUN
ajfti-2354	156	62	statement	statement	NOUN
ajfti-2354	156	63	,	,	PUNCT
ajfti-2354	156	64	and	and	CCONJ
ajfti-2354	156	65	cash	cash	NOUN
ajfti-2354	156	66	flow	flow	NOUN
ajfti-2354	156	67	statement	statement	NOUN
ajfti-2354	156	68	.	.	PUNCT
ajfti-2354	157	1	the	the	DET
ajfti-2354	157	2	balance	balance	NOUN
ajfti-2354	157	3	sheet	sheet	NOUN
ajfti-2354	157	4	provides	provide	VERB
ajfti-2354	157	5	an	an	DET
ajfti-2354	157	6	overlook	overlook	NOUN
ajfti-2354	157	7	of	of	ADP
ajfti-2354	157	8	the	the	DET
ajfti-2354	157	9	assets	asset	NOUN
ajfti-2354	157	10	,	,	PUNCT
ajfti-2354	157	11	liabilities	liability	NOUN
ajfti-2354	157	12	,	,	PUNCT
ajfti-2354	157	13	and	and	CCONJ
ajfti-2354	157	14	equity	equity	NOUN
ajfti-2354	157	15	of	of	ADP
ajfti-2354	157	16	the	the	DET
ajfti-2354	157	17	company	company	NOUN
ajfti-2354	157	18	.	.	PUNCT
ajfti-2354	158	1	the	the	DET
ajfti-2354	158	2	income	income	NOUN
ajfti-2354	158	3	statement	statement	NOUN
ajfti-2354	158	4	shows	show	VERB
ajfti-2354	158	5	the	the	DET
ajfti-2354	158	6	net	net	ADJ
ajfti-2354	158	7	sales	sale	NOUN
ajfti-2354	158	8	,	,	PUNCT
ajfti-2354	158	9	operating	operating	NOUN
ajfti-2354	158	10	costs	cost	NOUN
ajfti-2354	158	11	,	,	PUNCT
ajfti-2354	158	12	interest	interest	NOUN
ajfti-2354	158	13	(	(	PUNCT
ajfti-2354	158	14	i	i	NOUN
ajfti-2354	158	15	)	)	PUNCT
ajfti-2354	158	16	,	,	PUNCT
ajfti-2354	158	17	taxes	taxis	NOUN
ajfti-2354	158	18	(	(	PUNCT
ajfti-2354	158	19	t	t	NOUN
ajfti-2354	158	20	)	)	PUNCT
ajfti-2354	158	21	,	,	PUNCT
ajfti-2354	158	22	depreciation	depreciation	NOUN
ajfti-2354	158	23	(	(	PUNCT
ajfti-2354	158	24	d	d	NOUN
ajfti-2354	158	25	)	)	PUNCT
ajfti-2354	158	26	and	and	CCONJ
ajfti-2354	158	27	amortization	amortization	NOUN
ajfti-2354	158	28	(	(	PUNCT
ajfti-2354	158	29	a	a	NOUN
ajfti-2354	158	30	)	)	PUNCT
ajfti-2354	158	31	,	,	PUNCT
ajfti-2354	158	32	and	and	CCONJ
ajfti-2354	158	33	the	the	DET
ajfti-2354	158	34	earnings	earning	NOUN
ajfti-2354	158	35	(	(	PUNCT
ajfti-2354	158	36	e	e	NOUN
ajfti-2354	158	37	)	)	PUNCT
ajfti-2354	158	38	before	before	ADP
ajfti-2354	158	39	and	and	CCONJ
ajfti-2354	158	40	after	after	ADP
ajfti-2354	158	41	these	these	DET
ajfti-2354	158	42	costs	cost	NOUN
ajfti-2354	158	43	(	(	PUNCT
ajfti-2354	158	44	ebitda	ebitda	NOUN
ajfti-2354	158	45	,	,	PUNCT
ajfti-2354	158	46	ebit	ebit	PROPN
ajfti-2354	158	47	,	,	PUNCT
ajfti-2354	158	48	ebt	ebt	PROPN
ajfti-2354	158	49	,	,	PUNCT
ajfti-2354	158	50	net	net	ADJ
ajfti-2354	158	51	income	income	NOUN
ajfti-2354	158	52	)	)	PUNCT
ajfti-2354	158	53	.	.	PUNCT
ajfti-2354	159	1	finally	finally	ADV
ajfti-2354	159	2	,	,	PUNCT
ajfti-2354	159	3	the	the	DET
ajfti-2354	159	4	cash	cash	NOUN
ajfti-2354	159	5	flow	flow	NOUN
ajfti-2354	159	6	statement	statement	NOUN
ajfti-2354	159	7	measures	measure	VERB
ajfti-2354	159	8	the	the	DET
ajfti-2354	159	9	figure	figure	NOUN
ajfti-2354	159	10	3	3	NUM
ajfti-2354	159	11	:	:	PUNCT
ajfti-2354	159	12	macd	macd	NOUN
ajfti-2354	159	13	for	for	ADP
ajfti-2354	159	14	microsoft	microsoft	PROPN
ajfti-2354	159	15	from	from	ADP
ajfti-2354	159	16	2018	2018	NUM
ajfti-2354	159	17	-	-	SYM
ajfti-2354	159	18	2019	2019	NUM
ajfti-2354	159	19	figure	figure	NOUN
ajfti-2354	159	20	4	4	NUM
ajfti-2354	159	21	:	:	PUNCT
ajfti-2354	159	22	rsi	rsi	NOUN
ajfti-2354	159	23	for	for	ADP
ajfti-2354	159	24	microsoft	microsoft	PROPN
ajfti-2354	159	25	for	for	ADP
ajfti-2354	159	26	2020	2020	NUM
ajfti-2354	159	27	pa	pa	PROPN
ajfti-2354	159	28	ge	ge	PROPN
ajfti-2354	159	29	9	9	NUM
ajfti-2354	159	30	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2354	159	31	am	be	AUX
ajfti-2354	159	32	.	.	PUNCT
ajfti-2354	160	1	j.	j.	PROPN
ajfti-2354	160	2	financ	financ	PROPN
ajfti-2354	160	3	.	.	PUNCT
ajfti-2354	161	1	technol	technol	PROPN
ajfti-2354	161	2	.	.	PUNCT
ajfti-2354	161	3	innov	innov	PROPN
ajfti-2354	161	4	.	.	PUNCT
ajfti-2354	162	1	2(1	2(1	NUM
ajfti-2354	162	2	)	)	PUNCT
ajfti-2354	162	3	1	1	NUM
ajfti-2354	162	4	-	-	SYM
ajfti-2354	162	5	14	14	NUM
ajfti-2354	162	6	,	,	PUNCT
ajfti-2354	162	7	2024	2024	NUM
ajfti-2354	162	8	the	the	DET
ajfti-2354	162	9	liquidity	liquidity	NOUN
ajfti-2354	162	10	ratio	ratio	NOUN
ajfti-2354	162	11	measures	measure	VERB
ajfti-2354	162	12	the	the	DET
ajfti-2354	162	13	firm	firm	NOUN
ajfti-2354	162	14	’s	’s	PART
ajfti-2354	162	15	ability	ability	NOUN
ajfti-2354	162	16	to	to	PART
ajfti-2354	162	17	meet	meet	VERB
ajfti-2354	162	18	its	its	PRON
ajfti-2354	162	19	obligations	obligation	NOUN
ajfti-2354	162	20	.	.	PUNCT
ajfti-2354	163	1	the	the	DET
ajfti-2354	163	2	asset	asset	NOUN
ajfti-2354	163	3	management	management	NOUN
ajfti-2354	163	4	ratio	ratio	NOUN
ajfti-2354	163	5	identifies	identify	VERB
ajfti-2354	163	6	the	the	DET
ajfti-2354	163	7	efficiency	efficiency	NOUN
ajfti-2354	163	8	of	of	ADP
ajfti-2354	163	9	managing	manage	VERB
ajfti-2354	163	10	the	the	DET
ajfti-2354	163	11	investment	investment	NOUN
ajfti-2354	163	12	on	on	ADP
ajfti-2354	163	13	assets	asset	NOUN
ajfti-2354	163	14	compared	compare	VERB
ajfti-2354	163	15	to	to	ADP
ajfti-2354	163	16	sales	sale	NOUN
ajfti-2354	163	17	revenue	revenue	NOUN
ajfti-2354	163	18	.	.	PUNCT
ajfti-2354	164	1	the	the	DET
ajfti-2354	164	2	debt	debt	NOUN
ajfti-2354	164	3	management	management	NOUN
ajfti-2354	164	4	ratios	ratio	NOUN
ajfti-2354	164	5	aim	aim	VERB
ajfti-2354	164	6	to	to	PART
ajfti-2354	164	7	measure	measure	VERB
ajfti-2354	164	8	the	the	DET
ajfti-2354	164	9	firm	firm	NOUN
ajfti-2354	164	10	’s	’s	PART
ajfti-2354	164	11	exposure	exposure	NOUN
ajfti-2354	164	12	to	to	ADP
ajfti-2354	164	13	financial	financial	ADJ
ajfti-2354	164	14	leverage	leverage	NOUN
ajfti-2354	164	15	.	.	PUNCT
ajfti-2354	165	1	profitability	profitability	NOUN
ajfti-2354	165	2	ratios	ratio	NOUN
ajfti-2354	165	3	measure	measure	VERB
ajfti-2354	165	4	the	the	DET
ajfti-2354	165	5	effects	effect	NOUN
ajfti-2354	165	6	of	of	ADP
ajfti-2354	165	7	the	the	DET
ajfti-2354	165	8	other	other	ADJ
ajfti-2354	165	9	class	class	NOUN
ajfti-2354	165	10	ratio	ratio	NOUN
ajfti-2354	165	11	on	on	ADP
ajfti-2354	165	12	the	the	DET
ajfti-2354	165	13	operating	operate	VERB
ajfti-2354	165	14	income	income	NOUN
ajfti-2354	165	15	.	.	PUNCT
ajfti-2354	166	1	table	table	NOUN
ajfti-2354	166	2	3	3	NUM
ajfti-2354	166	3	shows	show	VERB
ajfti-2354	166	4	common	common	ADJ
ajfti-2354	166	5	ratios	ratio	NOUN
ajfti-2354	166	6	in	in	ADP
ajfti-2354	166	7	each	each	DET
ajfti-2354	166	8	class5	class5	NOUN
ajfti-2354	166	9	.	.	PUNCT
ajfti-2354	167	1	figure	figure	NOUN
ajfti-2354	167	2	6	6	NUM
ajfti-2354	167	3	shows	show	VERB
ajfti-2354	167	4	the	the	DET
ajfti-2354	167	5	co	co	NOUN
ajfti-2354	167	6	-	-	NOUN
ajfti-2354	167	7	movement	movement	NOUN
ajfti-2354	167	8	of	of	ADP
ajfti-2354	167	9	home	home	NOUN
ajfti-2354	167	10	depo	depo	NOUN
ajfti-2354	167	11	.	.	PUNCT
ajfti-2354	168	1	(	(	PUNCT
ajfti-2354	168	2	hd	hd	NOUN
ajfti-2354	168	3	)	)	PUNCT
ajfti-2354	168	4	and	and	CCONJ
ajfti-2354	168	5	wall	wall	PROPN
ajfti-2354	168	6	-	-	PUNCT
ajfti-2354	168	7	mart	mart	PROPN
ajfti-2354	168	8	(	(	PUNCT
ajfti-2354	168	9	wmt	wmt	PROPN
ajfti-2354	168	10	)	)	PUNCT
ajfti-2354	168	11	along	along	ADP
ajfti-2354	168	12	with	with	ADP
ajfti-2354	168	13	the	the	DET
ajfti-2354	168	14	normalized	normalize	VERB
ajfti-2354	168	15	spread	spread	VERB
ajfti-2354	168	16	with	with	ADP
ajfti-2354	168	17	trading	trading	NOUN
ajfti-2354	168	18	signal	signal	NOUN
ajfti-2354	168	19	given	give	VERB
ajfti-2354	168	20	∆	∆	PROPN
ajfti-2354	168	21	=	=	SYM
ajfti-2354	168	22	1	1	X
ajfti-2354	168	23	.	.	PUNCT
ajfti-2354	169	1	for	for	ADP
ajfti-2354	169	2	more	more	ADJ
ajfti-2354	169	3	on	on	ADP
ajfti-2354	169	4	statistical	statistical	ADJ
ajfti-2354	169	5	arbitrage	arbitrage	NOUN
ajfti-2354	169	6	pairs	pair	NOUN
ajfti-2354	169	7	trading	trading	NOUN
ajfti-2354	169	8	strategies	strategy	NOUN
ajfti-2354	169	9	,	,	PUNCT
ajfti-2354	169	10	see	see	VERB
ajfti-2354	169	11	(	(	PUNCT
ajfti-2354	169	12	krauss	krauss	PROPN
ajfti-2354	169	13	,	,	PUNCT
ajfti-2354	169	14	2017	2017	NUM
ajfti-2354	169	15	)	)	PUNCT
ajfti-2354	169	16	.	.	PUNCT
ajfti-2354	170	1	figure	figure	VERB
ajfti-2354	170	2	5	5	NUM
ajfti-2354	170	3	:	:	PUNCT
ajfti-2354	170	4	return	return	VERB
ajfti-2354	170	5	on	on	ADP
ajfti-2354	170	6	equity	equity	NOUN
ajfti-2354	170	7	from	from	ADP
ajfti-2354	170	8	2005	2005	NUM
ajfti-2354	170	9	to	to	ADP
ajfti-2354	170	10	2020	2020	NUM
ajfti-2354	170	11	for	for	ADP
ajfti-2354	170	12	aapl	aapl	PROPN
ajfti-2354	170	13	and	and	CCONJ
ajfti-2354	170	14	msft	msft	NOUN
ajfti-2354	170	15	figure	figure	NOUN
ajfti-2354	170	16	6	6	NUM
ajfti-2354	170	17	:	:	PUNCT
ajfti-2354	170	18	signal	signal	NOUN
ajfti-2354	170	19	for	for	ADP
ajfti-2354	170	20	sample	sample	NOUN
ajfti-2354	170	21	pair	pair	NOUN
ajfti-2354	170	22	trading	trading	NOUN
ajfti-2354	170	23	pa	pa	PROPN
ajfti-2354	170	24	ge	ge	PROPN
ajfti-2354	170	25	10	10	NUM
ajfti-2354	170	26	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	170	27	am	be	AUX
ajfti-2354	170	28	.	.	PUNCT
ajfti-2354	171	1	j.	j.	PROPN
ajfti-2354	171	2	financ	financ	PROPN
ajfti-2354	171	3	.	.	PUNCT
ajfti-2354	172	1	technol	technol	PROPN
ajfti-2354	172	2	.	.	PUNCT
ajfti-2354	172	3	innov	innov	PROPN
ajfti-2354	172	4	.	.	PUNCT
ajfti-2354	173	1	2(1	2(1	NUM
ajfti-2354	173	2	)	)	PUNCT
ajfti-2354	173	3	1	1	NUM
ajfti-2354	173	4	-	-	SYM
ajfti-2354	173	5	14	14	NUM
ajfti-2354	173	6	,	,	PUNCT
ajfti-2354	173	7	2024	2024	NUM
ajfti-2354	173	8	figure	figure	NOUN
ajfti-2354	173	9	7	7	NUM
ajfti-2354	173	10	shows	show	VERB
ajfti-2354	173	11	the	the	DET
ajfti-2354	173	12	profits	profit	NOUN
ajfti-2354	173	13	of	of	ADP
ajfti-2354	173	14	the	the	DET
ajfti-2354	173	15	options	option	NOUN
ajfti-2354	173	16	strategies	strategy	NOUN
ajfti-2354	173	17	over	over	ADP
ajfti-2354	173	18	a	a	DET
ajfti-2354	173	19	variety	variety	NOUN
ajfti-2354	173	20	of	of	ADP
ajfti-2354	173	21	possible	possible	ADJ
ajfti-2354	173	22	prices	price	NOUN
ajfti-2354	173	23	at	at	ADP
ajfti-2354	173	24	maturity	maturity	NOUN
ajfti-2354	173	25	.	.	PUNCT
ajfti-2354	174	1	tin	tin	VERB
ajfti-2354	174	2	this	this	DET
ajfti-2354	174	3	paper	paper	NOUN
ajfti-2354	174	4	,	,	PUNCT
ajfti-2354	174	5	we	we	PRON
ajfti-2354	174	6	do	do	AUX
ajfti-2354	174	7	not	not	PART
ajfti-2354	174	8	aim	aim	VERB
ajfti-2354	174	9	to	to	PART
ajfti-2354	174	10	define	define	VERB
ajfti-2354	174	11	,	,	PUNCT
ajfti-2354	174	12	classify	classify	VERB
ajfti-2354	174	13	,	,	PUNCT
ajfti-2354	174	14	differentiate	differentiate	VERB
ajfti-2354	174	15	or	or	CCONJ
ajfti-2354	174	16	illustrate	illustrate	VERB
ajfti-2354	174	17	the	the	DET
ajfti-2354	174	18	methods	method	NOUN
ajfti-2354	174	19	in	in	ADP
ajfti-2354	174	20	these	these	DET
ajfti-2354	174	21	areas	area	NOUN
ajfti-2354	174	22	,	,	PUNCT
ajfti-2354	174	23	but	but	CCONJ
ajfti-2354	174	24	alternatively	alternatively	ADV
ajfti-2354	174	25	,	,	PUNCT
ajfti-2354	174	26	we	we	PRON
ajfti-2354	174	27	focus	focus	VERB
ajfti-2354	174	28	on	on	ADP
ajfti-2354	174	29	their	their	PRON
ajfti-2354	174	30	application	application	NOUN
ajfti-2354	174	31	in	in	ADP
ajfti-2354	174	32	trading	trading	NOUN
ajfti-2354	174	33	and	and	CCONJ
ajfti-2354	174	34	explore	explore	VERB
ajfti-2354	174	35	some	some	PRON
ajfti-2354	174	36	of	of	ADP
ajfti-2354	174	37	the	the	DET
ajfti-2354	174	38	standard	standard	ADJ
ajfti-2354	174	39	methods	method	NOUN
ajfti-2354	174	40	used	use	VERB
ajfti-2354	174	41	to	to	PART
ajfti-2354	174	42	develop	develop	VERB
ajfti-2354	174	43	algorithms	algorithm	NOUN
ajfti-2354	174	44	for	for	ADP
ajfti-2354	174	45	trading	trading	NOUN
ajfti-2354	174	46	.	.	PUNCT
ajfti-2354	175	1	however	however	ADV
ajfti-2354	175	2	,	,	PUNCT
ajfti-2354	175	3	machine	machine	NOUN
ajfti-2354	175	4	learning	learning	NOUN
ajfti-2354	175	5	and	and	CCONJ
ajfti-2354	175	6	data	datum	NOUN
ajfti-2354	175	7	mining	mining	NOUN
ajfti-2354	175	8	algorithms	algorithm	NOUN
ajfti-2354	175	9	aim	aim	VERB
ajfti-2354	175	10	to	to	PART
ajfti-2354	175	11	solve	solve	VERB
ajfti-2354	175	12	estimations	estimation	NOUN
ajfti-2354	175	13	,	,	PUNCT
ajfti-2354	175	14	predictions	prediction	NOUN
ajfti-2354	175	15	,	,	PUNCT
ajfti-2354	175	16	classifications	classification	NOUN
ajfti-2354	175	17	,	,	PUNCT
ajfti-2354	175	18	associations	association	NOUN
ajfti-2354	175	19	,	,	PUNCT
ajfti-2354	175	20	and	and	CCONJ
ajfti-2354	175	21	clustering	cluster	VERB
ajfti-2354	175	22	problems	problem	NOUN
ajfti-2354	175	23	.	.	PUNCT
ajfti-2354	176	1	the	the	DET
ajfti-2354	176	2	problems	problem	NOUN
ajfti-2354	176	3	can	can	AUX
ajfti-2354	176	4	be	be	AUX
ajfti-2354	176	5	classified	classify	VERB
ajfti-2354	176	6	into	into	ADP
ajfti-2354	176	7	supervised	supervised	ADJ
ajfti-2354	176	8	learning	learning	NOUN
ajfti-2354	176	9	,	,	PUNCT
ajfti-2354	176	10	unsupervised	unsupervised	ADJ
ajfti-2354	176	11	learning	learning	NOUN
ajfti-2354	176	12	,	,	PUNCT
ajfti-2354	176	13	semi	semi	ADJ
ajfti-2354	176	14	-	-	ADJ
ajfti-2354	176	15	supervised	supervised	ADJ
ajfti-2354	176	16	learn	learn	VERB
ajfti-2354	176	17	ing	ing	ADJ
ajfti-2354	176	18	,	,	PUNCT
ajfti-2354	176	19	and	and	CCONJ
ajfti-2354	176	20	reinforcement	reinforcement	NOUN
ajfti-2354	176	21	learning	learning	NOUN
ajfti-2354	176	22	.	.	PUNCT
ajfti-2354	177	1	this	this	DET
ajfti-2354	177	2	paper	paper	NOUN
ajfti-2354	177	3	discusses	discuss	VERB
ajfti-2354	177	4	the	the	DET
ajfti-2354	177	5	decision	decision	NOUN
ajfti-2354	177	6	tree	tree	NOUN
ajfti-2354	177	7	methods	method	NOUN
ajfti-2354	177	8	,	,	PUNCT
ajfti-2354	177	9	the	the	DET
ajfti-2354	177	10	long	long	ADJ
ajfti-2354	177	11	short	short	ADJ
ajfti-2354	177	12	-	-	PUNCT
ajfti-2354	177	13	term	term	NOUN
ajfti-2354	177	14	memory	memory	NOUN
ajfti-2354	177	15	neural	neural	ADJ
ajfti-2354	177	16	network	network	NOUN
ajfti-2354	177	17	,	,	PUNCT
ajfti-2354	177	18	and	and	CCONJ
ajfti-2354	177	19	reinforcement	reinforcement	NOUN
ajfti-2354	177	20	q	q	NOUN
ajfti-2354	177	21	-	-	PUNCT
ajfti-2354	177	22	learning	learning	NOUN
ajfti-2354	177	23	.	.	PUNCT
ajfti-2354	178	1	nevertheless	nevertheless	ADV
ajfti-2354	178	2	,	,	PUNCT
ajfti-2354	178	3	figure	figure	VERB
ajfti-2354	178	4	8	8	NUM
ajfti-2354	178	5	shows	show	VERB
ajfti-2354	178	6	a	a	DET
ajfti-2354	178	7	social	social	ADJ
ajfti-2354	178	8	network	network	NOUN
ajfti-2354	178	9	of	of	ADP
ajfti-2354	178	10	the	the	DET
ajfti-2354	178	11	universal	universal	ADJ
ajfti-2354	178	12	methods	method	NOUN
ajfti-2354	178	13	of	of	ADP
ajfti-2354	178	14	machine	machine	NOUN
ajfti-2354	178	15	learning	learning	NOUN
ajfti-2354	178	16	used	use	VERB
ajfti-2354	178	17	in	in	ADP
ajfti-2354	178	18	algorithmic	algorithmic	ADJ
ajfti-2354	178	19	tradings	trading	NOUN
ajfti-2354	178	20	.	.	PUNCT
ajfti-2354	179	1	figure	figure	VERB
ajfti-2354	179	2	7	7	NUM
ajfti-2354	179	3	:	:	PUNCT
ajfti-2354	179	4	possible	possible	ADJ
ajfti-2354	179	5	profits	profit	NOUN
ajfti-2354	179	6	of	of	ADP
ajfti-2354	179	7	various	various	ADJ
ajfti-2354	179	8	option	option	NOUN
ajfti-2354	179	9	strategies	strategy	NOUN
ajfti-2354	179	10	figure	figure	VERB
ajfti-2354	179	11	8	8	NUM
ajfti-2354	179	12	:	:	PUNCT
ajfti-2354	179	13	social	social	ADJ
ajfti-2354	179	14	network	network	NOUN
ajfti-2354	179	15	of	of	ADP
ajfti-2354	179	16	machine	machine	NOUN
ajfti-2354	179	17	learning	learning	NOUN
ajfti-2354	179	18	methods	method	NOUN
ajfti-2354	179	19	pa	pa	PROPN
ajfti-2354	179	20	ge	ge	PROPN
ajfti-2354	179	21	11	11	NUM
ajfti-2354	179	22	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	179	23	am	be	AUX
ajfti-2354	179	24	.	.	PUNCT
ajfti-2354	180	1	j.	j.	PROPN
ajfti-2354	180	2	financ	financ	PROPN
ajfti-2354	180	3	.	.	PUNCT
ajfti-2354	181	1	technol	technol	PROPN
ajfti-2354	181	2	.	.	PUNCT
ajfti-2354	181	3	innov	innov	PROPN
ajfti-2354	181	4	.	.	PUNCT
ajfti-2354	182	1	2(1	2(1	NUM
ajfti-2354	182	2	)	)	PUNCT
ajfti-2354	182	3	1	1	NUM
ajfti-2354	182	4	-	-	SYM
ajfti-2354	182	5	14	14	NUM
ajfti-2354	182	6	,	,	PUNCT
ajfti-2354	182	7	2024	2024	NUM
ajfti-2354	182	8	figure	figure	NOUN
ajfti-2354	182	9	9	9	NUM
ajfti-2354	182	10	shows	show	VERB
ajfti-2354	182	11	an	an	DET
ajfti-2354	182	12	example	example	NOUN
ajfti-2354	182	13	of	of	ADP
ajfti-2354	182	14	simplified	simplified	ADJ
ajfti-2354	182	15	decision	decision	NOUN
ajfti-2354	182	16	tree	tree	NOUN
ajfti-2354	182	17	rules	rule	NOUN
ajfti-2354	182	18	.	.	PUNCT
ajfti-2354	183	1	the	the	DET
ajfti-2354	183	2	rules	rule	NOUN
ajfti-2354	183	3	are	be	AUX
ajfti-2354	183	4	achieved	achieve	VERB
ajfti-2354	183	5	through	through	ADP
ajfti-2354	183	6	constructing	construct	VERB
ajfti-2354	183	7	a	a	DET
ajfti-2354	183	8	path	path	NOUN
ajfti-2354	183	9	for	for	ADP
ajfti-2354	183	10	the	the	DET
ajfti-2354	183	11	tree	tree	NOUN
ajfti-2354	183	12	,	,	PUNCT
ajfti-2354	183	13	starting	start	VERB
ajfti-2354	183	14	the	the	DET
ajfti-2354	183	15	root	root	NOUN
ajfti-2354	183	16	node	node	NOUN
ajfti-2354	183	17	to	to	ADP
ajfti-2354	183	18	leaves	leave	NOUN
ajfti-2354	183	19	through	through	ADP
ajfti-2354	183	20	the	the	DET
ajfti-2354	183	21	branches	branch	NOUN
ajfti-2354	183	22	of	of	ADP
ajfti-2354	183	23	decision	decision	NOUN
ajfti-2354	183	24	nodes	node	NOUN
ajfti-2354	183	25	.	.	PUNCT
ajfti-2354	184	1	the	the	DET
ajfti-2354	184	2	classification	classification	NOUN
ajfti-2354	184	3	and	and	CCONJ
ajfti-2354	184	4	regression	regression	NOUN
ajfti-2354	184	5	algorithm	algorithm	NOUN
ajfti-2354	184	6	(	(	PUNCT
ajfti-2354	184	7	cart	cart	NOUN
ajfti-2354	184	8	)	)	PUNCT
ajfti-2354	184	9	is	be	AUX
ajfti-2354	184	10	a	a	DET
ajfti-2354	184	11	classical	classical	ADJ
ajfti-2354	184	12	decision	decision	NOUN
ajfti-2354	184	13	tree	tree	NOUN
ajfti-2354	184	14	algorithm	algorithm	NOUN
ajfti-2354	184	15	.	.	PUNCT
ajfti-2354	185	1	cart	cart	NOUN
ajfti-2354	185	2	partitions	partition	VERB
ajfti-2354	185	3	the	the	DET
ajfti-2354	185	4	tree	tree	NOUN
ajfti-2354	185	5	in	in	ADP
ajfti-2354	185	6	a	a	DET
ajfti-2354	185	7	binary	binary	ADJ
ajfti-2354	185	8	manner	manner	NOUN
ajfti-2354	185	9	by	by	ADP
ajfti-2354	185	10	splitting	split	VERB
ajfti-2354	185	11	the	the	DET
ajfti-2354	185	12	tree	tree	NOUN
ajfti-2354	185	13	into	into	ADP
ajfti-2354	185	14	two	two	NUM
ajfti-2354	185	15	branches	branch	NOUN
ajfti-2354	185	16	at	at	ADP
ajfti-2354	185	17	each	each	DET
ajfti-2354	185	18	decision	decision	NOUN
ajfti-2354	185	19	node	node	NOUN
ajfti-2354	185	20	.	.	PUNCT
ajfti-2354	186	1	the	the	DET
ajfti-2354	186	2	splitting	splitting	NOUN
ajfti-2354	186	3	is	be	AUX
ajfti-2354	186	4	based	base	VERB
ajfti-2354	186	5	on	on	ADP
ajfti-2354	186	6	the	the	DET
ajfti-2354	186	7	maximum	maximum	ADJ
ajfti-2354	186	8	value	value	NOUN
ajfti-2354	186	9	of	of	ADP
ajfti-2354	186	10	the	the	DET
ajfti-2354	186	11	optimality	optimality	NOUN
ajfti-2354	186	12	measure	measure	NOUN
ajfti-2354	186	13	function	function	NOUN
ajfti-2354	186	14	among	among	ADP
ajfti-2354	186	15	all	all	DET
ajfti-2354	186	16	possible	possible	ADJ
ajfti-2354	186	17	split	split	ADJ
ajfti-2354	186	18	candidates	candidate	NOUN
ajfti-2354	186	19	.	.	PUNCT
ajfti-2354	187	1	similar	similar	ADJ
ajfti-2354	187	2	arguments	argument	NOUN
ajfti-2354	187	3	apply	apply	VERB
ajfti-2354	187	4	to	to	ADP
ajfti-2354	187	5	all	all	DET
ajfti-2354	187	6	the	the	DET
ajfti-2354	187	7	nodes	node	NOUN
ajfti-2354	187	8	in	in	ADP
ajfti-2354	187	9	all	all	DET
ajfti-2354	187	10	hidden	hidden	ADJ
ajfti-2354	187	11	layers	layer	NOUN
ajfti-2354	187	12	and	and	CCONJ
ajfti-2354	187	13	the	the	DET
ajfti-2354	187	14	output	output	NOUN
ajfti-2354	187	15	layer	layer	NOUN
ajfti-2354	187	16	.	.	PUNCT
ajfti-2354	188	1	for	for	ADP
ajfti-2354	188	2	example	example	NOUN
ajfti-2354	188	3	,	,	PUNCT
ajfti-2354	188	4	figure	figure	NOUN
ajfti-2354	188	5	10	10	NUM
ajfti-2354	188	6	illustrates	illustrate	VERB
ajfti-2354	188	7	the	the	DET
ajfti-2354	188	8	forward	forward	ADJ
ajfti-2354	188	9	path	path	NOUN
ajfti-2354	188	10	of	of	ADP
ajfti-2354	188	11	a	a	DET
ajfti-2354	188	12	simplified	simplified	ADJ
ajfti-2354	188	13	lstm	lstm	NOUN
ajfti-2354	188	14	consist	consist	NOUN
ajfti-2354	188	15	of	of	ADP
ajfti-2354	188	16	three	three	NUM
ajfti-2354	188	17	input	input	NOUN
ajfti-2354	188	18	nodes	node	NOUN
ajfti-2354	188	19	,	,	PUNCT
ajfti-2354	188	20	three	three	NUM
ajfti-2354	188	21	nodes	node	NOUN
ajfti-2354	188	22	in	in	ADP
ajfti-2354	188	23	the	the	DET
ajfti-2354	188	24	first	first	ADJ
ajfti-2354	188	25	hidden	hide	VERB
ajfti-2354	188	26	layer	layer	NOUN
ajfti-2354	188	27	,	,	PUNCT
ajfti-2354	188	28	two	two	NUM
ajfti-2354	188	29	nodes	node	NOUN
ajfti-2354	188	30	in	in	ADP
ajfti-2354	188	31	the	the	DET
ajfti-2354	188	32	second	second	ADJ
ajfti-2354	188	33	hidden	hide	VERB
ajfti-2354	188	34	layer	layer	NOUN
ajfti-2354	188	35	,	,	PUNCT
ajfti-2354	188	36	and	and	CCONJ
ajfti-2354	188	37	one	one	NUM
ajfti-2354	188	38	output	output	NOUN
ajfti-2354	188	39	node	node	NOUN
ajfti-2354	188	40	.	.	PUNCT
ajfti-2354	189	1	figure	figure	NOUN
ajfti-2354	189	2	9	9	NUM
ajfti-2354	189	3	:	:	PUNCT
ajfti-2354	189	4	example	example	NOUN
ajfti-2354	189	5	of	of	ADP
ajfti-2354	189	6	decision	decision	NOUN
ajfti-2354	189	7	tree	tree	NOUN
ajfti-2354	189	8	rules	rule	NOUN
ajfti-2354	189	9	figure	figure	VERB
ajfti-2354	189	10	10	10	NUM
ajfti-2354	189	11	:	:	PUNCT
ajfti-2354	189	12	illustration	illustration	NOUN
ajfti-2354	189	13	of	of	ADP
ajfti-2354	189	14	lstm	lstm	PROPN
ajfti-2354	189	15	neural	neural	ADJ
ajfti-2354	189	16	network	network	NOUN
ajfti-2354	189	17	conclusion	conclusion	NOUN
ajfti-2354	189	18	in	in	ADP
ajfti-2354	189	19	conclusion	conclusion	NOUN
ajfti-2354	189	20	,	,	PUNCT
ajfti-2354	189	21	the	the	DET
ajfti-2354	189	22	dominance	dominance	NOUN
ajfti-2354	189	23	of	of	ADP
ajfti-2354	189	24	computer	computer	NOUN
ajfti-2354	189	25	-	-	PUNCT
ajfti-2354	189	26	based	base	VERB
ajfti-2354	189	27	auto	auto	NOUN
ajfti-2354	189	28	trading	trading	NOUN
ajfti-2354	189	29	,	,	PUNCT
ajfti-2354	189	30	representing	represent	VERB
ajfti-2354	189	31	80	80	NUM
ajfti-2354	189	32	%	%	NOUN
ajfti-2354	189	33	of	of	ADP
ajfti-2354	189	34	wall	wall	PROPN
ajfti-2354	189	35	street	street	PROPN
ajfti-2354	189	36	activity	activity	NOUN
ajfti-2354	189	37	,	,	PUNCT
ajfti-2354	189	38	is	be	AUX
ajfti-2354	189	39	poised	poise	VERB
ajfti-2354	189	40	to	to	PART
ajfti-2354	189	41	extend	extend	VERB
ajfti-2354	189	42	to	to	ADP
ajfti-2354	189	43	individual	individual	ADJ
ajfti-2354	189	44	investors	investor	NOUN
ajfti-2354	189	45	.	.	PUNCT
ajfti-2354	190	1	this	this	DET
ajfti-2354	190	2	research	research	NOUN
ajfti-2354	190	3	comprehensively	comprehensively	ADV
ajfti-2354	190	4	reviews	review	VERB
ajfti-2354	190	5	algorithmic	algorithmic	ADJ
ajfti-2354	190	6	trading	trading	NOUN
ajfti-2354	190	7	,	,	PUNCT
ajfti-2354	190	8	encompassing	encompass	VERB
ajfti-2354	190	9	definitions	definition	NOUN
ajfti-2354	190	10	,	,	PUNCT
ajfti-2354	190	11	project	project	NOUN
ajfti-2354	190	12	life	life	NOUN
ajfti-2354	190	13	cycles	cycle	NOUN
ajfti-2354	190	14	,	,	PUNCT
ajfti-2354	190	15	platforms	platform	NOUN
ajfti-2354	190	16	,	,	PUNCT
ajfti-2354	190	17	languages	language	NOUN
ajfti-2354	190	18	,	,	PUNCT
ajfti-2354	190	19	strategy	strategy	NOUN
ajfti-2354	190	20	classification	classification	NOUN
ajfti-2354	190	21	,	,	PUNCT
ajfti-2354	190	22	performance	performance	NOUN
ajfti-2354	190	23	measures	measure	NOUN
ajfti-2354	190	24	,	,	PUNCT
ajfti-2354	190	25	and	and	CCONJ
ajfti-2354	190	26	development	development	NOUN
ajfti-2354	190	27	methodologies	methodology	NOUN
ajfti-2354	190	28	.	.	PUNCT
ajfti-2354	191	1	primarily	primarily	ADV
ajfti-2354	191	2	focusing	focus	VERB
ajfti-2354	191	3	on	on	ADP
ajfti-2354	191	4	pa	pa	PROPN
ajfti-2354	191	5	ge	ge	PROPN
ajfti-2354	191	6	12	12	NUM
ajfti-2354	191	7	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	191	8	am	be	AUX
ajfti-2354	191	9	.	.	PUNCT
ajfti-2354	192	1	j.	j.	PROPN
ajfti-2354	192	2	financ	financ	PROPN
ajfti-2354	192	3	.	.	PUNCT
ajfti-2354	193	1	technol	technol	PROPN
ajfti-2354	193	2	.	.	PUNCT
ajfti-2354	193	3	innov	innov	PROPN
ajfti-2354	193	4	.	.	PUNCT
ajfti-2354	194	1	2(1	2(1	NUM
ajfti-2354	194	2	)	)	PUNCT
ajfti-2354	194	3	1	1	NUM
ajfti-2354	194	4	-	-	SYM
ajfti-2354	194	5	14	14	NUM
ajfti-2354	194	6	,	,	PUNCT
ajfti-2354	194	7	2024	2024	NUM
ajfti-2354	194	8	lower	low	ADJ
ajfti-2354	194	9	-	-	PUNCT
ajfti-2354	194	10	frequency	frequency	NOUN
ajfti-2354	194	11	trading	trading	NOUN
ajfti-2354	194	12	,	,	PUNCT
ajfti-2354	194	13	it	it	PRON
ajfti-2354	194	14	categorizes	categorize	VERB
ajfti-2354	194	15	reviewed	review	VERB
ajfti-2354	194	16	papers	paper	NOUN
ajfti-2354	194	17	by	by	ADP
ajfti-2354	194	18	objectives	objective	NOUN
ajfti-2354	194	19	,	,	PUNCT
ajfti-2354	194	20	financial	financial	ADJ
ajfti-2354	194	21	instruments	instrument	NOUN
ajfti-2354	194	22	,	,	PUNCT
ajfti-2354	194	23	trading	trading	NOUN
ajfti-2354	194	24	periods	period	NOUN
ajfti-2354	194	25	,	,	PUNCT
ajfti-2354	194	26	and	and	CCONJ
ajfti-2354	194	27	methodologies	methodology	NOUN
ajfti-2354	194	28	.	.	PUNCT
ajfti-2354	195	1	the	the	DET
ajfti-2354	195	2	findings	finding	NOUN
ajfti-2354	195	3	highlight	highlight	VERB
ajfti-2354	195	4	a	a	DET
ajfti-2354	195	5	focus	focus	NOUN
ajfti-2354	195	6	on	on	ADP
ajfti-2354	195	7	shorter	short	ADJ
ajfti-2354	195	8	investment	investment	NOUN
ajfti-2354	195	9	periods	period	NOUN
ajfti-2354	195	10	for	for	ADP
ajfti-2354	195	11	popular	popular	ADJ
ajfti-2354	195	12	assets	asset	NOUN
ajfti-2354	195	13	like	like	ADP
ajfti-2354	195	14	stocks	stock	NOUN
ajfti-2354	195	15	,	,	PUNCT
ajfti-2354	195	16	with	with	ADP
ajfti-2354	195	17	limited	limited	ADJ
ajfti-2354	195	18	attention	attention	NOUN
ajfti-2354	195	19	to	to	ADP
ajfti-2354	195	20	derivatives	derivative	NOUN
ajfti-2354	195	21	due	due	ADP
ajfti-2354	195	22	to	to	ADP
ajfti-2354	195	23	complexity	complexity	NOUN
ajfti-2354	195	24	.	.	PUNCT
ajfti-2354	196	1	serving	serve	VERB
ajfti-2354	196	2	as	as	ADP
ajfti-2354	196	3	a	a	DET
ajfti-2354	196	4	valuable	valuable	ADJ
ajfti-2354	196	5	resource	resource	NOUN
ajfti-2354	196	6	,	,	PUNCT
ajfti-2354	196	7	this	this	DET
ajfti-2354	196	8	paper	paper	NOUN
ajfti-2354	196	9	also	also	ADV
ajfti-2354	196	10	charts	chart	VERB
ajfti-2354	196	11	a	a	DET
ajfti-2354	196	12	course	course	NOUN
ajfti-2354	196	13	for	for	ADP
ajfti-2354	196	14	future	future	ADJ
ajfti-2354	196	15	research	research	NOUN
ajfti-2354	196	16	in	in	ADP
ajfti-2354	196	17	algorithmic	algorithmic	ADJ
ajfti-2354	196	18	trading	trading	NOUN
ajfti-2354	196	19	.	.	PUNCT
ajfti-2354	197	1	references	reference	NOUN
ajfti-2354	197	2	al	al	PROPN
ajfti-2354	197	3	-	-	PUNCT
ajfti-2354	197	4	sulaiman	sulaiman	PROPN
ajfti-2354	197	5	,	,	PUNCT
ajfti-2354	197	6	t.	t.	PROPN
ajfti-2354	197	7	,	,	PUNCT
ajfti-2354	197	8	&	&	CCONJ
ajfti-2354	197	9	al	al	PROPN
ajfti-2354	197	10	-	-	PUNCT
ajfti-2354	197	11	matouq	matouq	NOUN
ajfti-2354	197	12	,	,	PUNCT
ajfti-2354	197	13	a.	a.	NOUN
ajfti-2354	197	14	(	(	PUNCT
ajfti-2354	197	15	2021	2021	NUM
ajfti-2354	197	16	)	)	PUNCT
ajfti-2354	197	17	.	.	PUNCT
ajfti-2354	198	1	a	a	DET
ajfti-2354	198	2	convex	convex	PROPN
ajfti-2354	198	3	collaborative	collaborative	ADJ
ajfti-2354	198	4	filtering	filtering	NOUN
ajfti-2354	198	5	framework	framework	NOUN
ajfti-2354	198	6	for	for	ADP
ajfti-2354	198	7	global	global	ADJ
ajfti-2354	198	8	market	market	NOUN
ajfti-2354	198	9	return	return	NOUN
ajfti-2354	198	10	prediction	prediction	NOUN
ajfti-2354	198	11	.	.	PUNCT
ajfti-2354	199	1	ieee	ieee	NOUN
ajfti-2354	199	2	access	access	NOUN
ajfti-2354	199	3	,	,	PUNCT
ajfti-2354	199	4	9	9	NUM
ajfti-2354	199	5	,	,	PUNCT
ajfti-2354	199	6	29458–29469	29458–29469	NUM
ajfti-2354	199	7	.	.	PUNCT
ajfti-2354	200	1	al	al	PROPN
ajfti-2354	200	2	-	-	PUNCT
ajfti-2354	200	3	sulaiman	sulaiman	PROPN
ajfti-2354	200	4	,	,	PUNCT
ajfti-2354	200	5	t.	t.	PROPN
ajfti-2354	200	6	,	,	PUNCT
ajfti-2354	200	7	&	&	CCONJ
ajfti-2354	200	8	yang	yang	PROPN
ajfti-2354	200	9	,	,	PUNCT
ajfti-2354	200	10	s.	s.	PROPN
ajfti-2354	200	11	y.	y.	PROPN
ajfti-2354	200	12	(	(	PUNCT
ajfti-2354	200	13	2017	2017	NUM
ajfti-2354	200	14	)	)	PUNCT
ajfti-2354	200	15	.	.	PUNCT
ajfti-2354	201	1	an	an	DET
ajfti-2354	201	2	adaptive	adaptive	ADJ
ajfti-2354	201	3	portfolio	portfolio	NOUN
ajfti-2354	201	4	trading	trading	NOUN
ajfti-2354	201	5	system	system	NOUN
ajfti-2354	201	6	:	:	PUNCT
ajfti-2354	201	7	a	a	DET
ajfti-2354	201	8	risk	risk	NOUN
ajfti-2354	201	9	-	-	PUNCT
ajfti-2354	201	10	return	return	NOUN
ajfti-2354	201	11	portfolio	portfolio	NOUN
ajfti-2354	201	12	optimization	optimization	NOUN
ajfti-2354	201	13	using	use	VERB
ajfti-2354	201	14	recurrent	recurrent	ADJ
ajfti-2354	201	15	reinforcement	reinforcement	NOUN
ajfti-2354	201	16	learning	learning	NOUN
ajfti-2354	201	17	with	with	ADP
ajfti-2354	201	18	expected	expect	VERB
ajfti-2354	201	19	maximum	maximum	ADJ
ajfti-2354	201	20	drawdown	drawdown	NOUN
ajfti-2354	201	21	.	.	PUNCT
ajfti-2354	202	1	expert	expert	NOUN
ajfti-2354	202	2	systems	system	NOUN
ajfti-2354	202	3	with	with	ADP
ajfti-2354	202	4	applications	application	NOUN
ajfti-2354	202	5	,	,	PUNCT
ajfti-2354	202	6	87	87	NUM
ajfti-2354	202	7	,	,	PUNCT
ajfti-2354	202	8	267–279	267–279	NUM
ajfti-2354	202	9	.	.	PUNCT
ajfti-2354	203	1	achelis	achelis	PROPN
ajfti-2354	203	2	,	,	PUNCT
ajfti-2354	203	3	s.	s.	PROPN
ajfti-2354	203	4	b.	b.	PROPN
ajfti-2354	203	5	(	(	PUNCT
ajfti-2354	203	6	n.d	n.d	PROPN
ajfti-2354	203	7	.	.	PROPN
ajfti-2354	203	8	)	)	PUNCT
ajfti-2354	203	9	.	.	PUNCT
ajfti-2354	204	1	technical	technical	ADJ
ajfti-2354	204	2	analysis	analysis	NOUN
ajfti-2354	204	3	from	from	ADP
ajfti-2354	204	4	a	a	PRON
ajfti-2354	204	5	to	to	ADP
ajfti-2354	204	6	z.	z.	PROPN
ajfti-2354	204	7	alessandretti	alessandretti	PROPN
ajfti-2354	204	8	,	,	PUNCT
ajfti-2354	204	9	l.	l.	PROPN
ajfti-2354	204	10	,	,	PUNCT
ajfti-2354	204	11	elbahrawy	elbahrawy	PROPN
ajfti-2354	204	12	,	,	PUNCT
ajfti-2354	204	13	a.	a.	PROPN
ajfti-2354	204	14	,	,	PUNCT
ajfti-2354	204	15	aiello	aiello	PROPN
ajfti-2354	204	16	,	,	PUNCT
ajfti-2354	204	17	l.	l.	PROPN
ajfti-2354	204	18	m.	m.	PROPN
ajfti-2354	204	19	,	,	PUNCT
ajfti-2354	204	20	&	&	CCONJ
ajfti-2354	204	21	baronchelli	baronchelli	PROPN
ajfti-2354	204	22	,	,	PUNCT
ajfti-2354	204	23	a.	a.	NOUN
ajfti-2354	204	24	(	(	PUNCT
ajfti-2354	204	25	2018	2018	NUM
ajfti-2354	204	26	)	)	PUNCT
ajfti-2354	204	27	.	.	PUNCT
ajfti-2354	205	1	anticipating	anticipate	VERB
ajfti-2354	205	2	cryptocurrency	cryptocurrency	NOUN
ajfti-2354	205	3	prices	price	NOUN
ajfti-2354	205	4	using	use	VERB
ajfti-2354	205	5	machine	machine	NOUN
ajfti-2354	205	6	learning	learning	NOUN
ajfti-2354	205	7	.	.	PUNCT
ajfti-2354	206	1	complexity	complexity	NOUN
ajfti-2354	206	2	,	,	PUNCT
ajfti-2354	206	3	2018	2018	NUM
ajfti-2354	206	4	,	,	PUNCT
ajfti-2354	206	5	2018	2018	NUM
ajfti-2354	206	6	.	.	PUNCT
ajfti-2354	207	1	bailey	bailey	PROPN
ajfti-2354	207	2	,	,	PUNCT
ajfti-2354	207	3	d.	d.	PROPN
ajfti-2354	207	4	h.	h.	PROPN
ajfti-2354	207	5	,	,	PUNCT
ajfti-2354	207	6	&	&	CCONJ
ajfti-2354	207	7	lopez	lopez	PROPN
ajfti-2354	207	8	de	de	PROPN
ajfti-2354	207	9	prado	prado	PROPN
ajfti-2354	207	10	,	,	PUNCT
ajfti-2354	207	11	m.	m.	NOUN
ajfti-2354	207	12	(	(	PUNCT
ajfti-2354	207	13	2012	2012	NUM
ajfti-2354	207	14	)	)	PUNCT
ajfti-2354	207	15	.	.	PUNCT
ajfti-2354	208	1	the	the	DET
ajfti-2354	208	2	sharpe	sharpe	PROPN
ajfti-2354	208	3	ratio	ratio	PROPN
ajfti-2354	208	4	efficient	efficient	ADJ
ajfti-2354	208	5	frontier	frontier	NOUN
ajfti-2354	208	6	.	.	PUNCT
ajfti-2354	209	1	journal	journal	PROPN
ajfti-2354	209	2	of	of	ADP
ajfti-2354	209	3	risk	risk	NOUN
ajfti-2354	209	4	,	,	PUNCT
ajfti-2354	209	5	15(2	15(2	NUM
ajfti-2354	209	6	)	)	PUNCT
ajfti-2354	209	7	,	,	PUNCT
ajfti-2354	209	8	13	13	NUM
ajfti-2354	209	9	.	.	X
ajfti-2354	210	1	baker	baker	PROPN
ajfti-2354	210	2	,	,	PUNCT
ajfti-2354	210	3	n.	n.	PROPN
ajfti-2354	210	4	l.	l.	PROPN
ajfti-2354	210	5	,	,	PUNCT
ajfti-2354	210	6	&	&	CCONJ
ajfti-2354	210	7	haugen	haugen	PROPN
ajfti-2354	210	8	,	,	PUNCT
ajfti-2354	210	9	r.	r.	PROPN
ajfti-2354	210	10	a.	a.	PROPN
ajfti-2354	210	11	(	(	PUNCT
ajfti-2354	210	12	2012	2012	NUM
ajfti-2354	210	13	)	)	PUNCT
ajfti-2354	210	14	.	.	PUNCT
ajfti-2354	211	1	low	low	ADJ
ajfti-2354	211	2	risk	risk	NOUN
ajfti-2354	211	3	stocks	stock	NOUN
ajfti-2354	211	4	outperform	outperform	VERB
ajfti-2354	211	5	within	within	ADP
ajfti-2354	211	6	all	all	DET
ajfti-2354	211	7	observable	observable	ADJ
ajfti-2354	211	8	markets	market	NOUN
ajfti-2354	211	9	of	of	ADP
ajfti-2354	211	10	the	the	DET
ajfti-2354	211	11	world	world	NOUN
ajfti-2354	211	12	.	.	PUNCT
ajfti-2354	212	1	available	available	ADJ
ajfti-2354	212	2	at	at	ADP
ajfti-2354	212	3	ssrn	ssrn	NOUN
ajfti-2354	212	4	2055431	2055431	NUM
ajfti-2354	212	5	.	.	PUNCT
ajfti-2354	213	1	barroso	barroso	PROPN
ajfti-2354	213	2	,	,	PUNCT
ajfti-2354	213	3	p.	p.	PROPN
ajfti-2354	213	4	,	,	PUNCT
ajfti-2354	213	5	&	&	CCONJ
ajfti-2354	213	6	santa	santa	PROPN
ajfti-2354	213	7	-	-	PUNCT
ajfti-2354	213	8	clara	clara	PROPN
ajfti-2354	213	9	,	,	PUNCT
ajfti-2354	213	10	p.	p.	NOUN
ajfti-2354	213	11	(	(	PUNCT
ajfti-2354	213	12	2015	2015	NUM
ajfti-2354	213	13	)	)	PUNCT
ajfti-2354	213	14	.	.	PUNCT
ajfti-2354	214	1	beyond	beyond	ADP
ajfti-2354	214	2	the	the	DET
ajfti-2354	214	3	carry	carry	NOUN
ajfti-2354	214	4	trade	trade	NOUN
ajfti-2354	214	5	:	:	PUNCT
ajfti-2354	214	6	optimal	optimal	ADJ
ajfti-2354	214	7	currency	currency	NOUN
ajfti-2354	214	8	portfolios	portfolio	NOUN
ajfti-2354	214	9	.	.	PUNCT
ajfti-2354	215	1	journal	journal	NOUN
ajfti-2354	215	2	of	of	ADP
ajfti-2354	215	3	financial	financial	ADJ
ajfti-2354	215	4	and	and	CCONJ
ajfti-2354	215	5	quantitative	quantitative	ADJ
ajfti-2354	215	6	analysis	analysis	NOUN
ajfti-2354	215	7	,	,	PUNCT
ajfti-2354	215	8	50(5	50(5	NUM
ajfti-2354	215	9	)	)	PUNCT
ajfti-2354	215	10	,	,	PUNCT
ajfti-2354	215	11	1037–1056	1037–1056	NUM
ajfti-2354	215	12	.	.	PUNCT
ajfti-2354	216	1	berkowitz	berkowitz	PROPN
ajfti-2354	216	2	,	,	PUNCT
ajfti-2354	216	3	j.	j.	PROPN
ajfti-2354	216	4	p.	p.	PROPN
ajfti-2354	216	5	,	,	PUNCT
ajfti-2354	216	6	&	&	CCONJ
ajfti-2354	216	7	depken	depken	PROPN
ajfti-2354	216	8	,	,	PUNCT
ajfti-2354	216	9	c.	c.	PROPN
ajfti-2354	216	10	a.	a.	PROPN
ajfti-2354	216	11	(	(	PUNCT
ajfti-2354	216	12	2018	2018	NUM
ajfti-2354	216	13	)	)	PUNCT
ajfti-2354	216	14	.	.	PUNCT
ajfti-2354	217	1	a	a	DET
ajfti-2354	217	2	rational	rational	ADJ
ajfti-2354	217	3	asymmetric	asymmetric	ADJ
ajfti-2354	217	4	reaction	reaction	NOUN
ajfti-2354	217	5	to	to	ADP
ajfti-2354	217	6	news	news	NOUN
ajfti-2354	217	7	:	:	PUNCT
ajfti-2354	217	8	evidence	evidence	NOUN
ajfti-2354	217	9	from	from	ADP
ajfti-2354	217	10	english	english	ADJ
ajfti-2354	217	11	football	football	NOUN
ajfti-2354	217	12	clubs	club	NOUN
ajfti-2354	217	13	.	.	PUNCT
ajfti-2354	218	1	review	review	NOUN
ajfti-2354	218	2	of	of	ADP
ajfti-2354	218	3	quantitative	quantitative	ADJ
ajfti-2354	218	4	finance	finance	NOUN
ajfti-2354	218	5	and	and	CCONJ
ajfti-2354	218	6	accounting	accounting	NOUN
ajfti-2354	218	7	,	,	PUNCT
ajfti-2354	218	8	51(2	51(2	NUM
ajfti-2354	218	9	)	)	PUNCT
ajfti-2354	218	10	,	,	PUNCT
ajfti-2354	218	11	347–374	347–374	NUM
ajfti-2354	218	12	.	.	PUNCT
ajfti-2354	218	13	bernile	bernile	NOUN
ajfti-2354	218	14	,	,	PUNCT
ajfti-2354	218	15	g.	g.	PROPN
ajfti-2354	218	16	,	,	PUNCT
ajfti-2354	218	17	&	&	CCONJ
ajfti-2354	218	18	lyandres	lyandres	PROPN
ajfti-2354	218	19	,	,	PUNCT
ajfti-2354	218	20	e.	e.	PROPN
ajfti-2354	218	21	(	(	PUNCT
ajfti-2354	218	22	2011	2011	NUM
ajfti-2354	218	23	)	)	PUNCT
ajfti-2354	218	24	.	.	PUNCT
ajfti-2354	219	1	understanding	understand	VERB
ajfti-2354	219	2	investor	investor	NOUN
ajfti-2354	219	3	sentiment	sentiment	NOUN
ajfti-2354	219	4	:	:	PUNCT
ajfti-2354	219	5	the	the	DET
ajfti-2354	219	6	case	case	NOUN
ajfti-2354	219	7	of	of	ADP
ajfti-2354	219	8	soccer	soccer	NOUN
ajfti-2354	219	9	.	.	PUNCT
ajfti-2354	220	1	financial	financial	ADJ
ajfti-2354	220	2	management	management	NOUN
ajfti-2354	220	3	,	,	PUNCT
ajfti-2354	220	4	40(2	40(2	NUM
ajfti-2354	220	5	)	)	PUNCT
ajfti-2354	220	6	,	,	PUNCT
ajfti-2354	220	7	357–380	357–380	NUM
ajfti-2354	220	8	.	.	PUNCT
ajfti-2354	220	9	bollerslev	bollerslev	NOUN
ajfti-2354	220	10	,	,	PUNCT
ajfti-2354	220	11	t.	t.	PROPN
ajfti-2354	220	12	(	(	PUNCT
ajfti-2354	220	13	1986	1986	NUM
ajfti-2354	220	14	)	)	PUNCT
ajfti-2354	220	15	.	.	PUNCT
ajfti-2354	221	1	generalized	generalize	VERB
ajfti-2354	221	2	autoregressive	autoregressive	ADJ
ajfti-2354	221	3	conditional	conditional	ADJ
ajfti-2354	221	4	heteroskedasticity	heteroskedasticity	NOUN
ajfti-2354	221	5	.	.	PUNCT
ajfti-2354	222	1	journal	journal	PROPN
ajfti-2354	222	2	of	of	ADP
ajfti-2354	222	3	econometrics	econometric	NOUN
ajfti-2354	222	4	,	,	PUNCT
ajfti-2354	222	5	31(3	31(3	NUM
ajfti-2354	222	6	)	)	PUNCT
ajfti-2354	222	7	,	,	PUNCT
ajfti-2354	222	8	307–327	307–327	NUM
ajfti-2354	222	9	.	.	PUNCT
ajfti-2354	223	1	box	box	PROPN
ajfti-2354	223	2	,	,	PUNCT
ajfti-2354	223	3	g.	g.	PROPN
ajfti-2354	223	4	e.	e.	PROPN
ajfti-2354	223	5	p.	p.	PROPN
ajfti-2354	223	6	,	,	PUNCT
ajfti-2354	223	7	jenkins	jenkins	PROPN
ajfti-2354	223	8	,	,	PUNCT
ajfti-2354	223	9	g.	g.	PROPN
ajfti-2354	223	10	m.	m.	PROPN
ajfti-2354	223	11	,	,	PUNCT
ajfti-2354	223	12	&	&	CCONJ
ajfti-2354	223	13	reinsel	reinsel	PROPN
ajfti-2354	223	14	,	,	PUNCT
ajfti-2354	223	15	g.	g.	PROPN
ajfti-2354	223	16	c.	c.	PROPN
ajfti-2354	223	17	(	(	PUNCT
ajfti-2354	223	18	2011	2011	NUM
ajfti-2354	223	19	)	)	PUNCT
ajfti-2354	223	20	.	.	PUNCT
ajfti-2354	224	1	time	time	NOUN
ajfti-2354	224	2	series	series	PROPN
ajfti-2354	224	3	analysis	analysis	NOUN
ajfti-2354	224	4	:	:	PUNCT
ajfti-2354	224	5	forecasting	forecasting	NOUN
ajfti-2354	224	6	and	and	CCONJ
ajfti-2354	224	7	control	control	NOUN
ajfti-2354	224	8	(	(	PUNCT
ajfti-2354	224	9	vol	vol	NOUN
ajfti-2354	224	10	.	.	NOUN
ajfti-2354	224	11	734	734	NUM
ajfti-2354	224	12	)	)	PUNCT
ajfti-2354	224	13	.	.	PUNCT
ajfti-2354	225	1	john	john	PROPN
ajfti-2354	225	2	wiley	wiley	PROPN
ajfti-2354	225	3	&	&	CCONJ
ajfti-2354	225	4	sons	son	NOUN
ajfti-2354	225	5	.	.	PUNCT
ajfti-2354	226	1	brigham	brigham	PROPN
ajfti-2354	226	2	,	,	PUNCT
ajfti-2354	226	3	e.	e.	PROPN
ajfti-2354	226	4	f.	f.	PROPN
ajfti-2354	226	5	,	,	PUNCT
ajfti-2354	226	6	&	&	CCONJ
ajfti-2354	226	7	ehrhardt	ehrhardt	PROPN
ajfti-2354	226	8	,	,	PUNCT
ajfti-2354	226	9	m.	m.	NOUN
ajfti-2354	226	10	c.	c.	PROPN
ajfti-2354	226	11	(	(	PUNCT
ajfti-2354	226	12	2013	2013	NUM
ajfti-2354	226	13	)	)	PUNCT
ajfti-2354	226	14	.	.	PUNCT
ajfti-2354	227	1	financial	financial	ADJ
ajfti-2354	227	2	management	management	NOUN
ajfti-2354	227	3	:	:	PUNCT
ajfti-2354	227	4	theory	theory	NOUN
ajfti-2354	227	5	&	&	CCONJ
ajfti-2354	227	6	practice	practice	PROPN
ajfti-2354	227	7	.	.	PUNCT
ajfti-2354	228	1	cengage	cengage	PROPN
ajfti-2354	228	2	learning	learning	PROPN
ajfti-2354	228	3	.	.	PUNCT
ajfti-2354	229	1	brigham	brigham	PROPN
ajfti-2354	229	2	,	,	PUNCT
ajfti-2354	229	3	e.	e.	PROPN
ajfti-2354	229	4	f.	f.	PROPN
ajfti-2354	229	5	,	,	PUNCT
ajfti-2354	229	6	&	&	CCONJ
ajfti-2354	229	7	houston	houston	PROPN
ajfti-2354	229	8	,	,	PUNCT
ajfti-2354	229	9	j.	j.	PROPN
ajfti-2354	229	10	f.	f.	PROPN
ajfti-2354	229	11	(	(	PUNCT
ajfti-2354	229	12	2012	2012	NUM
ajfti-2354	229	13	)	)	PUNCT
ajfti-2354	229	14	.	.	PUNCT
ajfti-2354	230	1	fundamentals	fundamental	NOUN
ajfti-2354	230	2	of	of	ADP
ajfti-2354	230	3	financial	financial	ADJ
ajfti-2354	230	4	management	management	NOUN
ajfti-2354	230	5	.	.	PUNCT
ajfti-2354	231	1	cengage	cengage	PROPN
ajfti-2354	231	2	learning	learning	PROPN
ajfti-2354	231	3	.	.	PUNCT
ajfti-2354	232	1	bulkowski	bulkowski	PROPN
ajfti-2354	232	2	,	,	PUNCT
ajfti-2354	232	3	t.	t.	PROPN
ajfti-2354	232	4	n.	n.	PROPN
ajfti-2354	232	5	(	(	PUNCT
ajfti-2354	232	6	2012	2012	NUM
ajfti-2354	232	7	)	)	PUNCT
ajfti-2354	232	8	.	.	PUNCT
ajfti-2354	233	1	fundamental	fundamental	ADJ
ajfti-2354	233	2	analysis	analysis	NOUN
ajfti-2354	233	3	and	and	CCONJ
ajfti-2354	233	4	position	position	NOUN
ajfti-2354	233	5	trading	trading	NOUN
ajfti-2354	233	6	:	:	PUNCT
ajfti-2354	233	7	evolution	evolution	NOUN
ajfti-2354	233	8	of	of	ADP
ajfti-2354	233	9	a	a	DET
ajfti-2354	233	10	trader	trader	NOUN
ajfti-2354	233	11	(	(	PUNCT
ajfti-2354	233	12	vol	vol	NOUN
ajfti-2354	233	13	.	.	PROPN
ajfti-2354	233	14	605	605	NUM
ajfti-2354	233	15	)	)	PUNCT
ajfti-2354	233	16	.	.	PUNCT
ajfti-2354	234	1	john	john	PROPN
ajfti-2354	234	2	wiley	wiley	PROPN
ajfti-2354	234	3	&	&	CCONJ
ajfti-2354	234	4	sons	son	NOUN
ajfti-2354	234	5	.	.	PUNCT
ajfti-2354	235	1	cenedese	cenedese	PROPN
ajfti-2354	235	2	,	,	PUNCT
ajfti-2354	235	3	g.	g.	PROPN
ajfti-2354	235	4	,	,	PUNCT
ajfti-2354	235	5	sarno	sarno	PROPN
ajfti-2354	235	6	,	,	PUNCT
ajfti-2354	235	7	l.	l.	PROPN
ajfti-2354	235	8	,	,	PUNCT
ajfti-2354	235	9	&	&	CCONJ
ajfti-2354	235	10	tsiakas	tsiakas	PROPN
ajfti-2354	235	11	,	,	PUNCT
ajfti-2354	235	12	i.	i.	PROPN
ajfti-2354	235	13	(	(	PUNCT
ajfti-2354	235	14	2012	2012	NUM
ajfti-2354	235	15	)	)	PUNCT
ajfti-2354	235	16	.	.	PUNCT
ajfti-2354	236	1	average	average	ADJ
ajfti-2354	236	2	variance	variance	NOUN
ajfti-2354	236	3	,	,	PUNCT
ajfti-2354	236	4	average	average	ADJ
ajfti-2354	236	5	correlation	correlation	NOUN
ajfti-2354	236	6	and	and	CCONJ
ajfti-2354	236	7	currency	currency	NOUN
ajfti-2354	236	8	returns	return	NOUN
ajfti-2354	236	9	.	.	PUNCT
ajfti-2354	237	1	technical	technical	ADJ
ajfti-2354	237	2	report	report	NOUN
ajfti-2354	237	3	,	,	PUNCT
ajfti-2354	237	4	working	working	NOUN
ajfti-2354	237	5	paper	paper	NOUN
ajfti-2354	237	6	,	,	PUNCT
ajfti-2354	237	7	cass	cass	PROPN
ajfti-2354	237	8	business	business	PROPN
ajfti-2354	237	9	school	school	PROPN
ajfti-2354	237	10	.	.	PUNCT
ajfti-2354	238	1	chen	chen	PROPN
ajfti-2354	238	2	,	,	PUNCT
ajfti-2354	238	3	h.	h.	PROPN
ajfti-2354	238	4	,	,	PUNCT
ajfti-2354	238	5	chen	chen	PROPN
ajfti-2354	238	6	,	,	PUNCT
ajfti-2354	238	7	s.	s.	PROPN
ajfti-2354	238	8	,	,	PUNCT
ajfti-2354	238	9	chen	chen	PROPN
ajfti-2354	238	10	,	,	PUNCT
ajfti-2354	238	11	z.	z.	PROPN
ajfti-2354	238	12	,	,	PUNCT
ajfti-2354	238	13	&	&	CCONJ
ajfti-2354	238	14	li	li	PROPN
ajfti-2354	238	15	,	,	PUNCT
ajfti-2354	238	16	f.	f.	PROPN
ajfti-2354	238	17	(	(	PUNCT
ajfti-2354	238	18	2019	2019	NUM
ajfti-2354	238	19	)	)	PUNCT
ajfti-2354	238	20	.	.	PUNCT
ajfti-2354	239	1	empirical	empirical	ADJ
ajfti-2354	239	2	investigation	investigation	NOUN
ajfti-2354	239	3	of	of	ADP
ajfti-2354	239	4	an	an	DET
ajfti-2354	239	5	equity	equity	NOUN
ajfti-2354	239	6	pairs	pair	NOUN
ajfti-2354	239	7	trading	trading	NOUN
ajfti-2354	239	8	strategy	strategy	NOUN
ajfti-2354	239	9	.	.	PUNCT
ajfti-2354	240	1	management	management	NOUN
ajfti-2354	240	2	science	science	NOUN
ajfti-2354	240	3	,	,	PUNCT
ajfti-2354	240	4	65(1	65(1	NOUN
ajfti-2354	240	5	)	)	PUNCT
ajfti-2354	240	6	,	,	PUNCT
ajfti-2354	240	7	370–389	370–389	NUM
ajfti-2354	240	8	.	.	PUNCT
ajfti-2354	241	1	chen	chen	PROPN
ajfti-2354	241	2	,	,	PUNCT
ajfti-2354	241	3	y.	y.	PROPN
ajfti-2354	241	4	,	,	PUNCT
ajfti-2354	241	5	&	&	CCONJ
ajfti-2354	241	6	hao	hao	PROPN
ajfti-2354	241	7	,	,	PUNCT
ajfti-2354	241	8	y.	y.	PROPN
ajfti-2354	241	9	(	(	PUNCT
ajfti-2354	241	10	2017	2017	NUM
ajfti-2354	241	11	)	)	PUNCT
ajfti-2354	241	12	.	.	PUNCT
ajfti-2354	242	1	a	a	DET
ajfti-2354	242	2	feature	feature	NOUN
ajfti-2354	242	3	weighted	weight	VERB
ajfti-2354	242	4	support	support	NOUN
ajfti-2354	242	5	vector	vector	NOUN
ajfti-2354	242	6	machine	machine	NOUN
ajfti-2354	242	7	and	and	CCONJ
ajfti-2354	242	8	k	k	NOUN
ajfti-2354	242	9	-	-	PUNCT
ajfti-2354	242	10	nearest	near	ADJ
ajfti-2354	242	11	neighbor	neighbor	NOUN
ajfti-2354	242	12	algorithm	algorithm	NOUN
ajfti-2354	242	13	for	for	ADP
ajfti-2354	242	14	stock	stock	NOUN
ajfti-2354	242	15	market	market	NOUN
ajfti-2354	242	16	indices	index	NOUN
ajfti-2354	242	17	prediction	prediction	NOUN
ajfti-2354	242	18	.	.	PUNCT
ajfti-2354	243	1	expert	expert	NOUN
ajfti-2354	243	2	systems	system	NOUN
ajfti-2354	243	3	with	with	ADP
ajfti-2354	243	4	applications	application	NOUN
ajfti-2354	243	5	,	,	PUNCT
ajfti-2354	243	6	80	80	NUM
ajfti-2354	243	7	,	,	PUNCT
ajfti-2354	243	8	340–355	340–355	NUM
ajfti-2354	243	9	.	.	PUNCT
ajfti-2354	244	1	chordia	chordia	NOUN
ajfti-2354	244	2	,	,	PUNCT
ajfti-2354	244	3	t.	t.	PROPN
ajfti-2354	244	4	,	,	PUNCT
ajfti-2354	244	5	&	&	CCONJ
ajfti-2354	244	6	shivakumar	shivakumar	PROPN
ajfti-2354	244	7	,	,	PUNCT
ajfti-2354	244	8	l.	l.	PROPN
ajfti-2354	244	9	(	(	PUNCT
ajfti-2354	244	10	2006	2006	NUM
ajfti-2354	244	11	)	)	PUNCT
ajfti-2354	244	12	.	.	PUNCT
ajfti-2354	245	1	earnings	earning	NOUN
ajfti-2354	245	2	and	and	CCONJ
ajfti-2354	245	3	price	price	NOUN
ajfti-2354	245	4	momentum	momentum	NOUN
ajfti-2354	245	5	.	.	PUNCT
ajfti-2354	246	1	journal	journal	PROPN
ajfti-2354	246	2	of	of	ADP
ajfti-2354	246	3	financial	financial	ADJ
ajfti-2354	246	4	economics	economic	NOUN
ajfti-2354	246	5	,	,	PUNCT
ajfti-2354	246	6	80(3	80(3	NUM
ajfti-2354	246	7	)	)	PUNCT
ajfti-2354	246	8	,	,	PUNCT
ajfti-2354	246	9	627	627	NUM
ajfti-2354	246	10	–	–	PUNCT
ajfti-2354	246	11	656	656	NUM
ajfti-2354	246	12	.	.	PUNCT
ajfti-2354	247	1	cohen	cohen	PROPN
ajfti-2354	247	2	,	,	PUNCT
ajfti-2354	247	3	a.	a.	PROPN
ajfti-2354	247	4	f.	f.	PROPN
ajfti-2354	247	5	,	,	PUNCT
ajfti-2354	247	6	polk	polk	PROPN
ajfti-2354	247	7	,	,	PUNCT
ajfti-2354	247	8	c.	c.	PROPN
ajfti-2354	247	9	,	,	PUNCT
ajfti-2354	247	10	&	&	CCONJ
ajfti-2354	247	11	silli	silli	PROPN
ajfti-2354	247	12	,	,	PUNCT
ajfti-2354	247	13	b.	b.	PROPN
ajfti-2354	247	14	(	(	PUNCT
ajfti-2354	247	15	2010	2010	NUM
ajfti-2354	247	16	)	)	PUNCT
ajfti-2354	247	17	.	.	PUNCT
ajfti-2354	248	1	best	good	ADJ
ajfti-2354	248	2	ideas	idea	NOUN
ajfti-2354	248	3	.	.	PUNCT
ajfti-2354	249	1	available	available	ADJ
ajfti-2354	249	2	at	at	ADP
ajfti-2354	249	3	ssrn	ssrn	NOUN
ajfti-2354	249	4	1364827	1364827	NUM
ajfti-2354	249	5	.	.	PUNCT
ajfti-2354	250	1	colianni	colianni	PROPN
ajfti-2354	250	2	,	,	PUNCT
ajfti-2354	250	3	s.	s.	PROPN
ajfti-2354	250	4	,	,	PUNCT
ajfti-2354	250	5	rosales	rosale	NOUN
ajfti-2354	250	6	,	,	PUNCT
ajfti-2354	250	7	s.	s.	PROPN
ajfti-2354	250	8	,	,	PUNCT
ajfti-2354	250	9	&	&	CCONJ
ajfti-2354	250	10	signorotti	signorotti	PROPN
ajfti-2354	250	11	,	,	PUNCT
ajfti-2354	250	12	m.	m.	NOUN
ajfti-2354	250	13	(	(	PUNCT
ajfti-2354	250	14	2015	2015	NUM
ajfti-2354	250	15	)	)	PUNCT
ajfti-2354	250	16	.	.	PUNCT
ajfti-2354	251	1	algorithmic	algorithmic	ADJ
ajfti-2354	251	2	trading	trading	NOUN
ajfti-2354	251	3	of	of	ADP
ajfti-2354	251	4	cryptocurrency	cryptocurrency	NOUN
ajfti-2354	251	5	based	base	VERB
ajfti-2354	251	6	on	on	ADP
ajfti-2354	251	7	twitter	twitter	NOUN
ajfti-2354	251	8	sentiment	sentiment	NOUN
ajfti-2354	251	9	analysis	analysis	NOUN
ajfti-2354	251	10	.	.	PUNCT
ajfti-2354	252	1	cs229	cs229	PROPN
ajfti-2354	252	2	project	project	PROPN
ajfti-2354	252	3	,	,	PUNCT
ajfti-2354	252	4	1–5	1–5	PROPN
ajfti-2354	252	5	.	.	NOUN
ajfti-2354	252	6	conlan	conlan	PROPN
ajfti-2354	252	7	,	,	PUNCT
ajfti-2354	252	8	c.	c.	PROPN
ajfti-2354	252	9	(	(	PUNCT
ajfti-2354	252	10	2016	2016	NUM
ajfti-2354	252	11	)	)	PUNCT
ajfti-2354	252	12	.	.	PUNCT
ajfti-2354	253	1	automated	automate	VERB
ajfti-2354	253	2	trading	trading	NOUN
ajfti-2354	253	3	with	with	ADP
ajfti-2354	253	4	r.	r.	PROPN
ajfti-2354	253	5	springer	springer	PROPN
ajfti-2354	253	6	.	.	PUNCT
ajfti-2354	254	1	coval	coval	PROPN
ajfti-2354	254	2	,	,	PUNCT
ajfti-2354	254	3	j.	j.	PROPN
ajfti-2354	254	4	d.	d.	PROPN
ajfti-2354	254	5	,	,	PUNCT
ajfti-2354	254	6	&	&	CCONJ
ajfti-2354	254	7	shumway	shumway	PROPN
ajfti-2354	254	8	,	,	PUNCT
ajfti-2354	254	9	t.	t.	PROPN
ajfti-2354	254	10	(	(	PUNCT
ajfti-2354	254	11	2001	2001	NUM
ajfti-2354	254	12	)	)	PUNCT
ajfti-2354	254	13	.	.	PUNCT
ajfti-2354	255	1	expected	expect	VERB
ajfti-2354	255	2	option	option	NOUN
ajfti-2354	255	3	returns	return	NOUN
ajfti-2354	255	4	.	.	PUNCT
ajfti-2354	256	1	the	the	DET
ajfti-2354	256	2	journal	journal	NOUN
ajfti-2354	256	3	of	of	ADP
ajfti-2354	256	4	finance	finance	NOUN
ajfti-2354	256	5	,	,	PUNCT
ajfti-2354	256	6	56(3	56(3	NOUN
ajfti-2354	256	7	)	)	PUNCT
ajfti-2354	256	8	,	,	PUNCT
ajfti-2354	256	9	983–1009	983–1009	NUM
ajfti-2354	256	10	.	.	PUNCT
ajfti-2354	257	1	cvitanic	cvitanic	PROPN
ajfti-2354	257	2	,	,	PUNCT
ajfti-2354	257	3	j.	j.	PROPN
ajfti-2354	257	4	,	,	PUNCT
ajfti-2354	257	5	&	&	CCONJ
ajfti-2354	257	6	kirilenko	kirilenko	PROPN
ajfti-2354	257	7	,	,	PUNCT
ajfti-2354	257	8	a.	a.	NOUN
ajfti-2354	257	9	a.	a.	NOUN
ajfti-2354	257	10	(	(	PUNCT
ajfti-2354	257	11	2010	2010	NUM
ajfti-2354	257	12	)	)	PUNCT
ajfti-2354	257	13	.	.	PUNCT
ajfti-2354	258	1	high	high	ADJ
ajfti-2354	258	2	frequency	frequency	NOUN
ajfti-2354	258	3	traders	trader	NOUN
ajfti-2354	258	4	and	and	CCONJ
ajfti-2354	258	5	asset	asset	NOUN
ajfti-2354	258	6	prices	price	NOUN
ajfti-2354	258	7	.	.	PUNCT
ajfti-2354	259	1	available	available	ADJ
ajfti-2354	259	2	at	at	ADP
ajfti-2354	259	3	ssrn	ssrn	NOUN
ajfti-2354	259	4	1569067	1569067	NUM
ajfti-2354	259	5	.	.	PUNCT
ajfti-2354	260	1	dash	dash	NOUN
ajfti-2354	260	2	,	,	PUNCT
ajfti-2354	260	3	r.	r.	NOUN
ajfti-2354	260	4	,	,	PUNCT
ajfti-2354	260	5	&	&	CCONJ
ajfti-2354	260	6	dash	dash	NOUN
ajfti-2354	260	7	,	,	PUNCT
ajfti-2354	260	8	p.	p.	NOUN
ajfti-2354	260	9	k.	k.	PROPN
ajfti-2354	261	1	(	(	PUNCT
ajfti-2354	261	2	2016	2016	NUM
ajfti-2354	261	3	)	)	PUNCT
ajfti-2354	261	4	.	.	PUNCT
ajfti-2354	262	1	a	a	DET
ajfti-2354	262	2	hybrid	hybrid	ADJ
ajfti-2354	262	3	stock	stock	NOUN
ajfti-2354	262	4	trading	trading	NOUN
ajfti-2354	262	5	framework	framework	NOUN
ajfti-2354	262	6	integrating	integrate	VERB
ajfti-2354	262	7	technical	technical	ADJ
ajfti-2354	262	8	analysis	analysis	NOUN
ajfti-2354	262	9	with	with	ADP
ajfti-2354	262	10	machine	machine	NOUN
ajfti-2354	262	11	learning	learn	VERB
ajfti-2354	262	12	techniques	technique	NOUN
ajfti-2354	262	13	.	.	PUNCT
ajfti-2354	263	1	the	the	DET
ajfti-2354	263	2	journal	journal	NOUN
ajfti-2354	263	3	of	of	ADP
ajfti-2354	263	4	finance	finance	NOUN
ajfti-2354	263	5	and	and	CCONJ
ajfti-2354	263	6	data	datum	NOUN
ajfti-2354	263	7	science	science	NOUN
ajfti-2354	263	8	,	,	PUNCT
ajfti-2354	263	9	2(1	2(1	NUM
ajfti-2354	263	10	)	)	PUNCT
ajfti-2354	263	11	,	,	PUNCT
ajfti-2354	263	12	42–57	42–57	NUM
ajfti-2354	263	13	.	.	PUNCT
ajfti-2354	264	1	de	de	PROPN
ajfti-2354	264	2	almeida	almeida	PROPN
ajfti-2354	264	3	,	,	PUNCT
ajfti-2354	264	4	b.	b.	PROPN
ajfti-2354	264	5	j.	j.	PROPN
ajfti-2354	264	6	,	,	PUNCT
ajfti-2354	264	7	neves	neves	PROPN
ajfti-2354	264	8	,	,	PUNCT
ajfti-2354	264	9	r.	r.	PROPN
ajfti-2354	264	10	f.	f.	PROPN
ajfti-2354	264	11	,	,	PUNCT
ajfti-2354	264	12	&	&	CCONJ
ajfti-2354	264	13	horta	horta	PROPN
ajfti-2354	264	14	,	,	PUNCT
ajfti-2354	264	15	n.	n.	PROPN
ajfti-2354	264	16	(	(	PUNCT
ajfti-2354	264	17	2018	2018	NUM
ajfti-2354	264	18	)	)	PUNCT
ajfti-2354	264	19	.	.	PUNCT
ajfti-2354	265	1	combining	combine	VERB
ajfti-2354	265	2	support	support	NOUN
ajfti-2354	265	3	vector	vector	NOUN
ajfti-2354	265	4	machine	machine	NOUN
ajfti-2354	265	5	with	with	ADP
ajfti-2354	265	6	genetic	genetic	ADJ
ajfti-2354	265	7	algorithms	algorithm	NOUN
ajfti-2354	265	8	to	to	PART
ajfti-2354	265	9	optimize	optimize	VERB
ajfti-2354	265	10	investments	investment	NOUN
ajfti-2354	265	11	in	in	ADP
ajfti-2354	265	12	forex	forex	ADJ
ajfti-2354	265	13	markets	market	NOUN
ajfti-2354	265	14	with	with	ADP
ajfti-2354	265	15	high	high	ADJ
ajfti-2354	265	16	leverage	leverage	NOUN
ajfti-2354	265	17	.	.	PUNCT
ajfti-2354	266	1	applied	apply	VERB
ajfti-2354	266	2	soft	soft	ADJ
ajfti-2354	266	3	computing	computing	NOUN
ajfti-2354	266	4	,	,	PUNCT
ajfti-2354	266	5	64	64	NUM
ajfti-2354	266	6	,	,	PUNCT
ajfti-2354	266	7	596	596	NUM
ajfti-2354	266	8	–	–	PUNCT
ajfti-2354	266	9	613	613	NUM
ajfti-2354	266	10	.	.	PUNCT
ajfti-2354	266	11	dempster	dempster	PROPN
ajfti-2354	266	12	,	,	PUNCT
ajfti-2354	266	13	m.	m.	PROPN
ajfti-2354	266	14	a.	a.	PROPN
ajfti-2354	266	15	h.	h.	PROPN
ajfti-2354	266	16	,	,	PUNCT
ajfti-2354	266	17	&	&	CCONJ
ajfti-2354	266	18	leemans	leemans	PROPN
ajfti-2354	266	19	,	,	PUNCT
ajfti-2354	266	20	v.	v.	PROPN
ajfti-2354	266	21	(	(	PUNCT
ajfti-2354	266	22	2006	2006	NUM
ajfti-2354	266	23	)	)	PUNCT
ajfti-2354	266	24	.	.	PUNCT
ajfti-2354	267	1	an	an	DET
ajfti-2354	267	2	automated	automate	VERB
ajfti-2354	267	3	fx	fx	NOUN
ajfti-2354	267	4	trading	trading	NOUN
ajfti-2354	267	5	system	system	NOUN
ajfti-2354	267	6	using	use	VERB
ajfti-2354	267	7	adaptive	adaptive	ADJ
ajfti-2354	267	8	reinforcement	reinforcement	NOUN
ajfti-2354	267	9	learning	learning	NOUN
ajfti-2354	267	10	.	.	PUNCT
ajfti-2354	268	1	expert	expert	NOUN
ajfti-2354	268	2	systems	system	NOUN
ajfti-2354	268	3	with	with	ADP
ajfti-2354	268	4	applications	application	NOUN
ajfti-2354	268	5	,	,	PUNCT
ajfti-2354	268	6	30(3	30(3	NUM
ajfti-2354	268	7	)	)	PUNCT
ajfti-2354	268	8	,	,	PUNCT
ajfti-2354	268	9	543	543	NUM
ajfti-2354	268	10	–	–	PUNCT
ajfti-2354	268	11	552	552	NUM
ajfti-2354	268	12	.	.	PUNCT
ajfti-2354	269	1	dempster	dempster	PROPN
ajfti-2354	269	2	,	,	PUNCT
ajfti-2354	269	3	m.	m.	PROPN
ajfti-2354	269	4	a.	a.	PROPN
ajfti-2354	269	5	h.	h.	PROPN
ajfti-2354	269	6	,	,	PUNCT
ajfti-2354	269	7	payne	payne	PROPN
ajfti-2354	269	8	,	,	PUNCT
ajfti-2354	269	9	t.	t.	PROPN
ajfti-2354	269	10	w.	w.	PROPN
ajfti-2354	269	11	,	,	PUNCT
ajfti-2354	269	12	romahi	romahi	PROPN
ajfti-2354	269	13	,	,	PUNCT
ajfti-2354	269	14	y.	y.	PROPN
ajfti-2354	269	15	,	,	PUNCT
ajfti-2354	269	16	&	&	CCONJ
ajfti-2354	269	17	thompson	thompson	PROPN
ajfti-2354	269	18	,	,	PUNCT
ajfti-2354	269	19	g.	g.	PROPN
ajfti-2354	269	20	w.	w.	PROPN
ajfti-2354	269	21	p.	p.	PROPN
ajfti-2354	269	22	(	(	PUNCT
ajfti-2354	269	23	2001	2001	NUM
ajfti-2354	269	24	)	)	PUNCT
ajfti-2354	269	25	.	.	PUNCT
ajfti-2354	270	1	computational	computational	ADJ
ajfti-2354	270	2	learning	learning	NOUN
ajfti-2354	270	3	techniques	technique	NOUN
ajfti-2354	270	4	for	for	ADP
ajfti-2354	270	5	intraday	intraday	NOUN
ajfti-2354	270	6	fx	fx	NOUN
ajfti-2354	270	7	trading	trading	NOUN
ajfti-2354	270	8	using	use	VERB
ajfti-2354	270	9	popular	popular	ADJ
ajfti-2354	270	10	technical	technical	ADJ
ajfti-2354	270	11	indicators	indicator	NOUN
ajfti-2354	270	12	.	.	PUNCT
ajfti-2354	271	1	ieee	ieee	NOUN
ajfti-2354	271	2	transactions	transaction	NOUN
ajfti-2354	271	3	on	on	ADP
ajfti-2354	271	4	neural	neural	ADJ
ajfti-2354	271	5	networks	network	NOUN
ajfti-2354	271	6	,	,	PUNCT
ajfti-2354	271	7	12(4	12(4	NUM
ajfti-2354	271	8	)	)	PUNCT
ajfti-2354	271	9	,	,	PUNCT
ajfti-2354	271	10	744–754	744–754	NUM
ajfti-2354	271	11	.	.	PUNCT
ajfti-2354	271	12	deng	deng	PROPN
ajfti-2354	271	13	,	,	PUNCT
ajfti-2354	271	14	y.	y.	PROPN
ajfti-2354	271	15	,	,	PUNCT
ajfti-2354	271	16	bao	bao	PROPN
ajfti-2354	271	17	,	,	PUNCT
ajfti-2354	271	18	f.	f.	PROPN
ajfti-2354	271	19	,	,	PUNCT
ajfti-2354	271	20	kong	kong	PROPN
ajfti-2354	271	21	,	,	PUNCT
ajfti-2354	271	22	y.	y.	PROPN
ajfti-2354	271	23	,	,	PUNCT
ajfti-2354	271	24	ren	ren	PROPN
ajfti-2354	271	25	,	,	PUNCT
ajfti-2354	271	26	z.	z.	PROPN
ajfti-2354	271	27	,	,	PUNCT
ajfti-2354	271	28	&	&	CCONJ
ajfti-2354	271	29	dai	dai	PROPN
ajfti-2354	271	30	,	,	PUNCT
ajfti-2354	271	31	q.	q.	PROPN
ajfti-2354	271	32	(	(	PUNCT
ajfti-2354	271	33	2016	2016	NUM
ajfti-2354	271	34	)	)	PUNCT
ajfti-2354	271	35	.	.	PUNCT
ajfti-2354	272	1	deep	deep	ADJ
ajfti-2354	272	2	direct	direct	ADJ
ajfti-2354	272	3	reinforcement	reinforcement	NOUN
ajfti-2354	272	4	learning	learning	NOUN
ajfti-2354	272	5	for	for	ADP
ajfti-2354	272	6	financial	financial	ADJ
ajfti-2354	272	7	signal	signal	NOUN
ajfti-2354	272	8	representation	representation	NOUN
ajfti-2354	272	9	and	and	CCONJ
ajfti-2354	272	10	trading	trading	NOUN
ajfti-2354	272	11	.	.	PUNCT
ajfti-2354	273	1	ieee	ieee	NOUN
ajfti-2354	273	2	transactions	transaction	NOUN
ajfti-2354	273	3	on	on	ADP
ajfti-2354	273	4	neural	neural	ADJ
ajfti-2354	273	5	networks	network	NOUN
ajfti-2354	273	6	and	and	CCONJ
ajfti-2354	273	7	learning	learning	NOUN
ajfti-2354	273	8	systems	system	NOUN
ajfti-2354	273	9	,	,	PUNCT
ajfti-2354	273	10	28(3	28(3	NUM
ajfti-2354	273	11	)	)	PUNCT
ajfti-2354	273	12	,	,	PUNCT
ajfti-2354	273	13	653–664	653–664	NUM
ajfti-2354	273	14	.	.	X
ajfti-2354	273	15	deng	deng	PROPN
ajfti-2354	273	16	,	,	PUNCT
ajfti-2354	273	17	y.	y.	PROPN
ajfti-2354	273	18	,	,	PUNCT
ajfti-2354	273	19	kong	kong	PROPN
ajfti-2354	273	20	,	,	PUNCT
ajfti-2354	273	21	y.	y.	PROPN
ajfti-2354	273	22	,	,	PUNCT
ajfti-2354	273	23	bao	bao	PROPN
ajfti-2354	273	24	,	,	PUNCT
ajfti-2354	273	25	f.	f.	PROPN
ajfti-2354	273	26	,	,	PUNCT
ajfti-2354	273	27	&	&	CCONJ
ajfti-2354	273	28	dai	dai	PROPN
ajfti-2354	273	29	,	,	PUNCT
ajfti-2354	273	30	q.	q.	PROPN
ajfti-2354	273	31	(	(	PUNCT
ajfti-2354	273	32	2015	2015	NUM
ajfti-2354	273	33	)	)	PUNCT
ajfti-2354	273	34	.	.	PUNCT
ajfti-2354	274	1	sparse	sparse	VERB
ajfti-2354	274	2	coding	code	VERB
ajfti-2354	274	3	-	-	PUNCT
ajfti-2354	274	4	inspired	inspire	VERB
ajfti-2354	274	5	optimal	optimal	ADJ
ajfti-2354	274	6	trading	trading	NOUN
ajfti-2354	274	7	system	system	NOUN
ajfti-2354	274	8	for	for	ADP
ajfti-2354	274	9	hft	hft	PROPN
ajfti-2354	274	10	industry	industry	NOUN
ajfti-2354	274	11	.	.	PUNCT
ajfti-2354	275	1	ieee	ieee	NOUN
ajfti-2354	275	2	transactions	transaction	NOUN
ajfti-2354	275	3	on	on	ADP
ajfti-2354	275	4	industrial	industrial	ADJ
ajfti-2354	275	5	informatics	informatic	NOUN
ajfti-2354	275	6	,	,	PUNCT
ajfti-2354	275	7	11(2	11(2	NOUN
ajfti-2354	275	8	)	)	PUNCT
ajfti-2354	275	9	,	,	PUNCT
ajfti-2354	275	10	467–475	467–475	NUM
ajfti-2354	275	11	.	.	PUNCT
ajfti-2354	276	1	dimic	dimic	ADJ
ajfti-2354	276	2	,	,	PUNCT
ajfti-2354	276	3	n.	n.	NOUN
ajfti-2354	276	4	,	,	PUNCT
ajfti-2354	276	5	neudl	neudl	NOUN
ajfti-2354	276	6	,	,	PUNCT
ajfti-2354	276	7	m.	m.	NOUN
ajfti-2354	276	8	,	,	PUNCT
ajfti-2354	276	9	orlov	orlov	PROPN
ajfti-2354	276	10	,	,	PUNCT
ajfti-2354	276	11	v.	v.	PROPN
ajfti-2354	276	12	,	,	PUNCT
ajfti-2354	276	13	&	&	CCONJ
ajfti-2354	276	14	a¨ij¨o	a¨ij¨o	PROPN
ajfti-2354	276	15	,	,	PUNCT
ajfti-2354	276	16	j.	j.	PROPN
ajfti-2354	276	17	(	(	PUNCT
ajfti-2354	276	18	2018	2018	NUM
ajfti-2354	276	19	)	)	PUNCT
ajfti-2354	276	20	.	.	PUNCT
ajfti-2354	277	1	investor	investor	NOUN
ajfti-2354	277	2	sentiment	sentiment	NOUN
ajfti-2354	277	3	,	,	PUNCT
ajfti-2354	277	4	soccer	soccer	NOUN
ajfti-2354	277	5	games	game	NOUN
ajfti-2354	277	6	and	and	CCONJ
ajfti-2354	277	7	stock	stock	NOUN
ajfti-2354	277	8	returns	return	NOUN
ajfti-2354	277	9	.	.	PUNCT
ajfti-2354	278	1	research	research	NOUN
ajfti-2354	278	2	in	in	ADP
ajfti-2354	278	3	international	international	ADJ
ajfti-2354	278	4	business	business	NOUN
ajfti-2354	278	5	and	and	CCONJ
ajfti-2354	278	6	finance	finance	NOUN
ajfti-2354	278	7	,	,	PUNCT
ajfti-2354	278	8	43	43	NUM
ajfti-2354	278	9	,	,	PUNCT
ajfti-2354	278	10	90–98	90–98	NUM
ajfti-2354	278	11	.	.	PUNCT
ajfti-2354	279	1	domowitz	domowitz	PROPN
ajfti-2354	279	2	,	,	PUNCT
ajfti-2354	279	3	i.	i.	PROPN
ajfti-2354	279	4	,	,	PUNCT
ajfti-2354	279	5	&	&	CCONJ
ajfti-2354	279	6	yegerman	yegerman	PROPN
ajfti-2354	279	7	,	,	PUNCT
ajfti-2354	279	8	h.	h.	PROPN
ajfti-2354	279	9	(	(	PUNCT
ajfti-2354	279	10	2005	2005	NUM
ajfti-2354	279	11	)	)	PUNCT
ajfti-2354	279	12	.	.	PUNCT
ajfti-2354	280	1	the	the	DET
ajfti-2354	280	2	cost	cost	NOUN
ajfti-2354	280	3	of	of	ADP
ajfti-2354	280	4	algorithmic	algorithmic	ADJ
ajfti-2354	280	5	trading	trading	NOUN
ajfti-2354	280	6	:	:	PUNCT
ajfti-2354	280	7	a	a	DET
ajfti-2354	280	8	first	first	ADJ
ajfti-2354	280	9	look	look	NOUN
ajfti-2354	280	10	at	at	ADP
ajfti-2354	280	11	comparative	comparative	ADJ
ajfti-2354	280	12	performance	performance	NOUN
ajfti-2354	280	13	.	.	PUNCT
ajfti-2354	281	1	the	the	DET
ajfti-2354	281	2	journal	journal	NOUN
ajfti-2354	281	3	of	of	ADP
ajfti-2354	281	4	trading	trading	NOUN
ajfti-2354	281	5	,	,	PUNCT
ajfti-2354	281	6	1(1	1(1	NUM
ajfti-2354	281	7	)	)	PUNCT
ajfti-2354	281	8	,	,	PUNCT
ajfti-2354	281	9	33–42	33–42	NUM
ajfti-2354	281	10	.	.	PUNCT
ajfti-2354	281	11	donadio	donadio	PROPN
ajfti-2354	281	12	,	,	PUNCT
ajfti-2354	281	13	s.	s.	PROPN
ajfti-2354	281	14	,	,	PUNCT
ajfti-2354	281	15	&	&	CCONJ
ajfti-2354	281	16	ghosh	ghosh	PROPN
ajfti-2354	281	17	,	,	PUNCT
ajfti-2354	281	18	s.	s.	PROPN
ajfti-2354	281	19	(	(	PUNCT
ajfti-2354	281	20	2019	2019	NUM
ajfti-2354	281	21	)	)	PUNCT
ajfti-2354	281	22	.	.	PUNCT
ajfti-2354	282	1	learn	learn	VERB
ajfti-2354	282	2	algorithmic	algorithmic	ADJ
ajfti-2354	282	3	trading	trading	NOUN
ajfti-2354	282	4	:	:	PUNCT
ajfti-2354	282	5	build	build	VERB
ajfti-2354	282	6	and	and	CCONJ
ajfti-2354	282	7	deploy	deploy	VERB
ajfti-2354	282	8	algorithmic	algorithmic	ADJ
ajfti-2354	282	9	trading	trading	NOUN
ajfti-2354	282	10	systems	system	NOUN
ajfti-2354	282	11	and	and	CCONJ
ajfti-2354	282	12	strategies	strategy	NOUN
ajfti-2354	282	13	using	use	VERB
ajfti-2354	282	14	python	python	NOUN
ajfti-2354	282	15	and	and	CCONJ
ajfti-2354	282	16	advanced	advanced	ADJ
ajfti-2354	282	17	data	datum	NOUN
ajfti-2354	282	18	analysis	analysis	NOUN
ajfti-2354	282	19	.	.	PUNCT
ajfti-2354	283	1	packt	packt	PROPN
ajfti-2354	283	2	publishing	publishing	PROPN
ajfti-2354	283	3	.	.	PUNCT
ajfti-2354	284	1	engle	engle	PROPN
ajfti-2354	284	2	,	,	PUNCT
ajfti-2354	284	3	r.	r.	PROPN
ajfti-2354	284	4	f.	f.	PROPN
ajfti-2354	284	5	(	(	PUNCT
ajfti-2354	284	6	1982	1982	NUM
ajfti-2354	284	7	)	)	PUNCT
ajfti-2354	284	8	.	.	PUNCT
ajfti-2354	285	1	autoregressive	autoregressive	ADJ
ajfti-2354	285	2	conditional	conditional	ADJ
ajfti-2354	285	3	heteroscedasticity	heteroscedasticity	NOUN
ajfti-2354	285	4	with	with	ADP
ajfti-2354	285	5	estimates	estimate	NOUN
ajfti-2354	285	6	of	of	ADP
ajfti-2354	285	7	the	the	DET
ajfti-2354	285	8	variance	variance	NOUN
ajfti-2354	285	9	of	of	ADP
ajfti-2354	285	10	united	united	PROPN
ajfti-2354	285	11	kingdom	kingdom	PROPN
ajfti-2354	285	12	inflation	inflation	NOUN
ajfti-2354	285	13	.	.	PUNCT
ajfti-2354	286	1	econometrica	econometrica	PROPN
ajfti-2354	286	2	:	:	PUNCT
ajfti-2354	286	3	journal	journal	NOUN
ajfti-2354	286	4	of	of	ADP
ajfti-2354	286	5	the	the	DET
ajfti-2354	286	6	econometric	econometric	ADJ
ajfti-2354	286	7	society	society	NOUN
ajfti-2354	286	8	,	,	PUNCT
ajfti-2354	286	9	987–1007	987–1007	NUM
ajfti-2354	286	10	.	.	PUNCT
ajfti-2354	287	1	faber	faber	PROPN
ajfti-2354	287	2	,	,	PUNCT
ajfti-2354	287	3	m.	m.	NOUN
ajfti-2354	287	4	(	(	PUNCT
ajfti-2354	287	5	2010	2010	NUM
ajfti-2354	287	6	)	)	PUNCT
ajfti-2354	287	7	.	.	PUNCT
ajfti-2354	288	1	relative	relative	ADJ
ajfti-2354	288	2	strength	strength	NOUN
ajfti-2354	288	3	strategies	strategy	NOUN
ajfti-2354	288	4	for	for	ADP
ajfti-2354	288	5	investing	invest	VERB
ajfti-2354	288	6	.	.	PUNCT
ajfti-2354	289	1	available	available	ADJ
ajfti-2354	289	2	at	at	ADP
ajfti-2354	289	3	ssrn	ssrn	PROPN
ajfti-2354	289	4	1585517	1585517	NUM
ajfti-2354	289	5	.	.	PUNCT
ajfti-2354	290	1	faber	faber	PROPN
ajfti-2354	290	2	,	,	PUNCT
ajfti-2354	290	3	m.	m.	NOUN
ajfti-2354	290	4	t.	t.	PROPN
ajfti-2354	290	5	(	(	PUNCT
ajfti-2354	290	6	2007	2007	NUM
ajfti-2354	290	7	)	)	PUNCT
ajfti-2354	290	8	.	.	PUNCT
ajfti-2354	291	1	a	a	DET
ajfti-2354	291	2	quantitative	quantitative	ADJ
ajfti-2354	291	3	approach	approach	NOUN
ajfti-2354	291	4	to	to	ADP
ajfti-2354	291	5	tactical	tactical	ADJ
ajfti-2354	291	6	pa	pa	PROPN
ajfti-2354	291	7	ge	ge	PROPN
ajfti-2354	291	8	13	13	NUM
ajfti-2354	291	9	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	291	10	am	be	AUX
ajfti-2354	291	11	.	.	PUNCT
ajfti-2354	292	1	j.	j.	PROPN
ajfti-2354	292	2	financ	financ	PROPN
ajfti-2354	292	3	.	.	PUNCT
ajfti-2354	293	1	technol	technol	PROPN
ajfti-2354	293	2	.	.	PUNCT
ajfti-2354	293	3	innov	innov	PROPN
ajfti-2354	293	4	.	.	PUNCT
ajfti-2354	294	1	2(1	2(1	NUM
ajfti-2354	294	2	)	)	PUNCT
ajfti-2354	294	3	1	1	NUM
ajfti-2354	294	4	-	-	SYM
ajfti-2354	294	5	14	14	NUM
ajfti-2354	294	6	,	,	PUNCT
ajfti-2354	294	7	2024	2024	NUM
ajfti-2354	294	8	asset	asset	NOUN
ajfti-2354	294	9	allocation	allocation	NOUN
ajfti-2354	294	10	.	.	PUNCT
ajfti-2354	295	1	the	the	DET
ajfti-2354	295	2	journal	journal	NOUN
ajfti-2354	295	3	of	of	ADP
ajfti-2354	295	4	wealth	wealth	NOUN
ajfti-2354	295	5	management	management	NOUN
ajfti-2354	295	6	,	,	PUNCT
ajfti-2354	295	7	9(4	9(4	NUM
ajfti-2354	295	8	)	)	PUNCT
ajfti-2354	295	9	,	,	PUNCT
ajfti-2354	295	10	69–79	69–79	NOUN
ajfti-2354	295	11	.	.	PUNCT
ajfti-2354	296	1	fama	fama	PROPN
ajfti-2354	296	2	,	,	PUNCT
ajfti-2354	296	3	e.	e.	PROPN
ajfti-2354	296	4	f.	f.	PROPN
ajfti-2354	296	5	(	(	PUNCT
ajfti-2354	296	6	1970	1970	NUM
ajfti-2354	296	7	)	)	PUNCT
ajfti-2354	296	8	.	.	PUNCT
ajfti-2354	297	1	efficient	efficient	ADJ
ajfti-2354	297	2	capital	capital	NOUN
ajfti-2354	297	3	markets	market	NOUN
ajfti-2354	297	4	:	:	PUNCT
ajfti-2354	297	5	a	a	DET
ajfti-2354	297	6	review	review	NOUN
ajfti-2354	297	7	of	of	ADP
ajfti-2354	297	8	theory	theory	NOUN
ajfti-2354	297	9	and	and	CCONJ
ajfti-2354	297	10	empirical	empirical	ADJ
ajfti-2354	297	11	work	work	NOUN
ajfti-2354	297	12	.	.	PUNCT
ajfti-2354	298	1	the	the	DET
ajfti-2354	298	2	journal	journal	PROPN
ajfti-2354	298	3	of	of	ADP
ajfti-2354	298	4	finance	finance	NOUN
ajfti-2354	298	5	,	,	PUNCT
ajfti-2354	298	6	25(2	25(2	NUM
ajfti-2354	298	7	)	)	PUNCT
ajfti-2354	298	8	,	,	PUNCT
ajfti-2354	298	9	383–417	383–417	NUM
ajfti-2354	298	10	.	.	PUNCT
ajfti-2354	299	1	fayek	fayek	PROPN
ajfti-2354	299	2	,	,	PUNCT
ajfti-2354	299	3	m.	m.	PROPN
ajfti-2354	299	4	b.	b.	PROPN
ajfti-2354	299	5	,	,	PUNCT
ajfti-2354	299	6	el	el	PROPN
ajfti-2354	299	7	-	-	PUNCT
ajfti-2354	299	8	boghdadi	boghdadi	NOUN
ajfti-2354	299	9	,	,	PUNCT
ajfti-2354	299	10	h.	h.	PROPN
ajfti-2354	299	11	m.	m.	PROPN
ajfti-2354	299	12	,	,	PUNCT
ajfti-2354	299	13	&	&	CCONJ
ajfti-2354	299	14	omran	omran	PROPN
ajfti-2354	299	15	,	,	PUNCT
ajfti-2354	299	16	s.	s.	PROPN
ajfti-2354	299	17	m.	m.	PROPN
ajfti-2354	299	18	(	(	PUNCT
ajfti-2354	299	19	2013	2013	NUM
ajfti-2354	299	20	)	)	PUNCT
ajfti-2354	299	21	.	.	PUNCT
ajfti-2354	300	1	multi	multi	ADJ
ajfti-2354	300	2	-	-	ADJ
ajfti-2354	300	3	objective	objective	ADJ
ajfti-2354	300	4	optimization	optimization	NOUN
ajfti-2354	300	5	of	of	ADP
ajfti-2354	300	6	technical	technical	ADJ
ajfti-2354	300	7	stock	stock	NOUN
ajfti-2354	300	8	market	market	NOUN
ajfti-2354	300	9	indicators	indicator	NOUN
ajfti-2354	300	10	using	use	VERB
ajfti-2354	300	11	gas	gas	NOUN
ajfti-2354	300	12	.	.	PUNCT
ajfti-2354	301	1	international	international	ADJ
ajfti-2354	301	2	journal	journal	PROPN
ajfti-2354	301	3	of	of	ADP
ajfti-2354	301	4	computer	computer	NOUN
ajfti-2354	301	5	applications	application	NOUN
ajfti-2354	301	6	,	,	PUNCT
ajfti-2354	301	7	68(20	68(20	NUM
ajfti-2354	301	8	)	)	PUNCT
ajfti-2354	301	9	.	.	PUNCT
ajfti-2354	302	1	fernandez	fernandez	NOUN
ajfti-2354	302	2	-	-	PUNCT
ajfti-2354	302	3	perez	perez	PROPN
ajfti-2354	302	4	,	,	PUNCT
ajfti-2354	302	5	a.	a.	NOUN
ajfti-2354	302	6	,	,	PUNCT
ajfti-2354	302	7	frijns	frijns	NOUN
ajfti-2354	302	8	,	,	PUNCT
ajfti-2354	302	9	b.	b.	PROPN
ajfti-2354	302	10	,	,	PUNCT
ajfti-2354	302	11	fuertes	fuertes	PROPN
ajfti-2354	302	12	,	,	PUNCT
ajfti-2354	302	13	a.-m	a.-m	PROPN
ajfti-2354	302	14	.	.	PUNCT
ajfti-2354	302	15	,	,	PUNCT
ajfti-2354	302	16	&	&	CCONJ
ajfti-2354	302	17	miffre	miffre	PROPN
ajfti-2354	302	18	,	,	PUNCT
ajfti-2354	302	19	j.	j.	PROPN
ajfti-2354	302	20	(	(	PUNCT
ajfti-2354	302	21	2018	2018	NUM
ajfti-2354	302	22	)	)	PUNCT
ajfti-2354	302	23	.	.	PUNCT
ajfti-2354	303	1	the	the	DET
ajfti-2354	303	2	skewness	skewness	NOUN
ajfti-2354	303	3	of	of	ADP
ajfti-2354	303	4	commodity	commodity	NOUN
ajfti-2354	303	5	futures	future	NOUN
ajfti-2354	303	6	returns	return	NOUN
ajfti-2354	303	7	.	.	PUNCT
ajfti-2354	304	1	journal	journal	NOUN
ajfti-2354	304	2	of	of	ADP
ajfti-2354	304	3	banking	banking	NOUN
ajfti-2354	304	4	&	&	CCONJ
ajfti-2354	304	5	finance	finance	PROPN
ajfti-2354	304	6	,	,	PUNCT
ajfti-2354	304	7	86	86	NUM
ajfti-2354	304	8	,	,	PUNCT
ajfti-2354	304	9	143–158	143–158	NUM
ajfti-2354	304	10	.	.	PUNCT
ajfti-2354	305	1	fischer	fischer	PROPN
ajfti-2354	305	2	,	,	PUNCT
ajfti-2354	305	3	t.	t.	PROPN
ajfti-2354	305	4	,	,	PUNCT
ajfti-2354	305	5	&	&	CCONJ
ajfti-2354	305	6	krauss	krauss	PROPN
ajfti-2354	305	7	,	,	PUNCT
ajfti-2354	305	8	c.	c.	PROPN
ajfti-2354	305	9	(	(	PUNCT
ajfti-2354	305	10	2018	2018	NUM
ajfti-2354	305	11	)	)	PUNCT
ajfti-2354	305	12	.	.	PUNCT
ajfti-2354	306	1	deep	deep	ADJ
ajfti-2354	306	2	learning	learning	NOUN
ajfti-2354	306	3	with	with	ADP
ajfti-2354	306	4	long	long	ADJ
ajfti-2354	306	5	short	short	ADJ
ajfti-2354	306	6	-	-	PUNCT
ajfti-2354	306	7	term	term	NOUN
ajfti-2354	306	8	memory	memory	NOUN
ajfti-2354	306	9	networks	network	NOUN
ajfti-2354	306	10	for	for	ADP
ajfti-2354	306	11	financial	financial	ADJ
ajfti-2354	306	12	market	market	NOUN
ajfti-2354	306	13	predictions	prediction	NOUN
ajfti-2354	306	14	.	.	PUNCT
ajfti-2354	307	1	european	european	ADJ
ajfti-2354	307	2	journal	journal	PROPN
ajfti-2354	307	3	of	of	ADP
ajfti-2354	307	4	operational	operational	ADJ
ajfti-2354	307	5	research	research	NOUN
ajfti-2354	307	6	,	,	PUNCT
ajfti-2354	307	7	270(2	270(2	NUM
ajfti-2354	307	8	)	)	PUNCT
ajfti-2354	307	9	,	,	PUNCT
ajfti-2354	307	10	654–669	654–669	NUM
ajfti-2354	307	11	.	.	PUNCT
ajfti-2354	308	1	fischer	fischer	PROPN
ajfti-2354	308	2	,	,	PUNCT
ajfti-2354	308	3	t.	t.	PROPN
ajfti-2354	308	4	g.	g.	PROPN
ajfti-2354	308	5	(	(	PUNCT
ajfti-2354	308	6	2018	2018	NUM
ajfti-2354	308	7	)	)	PUNCT
ajfti-2354	308	8	.	.	PUNCT
ajfti-2354	309	1	reinforcement	reinforcement	NOUN
ajfti-2354	309	2	learning	learning	NOUN
ajfti-2354	309	3	in	in	ADP
ajfti-2354	309	4	financial	financial	ADJ
ajfti-2354	309	5	markets	market	NOUN
ajfti-2354	309	6	a	a	DET
ajfti-2354	309	7	survey	survey	NOUN
ajfti-2354	309	8	.	.	PUNCT
ajfti-2354	310	1	technical	technical	ADJ
ajfti-2354	310	2	report	report	PROPN
ajfti-2354	310	3	,	,	PUNCT
ajfti-2354	310	4	fau	fau	PROPN
ajfti-2354	310	5	discussion	discussion	NOUN
ajfti-2354	310	6	papers	paper	NOUN
ajfti-2354	310	7	in	in	ADP
ajfti-2354	310	8	economics	economic	NOUN
ajfti-2354	310	9	.	.	PUNCT
ajfti-2354	311	1	frazzini	frazzini	PROPN
ajfti-2354	311	2	,	,	PUNCT
ajfti-2354	311	3	a.	a.	NOUN
ajfti-2354	311	4	,	,	PUNCT
ajfti-2354	311	5	&	&	CCONJ
ajfti-2354	311	6	lamont	lamont	PROPN
ajfti-2354	311	7	,	,	PUNCT
ajfti-2354	311	8	o.	o.	NOUN
ajfti-2354	311	9	a.	a.	NOUN
ajfti-2354	311	10	(	(	PUNCT
ajfti-2354	311	11	2007	2007	NUM
ajfti-2354	311	12	)	)	PUNCT
ajfti-2354	311	13	.	.	PUNCT
ajfti-2354	312	1	the	the	DET
ajfti-2354	312	2	earnings	earning	NOUN
ajfti-2354	312	3	announcement	announcement	NOUN
ajfti-2354	312	4	premium	premium	NOUN
ajfti-2354	312	5	and	and	CCONJ
ajfti-2354	312	6	trading	trading	NOUN
ajfti-2354	312	7	volume	volume	NOUN
ajfti-2354	312	8	.	.	PUNCT
ajfti-2354	313	1	available	available	ADJ
ajfti-2354	313	2	at	at	ADP
ajfti-2354	313	3	ssrn	ssrn	PROPN
ajfti-2354	313	4	986940	986940	NUM
ajfti-2354	313	5	.	.	PUNCT
ajfti-2354	314	1	frazzini	frazzini	PROPN
ajfti-2354	314	2	,	,	PUNCT
ajfti-2354	314	3	a.	a.	PROPN
ajfti-2354	314	4	,	,	PUNCT
ajfti-2354	314	5	&	&	CCONJ
ajfti-2354	314	6	pedersen	pedersen	PROPN
ajfti-2354	314	7	,	,	PUNCT
ajfti-2354	314	8	l.	l.	PROPN
ajfti-2354	314	9	h.	h.	PROPN
ajfti-2354	314	10	(	(	PUNCT
ajfti-2354	314	11	2014	2014	NUM
ajfti-2354	314	12	)	)	PUNCT
ajfti-2354	314	13	.	.	PUNCT
ajfti-2354	315	1	betting	bet	VERB
ajfti-2354	315	2	against	against	ADP
ajfti-2354	315	3	beta	beta	NOUN
ajfti-2354	315	4	.	.	PUNCT
ajfti-2354	316	1	journal	journal	PROPN
ajfti-2354	316	2	of	of	ADP
ajfti-2354	316	3	financial	financial	ADJ
ajfti-2354	316	4	economics	economic	NOUN
ajfti-2354	316	5	,	,	PUNCT
ajfti-2354	316	6	111(1	111(1	NUM
ajfti-2354	316	7	)	)	PUNCT
ajfti-2354	316	8	,	,	PUNCT
ajfti-2354	316	9	1–25	1–25	PROPN
ajfti-2354	316	10	.	.	PUNCT
ajfti-2354	317	1	gao	gao	PROPN
ajfti-2354	317	2	,	,	PUNCT
ajfti-2354	317	3	t.	t.	PROPN
ajfti-2354	317	4	,	,	PUNCT
ajfti-2354	317	5	&	&	CCONJ
ajfti-2354	317	6	chai	chai	NOUN
ajfti-2354	317	7	,	,	PUNCT
ajfti-2354	317	8	y.	y.	PROPN
ajfti-2354	317	9	(	(	PUNCT
ajfti-2354	317	10	2018	2018	NUM
ajfti-2354	317	11	)	)	PUNCT
ajfti-2354	317	12	.	.	PUNCT
ajfti-2354	318	1	improving	improve	VERB
ajfti-2354	318	2	stock	stock	NOUN
ajfti-2354	318	3	closing	closing	NOUN
ajfti-2354	318	4	price	price	NOUN
ajfti-2354	318	5	prediction	prediction	NOUN
ajfti-2354	318	6	using	use	VERB
ajfti-2354	318	7	recurrent	recurrent	ADJ
ajfti-2354	318	8	neural	neural	ADJ
ajfti-2354	318	9	network	network	NOUN
ajfti-2354	318	10	and	and	CCONJ
ajfti-2354	318	11	technical	technical	ADJ
ajfti-2354	318	12	indicators	indicator	NOUN
ajfti-2354	318	13	.	.	PUNCT
ajfti-2354	319	1	neural	neural	ADJ
ajfti-2354	319	2	computation	computation	NOUN
ajfti-2354	319	3	,	,	PUNCT
ajfti-2354	319	4	30(10	30(10	NUM
ajfti-2354	319	5	)	)	PUNCT
ajfti-2354	319	6	,	,	PUNCT
ajfti-2354	319	7	2833	2833	NUM
ajfti-2354	319	8	–	–	PUNCT
ajfti-2354	319	9	2854	2854	NUM
ajfti-2354	319	10	.	.	PUNCT
ajfti-2354	320	1	garfinkel	garfinkel	PROPN
ajfti-2354	320	2	,	,	PUNCT
ajfti-2354	320	3	j.	j.	PROPN
ajfti-2354	320	4	a.	a.	PROPN
ajfti-2354	320	5	,	,	PUNCT
ajfti-2354	320	6	&	&	CCONJ
ajfti-2354	320	7	sokobin	sokobin	PROPN
ajfti-2354	320	8	,	,	PUNCT
ajfti-2354	320	9	j.	j.	PROPN
ajfti-2354	320	10	(	(	PUNCT
ajfti-2354	320	11	2006	2006	NUM
ajfti-2354	320	12	)	)	PUNCT
ajfti-2354	320	13	.	.	PUNCT
ajfti-2354	321	1	volume	volume	NOUN
ajfti-2354	321	2	,	,	PUNCT
ajfti-2354	321	3	opinion	opinion	NOUN
ajfti-2354	321	4	divergence	divergence	NOUN
ajfti-2354	321	5	,	,	PUNCT
ajfti-2354	321	6	and	and	CCONJ
ajfti-2354	321	7	returns	return	NOUN
ajfti-2354	321	8	:	:	PUNCT
ajfti-2354	321	9	a	a	DET
ajfti-2354	321	10	study	study	NOUN
ajfti-2354	321	11	of	of	ADP
ajfti-2354	321	12	post	post	ADJ
ajfti-2354	321	13	–	–	PUNCT
ajfti-2354	321	14	earnings	earning	NOUN
ajfti-2354	321	15	announcement	announcement	NOUN
ajfti-2354	321	16	drift	drift	NOUN
ajfti-2354	321	17	.	.	PUNCT
ajfti-2354	322	1	journal	journal	NOUN
ajfti-2354	322	2	of	of	ADP
ajfti-2354	322	3	accounting	accounting	NOUN
ajfti-2354	322	4	research	research	NOUN
ajfti-2354	322	5	,	,	PUNCT
ajfti-2354	322	6	44(1	44(1	PROPN
ajfti-2354	322	7	)	)	PUNCT
ajfti-2354	322	8	,	,	PUNCT
ajfti-2354	322	9	85–112	85–112	NUM
ajfti-2354	322	10	.	.	PUNCT
ajfti-2354	322	11	gatev	gatev	PROPN
ajfti-2354	322	12	,	,	PUNCT
ajfti-2354	322	13	e.	e.	PROPN
ajfti-2354	322	14	,	,	PUNCT
ajfti-2354	322	15	goetzmann	goetzmann	PROPN
ajfti-2354	322	16	,	,	PUNCT
ajfti-2354	322	17	w.	w.	PROPN
ajfti-2354	322	18	n.	n.	PROPN
ajfti-2354	322	19	,	,	PUNCT
ajfti-2354	322	20	&	&	CCONJ
ajfti-2354	322	21	rouwenhorst	rouwenhorst	PROPN
ajfti-2354	322	22	,	,	PUNCT
ajfti-2354	322	23	k.	k.	PROPN
ajfti-2354	322	24	g.	g.	PROPN
ajfti-2354	322	25	(	(	PUNCT
ajfti-2354	322	26	2006	2006	NUM
ajfti-2354	322	27	)	)	PUNCT
ajfti-2354	322	28	.	.	PUNCT
ajfti-2354	323	1	pairs	pair	NOUN
ajfti-2354	323	2	trading	trading	NOUN
ajfti-2354	323	3	:	:	PUNCT
ajfti-2354	323	4	performance	performance	NOUN
ajfti-2354	323	5	of	of	ADP
ajfti-2354	323	6	a	a	DET
ajfti-2354	323	7	relative	relative	ADJ
ajfti-2354	323	8	-	-	PUNCT
ajfti-2354	323	9	value	value	NOUN
ajfti-2354	323	10	arbitrage	arbitrage	NOUN
ajfti-2354	323	11	rule	rule	NOUN
ajfti-2354	323	12	.	.	PUNCT
ajfti-2354	324	1	the	the	DET
ajfti-2354	324	2	review	review	NOUN
ajfti-2354	324	3	of	of	ADP
ajfti-2354	324	4	financial	financial	ADJ
ajfti-2354	324	5	studies	study	NOUN
ajfti-2354	324	6	,	,	PUNCT
ajfti-2354	324	7	19(3	19(3	NUM
ajfti-2354	324	8	)	)	PUNCT
ajfti-2354	324	9	,	,	PUNCT
ajfti-2354	324	10	797–827	797–827	NUM
ajfti-2354	324	11	.	.	PUNCT
ajfti-2354	325	1	georgakopoulos	georgakopoulos	PROPN
ajfti-2354	325	2	,	,	PUNCT
ajfti-2354	325	3	h.	h.	PROPN
ajfti-2354	325	4	(	(	PUNCT
ajfti-2354	325	5	2015	2015	NUM
ajfti-2354	325	6	)	)	PUNCT
ajfti-2354	325	7	.	.	PUNCT
ajfti-2354	326	1	quantitative	quantitative	ADJ
ajfti-2354	326	2	trading	trading	NOUN
ajfti-2354	326	3	with	with	ADP
ajfti-2354	326	4	r	r	NOUN
ajfti-2354	326	5	:	:	PUNCT
ajfti-2354	326	6	understanding	understanding	NOUN
ajfti-2354	326	7	mathematical	mathematical	ADJ
ajfti-2354	326	8	and	and	CCONJ
ajfti-2354	326	9	computational	computational	ADJ
ajfti-2354	326	10	tools	tool	NOUN
ajfti-2354	326	11	from	from	ADP
ajfti-2354	326	12	a	a	DET
ajfti-2354	326	13	quant	quant	NOUN
ajfti-2354	326	14	’s	’s	PART
ajfti-2354	326	15	perspective	perspective	NOUN
ajfti-2354	326	16	.	.	PUNCT
ajfti-2354	327	1	springer	springer	NOUN
ajfti-2354	327	2	.	.	PUNCT
ajfti-2354	328	1	gerlein	gerlein	PROPN
ajfti-2354	328	2	,	,	PUNCT
ajfti-2354	328	3	e.	e.	PROPN
ajfti-2354	328	4	a.	a.	PROPN
ajfti-2354	328	5	,	,	PUNCT
ajfti-2354	328	6	mcginnity	mcginnity	NOUN
ajfti-2354	328	7	,	,	PUNCT
ajfti-2354	328	8	m.	m.	NOUN
ajfti-2354	328	9	,	,	PUNCT
ajfti-2354	328	10	belatreche	belatreche	NOUN
ajfti-2354	328	11	,	,	PUNCT
ajfti-2354	328	12	a.	a.	PROPN
ajfti-2354	328	13	,	,	PUNCT
ajfti-2354	328	14	&	&	CCONJ
ajfti-2354	328	15	coleman	coleman	PROPN
ajfti-2354	328	16	,	,	PUNCT
ajfti-2354	328	17	s.	s.	PROPN
ajfti-2354	328	18	(	(	PUNCT
ajfti-2354	328	19	2016	2016	NUM
ajfti-2354	328	20	)	)	PUNCT
ajfti-2354	328	21	.	.	PUNCT
ajfti-2354	329	1	evaluating	evaluate	VERB
ajfti-2354	329	2	machine	machine	NOUN
ajfti-2354	329	3	learning	learn	VERB
ajfti-2354	329	4	classification	classification	NOUN
ajfti-2354	329	5	for	for	ADP
ajfti-2354	329	6	financial	financial	ADJ
ajfti-2354	329	7	trading	trading	NOUN
ajfti-2354	329	8	:	:	PUNCT
ajfti-2354	329	9	an	an	DET
ajfti-2354	329	10	empirical	empirical	ADJ
ajfti-2354	329	11	approach	approach	NOUN
ajfti-2354	329	12	.	.	PUNCT
ajfti-2354	330	1	expert	expert	NOUN
ajfti-2354	330	2	systems	system	NOUN
ajfti-2354	330	3	with	with	ADP
ajfti-2354	330	4	applications	application	NOUN
ajfti-2354	330	5	,	,	PUNCT
ajfti-2354	330	6	54	54	NUM
ajfti-2354	330	7	,	,	PUNCT
ajfti-2354	330	8	193–207	193–207	NUM
ajfti-2354	330	9	.	.	PUNCT
ajfti-2354	331	1	geyer	geyer	PROPN
ajfti-2354	331	2	-	-	PUNCT
ajfti-2354	331	3	klingeberg	klingeberg	PROPN
ajfti-2354	331	4	,	,	PUNCT
ajfti-2354	331	5	j.	j.	PROPN
ajfti-2354	331	6	,	,	PUNCT
ajfti-2354	331	7	hang	hang	PROPN
ajfti-2354	331	8	,	,	PUNCT
ajfti-2354	331	9	m.	m.	NOUN
ajfti-2354	331	10	,	,	PUNCT
ajfti-2354	331	11	walter	walter	PROPN
ajfti-2354	331	12	,	,	PUNCT
ajfti-2354	331	13	m.	m.	NOUN
ajfti-2354	331	14	,	,	PUNCT
ajfti-2354	331	15	&	&	CCONJ
ajfti-2354	331	16	rathgeber	rathgeber	PROPN
ajfti-2354	331	17	,	,	PUNCT
ajfti-2354	331	18	a.	a.	NOUN
ajfti-2354	331	19	(	(	PUNCT
ajfti-2354	331	20	2018	2018	NUM
ajfti-2354	331	21	)	)	PUNCT
ajfti-2354	331	22	.	.	PUNCT
ajfti-2354	332	1	do	do	AUX
ajfti-2354	332	2	stock	stock	NOUN
ajfti-2354	332	3	markets	market	NOUN
ajfti-2354	332	4	react	react	VERB
ajfti-2354	332	5	to	to	ADP
ajfti-2354	332	6	soccer	soccer	NOUN
ajfti-2354	332	7	games	game	NOUN
ajfti-2354	332	8	?	?	PUNCT
ajfti-2354	333	1	a	a	DET
ajfti-2354	333	2	meta	meta	ADJ
ajfti-2354	333	3	-	-	PUNCT
ajfti-2354	333	4	regression	regression	NOUN
ajfti-2354	333	5	analysis	analysis	NOUN
ajfti-2354	333	6	.	.	PUNCT
ajfti-2354	334	1	applied	apply	VERB
ajfti-2354	334	2	economics	economic	NOUN
ajfti-2354	334	3	,	,	PUNCT
ajfti-2354	334	4	50(19	50(19	NUM
ajfti-2354	334	5	)	)	PUNCT
ajfti-2354	334	6	,	,	PUNCT
ajfti-2354	334	7	2171–2189	2171–2189	NUM
ajfti-2354	334	8	.	.	PUNCT
ajfti-2354	335	1	gomber	gomber	PROPN
ajfti-2354	335	2	,	,	PUNCT
ajfti-2354	335	3	p.	p.	NOUN
ajfti-2354	335	4	,	,	PUNCT
ajfti-2354	335	5	&	&	CCONJ
ajfti-2354	335	6	haferkorn	haferkorn	ADJ
ajfti-2354	335	7	,	,	PUNCT
ajfti-2354	335	8	m.	m.	NOUN
ajfti-2354	335	9	(	(	PUNCT
ajfti-2354	335	10	2015	2015	NUM
ajfti-2354	335	11	)	)	PUNCT
ajfti-2354	335	12	.	.	PUNCT
ajfti-2354	336	1	high	high	ADJ
ajfti-2354	336	2	frequency	frequency	NOUN
ajfti-2354	336	3	trading	trading	NOUN
ajfti-2354	336	4	.	.	PUNCT
ajfti-2354	337	1	in	in	ADP
ajfti-2354	337	2	encyclopedia	encyclopedia	NOUN
ajfti-2354	337	3	of	of	ADP
ajfti-2354	337	4	information	information	NOUN
ajfti-2354	337	5	science	science	NOUN
ajfti-2354	337	6	and	and	CCONJ
ajfti-2354	337	7	technology	technology	NOUN
ajfti-2354	337	8	,	,	PUNCT
ajfti-2354	337	9	third	third	ADJ
ajfti-2354	337	10	edition	edition	NOUN
ajfti-2354	337	11	(	(	PUNCT
ajfti-2354	337	12	pp	pp	ADJ
ajfti-2354	337	13	.	.	PUNCT
ajfti-2354	337	14	1–9	1–9	NUM
ajfti-2354	337	15	)	)	PUNCT
ajfti-2354	337	16	.	.	PUNCT
ajfti-2354	338	1	igi	igi	PROPN
ajfti-2354	338	2	global	global	PROPN
ajfti-2354	338	3	.	.	PUNCT
ajfti-2354	339	1	graham	graham	PROPN
ajfti-2354	339	2	,	,	PUNCT
ajfti-2354	339	3	b.	b.	PROPN
ajfti-2354	339	4	,	,	PUNCT
ajfti-2354	339	5	&	&	CCONJ
ajfti-2354	339	6	dodd	dodd	PROPN
ajfti-2354	339	7	,	,	PUNCT
ajfti-2354	339	8	d.	d.	PROPN
ajfti-2354	339	9	(	(	PUNCT
ajfti-2354	339	10	2008	2008	NUM
ajfti-2354	339	11	)	)	PUNCT
ajfti-2354	339	12	.	.	PUNCT
ajfti-2354	340	1	security	security	NOUN
ajfti-2354	340	2	analysis	analysis	NOUN
ajfti-2354	340	3	.	.	PUNCT
ajfti-2354	341	1	mcgraw	mcgraw	PROPN
ajfti-2354	341	2	-	-	PUNCT
ajfti-2354	341	3	hill	hill	PROPN
ajfti-2354	341	4	.	.	PUNCT
ajfti-2354	342	1	hendershott	hendershott	PROPN
ajfti-2354	342	2	,	,	PUNCT
ajfti-2354	342	3	t.	t.	PROPN
ajfti-2354	342	4	,	,	PUNCT
ajfti-2354	342	5	jones	jones	PROPN
ajfti-2354	342	6	,	,	PUNCT
ajfti-2354	342	7	c.	c.	PROPN
ajfti-2354	342	8	m.	m.	PROPN
ajfti-2354	342	9	,	,	PUNCT
ajfti-2354	342	10	&	&	CCONJ
ajfti-2354	342	11	menkveld	menkveld	PROPN
ajfti-2354	342	12	,	,	PUNCT
ajfti-2354	342	13	a.	a.	PROPN
ajfti-2354	342	14	j.	j.	PROPN
ajfti-2354	342	15	(	(	PUNCT
ajfti-2354	342	16	2011	2011	NUM
ajfti-2354	342	17	)	)	PUNCT
ajfti-2354	342	18	.	.	PUNCT
ajfti-2354	343	1	does	do	AUX
ajfti-2354	343	2	algorithmic	algorithmic	ADJ
ajfti-2354	343	3	trading	trading	NOUN
ajfti-2354	343	4	improve	improve	VERB
ajfti-2354	343	5	liquidity	liquidity	NOUN
ajfti-2354	343	6	?	?	PUNCT
ajfti-2354	344	1	the	the	DET
ajfti-2354	344	2	journal	journal	PROPN
ajfti-2354	344	3	of	of	ADP
ajfti-2354	344	4	finance	finance	NOUN
ajfti-2354	344	5	,	,	PUNCT
ajfti-2354	344	6	66(1	66(1	NOUN
ajfti-2354	344	7	)	)	PUNCT
ajfti-2354	344	8	,	,	PUNCT
ajfti-2354	344	9	1–33	1–33	PROPN
ajfti-2354	344	10	.	.	PUNCT
ajfti-2354	345	1	henrique	henrique	PROPN
ajfti-2354	345	2	,	,	PUNCT
ajfti-2354	345	3	b.	b.	PROPN
ajfti-2354	345	4	m.	m.	PROPN
ajfti-2354	345	5	,	,	PUNCT
ajfti-2354	345	6	sobreiro	sobreiro	PROPN
ajfti-2354	345	7	,	,	PUNCT
ajfti-2354	345	8	v.	v.	PROPN
ajfti-2354	345	9	a.	a.	PROPN
ajfti-2354	345	10	,	,	PUNCT
ajfti-2354	345	11	&	&	CCONJ
ajfti-2354	345	12	kimura	kimura	PROPN
ajfti-2354	345	13	,	,	PUNCT
ajfti-2354	345	14	h.	h.	PROPN
ajfti-2354	345	15	(	(	PUNCT
ajfti-2354	345	16	2018	2018	NUM
ajfti-2354	345	17	)	)	PUNCT
ajfti-2354	345	18	.	.	PUNCT
ajfti-2354	346	1	stock	stock	NOUN
ajfti-2354	346	2	price	price	NOUN
ajfti-2354	346	3	prediction	prediction	NOUN
ajfti-2354	346	4	using	use	VERB
ajfti-2354	346	5	support	support	NOUN
ajfti-2354	346	6	vector	vector	NOUN
ajfti-2354	346	7	regression	regression	NOUN
ajfti-2354	346	8	on	on	ADP
ajfti-2354	346	9	daily	daily	ADJ
ajfti-2354	346	10	and	and	CCONJ
ajfti-2354	346	11	up	up	ADP
ajfti-2354	346	12	to	to	ADP
ajfti-2354	346	13	the	the	DET
ajfti-2354	346	14	minute	minute	NOUN
ajfti-2354	346	15	prices	price	NOUN
ajfti-2354	346	16	.	.	PUNCT
ajfti-2354	347	1	the	the	DET
ajfti-2354	347	2	journal	journal	NOUN
ajfti-2354	347	3	of	of	ADP
ajfti-2354	347	4	finance	finance	NOUN
ajfti-2354	347	5	and	and	CCONJ
ajfti-2354	347	6	data	datum	NOUN
ajfti-2354	347	7	science	science	NOUN
ajfti-2354	347	8	,	,	PUNCT
ajfti-2354	347	9	4(3	4(3	NUM
ajfti-2354	347	10	)	)	PUNCT
ajfti-2354	347	11	,	,	PUNCT
ajfti-2354	347	12	183–201	183–201	NUM
ajfti-2354	347	13	.	.	PUNCT
ajfti-2354	348	1	hilpisch	hilpisch	NOUN
ajfti-2354	348	2	,	,	PUNCT
ajfti-2354	348	3	y.	y.	PROPN
ajfti-2354	348	4	(	(	PUNCT
ajfti-2354	348	5	2020	2020	NUM
ajfti-2354	348	6	)	)	PUNCT
ajfti-2354	348	7	.	.	PUNCT
ajfti-2354	349	1	artificial	artificial	ADJ
ajfti-2354	349	2	intelligence	intelligence	NOUN
ajfti-2354	349	3	in	in	ADP
ajfti-2354	349	4	finance	finance	NOUN
ajfti-2354	349	5	.	.	PUNCT
ajfti-2354	350	1	o’reilly	o’reilly	ADV
ajfti-2354	350	2	media	medium	NOUN
ajfti-2354	350	3	,	,	PUNCT
ajfti-2354	350	4	inc	inc	PROPN
ajfti-2354	350	5	.	.	PROPN
ajfti-2354	350	6	hilpisch	hilpisch	PROPN
ajfti-2354	350	7	,	,	PUNCT
ajfti-2354	350	8	y.	y.	PROPN
ajfti-2354	350	9	(	(	PUNCT
ajfti-2354	350	10	2020	2020	NUM
ajfti-2354	350	11	)	)	PUNCT
ajfti-2354	350	12	.	.	PUNCT
ajfti-2354	351	1	python	python	PROPN
ajfti-2354	351	2	for	for	ADP
ajfti-2354	351	3	algorithmic	algorithmic	ADJ
ajfti-2354	351	4	trading	trading	NOUN
ajfti-2354	351	5	:	:	PUNCT
ajfti-2354	351	6	from	from	ADP
ajfti-2354	351	7	idea	idea	NOUN
ajfti-2354	351	8	to	to	ADP
ajfti-2354	351	9	cloud	cloud	NOUN
ajfti-2354	351	10	deployment	deployment	NOUN
ajfti-2354	351	11	.	.	PUNCT
ajfti-2354	352	1	o’reilly	o’reilly	ADV
ajfti-2354	352	2	media	medium	NOUN
ajfti-2354	352	3	,	,	PUNCT
ajfti-2354	352	4	inc	inc	PROPN
ajfti-2354	352	5	.	.	PROPN
ajfti-2354	352	6	hochreiter	hochreiter	PROPN
ajfti-2354	352	7	,	,	PUNCT
ajfti-2354	352	8	s.	s.	PROPN
ajfti-2354	352	9	,	,	PUNCT
ajfti-2354	352	10	&	&	CCONJ
ajfti-2354	352	11	schmidhuber	schmidhuber	PROPN
ajfti-2354	352	12	,	,	PUNCT
ajfti-2354	352	13	j.	j.	PROPN
ajfti-2354	352	14	(	(	PUNCT
ajfti-2354	352	15	1997	1997	NUM
ajfti-2354	352	16	)	)	PUNCT
ajfti-2354	352	17	.	.	PUNCT
ajfti-2354	353	1	long	long	ADJ
ajfti-2354	353	2	shortterm	shortterm	PROPN
ajfti-2354	353	3	memory	memory	NOUN
ajfti-2354	353	4	.	.	PUNCT
ajfti-2354	354	1	neural	neural	ADJ
ajfti-2354	354	2	computation	computation	NOUN
ajfti-2354	354	3	,	,	PUNCT
ajfti-2354	354	4	9(8	9(8	NUM
ajfti-2354	354	5	)	)	PUNCT
ajfti-2354	354	6	,	,	PUNCT
ajfti-2354	354	7	1735–1780	1735–1780	NUM
ajfti-2354	354	8	.	.	PUNCT
ajfti-2354	354	9	hull	hull	PROPN
ajfti-2354	354	10	,	,	PUNCT
ajfti-2354	354	11	j.	j.	PROPN
ajfti-2354	354	12	c.	c.	PROPN
ajfti-2354	354	13	(	(	PUNCT
ajfti-2354	354	14	2003	2003	NUM
ajfti-2354	354	15	)	)	PUNCT
ajfti-2354	354	16	.	.	PUNCT
ajfti-2354	355	1	options	option	NOUN
ajfti-2354	355	2	futures	future	NOUN
ajfti-2354	355	3	and	and	CCONJ
ajfti-2354	355	4	other	other	ADJ
ajfti-2354	355	5	derivatives	derivative	NOUN
ajfti-2354	355	6	.	.	PUNCT
ajfti-2354	356	1	pearson	pearson	PROPN
ajfti-2354	356	2	education	education	PROPN
ajfti-2354	356	3	india	india	PROPN
ajfti-2354	356	4	.	.	PUNCT
ajfti-2354	357	1	jang	jang	PROPN
ajfti-2354	357	2	,	,	PUNCT
ajfti-2354	357	3	h.	h.	PROPN
ajfti-2354	357	4	,	,	PUNCT
ajfti-2354	357	5	&	&	CCONJ
ajfti-2354	357	6	lee	lee	PROPN
ajfti-2354	357	7	,	,	PUNCT
ajfti-2354	357	8	j.	j.	PROPN
ajfti-2354	357	9	(	(	PUNCT
ajfti-2354	357	10	2017	2017	NUM
ajfti-2354	357	11	)	)	PUNCT
ajfti-2354	357	12	.	.	PUNCT
ajfti-2354	358	1	an	an	DET
ajfti-2354	358	2	empirical	empirical	ADJ
ajfti-2354	358	3	study	study	NOUN
ajfti-2354	358	4	on	on	ADP
ajfti-2354	358	5	modeling	modeling	NOUN
ajfti-2354	358	6	and	and	CCONJ
ajfti-2354	358	7	prediction	prediction	NOUN
ajfti-2354	358	8	of	of	ADP
ajfti-2354	358	9	bitcoin	bitcoin	ADJ
ajfti-2354	358	10	prices	price	NOUN
ajfti-2354	358	11	with	with	ADP
ajfti-2354	358	12	bayesian	bayesian	NOUN
ajfti-2354	358	13	neural	neural	ADJ
ajfti-2354	358	14	networks	network	NOUN
ajfti-2354	358	15	based	base	VERB
ajfti-2354	358	16	on	on	ADP
ajfti-2354	358	17	blockchain	blockchain	PROPN
ajfti-2354	358	18	information	information	PROPN
ajfti-2354	358	19	.	.	PUNCT
ajfti-2354	359	1	ieee	ieee	NOUN
ajfti-2354	359	2	access	access	NOUN
ajfti-2354	359	3	,	,	PUNCT
ajfti-2354	359	4	6	6	NUM
ajfti-2354	359	5	,	,	PUNCT
ajfti-2354	359	6	5427–5437	5427–5437	NUM
ajfti-2354	359	7	.	.	PUNCT
ajfti-2354	360	1	jansen	jansen	PROPN
ajfti-2354	360	2	,	,	PUNCT
ajfti-2354	360	3	s.	s.	PROPN
ajfti-2354	360	4	(	(	PUNCT
ajfti-2354	360	5	2018	2018	NUM
ajfti-2354	360	6	)	)	PUNCT
ajfti-2354	360	7	.	.	PUNCT
ajfti-2354	361	1	hands	hand	NOUN
ajfti-2354	361	2	-	-	PUNCT
ajfti-2354	361	3	on	on	ADP
ajfti-2354	361	4	machine	machine	NOUN
ajfti-2354	361	5	learning	learn	VERB
ajfti-2354	361	6	for	for	ADP
ajfti-2354	361	7	algorithmic	algorithmic	ADJ
ajfti-2354	361	8	trading	trading	NOUN
ajfti-2354	361	9	:	:	PUNCT
ajfti-2354	361	10	design	design	NOUN
ajfti-2354	361	11	and	and	CCONJ
ajfti-2354	361	12	implement	implement	VERB
ajfti-2354	361	13	investment	investment	NOUN
ajfti-2354	361	14	strategies	strategy	NOUN
ajfti-2354	361	15	based	base	VERB
ajfti-2354	361	16	on	on	ADP
ajfti-2354	361	17	smart	smart	ADJ
ajfti-2354	361	18	algorithms	algorithm	NOUN
ajfti-2354	361	19	that	that	PRON
ajfti-2354	361	20	learn	learn	VERB
ajfti-2354	361	21	from	from	ADP
ajfti-2354	361	22	data	datum	NOUN
ajfti-2354	361	23	using	use	VERB
ajfti-2354	361	24	python	python	PROPN
ajfti-2354	361	25	.	.	PUNCT
ajfti-2354	362	1	packt	packt	PROPN
ajfti-2354	362	2	publishing	publishing	PROPN
ajfti-2354	362	3	limited	limit	VERB
ajfti-2354	362	4	.	.	PUNCT
ajfti-2354	363	1	jarnecic	jarnecic	PROPN
ajfti-2354	363	2	,	,	PUNCT
ajfti-2354	363	3	e.	e.	PROPN
ajfti-2354	363	4	,	,	PUNCT
ajfti-2354	363	5	&	&	CCONJ
ajfti-2354	363	6	snape	snape	PROPN
ajfti-2354	363	7	,	,	PUNCT
ajfti-2354	363	8	m.	m.	NOUN
ajfti-2354	363	9	(	(	PUNCT
ajfti-2354	363	10	2010	2010	NUM
ajfti-2354	363	11	)	)	PUNCT
ajfti-2354	363	12	.	.	PUNCT
ajfti-2354	364	1	an	an	DET
ajfti-2354	364	2	analysis	analysis	NOUN
ajfti-2354	364	3	of	of	ADP
ajfti-2354	364	4	trades	trade	NOUN
ajfti-2354	364	5	by	by	ADP
ajfti-2354	364	6	high	high	ADJ
ajfti-2354	364	7	frequency	frequency	NOUN
ajfti-2354	364	8	participants	participant	NOUN
ajfti-2354	364	9	on	on	ADP
ajfti-2354	364	10	the	the	DET
ajfti-2354	364	11	london	london	PROPN
ajfti-2354	364	12	stock	stock	NOUN
ajfti-2354	364	13	exchange	exchange	PROPN
ajfti-2354	364	14	.	.	PUNCT
ajfti-2354	365	1	technical	technical	ADJ
ajfti-2354	365	2	report	report	NOUN
ajfti-2354	365	3	,	,	PUNCT
ajfti-2354	365	4	working	working	NOUN
ajfti-2354	365	5	paper	paper	NOUN
ajfti-2354	365	6	,	,	PUNCT
ajfti-2354	365	7	june	june	PROPN
ajfti-2354	365	8	.	.	PUNCT
ajfti-2354	366	1	johnson	johnson	PROPN
ajfti-2354	366	2	,	,	PUNCT
ajfti-2354	366	3	a.	a.	PROPN
ajfti-2354	366	4	(	(	PUNCT
ajfti-2354	366	5	2020	2020	NUM
ajfti-2354	366	6	)	)	PUNCT
ajfti-2354	366	7	.	.	PUNCT
ajfti-2354	367	1	algorithmic	algorithmic	ADJ
ajfti-2354	367	2	trading	trading	NOUN
ajfti-2354	367	3	:	:	PUNCT
ajfti-2354	367	4	tips	tip	NOUN
ajfti-2354	367	5	and	and	CCONJ
ajfti-2354	367	6	tricks	trick	NOUN
ajfti-2354	367	7	to	to	PART
ajfti-2354	367	8	learn	learn	VERB
ajfti-2354	367	9	and	and	CCONJ
ajfti-2354	367	10	win	win	VERB
ajfti-2354	367	11	with	with	ADP
ajfti-2354	367	12	algorithmic	algorithmic	ADJ
ajfti-2354	367	13	trading	trading	NOUN
ajfti-2354	367	14	.	.	PUNCT
ajfti-2354	368	1	independently	independently	ADV
ajfti-2354	368	2	published	publish	VERB
ajfti-2354	368	3	.	.	PUNCT
ajfti-2354	369	1	johnson	johnson	PROPN
ajfti-2354	369	2	,	,	PUNCT
ajfti-2354	369	3	a.	a.	PROPN
ajfti-2354	369	4	(	(	PUNCT
ajfti-2354	369	5	2020	2020	NUM
ajfti-2354	369	6	)	)	PUNCT
ajfti-2354	369	7	.	.	PUNCT
ajfti-2354	370	1	algorithmic	algorithmic	ADJ
ajfti-2354	370	2	trading	trading	NOUN
ajfti-2354	370	3	:	:	PUNCT
ajfti-2354	370	4	tips	tip	NOUN
ajfti-2354	370	5	and	and	CCONJ
ajfti-2354	370	6	tricks	trick	NOUN
ajfti-2354	370	7	to	to	PART
ajfti-2354	370	8	learn	learn	VERB
ajfti-2354	370	9	and	and	CCONJ
ajfti-2354	370	10	win	win	VERB
ajfti-2354	370	11	with	with	ADP
ajfti-2354	370	12	algorithmic	algorithmic	ADJ
ajfti-2354	370	13	trading	trading	NOUN
ajfti-2354	370	14	.	.	PUNCT
ajfti-2354	371	1	independently	independently	ADV
ajfti-2354	371	2	published	publish	VERB
ajfti-2354	371	3	.	.	PUNCT
ajfti-2354	372	1	johnson	johnson	PROPN
ajfti-2354	372	2	,	,	PUNCT
ajfti-2354	372	3	r.	r.	PROPN
ajfti-2354	372	4	s.	s.	PROPN
ajfti-2354	372	5	(	(	PUNCT
ajfti-2354	372	6	2014	2014	NUM
ajfti-2354	372	7	)	)	PUNCT
ajfti-2354	372	8	.	.	PUNCT
ajfti-2354	373	1	equity	equity	NOUN
ajfti-2354	373	2	markets	market	NOUN
ajfti-2354	373	3	and	and	CCONJ
ajfti-2354	373	4	portfolio	portfolio	NOUN
ajfti-2354	373	5	analysis	analysis	NOUN
ajfti-2354	373	6	(	(	PUNCT
ajfti-2354	373	7	vol	vol	NOUN
ajfti-2354	373	8	.	.	PROPN
ajfti-2354	373	9	618	618	NUM
ajfti-2354	373	10	)	)	PUNCT
ajfti-2354	373	11	.	.	PUNCT
ajfti-2354	374	1	john	john	PROPN
ajfti-2354	374	2	wiley	wiley	PROPN
ajfti-2354	374	3	&	&	CCONJ
ajfti-2354	374	4	sons	son	NOUN
ajfti-2354	374	5	.	.	PUNCT
ajfti-2354	375	1	kastenholz	kastenholz	PROPN
ajfti-2354	375	2	,	,	PUNCT
ajfti-2354	375	3	m.	m.	NOUN
ajfti-2354	375	4	(	(	PUNCT
ajfti-2354	375	5	2019	2019	NUM
ajfti-2354	375	6	)	)	PUNCT
ajfti-2354	375	7	.	.	PUNCT
ajfti-2354	376	1	trading	trade	VERB
ajfti-2354	376	2	derivatives	derivative	NOUN
ajfti-2354	376	3	:	:	PUNCT
ajfti-2354	376	4	the	the	DET
ajfti-2354	376	5	theoretical	theoretical	ADJ
ajfti-2354	376	6	minimum	minimum	NOUN
ajfti-2354	376	7	:	:	PUNCT
ajfti-2354	376	8	trading	trading	NOUN
ajfti-2354	376	9	vanilla	vanilla	NOUN
ajfti-2354	376	10	,	,	PUNCT
ajfti-2354	376	11	exotic	exotic	ADJ
ajfti-2354	376	12	and	and	CCONJ
ajfti-2354	376	13	corporate	corporate	ADJ
ajfti-2354	376	14	derivatives	derivative	NOUN
ajfti-2354	376	15	.	.	PUNCT
ajfti-2354	377	1	mak	mak	PROPN
ajfti-2354	377	2	risk	risk	NOUN
ajfti-2354	377	3	.	.	PUNCT
ajfti-2354	378	1	kishore	kishore	PROPN
ajfti-2354	378	2	,	,	PUNCT
ajfti-2354	378	3	r.	r.	PROPN
ajfti-2354	378	4	,	,	PUNCT
ajfti-2354	378	5	brandt	brandt	PROPN
ajfti-2354	378	6	,	,	PUNCT
ajfti-2354	378	7	m.	m.	PROPN
ajfti-2354	378	8	w.	w.	PROPN
ajfti-2354	378	9	,	,	PUNCT
ajfti-2354	378	10	santa	santa	PROPN
ajfti-2354	378	11	-	-	PUNCT
ajfti-2354	378	12	clara	clara	PROPN
ajfti-2354	378	13	,	,	PUNCT
ajfti-2354	378	14	p.	p.	PROPN
ajfti-2354	378	15	,	,	PUNCT
ajfti-2354	378	16	&	&	CCONJ
ajfti-2354	378	17	venkatachalam	venkatachalam	PROPN
ajfti-2354	378	18	,	,	PUNCT
ajfti-2354	378	19	m.	m.	NOUN
ajfti-2354	378	20	(	(	PUNCT
ajfti-2354	378	21	2008	2008	NUM
ajfti-2354	378	22	)	)	PUNCT
ajfti-2354	378	23	.	.	PUNCT
ajfti-2354	379	1	earnings	earning	NOUN
ajfti-2354	379	2	announcements	announcement	NOUN
ajfti-2354	379	3	are	be	AUX
ajfti-2354	379	4	full	full	ADJ
ajfti-2354	379	5	of	of	ADP
ajfti-2354	379	6	surprises	surprise	NOUN
ajfti-2354	379	7	.	.	PUNCT
ajfti-2354	380	1	available	available	ADJ
ajfti-2354	380	2	at	at	ADP
ajfti-2354	380	3	ssrn	ssrn	PROPN
ajfti-2354	380	4	909563	909563	NUM
ajfti-2354	380	5	.	.	PUNCT
ajfti-2354	381	1	kissell	kissell	PROPN
ajfti-2354	381	2	,	,	PUNCT
ajfti-2354	381	3	r.	r.	PROPN
ajfti-2354	381	4	l.	l.	PROPN
ajfti-2354	381	5	(	(	PUNCT
ajfti-2354	381	6	2013	2013	NUM
ajfti-2354	381	7	)	)	PUNCT
ajfti-2354	381	8	.	.	PUNCT
ajfti-2354	382	1	the	the	DET
ajfti-2354	382	2	science	science	NOUN
ajfti-2354	382	3	of	of	ADP
ajfti-2354	382	4	algorithmic	algorithmic	ADJ
ajfti-2354	382	5	trading	trading	NOUN
ajfti-2354	382	6	and	and	CCONJ
ajfti-2354	382	7	portfolio	portfolio	NOUN
ajfti-2354	382	8	management	management	NOUN
ajfti-2354	382	9	.	.	PUNCT
ajfti-2354	383	1	academic	academic	ADJ
ajfti-2354	383	2	press	press	NOUN
ajfti-2354	383	3	.	.	PUNCT
ajfti-2354	384	1	krauss	krauss	PROPN
ajfti-2354	384	2	,	,	PUNCT
ajfti-2354	384	3	c.	c.	PROPN
ajfti-2354	384	4	(	(	PUNCT
ajfti-2354	384	5	2017	2017	NUM
ajfti-2354	384	6	)	)	PUNCT
ajfti-2354	384	7	.	.	PUNCT
ajfti-2354	385	1	statistical	statistical	ADJ
ajfti-2354	385	2	arbitrage	arbitrage	NOUN
ajfti-2354	385	3	pairs	pair	NOUN
ajfti-2354	385	4	trading	trading	NOUN
ajfti-2354	385	5	strategies	strategy	NOUN
ajfti-2354	385	6	:	:	PUNCT
ajfti-2354	385	7	review	review	NOUN
ajfti-2354	385	8	and	and	CCONJ
ajfti-2354	385	9	outlook	outlook	NOUN
ajfti-2354	385	10	.	.	PUNCT
ajfti-2354	386	1	journal	journal	PROPN
ajfti-2354	386	2	of	of	ADP
ajfti-2354	386	3	economic	economic	ADJ
ajfti-2354	386	4	surveys	survey	NOUN
ajfti-2354	386	5	,	,	PUNCT
ajfti-2354	386	6	31(2	31(2	NUM
ajfti-2354	386	7	)	)	PUNCT
ajfti-2354	386	8	,	,	PUNCT
ajfti-2354	386	9	513–545	513–545	NUM
ajfti-2354	386	10	.	.	PUNCT
ajfti-2354	387	1	krauss	krauss	PROPN
ajfti-2354	387	2	,	,	PUNCT
ajfti-2354	387	3	c.	c.	PROPN
ajfti-2354	387	4	,	,	PUNCT
ajfti-2354	387	5	do	do	VERB
ajfti-2354	387	6	,	,	PUNCT
ajfti-2354	387	7	x.	x.	PROPN
ajfti-2354	387	8	a.	a.	PROPN
ajfti-2354	387	9	,	,	PUNCT
ajfti-2354	387	10	&	&	CCONJ
ajfti-2354	387	11	huck	huck	PROPN
ajfti-2354	387	12	,	,	PUNCT
ajfti-2354	387	13	n.	n.	PROPN
ajfti-2354	387	14	(	(	PUNCT
ajfti-2354	387	15	2017	2017	NUM
ajfti-2354	387	16	)	)	PUNCT
ajfti-2354	387	17	.	.	PUNCT
ajfti-2354	388	1	deep	deep	ADJ
ajfti-2354	388	2	neural	neural	ADJ
ajfti-2354	388	3	networks	network	NOUN
ajfti-2354	388	4	,	,	PUNCT
ajfti-2354	388	5	gradient	gradient	NOUN
ajfti-2354	388	6	-	-	PUNCT
ajfti-2354	388	7	boosted	boost	VERB
ajfti-2354	388	8	trees	tree	NOUN
ajfti-2354	388	9	,	,	PUNCT
ajfti-2354	388	10	random	random	ADJ
ajfti-2354	388	11	forests	forest	NOUN
ajfti-2354	388	12	:	:	PUNCT
ajfti-2354	388	13	statistical	statistical	ADJ
ajfti-2354	388	14	arbitrage	arbitrage	NOUN
ajfti-2354	388	15	on	on	ADP
ajfti-2354	388	16	the	the	DET
ajfti-2354	388	17	s&p	s&p	PROPN
ajfti-2354	388	18	500	500	NUM
ajfti-2354	388	19	.	.	PUNCT
ajfti-2354	389	1	european	european	PROPN
ajfti-2354	389	2	journal	journal	PROPN
ajfti-2354	389	3	of	of	ADP
ajfti-2354	389	4	operational	operational	ADJ
ajfti-2354	389	5	research	research	NOUN
ajfti-2354	389	6	,	,	PUNCT
ajfti-2354	389	7	259(2	259(2	NUM
ajfti-2354	389	8	)	)	PUNCT
ajfti-2354	389	9	,	,	PUNCT
ajfti-2354	389	10	689–702	689–702	NUM
ajfti-2354	389	11	.	.	PUNCT
ajfti-2354	390	1	kroencke	kroencke	PROPN
ajfti-2354	390	2	,	,	PUNCT
ajfti-2354	390	3	t.	t.	PROPN
ajfti-2354	390	4	a.	a.	PROPN
ajfti-2354	390	5	,	,	PUNCT
ajfti-2354	390	6	schindler	schindler	PROPN
ajfti-2354	390	7	,	,	PUNCT
ajfti-2354	390	8	f.	f.	PROPN
ajfti-2354	390	9	,	,	PUNCT
ajfti-2354	390	10	&	&	CCONJ
ajfti-2354	390	11	schrimpf	schrimpf	NOUN
ajfti-2354	390	12	,	,	PUNCT
ajfti-2354	390	13	a.	a.	NOUN
ajfti-2354	390	14	(	(	PUNCT
ajfti-2354	390	15	2014	2014	NUM
ajfti-2354	390	16	)	)	PUNCT
ajfti-2354	390	17	.	.	PUNCT
ajfti-2354	391	1	international	international	ADJ
ajfti-2354	391	2	diversification	diversification	NOUN
ajfti-2354	391	3	benefits	benefit	NOUN
ajfti-2354	391	4	with	with	ADP
ajfti-2354	391	5	foreign	foreign	ADJ
ajfti-2354	391	6	exchange	exchange	NOUN
ajfti-2354	391	7	investment	investment	NOUN
ajfti-2354	391	8	styles	style	NOUN
ajfti-2354	391	9	.	.	PUNCT
ajfti-2354	392	1	review	review	NOUN
ajfti-2354	392	2	of	of	ADP
ajfti-2354	392	3	finance	finance	NOUN
ajfti-2354	392	4	,	,	PUNCT
ajfti-2354	392	5	18(5	18(5	NUM
ajfti-2354	392	6	)	)	PUNCT
ajfti-2354	392	7	,	,	PUNCT
ajfti-2354	392	8	1847–1883	1847–1883	NUM
ajfti-2354	392	9	.	.	PUNCT
ajfti-2354	393	1	larose	larose	PROPN
ajfti-2354	393	2	,	,	PUNCT
ajfti-2354	393	3	d.	d.	PROPN
ajfti-2354	393	4	t.	t.	PROPN
ajfti-2354	393	5	,	,	PUNCT
ajfti-2354	393	6	&	&	CCONJ
ajfti-2354	393	7	larose	larose	PROPN
ajfti-2354	393	8	,	,	PUNCT
ajfti-2354	393	9	c.	c.	PROPN
ajfti-2354	393	10	d.	d.	PROPN
ajfti-2354	393	11	(	(	PUNCT
ajfti-2354	393	12	2014	2014	NUM
ajfti-2354	393	13	)	)	PUNCT
ajfti-2354	393	14	.	.	PUNCT
ajfti-2354	394	1	discovering	discover	VERB
ajfti-2354	394	2	knowledge	knowledge	NOUN
ajfti-2354	394	3	in	in	ADP
ajfti-2354	394	4	data	datum	NOUN
ajfti-2354	394	5	:	:	PUNCT
ajfti-2354	394	6	an	an	DET
ajfti-2354	394	7	introduction	introduction	NOUN
ajfti-2354	394	8	to	to	ADP
ajfti-2354	394	9	data	data	NOUN
ajfti-2354	394	10	mining	mining	NOUN
ajfti-2354	394	11	(	(	PUNCT
ajfti-2354	394	12	vol	vol	NOUN
ajfti-2354	394	13	.	.	NOUN
ajfti-2354	394	14	4	4	NUM
ajfti-2354	394	15	)	)	PUNCT
ajfti-2354	394	16	.	.	PUNCT
ajfti-2354	395	1	john	john	PROPN
ajfti-2354	395	2	wiley	wiley	PROPN
ajfti-2354	395	3	&	&	CCONJ
ajfti-2354	395	4	sons	sons	PROPN
ajfti-2354	395	5	.	.	PUNCT
ajfti-2354	396	1	lee	lee	PROPN
ajfti-2354	396	2	,	,	PUNCT
ajfti-2354	396	3	t.	t.	PROPN
ajfti-2354	396	4	k.	k.	PROPN
ajfti-2354	396	5	,	,	PUNCT
ajfti-2354	396	6	cho	cho	PROPN
ajfti-2354	396	7	,	,	PUNCT
ajfti-2354	396	8	j.	j.	PROPN
ajfti-2354	396	9	h.	h.	PROPN
ajfti-2354	396	10	,	,	PUNCT
ajfti-2354	396	11	kwon	kwon	PROPN
ajfti-2354	396	12	,	,	PUNCT
ajfti-2354	396	13	d.	d.	PROPN
ajfti-2354	396	14	s.	s.	PROPN
ajfti-2354	396	15	,	,	PUNCT
ajfti-2354	396	16	&	&	CCONJ
ajfti-2354	396	17	sohn	sohn	PROPN
ajfti-2354	396	18	,	,	PUNCT
ajfti-2354	396	19	s.	s.	PROPN
ajfti-2354	396	20	y.	y.	PROPN
ajfti-2354	396	21	(	(	PUNCT
ajfti-2354	396	22	2019	2019	NUM
ajfti-2354	396	23	)	)	PUNCT
ajfti-2354	396	24	.	.	PUNCT
ajfti-2354	397	1	global	global	ADJ
ajfti-2354	397	2	stock	stock	NOUN
ajfti-2354	397	3	market	market	NOUN
ajfti-2354	397	4	investment	investment	NOUN
ajfti-2354	397	5	strategies	strategy	NOUN
ajfti-2354	397	6	based	base	VERB
ajfti-2354	397	7	on	on	ADP
ajfti-2354	397	8	financial	financial	ADJ
ajfti-2354	397	9	network	network	NOUN
ajfti-2354	397	10	indicators	indicator	NOUN
ajfti-2354	397	11	using	use	VERB
ajfti-2354	397	12	machine	machine	NOUN
ajfti-2354	397	13	learning	learn	VERB
ajfti-2354	397	14	techniques	technique	NOUN
ajfti-2354	397	15	.	.	PUNCT
ajfti-2354	398	1	expert	expert	NOUN
ajfti-2354	398	2	systems	system	NOUN
ajfti-2354	398	3	with	with	ADP
ajfti-2354	398	4	applications	application	NOUN
ajfti-2354	398	5	,	,	PUNCT
ajfti-2354	398	6	117	117	NUM
ajfti-2354	398	7	,	,	PUNCT
ajfti-2354	398	8	228	228	NUM
ajfti-2354	398	9	–	–	PUNCT
ajfti-2354	398	10	242	242	NUM
ajfti-2354	398	11	.	.	PUNCT
ajfti-2354	399	1	lev	lev	PROPN
ajfti-2354	399	2	,	,	PUNCT
ajfti-2354	399	3	b.	b.	PROPN
ajfti-2354	399	4	,	,	PUNCT
ajfti-2354	399	5	&	&	CCONJ
ajfti-2354	399	6	nissim	nissim	PROPN
ajfti-2354	399	7	,	,	PUNCT
ajfti-2354	399	8	d.	d.	PROPN
ajfti-2354	399	9	(	(	PUNCT
ajfti-2354	399	10	2006	2006	NUM
ajfti-2354	399	11	)	)	PUNCT
ajfti-2354	399	12	.	.	PUNCT
ajfti-2354	400	1	the	the	DET
ajfti-2354	400	2	persistence	persistence	NOUN
ajfti-2354	400	3	of	of	ADP
ajfti-2354	400	4	the	the	DET
ajfti-2354	400	5	pa	pa	PROPN
ajfti-2354	400	6	ge	ge	PROPN
ajfti-2354	400	7	14	14	NUM
ajfti-2354	400	8	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2354	400	9	am	be	AUX
ajfti-2354	400	10	.	.	PUNCT
ajfti-2354	401	1	j.	j.	PROPN
ajfti-2354	401	2	financ	financ	PROPN
ajfti-2354	401	3	.	.	PUNCT
ajfti-2354	402	1	technol	technol	PROPN
ajfti-2354	402	2	.	.	PUNCT
ajfti-2354	402	3	innov	innov	PROPN
ajfti-2354	402	4	.	.	PUNCT
ajfti-2354	403	1	2(1	2(1	NUM
ajfti-2354	403	2	)	)	PUNCT
ajfti-2354	403	3	1	1	NUM
ajfti-2354	403	4	-	-	SYM
ajfti-2354	403	5	14	14	NUM
ajfti-2354	403	6	,	,	PUNCT
ajfti-2354	403	7	2024	2024	NUM
ajfti-2354	403	8	accruals	accrual	NOUN
ajfti-2354	403	9	anomaly	anomaly	VERB
ajfti-2354	403	10	.	.	PUNCT
ajfti-2354	404	1	contemporary	contemporary	ADJ
ajfti-2354	404	2	accounting	accounting	PROPN
ajfti-2354	404	3	research	research	PROPN
ajfti-2354	404	4	,	,	PUNCT
ajfti-2354	404	5	23(1	23(1	NUM
ajfti-2354	404	6	)	)	PUNCT
ajfti-2354	404	7	,	,	PUNCT
ajfti-2354	404	8	193–226	193–226	NUM
ajfti-2354	404	9	.	.	PUNCT
ajfti-2354	405	1	madan	madan	PROPN
ajfti-2354	405	2	,	,	PUNCT
ajfti-2354	405	3	i.	i.	PROPN
ajfti-2354	405	4	,	,	PUNCT
ajfti-2354	405	5	saluja	saluja	PROPN
ajfti-2354	405	6	,	,	PUNCT
ajfti-2354	405	7	s.	s.	PROPN
ajfti-2354	405	8	,	,	PUNCT
ajfti-2354	405	9	&	&	CCONJ
ajfti-2354	405	10	zhao	zhao	PROPN
ajfti-2354	405	11	,	,	PUNCT
ajfti-2354	405	12	a.	a.	NOUN
ajfti-2354	405	13	(	(	PUNCT
ajfti-2354	405	14	2015	2015	NUM
ajfti-2354	405	15	)	)	PUNCT
ajfti-2354	405	16	.	.	PUNCT
ajfti-2354	406	1	automated	automate	VERB
ajfti-2354	406	2	bitcoin	bitcoin	PROPN
ajfti-2354	406	3	trading	trading	NOUN
ajfti-2354	406	4	via	via	ADP
ajfti-2354	406	5	machine	machine	NOUN
ajfti-2354	406	6	learning	learning	NOUN
ajfti-2354	406	7	algorithms	algorithm	NOUN
ajfti-2354	406	8	.	.	PUNCT
ajfti-2354	407	1	available	available	ADJ
ajfti-2354	407	2	at	at	ADP
ajfti-2354	407	3	http://cs229.stanford.edu/proj2014/	http://cs229.stanford.edu/proj2014/	PROPN
ajfti-2354	408	1	isaac%20madan	isaac%20madan	PROPN
ajfti-2354	408	2	.	.	PUNCT
ajfti-2354	408	3	maewal	maewal	PROPN
ajfti-2354	408	4	,	,	PUNCT
ajfti-2354	408	5	a.	a.	NOUN
ajfti-2354	408	6	,	,	PUNCT
ajfti-2354	408	7	&	&	CCONJ
ajfti-2354	408	8	bock	bock	NOUN
ajfti-2354	408	9	,	,	PUNCT
ajfti-2354	408	10	j.	j.	PROPN
ajfti-2354	408	11	r.	r.	PROPN
ajfti-2354	408	12	(	(	PUNCT
ajfti-2354	408	13	2011	2011	NUM
ajfti-2354	408	14	)	)	PUNCT
ajfti-2354	408	15	.	.	PUNCT
ajfti-2354	409	1	paired	pair	VERB
ajfti-2354	409	2	-	-	PUNCT
ajfti-2354	409	3	switching	switching	NOUN
ajfti-2354	409	4	for	for	ADP
ajfti-2354	409	5	tactical	tactical	ADJ
ajfti-2354	409	6	portfolio	portfolio	NOUN
ajfti-2354	409	7	allocation	allocation	NOUN
ajfti-2354	409	8	.	.	PUNCT
ajfti-2354	410	1	available	available	ADJ
ajfti-2354	410	2	at	at	ADP
ajfti-2354	410	3	ssrn	ssrn	PROPN
ajfti-2354	410	4	1917044	1917044	NUM
ajfti-2354	410	5	.	.	PUNCT
ajfti-2354	411	1	markowitz	markowitz	PROPN
ajfti-2354	411	2	,	,	PUNCT
ajfti-2354	411	3	h.	h.	PROPN
ajfti-2354	411	4	(	(	PUNCT
ajfti-2354	411	5	1952	1952	NUM
ajfti-2354	411	6	)	)	PUNCT
ajfti-2354	411	7	.	.	PUNCT
ajfti-2354	412	1	portfolio	portfolio	NOUN
ajfti-2354	412	2	selection	selection	NOUN
ajfti-2354	412	3	.	.	PUNCT
ajfti-2354	413	1	the	the	DET
ajfti-2354	413	2	journal	journal	PROPN
ajfti-2354	413	3	of	of	ADP
ajfti-2354	413	4	finance	finance	NOUN
ajfti-2354	413	5	,	,	PUNCT
ajfti-2354	413	6	7(1	7(1	NUM
ajfti-2354	413	7	)	)	PUNCT
ajfti-2354	413	8	,	,	PUNCT
ajfti-2354	413	9	77–91	77–91	NUM
ajfti-2354	413	10	.	.	PUNCT
ajfti-2354	414	1	maze	maze	NOUN
ajfti-2354	414	2	,	,	PUNCT
ajfti-2354	414	3	s.	s.	PROPN
ajfti-2354	414	4	(	(	PUNCT
ajfti-2354	414	5	2012	2012	NUM
ajfti-2354	414	6	)	)	PUNCT
ajfti-2354	414	7	.	.	PUNCT
ajfti-2354	415	1	dispersion	dispersion	NOUN
ajfti-2354	415	2	trading	trading	NOUN
ajfti-2354	415	3	in	in	ADP
ajfti-2354	415	4	south	south	PROPN
ajfti-2354	415	5	africa	africa	PROPN
ajfti-2354	415	6	:	:	PUNCT
ajfti-2354	415	7	an	an	DET
ajfti-2354	415	8	analysis	analysis	NOUN
ajfti-2354	415	9	of	of	ADP
ajfti-2354	415	10	profitability	profitability	NOUN
ajfti-2354	415	11	and	and	CCONJ
ajfti-2354	415	12	a	a	DET
ajfti-2354	415	13	strategy	strategy	NOUN
ajfti-2354	415	14	comparison	comparison	NOUN
ajfti-2354	415	15	.	.	PUNCT
ajfti-2354	416	1	available	available	ADJ
ajfti-2354	416	2	at	at	ADP
ajfti-2354	416	3	ssrn	ssrn	PROPN
ajfti-2354	416	4	2398223	2398223	NUM
ajfti-2354	416	5	.	.	PUNCT
ajfti-2354	417	1	mcmillan	mcmillan	PROPN
ajfti-2354	417	2	,	,	PUNCT
ajfti-2354	417	3	l.	l.	PROPN
ajfti-2354	417	4	g.	g.	PROPN
ajfti-2354	417	5	(	(	PUNCT
ajfti-2354	417	6	2002	2002	NUM
ajfti-2354	417	7	)	)	PUNCT
ajfti-2354	417	8	.	.	PUNCT
ajfti-2354	418	1	options	option	NOUN
ajfti-2354	418	2	as	as	ADP
ajfti-2354	418	3	a	a	DET
ajfti-2354	418	4	strategic	strategic	ADJ
ajfti-2354	418	5	investment	investment	NOUN
ajfti-2354	418	6	.	.	PUNCT
ajfti-2354	419	1	penguin	penguin	PROPN
ajfti-2354	419	2	.	.	PUNCT
ajfti-2354	420	1	mcnally	mcnally	PROPN
ajfti-2354	420	2	,	,	PUNCT
ajfti-2354	420	3	s.	s.	PROPN
ajfti-2354	420	4	,	,	PUNCT
ajfti-2354	420	5	roche	roche	PROPN
ajfti-2354	420	6	,	,	PUNCT
ajfti-2354	420	7	j.	j.	PROPN
ajfti-2354	420	8	,	,	PUNCT
ajfti-2354	420	9	&	&	CCONJ
ajfti-2354	420	10	caton	caton	PROPN
ajfti-2354	420	11	,	,	PUNCT
ajfti-2354	420	12	s.	s.	PROPN
ajfti-2354	420	13	(	(	PUNCT
ajfti-2354	420	14	2018	2018	NUM
ajfti-2354	420	15	)	)	PUNCT
ajfti-2354	420	16	.	.	PUNCT
ajfti-2354	421	1	predicting	predict	VERB
ajfti-2354	421	2	the	the	DET
ajfti-2354	421	3	price	price	NOUN
ajfti-2354	421	4	of	of	ADP
ajfti-2354	421	5	bitcoin	bitcoin	NOUN
ajfti-2354	421	6	using	use	VERB
ajfti-2354	421	7	machine	machine	NOUN
ajfti-2354	421	8	learning	learning	NOUN
ajfti-2354	421	9	.	.	PUNCT
ajfti-2354	422	1	in	in	ADP
ajfti-2354	422	2	2018	2018	NUM
ajfti-2354	422	3	26th	26th	NOUN
ajfti-2354	422	4	euromicro	euromicro	ADJ
ajfti-2354	422	5	international	international	ADJ
ajfti-2354	422	6	conference	conference	NOUN
ajfti-2354	422	7	on	on	ADP
ajfti-2354	422	8	parallel	parallel	NOUN
ajfti-2354	422	9	,	,	PUNCT
ajfti-2354	422	10	distributed	distribute	VERB
ajfti-2354	422	11	and	and	CCONJ
ajfti-2354	422	12	network	network	NOUN
ajfti-2354	422	13	-	-	PUNCT
ajfti-2354	422	14	based	base	VERB
ajfti-2354	422	15	processing	processing	NOUN
ajfti-2354	422	16	(	(	PUNCT
ajfti-2354	422	17	pdp	pdp	PROPN
ajfti-2354	422	18	)	)	PUNCT
ajfti-2354	422	19	(	(	PUNCT
ajfti-2354	422	20	pp	pp	ADP
ajfti-2354	422	21	.	.	PUNCT
ajfti-2354	423	1	339–343	339–343	NUM
ajfti-2354	423	2	)	)	PUNCT
ajfti-2354	423	3	.	.	PUNCT
ajfti-2354	424	1	ieee	ieee	PROPN
ajfti-2354	424	2	.	.	PUNCT
ajfti-2354	424	3	menkhoff	menkhoff	PROPN
ajfti-2354	424	4	,	,	PUNCT
ajfti-2354	424	5	l.	l.	PROPN
ajfti-2354	424	6	,	,	PUNCT
ajfti-2354	424	7	sarno	sarno	PROPN
ajfti-2354	424	8	,	,	PUNCT
ajfti-2354	424	9	l.	l.	PROPN
ajfti-2354	424	10	,	,	PUNCT
ajfti-2354	424	11	schmeling	schmeling	NOUN
ajfti-2354	424	12	,	,	PUNCT
ajfti-2354	424	13	m.	m.	NOUN
ajfti-2354	424	14	,	,	PUNCT
ajfti-2354	424	15	&	&	CCONJ
ajfti-2354	424	16	schrimpf	schrimpf	NOUN
ajfti-2354	424	17	,	,	PUNCT
ajfti-2354	424	18	a.	a.	NOUN
ajfti-2354	424	19	(	(	PUNCT
ajfti-2354	424	20	2012	2012	NUM
ajfti-2354	424	21	)	)	PUNCT
ajfti-2354	424	22	.	.	PUNCT
ajfti-2354	425	1	currency	currency	NOUN
ajfti-2354	425	2	momentum	momentum	NOUN
ajfti-2354	425	3	strategies	strategy	NOUN
ajfti-2354	425	4	.	.	PUNCT
ajfti-2354	426	1	journal	journal	NOUN
ajfti-2354	426	2	of	of	ADP
ajfti-2354	426	3	financial	financial	ADJ
ajfti-2354	426	4	economics	economic	NOUN
ajfti-2354	426	5	,	,	PUNCT
ajfti-2354	426	6	106(3	106(3	NUM
ajfti-2354	426	7	)	)	PUNCT
ajfti-2354	426	8	,	,	PUNCT
ajfti-2354	426	9	660–684	660–684	NUM
ajfti-2354	426	10	.	.	PUNCT
ajfti-2354	427	1	moody	moody	PROPN
ajfti-2354	427	2	,	,	PUNCT
ajfti-2354	427	3	j.	j.	PROPN
ajfti-2354	427	4	,	,	PUNCT
ajfti-2354	427	5	&	&	CCONJ
ajfti-2354	427	6	saffell	saffell	PROPN
ajfti-2354	427	7	,	,	PUNCT
ajfti-2354	427	8	m.	m.	NOUN
ajfti-2354	427	9	(	(	PUNCT
ajfti-2354	427	10	2001	2001	NUM
ajfti-2354	427	11	)	)	PUNCT
ajfti-2354	427	12	.	.	PUNCT
ajfti-2354	428	1	learning	learn	VERB
ajfti-2354	428	2	to	to	PART
ajfti-2354	428	3	trade	trade	VERB
ajfti-2354	428	4	via	via	ADP
ajfti-2354	428	5	direct	direct	ADJ
ajfti-2354	428	6	reinforcement	reinforcement	NOUN
ajfti-2354	428	7	.	.	PUNCT
ajfti-2354	429	1	ieee	ieee	NOUN
ajfti-2354	429	2	transactions	transaction	NOUN
ajfti-2354	429	3	on	on	ADP
ajfti-2354	429	4	neural	neural	ADJ
ajfti-2354	429	5	networks	network	NOUN
ajfti-2354	429	6	,	,	PUNCT
ajfti-2354	429	7	12(4	12(4	NUM
ajfti-2354	429	8	)	)	PUNCT
ajfti-2354	429	9	,	,	PUNCT
ajfti-2354	429	10	875–889	875–889	NUM
ajfti-2354	429	11	.	.	PUNCT
ajfti-2354	430	1	murphy	murphy	PROPN
ajfti-2354	430	2	,	,	PUNCT
ajfti-2354	430	3	j.	j.	PROPN
ajfti-2354	430	4	j.	j.	PROPN
ajfti-2354	430	5	(	(	PUNCT
ajfti-2354	430	6	1999	1999	NUM
ajfti-2354	430	7	)	)	PUNCT
ajfti-2354	430	8	.	.	PUNCT
ajfti-2354	431	1	technical	technical	ADJ
ajfti-2354	431	2	analysis	analysis	NOUN
ajfti-2354	431	3	of	of	ADP
ajfti-2354	431	4	the	the	DET
ajfti-2354	431	5	financial	financial	ADJ
ajfti-2354	431	6	markets	market	NOUN
ajfti-2354	431	7	:	:	PUNCT
ajfti-2354	431	8	a	a	DET
ajfti-2354	431	9	comprehensive	comprehensive	ADJ
ajfti-2354	431	10	guide	guide	NOUN
ajfti-2354	431	11	to	to	ADP
ajfti-2354	431	12	trading	trading	NOUN
ajfti-2354	431	13	methods	method	NOUN
ajfti-2354	431	14	and	and	CCONJ
ajfti-2354	431	15	applications	application	NOUN
ajfti-2354	431	16	.	.	PUNCT
ajfti-2354	432	1	penguin	penguin	PROPN
ajfti-2354	432	2	.	.	PUNCT
ajfti-2354	432	3	nair	nair	PROPN
ajfti-2354	432	4	,	,	PUNCT
ajfti-2354	432	5	b.	b.	PROPN
ajfti-2354	432	6	b.	b.	PROPN
ajfti-2354	432	7	,	,	PUNCT
ajfti-2354	432	8	mohandas	mohandas	PROPN
ajfti-2354	432	9	,	,	PUNCT
ajfti-2354	432	10	v.	v.	PROPN
ajfti-2354	432	11	p.	p.	PROPN
ajfti-2354	432	12	,	,	PUNCT
ajfti-2354	432	13	&	&	CCONJ
ajfti-2354	432	14	sakthivel	sakthivel	NOUN
ajfti-2354	432	15	,	,	PUNCT
ajfti-2354	432	16	n.	n.	PROPN
ajfti-2354	432	17	r.	r.	PROPN
ajfti-2354	432	18	(	(	PUNCT
ajfti-2354	432	19	2010	2010	NUM
ajfti-2354	432	20	)	)	PUNCT
ajfti-2354	432	21	.	.	PUNCT
ajfti-2354	433	1	a	a	DET
ajfti-2354	433	2	decision	decision	NOUN
ajfti-2354	433	3	tree	tree	NOUN
ajfti-2354	433	4	—	—	PUNCT
ajfti-2354	433	5	rough	rough	ADJ
ajfti-2354	433	6	set	set	VERB
ajfti-2354	433	7	hybrid	hybrid	NOUN
ajfti-2354	433	8	system	system	NOUN
ajfti-2354	433	9	for	for	ADP
ajfti-2354	433	10	stock	stock	NOUN
ajfti-2354	433	11	market	market	NOUN
ajfti-2354	433	12	trend	trend	NOUN
ajfti-2354	433	13	prediction	prediction	NOUN
ajfti-2354	433	14	.	.	PUNCT
ajfti-2354	434	1	international	international	ADJ
ajfti-2354	434	2	journal	journal	PROPN
ajfti-2354	434	3	of	of	ADP
ajfti-2354	434	4	computer	computer	NOUN
ajfti-2354	434	5	applications	application	NOUN
ajfti-2354	434	6	,	,	PUNCT
ajfti-2354	434	7	6(9	6(9	NUM
ajfti-2354	434	8	)	)	PUNCT
ajfti-2354	434	9	,	,	PUNCT
ajfti-2354	434	10	1–6	1–6	X
ajfti-2354	434	11	.	.	PUNCT
ajfti-2354	434	12	nazário	nazário	PROPN
ajfti-2354	434	13	,	,	PUNCT
ajfti-2354	434	14	r.	r.	PROPN
ajfti-2354	434	15	t.	t.	PROPN
ajfti-2354	434	16	f.	f.	PROPN
ajfti-2354	434	17	,	,	PUNCT
ajfti-2354	434	18	silva	silva	PROPN
ajfti-2354	434	19	,	,	PUNCT
ajfti-2354	434	20	j.	j.	PROPN
ajfti-2354	434	21	l.	l.	PROPN
ajfti-2354	434	22	e.	e.	PROPN
ajfti-2354	434	23	,	,	PUNCT
ajfti-2354	434	24	sobreiro	sobreiro	PROPN
ajfti-2354	434	25	,	,	PUNCT
ajfti-2354	434	26	v.	v.	PROPN
ajfti-2354	434	27	a.	a.	PROPN
ajfti-2354	434	28	,	,	PUNCT
ajfti-2354	434	29	&	&	CCONJ
ajfti-2354	434	30	kimura	kimura	PROPN
ajfti-2354	434	31	,	,	PUNCT
ajfti-2354	434	32	h.	h.	PROPN
ajfti-2354	434	33	(	(	PUNCT
ajfti-2354	434	34	2017	2017	NUM
ajfti-2354	434	35	)	)	PUNCT
ajfti-2354	434	36	.	.	PUNCT
ajfti-2354	435	1	a	a	DET
ajfti-2354	435	2	literature	literature	NOUN
ajfti-2354	435	3	review	review	NOUN
ajfti-2354	435	4	of	of	ADP
ajfti-2354	435	5	technical	technical	ADJ
ajfti-2354	435	6	analysis	analysis	NOUN
ajfti-2354	435	7	on	on	ADP
ajfti-2354	435	8	stock	stock	NOUN
ajfti-2354	435	9	markets	market	NOUN
ajfti-2354	435	10	.	.	PUNCT
ajfti-2354	436	1	the	the	DET
ajfti-2354	436	2	quarterly	quarterly	ADJ
ajfti-2354	436	3	review	review	NOUN
ajfti-2354	436	4	of	of	ADP
ajfti-2354	436	5	economics	economic	NOUN
ajfti-2354	436	6	and	and	CCONJ
ajfti-2354	436	7	finance	finance	NOUN
ajfti-2354	436	8	,	,	PUNCT
ajfti-2354	436	9	66	66	NUM
ajfti-2354	436	10	,	,	PUNCT
ajfti-2354	436	11	115–126	115–126	NUM
ajfti-2354	436	12	.	.	PUNCT
ajfti-2354	437	1	nelson	nelson	PROPN
ajfti-2354	437	2	,	,	PUNCT
ajfti-2354	437	3	d.	d.	PROPN
ajfti-2354	437	4	b.	b.	PROPN
ajfti-2354	437	5	(	(	PUNCT
ajfti-2354	437	6	1991	1991	NUM
ajfti-2354	437	7	)	)	PUNCT
ajfti-2354	437	8	.	.	PUNCT
ajfti-2354	438	1	conditional	conditional	ADJ
ajfti-2354	438	2	heteroskedasticity	heteroskedasticity	NOUN
ajfti-2354	438	3	in	in	ADP
ajfti-2354	438	4	asset	asset	NOUN
ajfti-2354	438	5	returns	return	NOUN
ajfti-2354	438	6	:	:	PUNCT
ajfti-2354	438	7	a	a	DET
ajfti-2354	438	8	new	new	ADJ
ajfti-2354	438	9	approach	approach	NOUN
ajfti-2354	438	10	.	.	PUNCT
ajfti-2354	439	1	econometrica	econometrica	PROPN
ajfti-2354	439	2	:	:	PUNCT
ajfti-2354	439	3	journal	journal	NOUN
ajfti-2354	439	4	of	of	ADP
ajfti-2354	439	5	the	the	DET
ajfti-2354	439	6	econometric	econometric	ADJ
ajfti-2354	439	7	society	society	NOUN
ajfti-2354	439	8	,	,	PUNCT
ajfti-2354	439	9	59(2	59(2	NUM
ajfti-2354	439	10	)	)	PUNCT
ajfti-2354	439	11	,	,	PUNCT
ajfti-2354	439	12	347–370	347–370	NUM
ajfti-2354	439	13	.	.	PUNCT
ajfti-2354	440	1	oberoi	oberoi	PROPN
ajfti-2354	440	2	,	,	PUNCT
ajfti-2354	440	3	r.	r.	PROPN
ajfti-2354	440	4	(	(	PUNCT
ajfti-2354	440	5	2016	2016	NUM
ajfti-2354	440	6	)	)	PUNCT
ajfti-2354	440	7	.	.	PUNCT
ajfti-2354	441	1	slow	slow	VERB
ajfti-2354	441	2	steady	steady	ADJ
ajfti-2354	441	3	,	,	PUNCT
ajfti-2354	441	4	algo	algo	PROPN
ajfti-2354	441	5	trading	trading	NOUN
ajfti-2354	441	6	takes	take	VERB
ajfti-2354	441	7	up	up	ADP
ajfti-2354	441	8	decent	decent	ADJ
ajfti-2354	441	9	share	share	NOUN
ajfti-2354	441	10	on	on	ADP
ajfti-2354	441	11	dalal	dalal	PROPN
ajfti-2354	441	12	street	street	PROPN
ajfti-2354	441	13	.	.	PUNCT
ajfti-2354	442	1	the	the	DET
ajfti-2354	442	2	economic	economic	PROPN
ajfti-2354	442	3	times	time	NOUN
ajfti-2354	442	4	.	.	PUNCT
ajfti-2354	443	1	overby	overby	PROPN
ajfti-2354	443	2	,	,	PUNCT
ajfti-2354	443	3	b.	b.	PROPN
ajfti-2354	443	4	(	(	PUNCT
ajfti-2354	443	5	2011	2011	NUM
ajfti-2354	443	6	)	)	PUNCT
ajfti-2354	443	7	.	.	PUNCT
ajfti-2354	444	1	the	the	DET
ajfti-2354	444	2	options	option	NOUN
ajfti-2354	444	3	playbook	playbook	NOUN
ajfti-2354	444	4	.	.	PUNCT
ajfti-2354	445	1	ally	ally	PROPN
ajfti-2354	445	2	invest	invest	PROPN
ajfti-2354	445	3	.	.	PUNCT
ajfti-2354	446	1	park	park	PROPN
ajfti-2354	446	2	,	,	PUNCT
ajfti-2354	446	3	h.	h.	PROPN
ajfti-2354	446	4	,	,	PUNCT
ajfti-2354	446	5	kim	kim	PROPN
ajfti-2354	446	6	,	,	PUNCT
ajfti-2354	446	7	n.	n.	PROPN
ajfti-2354	446	8	,	,	PUNCT
ajfti-2354	446	9	&	&	CCONJ
ajfti-2354	446	10	lee	lee	PROPN
ajfti-2354	446	11	,	,	PUNCT
ajfti-2354	446	12	j.	j.	PROPN
ajfti-2354	446	13	(	(	PUNCT
ajfti-2354	446	14	2014	2014	NUM
ajfti-2354	446	15	)	)	PUNCT
ajfti-2354	446	16	.	.	PUNCT
ajfti-2354	447	1	parametric	parametric	ADJ
ajfti-2354	447	2	models	model	NOUN
ajfti-2354	447	3	and	and	CCONJ
ajfti-2354	447	4	non	non	ADJ
ajfti-2354	447	5	-	-	ADJ
ajfti-2354	447	6	parametric	parametric	ADJ
ajfti-2354	447	7	machine	machine	NOUN
ajfti-2354	447	8	learning	learning	NOUN
ajfti-2354	447	9	models	model	NOUN
ajfti-2354	447	10	for	for	ADP
ajfti-2354	447	11	predicting	predict	VERB
ajfti-2354	447	12	option	option	NOUN
ajfti-2354	447	13	prices	price	NOUN
ajfti-2354	447	14	:	:	PUNCT
ajfti-2354	447	15	empirical	empirical	ADJ
ajfti-2354	447	16	comparison	comparison	NOUN
ajfti-2354	447	17	study	study	NOUN
ajfti-2354	447	18	over	over	ADP
ajfti-2354	447	19	kospi	kospi	NOUN
ajfti-2354	447	20	200	200	NUM
ajfti-2354	447	21	index	index	NOUN
ajfti-2354	447	22	options	option	NOUN
ajfti-2354	447	23	.	.	PUNCT
ajfti-2354	448	1	expert	expert	NOUN
ajfti-2354	448	2	systems	system	NOUN
ajfti-2354	448	3	with	with	ADP
ajfti-2354	448	4	applications	application	NOUN
ajfti-2354	448	5	,	,	PUNCT
ajfti-2354	448	6	41(11	41(11	NUM
ajfti-2354	448	7	)	)	PUNCT
ajfti-2354	448	8	,	,	PUNCT
ajfti-2354	448	9	5227–5237	5227–5237	NUM
ajfti-2354	448	10	.	.	PUNCT
ajfti-2354	449	1	putra	putra	PROPN
ajfti-2354	449	2	,	,	PUNCT
ajfti-2354	449	3	e.	e.	PROPN
ajfti-2354	449	4	f.	f.	PROPN
ajfti-2354	449	5	,	,	PUNCT
ajfti-2354	449	6	&	&	CCONJ
ajfti-2354	449	7	kosala	kosala	PROPN
ajfti-2354	449	8	,	,	PUNCT
ajfti-2354	449	9	r.	r.	PROPN
ajfti-2354	449	10	(	(	PUNCT
ajfti-2354	449	11	2011	2011	NUM
ajfti-2354	449	12	)	)	PUNCT
ajfti-2354	449	13	.	.	PUNCT
ajfti-2354	450	1	application	application	NOUN
ajfti-2354	450	2	of	of	ADP
ajfti-2354	450	3	artificial	artificial	ADJ
ajfti-2354	450	4	neural	neural	ADJ
ajfti-2354	450	5	networks	network	NOUN
ajfti-2354	450	6	to	to	PART
ajfti-2354	450	7	predict	predict	VERB
ajfti-2354	450	8	intraday	intraday	NOUN
ajfti-2354	450	9	trading	trading	NOUN
ajfti-2354	450	10	signals	signal	NOUN
ajfti-2354	450	11	.	.	PUNCT
ajfti-2354	451	1	binus	binus	PROPN
ajfti-2354	451	2	university	university	PROPN
ajfti-2354	451	3	e	e	NOUN
ajfti-2354	452	1	-	-	NOUN
ajfti-2354	453	1	activities	activity	NOUN
ajfti-2354	453	2	.	.	PUNCT
ajfti-2354	454	1	rad	rad	PROPN
ajfti-2354	454	2	,	,	PUNCT
ajfti-2354	454	3	h.	h.	PROPN
ajfti-2354	454	4	,	,	PUNCT
ajfti-2354	454	5	low	low	PROPN
ajfti-2354	454	6	,	,	PUNCT
ajfti-2354	455	1	r.	r.	PROPN
ajfti-2354	455	2	k.	k.	PROPN
ajfti-2354	455	3	y.	y.	PROPN
ajfti-2354	455	4	,	,	PUNCT
ajfti-2354	455	5	&	&	CCONJ
ajfti-2354	455	6	faff	faff	PROPN
ajfti-2354	455	7	,	,	PUNCT
ajfti-2354	455	8	r.	r.	PROPN
ajfti-2354	455	9	(	(	PUNCT
ajfti-2354	455	10	2016	2016	NUM
ajfti-2354	455	11	)	)	PUNCT
ajfti-2354	455	12	.	.	PUNCT
ajfti-2354	456	1	the	the	DET
ajfti-2354	456	2	profitability	profitability	NOUN
ajfti-2354	456	3	of	of	ADP
ajfti-2354	456	4	pairs	pair	NOUN
ajfti-2354	456	5	trading	trading	NOUN
ajfti-2354	456	6	strategies	strategy	NOUN
ajfti-2354	456	7	:	:	PUNCT
ajfti-2354	456	8	distance	distance	NOUN
ajfti-2354	456	9	,	,	PUNCT
ajfti-2354	456	10	cointegration	cointegration	NOUN
ajfti-2354	456	11	and	and	CCONJ
ajfti-2354	456	12	copula	copula	NOUN
ajfti-2354	456	13	methods	method	NOUN
ajfti-2354	456	14	.	.	PUNCT
ajfti-2354	457	1	quantitative	quantitative	ADJ
ajfti-2354	457	2	finance	finance	NOUN
ajfti-2354	457	3	,	,	PUNCT
ajfti-2354	457	4	16(10	16(10	NOUN
ajfti-2354	457	5	)	)	PUNCT
ajfti-2354	457	6	,	,	PUNCT
ajfti-2354	457	7	1541–1558	1541–1558	NUM
ajfti-2354	457	8	.	.	PUNCT
ajfti-2354	458	1	sadka	sadka	PROPN
ajfti-2354	458	2	,	,	PUNCT
ajfti-2354	458	3	r.	r.	PROPN
ajfti-2354	458	4	(	(	PUNCT
ajfti-2354	458	5	2006	2006	NUM
ajfti-2354	458	6	)	)	PUNCT
ajfti-2354	458	7	.	.	PUNCT
ajfti-2354	459	1	momentum	momentum	NOUN
ajfti-2354	459	2	and	and	CCONJ
ajfti-2354	459	3	post	post	ADJ
ajfti-2354	459	4	-	-	ADJ
ajfti-2354	459	5	earningsannouncement	earningsannouncement	ADJ
ajfti-2354	459	6	drift	drift	NOUN
ajfti-2354	459	7	anomalies	anomaly	NOUN
ajfti-2354	459	8	:	:	PUNCT
ajfti-2354	459	9	the	the	DET
ajfti-2354	459	10	role	role	NOUN
ajfti-2354	459	11	of	of	ADP
ajfti-2354	459	12	liquidity	liquidity	NOUN
ajfti-2354	459	13	risk	risk	NOUN
ajfti-2354	459	14	.	.	PUNCT
ajfti-2354	460	1	journal	journal	NOUN
ajfti-2354	460	2	of	of	ADP
ajfti-2354	460	3	financial	financial	ADJ
ajfti-2354	460	4	economics	economic	NOUN
ajfti-2354	460	5	,	,	PUNCT
ajfti-2354	460	6	80(2	80(2	NUM
ajfti-2354	460	7	)	)	PUNCT
ajfti-2354	460	8	,	,	PUNCT
ajfti-2354	460	9	309–349	309–349	NUM
ajfti-2354	460	10	.	.	PUNCT
ajfti-2354	461	1	schoreels	schoreels	PROPN
ajfti-2354	461	2	,	,	PUNCT
ajfti-2354	461	3	c.	c.	PROPN
ajfti-2354	461	4	,	,	PUNCT
ajfti-2354	461	5	logan	logan	PROPN
ajfti-2354	461	6	,	,	PUNCT
ajfti-2354	461	7	b.	b.	PROPN
ajfti-2354	461	8	,	,	PUNCT
ajfti-2354	461	9	&	&	CCONJ
ajfti-2354	461	10	garibaldi	garibaldi	PROPN
ajfti-2354	461	11	,	,	PUNCT
ajfti-2354	461	12	j.	j.	PROPN
ajfti-2354	461	13	m.	m.	PROPN
ajfti-2354	461	14	(	(	PUNCT
ajfti-2354	461	15	2004	2004	NUM
ajfti-2354	461	16	)	)	PUNCT
ajfti-2354	461	17	.	.	PUNCT
ajfti-2354	462	1	agent	agent	NOUN
ajfti-2354	462	2	based	base	VERB
ajfti-2354	462	3	genetic	genetic	ADJ
ajfti-2354	462	4	algorithm	algorithm	NOUN
ajfti-2354	462	5	employing	employ	VERB
ajfti-2354	462	6	financial	financial	ADJ
ajfti-2354	462	7	technical	technical	ADJ
ajfti-2354	462	8	analysis	analysis	NOUN
ajfti-2354	462	9	for	for	ADP
ajfti-2354	462	10	making	make	VERB
ajfti-2354	462	11	trading	trading	NOUN
ajfti-2354	462	12	decisions	decision	NOUN
ajfti-2354	462	13	using	use	VERB
ajfti-2354	462	14	historical	historical	ADJ
ajfti-2354	462	15	equity	equity	NOUN
ajfti-2354	462	16	market	market	NOUN
ajfti-2354	462	17	data	datum	NOUN
ajfti-2354	462	18	.	.	PUNCT
ajfti-2354	463	1	in	in	ADP
ajfti-2354	463	2	proceedings	proceeding	NOUN
ajfti-2354	463	3	.	.	PUNCT
ajfti-2354	464	1	ieee	ieee	PROPN
ajfti-2354	464	2	/	/	SYM
ajfti-2354	464	3	wic/	wic/	PROPN
ajfti-2354	464	4	acm	acm	PROPN
ajfti-2354	464	5	international	international	ADJ
ajfti-2354	464	6	conference	conference	NOUN
ajfti-2354	464	7	on	on	ADP
ajfti-2354	464	8	intelligent	intelligent	ADJ
ajfti-2354	464	9	agent	agent	NOUN
ajfti-2354	464	10	technology	technology	NOUN
ajfti-2354	464	11	,	,	PUNCT
ajfti-2354	464	12	2004.(iat	2004.(iat	PROPN
ajfti-2354	464	13	2004	2004	NUM
ajfti-2354	464	14	)	)	PUNCT
ajfti-2354	465	1	(	(	PUNCT
ajfti-2354	465	2	pp	pp	ADV
ajfti-2354	465	3	.	.	PUNCT
ajfti-2354	466	1	421–424	421–424	NUM
ajfti-2354	466	2	)	)	PUNCT
ajfti-2354	466	3	.	.	PUNCT
ajfti-2354	467	1	ieee	ieee	PROPN
ajfti-2354	467	2	.	.	PUNCT
ajfti-2354	467	3	sharpe	sharpe	PROPN
ajfti-2354	467	4	,	,	PUNCT
ajfti-2354	467	5	w.	w.	PROPN
ajfti-2354	467	6	f.	f.	PROPN
ajfti-2354	467	7	(	(	PUNCT
ajfti-2354	467	8	1964	1964	NUM
ajfti-2354	467	9	)	)	PUNCT
ajfti-2354	467	10	.	.	PUNCT
ajfti-2354	468	1	capital	capital	NOUN
ajfti-2354	468	2	asset	asset	NOUN
ajfti-2354	468	3	prices	price	NOUN
ajfti-2354	468	4	:	:	PUNCT
ajfti-2354	468	5	a	a	DET
ajfti-2354	468	6	theory	theory	NOUN
ajfti-2354	468	7	of	of	ADP
ajfti-2354	468	8	market	market	NOUN
ajfti-2354	468	9	equilibrium	equilibrium	NOUN
ajfti-2354	468	10	under	under	ADP
ajfti-2354	468	11	conditions	condition	NOUN
ajfti-2354	468	12	of	of	ADP
ajfti-2354	468	13	risk	risk	NOUN
ajfti-2354	468	14	.	.	PUNCT
ajfti-2354	469	1	the	the	DET
ajfti-2354	469	2	journal	journal	PROPN
ajfti-2354	469	3	of	of	ADP
ajfti-2354	469	4	finance	finance	NOUN
ajfti-2354	469	5	,	,	PUNCT
ajfti-2354	469	6	19(3	19(3	NUM
ajfti-2354	469	7	)	)	PUNCT
ajfti-2354	469	8	,	,	PUNCT
ajfti-2354	469	9	425–442	425–442	NUM
ajfti-2354	469	10	.	.	PUNCT
ajfti-2354	470	1	simon	simon	PROPN
ajfti-2354	470	2	,	,	PUNCT
ajfti-2354	470	3	h.	h.	PROPN
ajfti-2354	470	4	a.	a.	PROPN
ajfti-2354	470	5	(	(	PUNCT
ajfti-2354	470	6	1955	1955	NUM
ajfti-2354	470	7	)	)	PUNCT
ajfti-2354	470	8	.	.	PUNCT
ajfti-2354	471	1	a	a	DET
ajfti-2354	471	2	behavioral	behavioral	ADJ
ajfti-2354	471	3	model	model	NOUN
ajfti-2354	471	4	of	of	ADP
ajfti-2354	471	5	rational	rational	ADJ
ajfti-2354	471	6	choice	choice	NOUN
ajfti-2354	471	7	.	.	PUNCT
ajfti-2354	472	1	the	the	DET
ajfti-2354	472	2	quarterly	quarterly	ADJ
ajfti-2354	472	3	journal	journal	NOUN
ajfti-2354	472	4	of	of	ADP
ajfti-2354	472	5	economics	economic	NOUN
ajfti-2354	472	6	,	,	PUNCT
ajfti-2354	472	7	69(1	69(1	NUM
ajfti-2354	472	8	)	)	PUNCT
ajfti-2354	472	9	,	,	PUNCT
ajfti-2354	472	10	99–118	99–118	X
ajfti-2354	472	11	.	.	PUNCT
ajfti-2354	472	12	treleaven	treleaven	VERB
ajfti-2354	472	13	,	,	PUNCT
ajfti-2354	472	14	p.	p.	NOUN
ajfti-2354	472	15	,	,	PUNCT
ajfti-2354	472	16	galas	gala	NOUN
ajfti-2354	472	17	,	,	PUNCT
ajfti-2354	472	18	m.	m.	NOUN
ajfti-2354	472	19	,	,	PUNCT
ajfti-2354	472	20	&	&	CCONJ
ajfti-2354	472	21	lalchand	lalchand	PROPN
ajfti-2354	472	22	,	,	PUNCT
ajfti-2354	472	23	v.	v.	PROPN
ajfti-2354	472	24	(	(	PUNCT
ajfti-2354	472	25	2013	2013	NUM
ajfti-2354	472	26	)	)	PUNCT
ajfti-2354	472	27	.	.	PUNCT
ajfti-2354	473	1	algorithmic	algorithmic	ADJ
ajfti-2354	473	2	trading	trading	NOUN
ajfti-2354	473	3	review	review	NOUN
ajfti-2354	473	4	.	.	PUNCT
ajfti-2354	474	1	communications	communication	NOUN
ajfti-2354	474	2	of	of	ADP
ajfti-2354	474	3	the	the	DET
ajfti-2354	474	4	acm	acm	NOUN
ajfti-2354	474	5	,	,	PUNCT
ajfti-2354	474	6	56(11	56(11	NUM
ajfti-2354	474	7	)	)	PUNCT
ajfti-2354	474	8	,	,	PUNCT
ajfti-2354	474	9	76–85	76–85	NUM
ajfti-2354	474	10	.	.	PUNCT
ajfti-2354	475	1	tsay	tsay	PROPN
ajfti-2354	475	2	,	,	PUNCT
ajfti-2354	475	3	r.	r.	PROPN
ajfti-2354	475	4	s.	s.	PROPN
ajfti-2354	475	5	(	(	PUNCT
ajfti-2354	475	6	2005	2005	NUM
ajfti-2354	475	7	)	)	PUNCT
ajfti-2354	475	8	.	.	PUNCT
ajfti-2354	476	1	analysis	analysis	NOUN
ajfti-2354	476	2	of	of	ADP
ajfti-2354	476	3	financial	financial	ADJ
ajfti-2354	476	4	time	time	NOUN
ajfti-2354	476	5	series	series	NOUN
ajfti-2354	476	6	(	(	PUNCT
ajfti-2354	476	7	vol	vol	NOUN
ajfti-2354	476	8	.	.	PROPN
ajfti-2354	476	9	543	543	NUM
ajfti-2354	476	10	)	)	PUNCT
ajfti-2354	476	11	.	.	PUNCT
ajfti-2354	477	1	john	john	PROPN
ajfti-2354	477	2	wiley	wiley	PROPN
ajfti-2354	477	3	&	&	CCONJ
ajfti-2354	477	4	sons	son	NOUN
ajfti-2354	477	5	.	.	PUNCT
ajfti-2354	478	1	tsay	tsay	PROPN
ajfti-2354	478	2	,	,	PUNCT
ajfti-2354	478	3	r.	r.	PROPN
ajfti-2354	478	4	s.	s.	PROPN
ajfti-2354	478	5	(	(	PUNCT
ajfti-2354	478	6	2013	2013	NUM
ajfti-2354	478	7	)	)	PUNCT
ajfti-2354	478	8	.	.	PUNCT
ajfti-2354	479	1	multivariate	multivariate	NOUN
ajfti-2354	479	2	time	time	PROPN
ajfti-2354	479	3	series	series	PROPN
ajfti-2354	479	4	analysis	analysis	NOUN
ajfti-2354	479	5	:	:	PUNCT
ajfti-2354	479	6	with	with	ADP
ajfti-2354	479	7	r	r	NOUN
ajfti-2354	479	8	and	and	CCONJ
ajfti-2354	479	9	financial	financial	ADJ
ajfti-2354	479	10	applications	application	NOUN
ajfti-2354	479	11	.	.	PUNCT
ajfti-2354	480	1	john	john	PROPN
ajfti-2354	480	2	wiley	wiley	PROPN
ajfti-2354	480	3	&	&	CCONJ
ajfti-2354	480	4	sons	son	NOUN
ajfti-2354	480	5	.	.	PUNCT
ajfti-2354	481	1	tversky	tversky	PROPN
ajfti-2354	481	2	,	,	PUNCT
ajfti-2354	481	3	a.	a.	PROPN
ajfti-2354	481	4	,	,	PUNCT
ajfti-2354	481	5	&	&	CCONJ
ajfti-2354	481	6	kahneman	kahneman	PROPN
ajfti-2354	481	7	,	,	PUNCT
ajfti-2354	481	8	d.	d.	PROPN
ajfti-2354	481	9	(	(	PUNCT
ajfti-2354	481	10	1992	1992	NUM
ajfti-2354	481	11	)	)	PUNCT
ajfti-2354	481	12	.	.	PUNCT
ajfti-2354	482	1	advances	advance	NOUN
ajfti-2354	482	2	in	in	ADP
ajfti-2354	482	3	prospect	prospect	NOUN
ajfti-2354	482	4	theory	theory	NOUN
ajfti-2354	482	5	:	:	PUNCT
ajfti-2354	482	6	cumulative	cumulative	ADJ
ajfti-2354	482	7	representation	representation	NOUN
ajfti-2354	482	8	of	of	ADP
ajfti-2354	482	9	uncertainty	uncertainty	NOUN
ajfti-2354	482	10	.	.	PUNCT
ajfti-2354	483	1	journal	journal	NOUN
ajfti-2354	483	2	of	of	ADP
ajfti-2354	483	3	risk	risk	NOUN
ajfti-2354	483	4	and	and	CCONJ
ajfti-2354	483	5	uncertainty	uncertainty	NOUN
ajfti-2354	483	6	,	,	PUNCT
ajfti-2354	483	7	5(4	5(4	NUM
ajfti-2354	483	8	)	)	PUNCT
ajfti-2354	483	9	,	,	PUNCT
ajfti-2354	483	10	297	297	NUM
ajfti-2354	483	11	–	–	PUNCT
ajfti-2354	483	12	323	323	NUM
ajfti-2354	483	13	.	.	PUNCT
ajfti-2354	484	1	valencia	valencia	PROPN
ajfti-2354	484	2	,	,	PUNCT
ajfti-2354	484	3	f.	f.	PROPN
ajfti-2354	484	4	,	,	PUNCT
ajfti-2354	484	5	g´omez	g´omez	NOUN
ajfti-2354	484	6	-	-	PUNCT
ajfti-2354	484	7	espinosa	espinosa	PROPN
ajfti-2354	484	8	,	,	PUNCT
ajfti-2354	484	9	a.	a.	PROPN
ajfti-2354	484	10	,	,	PUNCT
ajfti-2354	484	11	&	&	CCONJ
ajfti-2354	484	12	vald´esaguirre	vald´esaguirre	PROPN
ajfti-2354	484	13	,	,	PUNCT
ajfti-2354	484	14	b.	b.	PROPN
ajfti-2354	484	15	(	(	PUNCT
ajfti-2354	484	16	2019	2019	NUM
ajfti-2354	484	17	)	)	PUNCT
ajfti-2354	484	18	.	.	PUNCT
ajfti-2354	485	1	price	price	NOUN
ajfti-2354	485	2	movement	movement	NOUN
ajfti-2354	485	3	prediction	prediction	NOUN
ajfti-2354	485	4	of	of	ADP
ajfti-2354	485	5	cryptocurrencies	cryptocurrencie	NOUN
ajfti-2354	485	6	using	use	VERB
ajfti-2354	485	7	sentiment	sentiment	NOUN
ajfti-2354	485	8	analysis	analysis	NOUN
ajfti-2354	485	9	and	and	CCONJ
ajfti-2354	485	10	machine	machine	NOUN
ajfti-2354	485	11	learning	learning	NOUN
ajfti-2354	485	12	.	.	PUNCT
ajfti-2354	486	1	entropy	entropy	PROPN
ajfti-2354	486	2	,	,	PUNCT
ajfti-2354	486	3	21(6	21(6	NOUN
ajfti-2354	486	4	)	)	PUNCT
ajfti-2354	486	5	,	,	PUNCT
ajfti-2354	486	6	589	589	NUM
ajfti-2354	486	7	.	.	PUNCT
ajfti-2354	487	1	weng	weng	PROPN
ajfti-2354	487	2	,	,	PUNCT
ajfti-2354	487	3	b.	b.	PROPN
ajfti-2354	487	4	,	,	PUNCT
ajfti-2354	487	5	lu	lu	PROPN
ajfti-2354	487	6	,	,	PUNCT
ajfti-2354	487	7	l.	l.	PROPN
ajfti-2354	487	8	,	,	PUNCT
ajfti-2354	487	9	wang	wang	PROPN
ajfti-2354	487	10	,	,	PUNCT
ajfti-2354	487	11	x.	x.	PROPN
ajfti-2354	487	12	,	,	PUNCT
ajfti-2354	487	13	megahed	megahe	VERB
ajfti-2354	487	14	,	,	PUNCT
ajfti-2354	487	15	f.	f.	PROPN
ajfti-2354	487	16	m.	m.	PROPN
ajfti-2354	487	17	,	,	PUNCT
ajfti-2354	487	18	&	&	CCONJ
ajfti-2354	487	19	martinez	martinez	PROPN
ajfti-2354	487	20	,	,	PUNCT
ajfti-2354	487	21	w.	w.	PROPN
ajfti-2354	487	22	(	(	PUNCT
ajfti-2354	487	23	2018	2018	NUM
ajfti-2354	487	24	)	)	PUNCT
ajfti-2354	487	25	.	.	PUNCT
ajfti-2354	488	1	predicting	predict	VERB
ajfti-2354	488	2	short	short	ADJ
ajfti-2354	488	3	-	-	PUNCT
ajfti-2354	488	4	term	term	NOUN
ajfti-2354	488	5	stock	stock	NOUN
ajfti-2354	488	6	prices	price	NOUN
ajfti-2354	488	7	using	use	VERB
ajfti-2354	488	8	ensemble	ensemble	ADJ
ajfti-2354	488	9	methods	method	NOUN
ajfti-2354	488	10	and	and	CCONJ
ajfti-2354	488	11	online	online	ADJ
ajfti-2354	488	12	data	datum	NOUN
ajfti-2354	488	13	sources	source	NOUN
ajfti-2354	488	14	.	.	PUNCT
ajfti-2354	489	1	expert	expert	NOUN
ajfti-2354	489	2	systems	system	NOUN
ajfti-2354	489	3	with	with	ADP
ajfti-2354	489	4	applications	application	NOUN
ajfti-2354	489	5	,	,	PUNCT
ajfti-2354	489	6	112	112	NUM
ajfti-2354	489	7	,	,	PUNCT
ajfti-2354	489	8	258–273	258–273	NUM
ajfti-2354	489	9	.	.	PUNCT
ajfti-2354	489	10	wilder	wilder	PROPN
ajfti-2354	489	11	,	,	PUNCT
ajfti-2354	489	12	j.	j.	PROPN
ajfti-2354	489	13	w.	w.	PROPN
ajfti-2354	489	14	(	(	PUNCT
ajfti-2354	489	15	1978	1978	NUM
ajfti-2354	489	16	)	)	PUNCT
ajfti-2354	489	17	.	.	PUNCT
ajfti-2354	490	1	new	new	ADJ
ajfti-2354	490	2	concepts	concept	NOUN
ajfti-2354	490	3	in	in	ADP
ajfti-2354	490	4	technical	technical	ADJ
ajfti-2354	490	5	trading	trading	NOUN
ajfti-2354	490	6	systems	system	NOUN
ajfti-2354	490	7	.	.	PUNCT
ajfti-2354	491	1	trend	trend	NOUN
ajfti-2354	491	2	research	research	NOUN
ajfti-2354	491	3	.	.	PUNCT
ajfti-2354	492	1	yu	yu	PROPN
ajfti-2354	492	2	,	,	PUNCT
ajfti-2354	492	3	l.	l.	PROPN
ajfti-2354	492	4	,	,	PUNCT
ajfti-2354	492	5	wang	wang	PROPN
ajfti-2354	492	6	,	,	PUNCT
ajfti-2354	492	7	s.	s.	PROPN
ajfti-2354	492	8	,	,	PUNCT
ajfti-2354	492	9	&	&	CCONJ
ajfti-2354	492	10	lai	lai	PROPN
ajfti-2354	492	11	,	,	PUNCT
ajfti-2354	492	12	k.	k.	PROPN
ajfti-2354	492	13	k.	k.	PROPN
ajfti-2354	493	1	(	(	PUNCT
ajfti-2354	493	2	2010	2010	NUM
ajfti-2354	493	3	)	)	PUNCT
ajfti-2354	493	4	.	.	PUNCT
ajfti-2354	494	1	foreign	foreign	ADJ
ajfti-2354	494	2	-	-	PUNCT
ajfti-2354	494	3	exchangerate	exchangerate	NOUN
ajfti-2354	494	4	forecasting	forecasting	NOUN
ajfti-2354	494	5	with	with	ADP
ajfti-2354	494	6	artificial	artificial	ADJ
ajfti-2354	494	7	neural	neural	ADJ
ajfti-2354	494	8	networks	network	NOUN
ajfti-2354	494	9	(	(	PUNCT
ajfti-2354	494	10	vol	vol	NOUN
ajfti-2354	494	11	.	.	PUNCT
ajfti-2354	494	12	107	107	NUM
ajfti-2354	494	13	)	)	PUNCT
ajfti-2354	494	14	.	.	PUNCT
ajfti-2354	495	1	springer	springer	PROPN
ajfti-2354	495	2	science	science	PROPN
ajfti-2354	495	3	&	&	CCONJ
ajfti-2354	495	4	business	business	NOUN
ajfti-2354	495	5	media	medium	NOUN
ajfti-2354	495	6	.	.	PUNCT
ajfti-2354	496	1	yu	yu	PROPN
ajfti-2354	496	2	,	,	PUNCT
ajfti-2354	496	3	p.	p.	NOUN
ajfti-2354	496	4	,	,	PUNCT
ajfti-2354	496	5	&	&	CCONJ
ajfti-2354	496	6	yan	yan	PROPN
ajfti-2354	496	7	,	,	PUNCT
ajfti-2354	496	8	x.	x.	NOUN
ajfti-2354	496	9	(	(	PUNCT
ajfti-2354	496	10	2020	2020	NUM
ajfti-2354	496	11	)	)	PUNCT
ajfti-2354	496	12	.	.	PUNCT
ajfti-2354	497	1	stock	stock	NOUN
ajfti-2354	497	2	price	price	NOUN
ajfti-2354	497	3	prediction	prediction	NOUN
ajfti-2354	497	4	based	base	VERB
ajfti-2354	497	5	on	on	ADP
ajfti-2354	497	6	deep	deep	ADJ
ajfti-2354	497	7	neural	neural	ADJ
ajfti-2354	497	8	networks	network	NOUN
ajfti-2354	497	9	.	.	PUNCT
ajfti-2354	498	1	neural	neural	ADJ
ajfti-2354	498	2	computing	computing	NOUN
ajfti-2354	498	3	and	and	CCONJ
ajfti-2354	498	4	applications	application	NOUN
ajfti-2354	498	5	,	,	PUNCT
ajfti-2354	498	6	32(6	32(6	NUM
ajfti-2354	498	7	)	)	PUNCT
ajfti-2354	498	8	,	,	PUNCT
ajfti-2354	498	9	1609–1628	1609–1628	NUM
ajfti-2354	498	10	.	.	PUNCT
ajfti-2354	499	1	zaremba	zaremba	NOUN
ajfti-2354	499	2	,	,	PUNCT
ajfti-2354	499	3	a.	a.	NOUN
ajfti-2354	499	4	,	,	PUNCT
ajfti-2354	499	5	mikutowski	mikutowski	NOUN
ajfti-2354	499	6	,	,	PUNCT
ajfti-2354	499	7	m.	m.	NOUN
ajfti-2354	499	8	,	,	PUNCT
ajfti-2354	499	9	karathanasopoulos	karathanasopoulo	NOUN
ajfti-2354	499	10	,	,	PUNCT
ajfti-2354	499	11	a.	a.	NOUN
ajfti-2354	499	12	,	,	PUNCT
ajfti-2354	499	13	&	&	CCONJ
ajfti-2354	499	14	osman	osman	PROPN
ajfti-2354	499	15	,	,	PUNCT
ajfti-2354	499	16	m.	m.	NOUN
ajfti-2354	499	17	(	(	PUNCT
ajfti-2354	499	18	2019	2019	NUM
ajfti-2354	499	19	)	)	PUNCT
ajfti-2354	499	20	.	.	PUNCT
ajfti-2354	500	1	picking	pick	VERB
ajfti-2354	500	2	winners	winner	NOUN
ajfti-2354	500	3	to	to	PART
ajfti-2354	500	4	pick	pick	VERB
ajfti-2354	500	5	your	your	PRON
ajfti-2354	500	6	winners	winner	NOUN
ajfti-2354	500	7	:	:	PUNCT
ajfti-2354	500	8	the	the	DET
ajfti-2354	500	9	momentum	momentum	NOUN
ajfti-2354	500	10	effect	effect	NOUN
ajfti-2354	500	11	in	in	ADP
ajfti-2354	500	12	commodity	commodity	NOUN
ajfti-2354	500	13	risk	risk	NOUN
ajfti-2354	500	14	factors	factor	NOUN
ajfti-2354	500	15	.	.	PUNCT
ajfti-2354	501	1	the	the	DET
ajfti-2354	501	2	north	north	ADJ
ajfti-2354	501	3	american	american	ADJ
ajfti-2354	501	4	journal	journal	PROPN
ajfti-2354	501	5	of	of	ADP
ajfti-2354	501	6	economics	economic	NOUN
ajfti-2354	501	7	and	and	CCONJ
ajfti-2354	501	8	finance	finance	NOUN
ajfti-2354	501	9	,	,	PUNCT
ajfti-2354	501	10	50	50	NUM
ajfti-2354	501	11	,	,	PUNCT
ajfti-2354	501	12	101017	101017	NUM
ajfti-2354	501	13	.	.	PUNCT