id	sid	tid	token	lemma	pos
amfbr-2259	1	1	american	american	PROPN
amfbr-2259	1	2	finance	finance	PROPN
amfbr-2259	1	3	&	&	CCONJ
amfbr-2259	1	4	banking	banking	PROPN
amfbr-2259	1	5	review	review	NOUN
amfbr-2259	1	6	9(1	9(1	NUM
amfbr-2259	1	7	)	)	PUNCT
amfbr-2259	1	8	(	(	PUNCT
amfbr-2259	1	9	2024	2024	NUM
amfbr-2259	1	10	)	)	PUNCT
amfbr-2259	1	11	,	,	PUNCT
amfbr-2259	1	12	1	1	NUM
amfbr-2259	1	13	-	-	SYM
amfbr-2259	1	14	10	10	NUM
amfbr-2259	1	15	1	1	NUM
amfbr-2259	1	16	finance	finance	NOUN
amfbr-2259	1	17	&	&	CCONJ
amfbr-2259	1	18	banking	banking	PROPN
amfbr-2259	1	19	review	review	NOUN
amfbr-2259	1	20	afbr	afbr	ADJ
amfbr-2259	1	21	vol	vol	NOUN
amfbr-2259	1	22	9	9	NUM
amfbr-2259	1	23	no	no	DET
amfbr-2259	1	24	1	1	NUM
amfbr-2259	1	25	(	(	PUNCT
amfbr-2259	1	26	2024	2024	NUM
amfbr-2259	1	27	)	)	PUNCT
amfbr-2259	1	28	p	p	X
amfbr-2259	1	29	-	-	PUNCT
amfbr-2259	1	30	issn	issn	VERB
amfbr-2259	1	31	2576	2576	NUM
amfbr-2259	1	32	-	-	SYM
amfbr-2259	1	33	1226	1226	NUM
amfbr-2259	1	34	e	e	NOUN
amfbr-2259	1	35	-	-	NOUN
amfbr-2259	1	36	issn	issn	VERB
amfbr-2259	1	37	2576	2576	NUM
amfbr-2259	1	38	-	-	SYM
amfbr-2259	1	39	1234	1234	NUM
amfbr-2259	1	40	journal	journal	NOUN
amfbr-2259	1	41	homepage	homepage	NOUN
amfbr-2259	1	42	:	:	PUNCT
amfbr-2259	1	43	https://www.cribfb.com/journal/index.php/amfbr	https://www.cribfb.com/journal/index.php/amfbr	VERB
amfbr-2259	1	44	published	publish	VERB
amfbr-2259	1	45	by	by	ADP
amfbr-2259	1	46	american	american	ADJ
amfbr-2259	1	47	finance	finance	PROPN
amfbr-2259	1	48	&	&	CCONJ
amfbr-2259	1	49	banking	banking	PROPN
amfbr-2259	1	50	society	society	NOUN
amfbr-2259	1	51	,	,	PUNCT
amfbr-2259	1	52	usa	usa	PROPN
amfbr-2259	1	53	navigating	navigate	VERB
amfbr-2259	1	54	markets	market	NOUN
amfbr-2259	1	55	with	with	ADP
amfbr-2259	1	56	ai	ai	NOUN
amfbr-2259	1	57	:	:	PUNCT
amfbr-2259	1	58	the	the	DET
amfbr-2259	1	59	next	next	ADJ
amfbr-2259	1	60	frontier	frontier	NOUN
amfbr-2259	1	61	in	in	ADP
amfbr-2259	1	62	investment	investment	NOUN
amfbr-2259	1	63	strategy	strategy	NOUN
amfbr-2259	1	64	nurjahan	nurjahan	NOUN
amfbr-2259	1	65	akter	akter	PROPN
amfbr-2259	1	66	monira	monira	PROPN
amfbr-2259	1	67	(	(	PUNCT
amfbr-2259	1	68	a)1	a)1	PROPN
amfbr-2259	1	69	(	(	PUNCT
amfbr-2259	1	70	a	a	PRON
amfbr-2259	1	71	)	)	PUNCT
amfbr-2259	1	72	lecturer	lecturer	NOUN
amfbr-2259	1	73	,	,	PUNCT
amfbr-2259	1	74	department	department	NOUN
amfbr-2259	1	75	of	of	ADP
amfbr-2259	1	76	business	business	NOUN
amfbr-2259	1	77	studies	study	NOUN
amfbr-2259	1	78	,	,	PUNCT
amfbr-2259	1	79	state	state	NOUN
amfbr-2259	1	80	university	university	PROPN
amfbr-2259	1	81	of	of	ADP
amfbr-2259	1	82	bangladesh	bangladesh	PROPN
amfbr-2259	1	83	,	,	PUNCT
amfbr-2259	1	84	south	south	NOUN
amfbr-2259	1	85	purbachal	purbachal	NOUN
amfbr-2259	1	86	,	,	PUNCT
amfbr-2259	1	87	kanchan	kanchan	PROPN
amfbr-2259	1	88	,	,	PUNCT
amfbr-2259	1	89	dhaka-1461	dhaka-1461	NOUN
amfbr-2259	1	90	,	,	PUNCT
amfbr-2259	1	91	bangladesh	bangladesh	NOUN
amfbr-2259	1	92	;	;	PUNCT
amfbr-2259	1	93	e	e	X
amfbr-2259	1	94	-	-	NOUN
amfbr-2259	1	95	mail	mail	NOUN
amfbr-2259	1	96	:	:	PUNCT
amfbr-2259	1	97	nurjahan@sub.edu.bd	nurjahan@sub.edu.bd	ADJ
amfbr-2259	1	98	a	a	DET
amfbr-2259	1	99	r	r	NOUN
amfbr-2259	1	100	t	t	NOUN
amfbr-2259	2	1	i	i	PRON
amfbr-2259	2	2	c	c	NOUN
amfbr-2259	2	3	l	l	NOUN
amfbr-2259	2	4	e	e	NOUN
amfbr-2259	3	1	i	i	PRON
amfbr-2259	3	2	n	n	VERB
amfbr-2259	3	3	f	f	NOUN
amfbr-2259	3	4	o	o	NOUN
amfbr-2259	3	5	article	article	NOUN
amfbr-2259	3	6	history	history	NOUN
amfbr-2259	3	7	:	:	PUNCT
amfbr-2259	3	8	received	receive	VERB
amfbr-2259	3	9	:	:	PUNCT
amfbr-2259	3	10	24th	24th	ADJ
amfbr-2259	3	11	july	july	PROPN
amfbr-2259	3	12	2024	2024	NUM
amfbr-2259	3	13	reviewed	review	VERB
amfbr-2259	3	14	&	&	CCONJ
amfbr-2259	3	15	revised	revise	VERB
amfbr-2259	3	16	:	:	PUNCT
amfbr-2259	3	17	24th	24th	ADJ
amfbr-2259	3	18	july	july	PROPN
amfbr-2259	3	19	to	to	ADP
amfbr-2259	3	20	12th	12th	ADJ
amfbr-2259	3	21	december	december	PROPN
amfbr-2259	3	22	2024	2024	NUM
amfbr-2259	3	23	accepted	accept	VERB
amfbr-2259	3	24	:	:	PUNCT
amfbr-2259	3	25	12th	12th	ADJ
amfbr-2259	3	26	december	december	PROPN
amfbr-2259	3	27	2024	2024	NUM
amfbr-2259	3	28	published	publish	VERB
amfbr-2259	3	29	:	:	PUNCT
amfbr-2259	4	1	13th	13th	ADJ
amfbr-2259	4	2	december	december	PROPN
amfbr-2259	4	3	2024	2024	NUM
amfbr-2259	4	4	keywords	keyword	NOUN
amfbr-2259	4	5	:	:	PUNCT
amfbr-2259	4	6	artificial	artificial	ADJ
amfbr-2259	4	7	intelligence	intelligence	NOUN
amfbr-2259	4	8	,	,	PUNCT
amfbr-2259	4	9	investment	investment	NOUN
amfbr-2259	4	10	strategies	strategy	NOUN
amfbr-2259	4	11	,	,	PUNCT
amfbr-2259	4	12	predictive	predictive	ADJ
amfbr-2259	4	13	analytics	analytic	NOUN
amfbr-2259	4	14	,	,	PUNCT
amfbr-2259	4	15	financial	financial	ADJ
amfbr-2259	4	16	markets	market	NOUN
amfbr-2259	4	17	,	,	PUNCT
amfbr-2259	4	18	emerging	emerge	VERB
amfbr-2259	4	19	trends	trend	NOUN
amfbr-2259	4	20	jel	jel	PROPN
amfbr-2259	4	21	classification	classification	NOUN
amfbr-2259	4	22	codes	code	NOUN
amfbr-2259	4	23	:	:	PUNCT
amfbr-2259	4	24	g11	g11	PROPN
amfbr-2259	4	25	,	,	PUNCT
amfbr-2259	4	26	g17	g17	NOUN
amfbr-2259	4	27	,	,	PUNCT
amfbr-2259	4	28	e44	e44	NOUN
amfbr-2259	4	29	peer	peer	NOUN
amfbr-2259	4	30	-	-	PUNCT
amfbr-2259	4	31	review	review	NOUN
amfbr-2259	4	32	model	model	NOUN
amfbr-2259	4	33	:	:	PUNCT
amfbr-2259	4	34	external	external	ADJ
amfbr-2259	4	35	peer	peer	NOUN
amfbr-2259	4	36	review	review	NOUN
amfbr-2259	4	37	was	be	AUX
amfbr-2259	4	38	done	do	VERB
amfbr-2259	4	39	through	through	ADP
amfbr-2259	4	40	double	double	ADJ
amfbr-2259	4	41	-	-	PUNCT
amfbr-2259	4	42	blind	blind	ADJ
amfbr-2259	4	43	method	method	NOUN
amfbr-2259	4	44	.	.	PUNCT
amfbr-2259	5	1	a	a	DET
amfbr-2259	5	2	b	b	PROPN
amfbr-2259	5	3	s	s	ADP
amfbr-2259	5	4	t	t	PROPN
amfbr-2259	5	5	r	r	NOUN
amfbr-2259	5	6	a	a	DET
amfbr-2259	5	7	c	c	NOUN
amfbr-2259	5	8	t	t	NOUN
amfbr-2259	5	9	the	the	DET
amfbr-2259	5	10	financial	financial	ADJ
amfbr-2259	5	11	market	market	NOUN
amfbr-2259	5	12	is	be	AUX
amfbr-2259	5	13	changing	change	VERB
amfbr-2259	5	14	rapidly	rapidly	ADV
amfbr-2259	5	15	,	,	PUNCT
amfbr-2259	5	16	and	and	CCONJ
amfbr-2259	5	17	to	to	PART
amfbr-2259	5	18	sustain	sustain	VERB
amfbr-2259	5	19	themselves	themselves	PRON
amfbr-2259	5	20	in	in	ADP
amfbr-2259	5	21	this	this	DET
amfbr-2259	5	22	dynamic	dynamic	ADJ
amfbr-2259	5	23	investment	investment	NOUN
amfbr-2259	5	24	world	world	NOUN
amfbr-2259	5	25	,	,	PUNCT
amfbr-2259	5	26	investors	investor	NOUN
amfbr-2259	5	27	need	need	VERB
amfbr-2259	5	28	to	to	PART
amfbr-2259	5	29	adopt	adopt	VERB
amfbr-2259	5	30	various	various	ADJ
amfbr-2259	5	31	strategies	strategy	NOUN
amfbr-2259	5	32	.	.	PUNCT
amfbr-2259	6	1	traditional	traditional	ADJ
amfbr-2259	6	2	investment	investment	NOUN
amfbr-2259	6	3	tactics	tactic	NOUN
amfbr-2259	6	4	rely	rely	VERB
amfbr-2259	6	5	entirely	entirely	ADV
amfbr-2259	6	6	on	on	ADP
amfbr-2259	6	7	human	human	ADJ
amfbr-2259	6	8	intuitions	intuition	NOUN
amfbr-2259	6	9	and	and	CCONJ
amfbr-2259	6	10	historical	historical	ADJ
amfbr-2259	6	11	data	datum	NOUN
amfbr-2259	6	12	,	,	PUNCT
amfbr-2259	6	13	which	which	PRON
amfbr-2259	6	14	may	may	AUX
amfbr-2259	6	15	fail	fail	VERB
amfbr-2259	6	16	to	to	PART
amfbr-2259	6	17	keep	keep	VERB
amfbr-2259	6	18	pace	pace	NOUN
amfbr-2259	6	19	with	with	ADP
amfbr-2259	6	20	the	the	DET
amfbr-2259	6	21	ever	ever	ADV
amfbr-2259	6	22	-	-	PUNCT
amfbr-2259	6	23	changing	change	VERB
amfbr-2259	6	24	nature	nature	NOUN
amfbr-2259	6	25	of	of	ADP
amfbr-2259	6	26	investment	investment	NOUN
amfbr-2259	6	27	.	.	PUNCT
amfbr-2259	7	1	if	if	SCONJ
amfbr-2259	7	2	someone	someone	PRON
amfbr-2259	7	3	fails	fail	VERB
amfbr-2259	7	4	to	to	PART
amfbr-2259	7	5	adopt	adopt	VERB
amfbr-2259	7	6	the	the	DET
amfbr-2259	7	7	need	need	NOUN
amfbr-2259	7	8	-	-	PUNCT
amfbr-2259	7	9	based	base	VERB
amfbr-2259	7	10	strategies	strategy	NOUN
amfbr-2259	7	11	,	,	PUNCT
amfbr-2259	7	12	they	they	PRON
amfbr-2259	7	13	will	will	AUX
amfbr-2259	7	14	be	be	AUX
amfbr-2259	7	15	kept	keep	VERB
amfbr-2259	7	16	in	in	ADP
amfbr-2259	7	17	the	the	DET
amfbr-2259	7	18	market	market	NOUN
amfbr-2259	7	19	.	.	PUNCT
amfbr-2259	8	1	investors	investor	NOUN
amfbr-2259	8	2	need	need	VERB
amfbr-2259	8	3	more	more	ADJ
amfbr-2259	8	4	complex	complex	ADJ
amfbr-2259	8	5	tools	tool	NOUN
amfbr-2259	8	6	and	and	CCONJ
amfbr-2259	8	7	approaches	approach	NOUN
amfbr-2259	8	8	to	to	PART
amfbr-2259	8	9	make	make	VERB
amfbr-2259	8	10	sound	sound	ADJ
amfbr-2259	8	11	investment	investment	NOUN
amfbr-2259	8	12	decisions	decision	NOUN
amfbr-2259	8	13	and	and	CCONJ
amfbr-2259	8	14	withstand	withstand	VERB
amfbr-2259	8	15	the	the	DET
amfbr-2259	8	16	fluctuating	fluctuate	VERB
amfbr-2259	8	17	market	market	NOUN
amfbr-2259	8	18	environment	environment	NOUN
amfbr-2259	8	19	.	.	PUNCT
amfbr-2259	9	1	technology	technology	NOUN
amfbr-2259	9	2	has	have	AUX
amfbr-2259	9	3	made	make	VERB
amfbr-2259	9	4	it	it	PRON
amfbr-2259	9	5	easier	easy	ADJ
amfbr-2259	9	6	by	by	ADP
amfbr-2259	9	7	providing	provide	VERB
amfbr-2259	9	8	these	these	DET
amfbr-2259	9	9	tools	tool	NOUN
amfbr-2259	9	10	to	to	PART
amfbr-2259	9	11	analyze	analyze	VERB
amfbr-2259	9	12	large	large	ADJ
amfbr-2259	9	13	amounts	amount	NOUN
amfbr-2259	9	14	of	of	ADP
amfbr-2259	9	15	data	datum	NOUN
amfbr-2259	9	16	and	and	CCONJ
amfbr-2259	9	17	identify	identify	VERB
amfbr-2259	9	18	trends	trend	NOUN
amfbr-2259	9	19	,	,	PUNCT
amfbr-2259	9	20	thus	thus	ADV
amfbr-2259	9	21	crafting	craft	VERB
amfbr-2259	9	22	prudent	prudent	ADJ
amfbr-2259	9	23	investment	investment	NOUN
amfbr-2259	9	24	strategies	strategy	NOUN
amfbr-2259	9	25	.	.	PUNCT
amfbr-2259	10	1	one	one	NUM
amfbr-2259	10	2	of	of	ADP
amfbr-2259	10	3	the	the	DET
amfbr-2259	10	4	blessings	blessing	NOUN
amfbr-2259	10	5	of	of	ADP
amfbr-2259	10	6	technology	technology	NOUN
amfbr-2259	10	7	that	that	PRON
amfbr-2259	10	8	is	be	AUX
amfbr-2259	10	9	changing	change	VERB
amfbr-2259	10	10	the	the	DET
amfbr-2259	10	11	investment	investment	NOUN
amfbr-2259	10	12	world	world	NOUN
amfbr-2259	10	13	dynamically	dynamically	ADV
amfbr-2259	10	14	is	be	AUX
amfbr-2259	10	15	artificial	artificial	ADJ
amfbr-2259	10	16	intelligence	intelligence	NOUN
amfbr-2259	10	17	(	(	PUNCT
amfbr-2259	10	18	ai	ai	NOUN
amfbr-2259	10	19	)	)	PUNCT
amfbr-2259	10	20	.	.	PUNCT
amfbr-2259	11	1	therefore	therefore	ADV
amfbr-2259	11	2	,	,	PUNCT
amfbr-2259	11	3	this	this	DET
amfbr-2259	11	4	research	research	NOUN
amfbr-2259	11	5	aims	aim	VERB
amfbr-2259	11	6	to	to	PART
amfbr-2259	11	7	investigate	investigate	VERB
amfbr-2259	11	8	the	the	DET
amfbr-2259	11	9	multifaceted	multifaceted	ADJ
amfbr-2259	11	10	role	role	NOUN
amfbr-2259	11	11	of	of	ADP
amfbr-2259	11	12	artificial	artificial	ADJ
amfbr-2259	11	13	intelligence	intelligence	NOUN
amfbr-2259	11	14	in	in	ADP
amfbr-2259	11	15	investment	investment	NOUN
amfbr-2259	11	16	strategies	strategy	NOUN
amfbr-2259	11	17	,	,	PUNCT
amfbr-2259	11	18	emphasizing	emphasize	VERB
amfbr-2259	11	19	its	its	PRON
amfbr-2259	11	20	predictive	predictive	ADJ
amfbr-2259	11	21	capabilities	capability	NOUN
amfbr-2259	11	22	,	,	PUNCT
amfbr-2259	11	23	data	datum	NOUN
amfbr-2259	11	24	management	management	NOUN
amfbr-2259	11	25	efficiencies	efficiency	NOUN
amfbr-2259	11	26	,	,	PUNCT
amfbr-2259	11	27	user	user	NOUN
amfbr-2259	11	28	engagement	engagement	NOUN
amfbr-2259	11	29	enhancements	enhancement	NOUN
amfbr-2259	11	30	,	,	PUNCT
amfbr-2259	11	31	practical	practical	ADJ
amfbr-2259	11	32	applications	application	NOUN
amfbr-2259	11	33	,	,	PUNCT
amfbr-2259	11	34	and	and	CCONJ
amfbr-2259	11	35	emerging	emerge	VERB
amfbr-2259	11	36	trends	trend	NOUN
amfbr-2259	11	37	.	.	PUNCT
amfbr-2259	12	1	this	this	DET
amfbr-2259	12	2	paper	paper	NOUN
amfbr-2259	12	3	employs	employ	VERB
amfbr-2259	12	4	a	a	DET
amfbr-2259	12	5	qualitative	qualitative	ADJ
amfbr-2259	12	6	approach	approach	NOUN
amfbr-2259	12	7	with	with	ADP
amfbr-2259	12	8	a	a	DET
amfbr-2259	12	9	significant	significant	ADJ
amfbr-2259	12	10	focus	focus	NOUN
amfbr-2259	12	11	on	on	ADP
amfbr-2259	12	12	existing	exist	VERB
amfbr-2259	12	13	literature	literature	NOUN
amfbr-2259	12	14	and	and	CCONJ
amfbr-2259	12	15	case	case	NOUN
amfbr-2259	12	16	study	study	NOUN
amfbr-2259	12	17	analysis	analysis	NOUN
amfbr-2259	12	18	to	to	PART
amfbr-2259	12	19	give	give	VERB
amfbr-2259	12	20	a	a	DET
amfbr-2259	12	21	comprehensive	comprehensive	ADJ
amfbr-2259	12	22	overview	overview	NOUN
amfbr-2259	12	23	of	of	ADP
amfbr-2259	12	24	the	the	DET
amfbr-2259	12	25	impact	impact	NOUN
amfbr-2259	12	26	of	of	ADP
amfbr-2259	12	27	ai	ai	VERB
amfbr-2259	12	28	on	on	ADP
amfbr-2259	12	29	investment	investment	NOUN
amfbr-2259	12	30	strategies	strategy	NOUN
amfbr-2259	12	31	.	.	PUNCT
amfbr-2259	13	1	the	the	DET
amfbr-2259	13	2	analysis	analysis	NOUN
amfbr-2259	13	3	reveals	reveal	VERB
amfbr-2259	13	4	that	that	SCONJ
amfbr-2259	13	5	integrating	integrate	VERB
amfbr-2259	13	6	ai	ai	VERB
amfbr-2259	13	7	into	into	ADP
amfbr-2259	13	8	investment	investment	NOUN
amfbr-2259	13	9	strategies	strategy	NOUN
amfbr-2259	13	10	is	be	AUX
amfbr-2259	13	11	redesigning	redesign	VERB
amfbr-2259	13	12	the	the	DET
amfbr-2259	13	13	investment	investment	NOUN
amfbr-2259	13	14	landscape	landscape	NOUN
amfbr-2259	13	15	,	,	PUNCT
amfbr-2259	13	16	offering	offer	VERB
amfbr-2259	13	17	unprecedented	unprecedented	ADJ
amfbr-2259	13	18	opportunities	opportunity	NOUN
amfbr-2259	13	19	such	such	ADJ
amfbr-2259	13	20	as	as	ADP
amfbr-2259	13	21	improved	improve	VERB
amfbr-2259	13	22	predictive	predictive	ADJ
amfbr-2259	13	23	capabilities	capability	NOUN
amfbr-2259	13	24	and	and	CCONJ
amfbr-2259	13	25	risk	risk	NOUN
amfbr-2259	13	26	management	management	NOUN
amfbr-2259	13	27	,	,	PUNCT
amfbr-2259	13	28	which	which	PRON
amfbr-2259	13	29	help	help	VERB
amfbr-2259	13	30	make	make	VERB
amfbr-2259	13	31	informed	informed	ADJ
amfbr-2259	13	32	decisions	decision	NOUN
amfbr-2259	13	33	.	.	PUNCT
amfbr-2259	14	1	the	the	DET
amfbr-2259	14	2	study	study	NOUN
amfbr-2259	14	3	's	's	PART
amfbr-2259	14	4	finding	finding	NOUN
amfbr-2259	14	5	provides	provide	VERB
amfbr-2259	14	6	valuable	valuable	ADJ
amfbr-2259	14	7	insights	insight	NOUN
amfbr-2259	14	8	for	for	ADP
amfbr-2259	14	9	investors	investor	NOUN
amfbr-2259	14	10	and	and	CCONJ
amfbr-2259	14	11	financial	financial	ADJ
amfbr-2259	14	12	institutions	institution	NOUN
amfbr-2259	14	13	seeking	seek	VERB
amfbr-2259	14	14	to	to	PART
amfbr-2259	14	15	optimize	optimize	VERB
amfbr-2259	14	16	their	their	PRON
amfbr-2259	14	17	strategies	strategy	NOUN
amfbr-2259	14	18	with	with	ADP
amfbr-2259	14	19	ai	ai	VERB
amfbr-2259	14	20	in	in	ADP
amfbr-2259	14	21	an	an	DET
amfbr-2259	14	22	increasingly	increasingly	ADV
amfbr-2259	14	23	data	data	NOUN
amfbr-2259	14	24	-	-	PUNCT
amfbr-2259	14	25	driven	drive	VERB
amfbr-2259	14	26	investment	investment	NOUN
amfbr-2259	14	27	environment	environment	NOUN
amfbr-2259	14	28	.	.	PUNCT
amfbr-2259	15	1	©	©	ADP
amfbr-2259	15	2	2024	2024	NUM
amfbr-2259	15	3	by	by	ADP
amfbr-2259	15	4	the	the	DET
amfbr-2259	15	5	authors	author	NOUN
amfbr-2259	15	6	.	.	PUNCT
amfbr-2259	16	1	licensee	licensee	PROPN
amfbr-2259	16	2	american	american	PROPN
amfbr-2259	16	3	finance	finance	PROPN
amfbr-2259	16	4	&	&	CCONJ
amfbr-2259	16	5	banking	banking	PROPN
amfbr-2259	16	6	society	society	PROPN
amfbr-2259	16	7	,	,	PUNCT
amfbr-2259	16	8	usa	usa	PROPN
amfbr-2259	16	9	.	.	PROPN
amfbr-2259	17	1	this	this	DET
amfbr-2259	17	2	open	open	ADJ
amfbr-2259	17	3	-	-	PUNCT
amfbr-2259	17	4	access	access	NOUN
amfbr-2259	17	5	article	article	NOUN
amfbr-2259	17	6	is	be	AUX
amfbr-2259	17	7	distributed	distribute	VERB
amfbr-2259	17	8	under	under	ADP
amfbr-2259	17	9	the	the	DET
amfbr-2259	17	10	terms	term	NOUN
amfbr-2259	17	11	and	and	CCONJ
amfbr-2259	17	12	conditions	condition	NOUN
amfbr-2259	17	13	of	of	ADP
amfbr-2259	17	14	the	the	DET
amfbr-2259	17	15	creative	creative	ADJ
amfbr-2259	17	16	commons	common	NOUN
amfbr-2259	17	17	attribution	attribution	NOUN
amfbr-2259	17	18	(	(	PUNCT
amfbr-2259	17	19	cc	cc	NOUN
amfbr-2259	17	20	by	by	ADP
amfbr-2259	17	21	)	)	PUNCT
amfbr-2259	17	22	license	license	NOUN
amfbr-2259	17	23	(	(	PUNCT
amfbr-2259	17	24	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	17	25	)	)	PUNCT
amfbr-2259	17	26	.	.	PUNCT
amfbr-2259	18	1	introduction	introduction	NOUN
amfbr-2259	18	2	ai	ai	VERB
amfbr-2259	18	3	is	be	AUX
amfbr-2259	18	4	the	the	DET
amfbr-2259	18	5	growing	grow	VERB
amfbr-2259	18	6	capacity	capacity	NOUN
amfbr-2259	18	7	of	of	ADP
amfbr-2259	18	8	machines	machine	NOUN
amfbr-2259	18	9	used	use	VERB
amfbr-2259	18	10	by	by	ADP
amfbr-2259	18	11	humans	human	NOUN
amfbr-2259	18	12	to	to	PART
amfbr-2259	18	13	execute	execute	VERB
amfbr-2259	18	14	specific	specific	ADJ
amfbr-2259	18	15	functions	function	NOUN
amfbr-2259	18	16	and	and	CCONJ
amfbr-2259	18	17	tasks	task	NOUN
amfbr-2259	18	18	within	within	ADP
amfbr-2259	18	19	the	the	DET
amfbr-2259	18	20	workplace	workplace	NOUN
amfbr-2259	18	21	and	and	CCONJ
amfbr-2259	18	22	broader	broad	ADJ
amfbr-2259	18	23	societal	societal	ADJ
amfbr-2259	18	24	contexts	contexts	NOUN
amfbr-2259	18	25	(	(	PUNCT
amfbr-2259	18	26	dwivedi	dwivedi	PROPN
amfbr-2259	18	27	et	et	PROPN
amfbr-2259	18	28	al	al	PROPN
amfbr-2259	18	29	.	.	PROPN
amfbr-2259	18	30	,	,	PUNCT
amfbr-2259	18	31	2021	2021	NUM
amfbr-2259	18	32	)	)	PUNCT
amfbr-2259	18	33	.	.	PUNCT
amfbr-2259	19	1	the	the	DET
amfbr-2259	19	2	financial	financial	ADJ
amfbr-2259	19	3	sector	sector	NOUN
amfbr-2259	19	4	is	be	AUX
amfbr-2259	19	5	significantly	significantly	ADV
amfbr-2259	19	6	transforming	transform	VERB
amfbr-2259	19	7	due	due	ADP
amfbr-2259	19	8	to	to	ADP
amfbr-2259	19	9	rapid	rapid	ADJ
amfbr-2259	19	10	technological	technological	ADJ
amfbr-2259	19	11	advancements	advancement	NOUN
amfbr-2259	19	12	,	,	PUNCT
amfbr-2259	19	13	particularly	particularly	ADV
amfbr-2259	19	14	artificial	artificial	ADJ
amfbr-2259	19	15	intelligence	intelligence	NOUN
amfbr-2259	19	16	(	(	PUNCT
amfbr-2259	19	17	ai	ai	PROPN
amfbr-2259	19	18	)	)	PUNCT
amfbr-2259	19	19	(	(	PUNCT
amfbr-2259	19	20	el	el	PROPN
amfbr-2259	19	21	modni	modni	PROPN
amfbr-2259	19	22	&	&	CCONJ
amfbr-2259	19	23	el	el	PROPN
amfbr-2259	19	24	kabbouri	kabbouri	PROPN
amfbr-2259	19	25	,	,	PUNCT
amfbr-2259	19	26	2024	2024	NUM
amfbr-2259	19	27	)	)	PUNCT
amfbr-2259	19	28	.	.	PUNCT
amfbr-2259	20	1	this	this	DET
amfbr-2259	20	2	broad	broad	ADJ
amfbr-2259	20	3	field	field	NOUN
amfbr-2259	20	4	includes	include	VERB
amfbr-2259	20	5	technologies	technology	NOUN
amfbr-2259	20	6	such	such	ADJ
amfbr-2259	20	7	as	as	ADP
amfbr-2259	20	8	data	datum	NOUN
amfbr-2259	20	9	analytics	analytic	NOUN
amfbr-2259	20	10	,	,	PUNCT
amfbr-2259	20	11	machine	machine	NOUN
amfbr-2259	20	12	learning	learning	NOUN
amfbr-2259	20	13	(	(	PUNCT
amfbr-2259	20	14	ml	ml	NOUN
amfbr-2259	20	15	)	)	PUNCT
amfbr-2259	20	16	,	,	PUNCT
amfbr-2259	20	17	and	and	CCONJ
amfbr-2259	20	18	natural	natural	ADJ
amfbr-2259	20	19	language	language	NOUN
amfbr-2259	20	20	processing	processing	NOUN
amfbr-2259	20	21	(	(	PUNCT
amfbr-2259	20	22	nlp	nlp	NOUN
amfbr-2259	20	23	)	)	PUNCT
amfbr-2259	20	24	,	,	PUNCT
amfbr-2259	20	25	all	all	PRON
amfbr-2259	20	26	of	of	ADP
amfbr-2259	20	27	which	which	PRON
amfbr-2259	20	28	hold	hold	VERB
amfbr-2259	20	29	the	the	DET
amfbr-2259	20	30	potential	potential	NOUN
amfbr-2259	20	31	to	to	PART
amfbr-2259	20	32	change	change	VERB
amfbr-2259	20	33	investment	investment	NOUN
amfbr-2259	20	34	strategies	strategy	NOUN
amfbr-2259	20	35	fundamentally	fundamentally	ADV
amfbr-2259	20	36	(	(	PUNCT
amfbr-2259	20	37	rane	rane	PROPN
amfbr-2259	20	38	et	et	PROPN
amfbr-2259	20	39	al	al	PROPN
amfbr-2259	20	40	.	.	PROPN
amfbr-2259	20	41	,	,	PUNCT
amfbr-2259	20	42	2024	2024	NUM
amfbr-2259	20	43	)	)	PUNCT
amfbr-2259	20	44	.	.	PUNCT
amfbr-2259	21	1	in	in	ADP
amfbr-2259	21	2	the	the	DET
amfbr-2259	21	3	past	past	NOUN
amfbr-2259	21	4	decade	decade	NOUN
amfbr-2259	21	5	,	,	PUNCT
amfbr-2259	21	6	the	the	DET
amfbr-2259	21	7	adoption	adoption	NOUN
amfbr-2259	21	8	of	of	ADP
amfbr-2259	21	9	ai	ai	NOUN
amfbr-2259	21	10	in	in	ADP
amfbr-2259	21	11	finance	finance	NOUN
amfbr-2259	21	12	has	have	AUX
amfbr-2259	21	13	accelerated	accelerate	VERB
amfbr-2259	21	14	,	,	PUNCT
amfbr-2259	21	15	fueled	fuel	VERB
amfbr-2259	21	16	by	by	ADP
amfbr-2259	21	17	the	the	DET
amfbr-2259	21	18	vast	vast	ADJ
amfbr-2259	21	19	amounts	amount	NOUN
amfbr-2259	21	20	of	of	ADP
amfbr-2259	21	21	big	big	ADJ
amfbr-2259	21	22	data	datum	NOUN
amfbr-2259	21	23	available	available	ADJ
amfbr-2259	21	24	and	and	CCONJ
amfbr-2259	21	25	the	the	DET
amfbr-2259	21	26	demand	demand	NOUN
amfbr-2259	21	27	for	for	ADP
amfbr-2259	21	28	advanced	advanced	ADJ
amfbr-2259	21	29	analytical	analytical	ADJ
amfbr-2259	21	30	tools	tool	NOUN
amfbr-2259	21	31	to	to	PART
amfbr-2259	21	32	navigate	navigate	VERB
amfbr-2259	21	33	complex	complex	ADJ
amfbr-2259	21	34	market	market	NOUN
amfbr-2259	21	35	dynamics	dynamic	NOUN
amfbr-2259	21	36	(	(	PUNCT
amfbr-2259	21	37	kavin	kavin	PROPN
amfbr-2259	21	38	,	,	PUNCT
amfbr-2259	21	39	2023	2023	NUM
amfbr-2259	21	40	)	)	PUNCT
amfbr-2259	21	41	.	.	PUNCT
amfbr-2259	22	1	for	for	ADP
amfbr-2259	22	2	example	example	NOUN
amfbr-2259	22	3	,	,	PUNCT
amfbr-2259	22	4	machine	machine	NOUN
amfbr-2259	22	5	learning	learning	NOUN
amfbr-2259	22	6	algorithms	algorithm	NOUN
amfbr-2259	22	7	are	be	AUX
amfbr-2259	22	8	adept	adept	ADJ
amfbr-2259	22	9	at	at	ADP
amfbr-2259	22	10	uncovering	uncover	VERB
amfbr-2259	22	11	patterns	pattern	NOUN
amfbr-2259	22	12	in	in	ADP
amfbr-2259	22	13	historical	historical	ADJ
amfbr-2259	22	14	data	datum	NOUN
amfbr-2259	22	15	to	to	PART
amfbr-2259	22	16	forecast	forecast	VERB
amfbr-2259	22	17	future	future	ADJ
amfbr-2259	22	18	market	market	NOUN
amfbr-2259	22	19	trends	trend	NOUN
amfbr-2259	22	20	(	(	PUNCT
amfbr-2259	22	21	khan	khan	PROPN
amfbr-2259	22	22	et	et	PROPN
amfbr-2259	22	23	al	al	PROPN
amfbr-2259	22	24	.	.	PROPN
amfbr-2259	22	25	,	,	PUNCT
amfbr-2259	22	26	2020	2020	NUM
amfbr-2259	22	27	)	)	PUNCT
amfbr-2259	22	28	,	,	PUNCT
amfbr-2259	22	29	while	while	SCONJ
amfbr-2259	22	30	natural	natural	ADJ
amfbr-2259	22	31	language	language	NOUN
amfbr-2259	22	32	processing	processing	NOUN
amfbr-2259	22	33	can	can	AUX
amfbr-2259	22	34	analyze	analyze	VERB
amfbr-2259	22	35	unstructured	unstructured	ADJ
amfbr-2259	22	36	data	datum	NOUN
amfbr-2259	22	37	sources	source	NOUN
amfbr-2259	22	38	to	to	PART
amfbr-2259	22	39	gauge	gauge	VERB
amfbr-2259	22	40	market	market	NOUN
amfbr-2259	22	41	sentiment	sentiment	NOUN
amfbr-2259	22	42	and	and	CCONJ
amfbr-2259	22	43	investor	investor	NOUN
amfbr-2259	22	44	behavior	behavior	NOUN
amfbr-2259	22	45	(	(	PUNCT
amfbr-2259	22	46	bae	bae	NOUN
amfbr-2259	22	47	et	et	PROPN
amfbr-2259	22	48	al	al	PROPN
amfbr-2259	22	49	.	.	PROPN
amfbr-2259	22	50	,	,	PUNCT
amfbr-2259	22	51	2023	2023	NUM
amfbr-2259	22	52	)	)	PUNCT
amfbr-2259	22	53	.	.	PUNCT
amfbr-2259	23	1	traditionally	traditionally	ADV
amfbr-2259	23	2	reliant	reliant	ADJ
amfbr-2259	23	3	on	on	ADP
amfbr-2259	23	4	human	human	ADJ
amfbr-2259	23	5	expertise	expertise	NOUN
amfbr-2259	23	6	and	and	CCONJ
amfbr-2259	23	7	historical	historical	ADJ
amfbr-2259	23	8	data	datum	NOUN
amfbr-2259	23	9	,	,	PUNCT
amfbr-2259	23	10	investment	investment	NOUN
amfbr-2259	23	11	strategies	strategy	NOUN
amfbr-2259	23	12	increasingly	increasingly	ADV
amfbr-2259	23	13	incorporate	incorporate	VERB
amfbr-2259	23	14	aipowered	aipowere	VERB
amfbr-2259	23	15	tools	tool	NOUN
amfbr-2259	23	16	to	to	PART
amfbr-2259	23	17	efficiently	efficiently	ADV
amfbr-2259	23	18	process	process	VERB
amfbr-2259	23	19	and	and	CCONJ
amfbr-2259	23	20	analyze	analyze	VERB
amfbr-2259	23	21	vast	vast	ADJ
amfbr-2259	23	22	amounts	amount	NOUN
amfbr-2259	23	23	of	of	ADP
amfbr-2259	23	24	digital	digital	ADJ
amfbr-2259	23	25	information	information	NOUN
amfbr-2259	23	26	(	(	PUNCT
amfbr-2259	23	27	vincent	vincent	NOUN
amfbr-2259	23	28	,	,	PUNCT
amfbr-2259	23	29	2021	2021	NUM
amfbr-2259	23	30	)	)	PUNCT
amfbr-2259	23	31	.	.	PUNCT
amfbr-2259	24	1	these	these	DET
amfbr-2259	24	2	ai	ai	PROPN
amfbr-2259	24	3	technologies	technologies	PROPN
amfbr-2259	24	4	empower	empower	PROPN
amfbr-2259	24	5	investor	investor	NOUN
amfbr-2259	24	6	's	's	PART
amfbr-2259	24	7	extensive	extensive	ADJ
amfbr-2259	24	8	datasets	dataset	NOUN
amfbr-2259	24	9	,	,	PUNCT
amfbr-2259	24	10	identify	identify	VERB
amfbr-2259	24	11	emerging	emerge	VERB
amfbr-2259	24	12	patterns	pattern	NOUN
amfbr-2259	24	13	,	,	PUNCT
amfbr-2259	24	14	and	and	CCONJ
amfbr-2259	24	15	make	make	VERB
amfbr-2259	24	16	informed	informed	ADJ
amfbr-2259	24	17	decisions	decision	NOUN
amfbr-2259	24	18	at	at	ADP
amfbr-2259	24	19	unprecedented	unprecedented	ADJ
amfbr-2259	24	20	speeds	speed	NOUN
amfbr-2259	24	21	.	.	PUNCT
amfbr-2259	25	1	this	this	DET
amfbr-2259	25	2	capability	capability	NOUN
amfbr-2259	25	3	is	be	AUX
amfbr-2259	25	4	especially	especially	ADV
amfbr-2259	25	5	vital	vital	ADJ
amfbr-2259	25	6	in	in	ADP
amfbr-2259	25	7	today	today	NOUN
amfbr-2259	25	8	's	's	PART
amfbr-2259	25	9	rapidly	rapidly	ADV
amfbr-2259	25	10	evolving	evolve	VERB
amfbr-2259	25	11	financial	financial	ADJ
amfbr-2259	25	12	markets	market	NOUN
amfbr-2259	25	13	,	,	PUNCT
amfbr-2259	25	14	where	where	SCONJ
amfbr-2259	25	15	traditional	traditional	ADJ
amfbr-2259	25	16	investment	investment	NOUN
amfbr-2259	25	17	strategies	strategy	NOUN
amfbr-2259	25	18	may	may	AUX
amfbr-2259	25	19	need	need	VERB
amfbr-2259	25	20	to	to	PART
amfbr-2259	25	21	catch	catch	VERB
amfbr-2259	25	22	up	up	ADP
amfbr-2259	25	23	in	in	ADP
amfbr-2259	25	24	responsiveness	responsiveness	NOUN
amfbr-2259	25	25	and	and	CCONJ
amfbr-2259	25	26	adaptability	adaptability	NOUN
amfbr-2259	25	27	(	(	PUNCT
amfbr-2259	25	28	amirzadeh	amirzadeh	NOUN
amfbr-2259	25	29	et	et	PROPN
amfbr-2259	25	30	al	al	PROPN
amfbr-2259	25	31	.	.	PROPN
amfbr-2259	25	32	,	,	PUNCT
amfbr-2259	25	33	2022	2022	NUM
amfbr-2259	25	34	;	;	PUNCT
amfbr-2259	25	35	kavin	kavin	PROPN
amfbr-2259	25	36	,	,	PUNCT
amfbr-2259	25	37	2023	2023	NUM
amfbr-2259	25	38	)	)	PUNCT
amfbr-2259	25	39	.	.	PUNCT
amfbr-2259	26	1	investment	investment	NOUN
amfbr-2259	26	2	strategies	strategy	NOUN
amfbr-2259	26	3	often	often	ADV
amfbr-2259	26	4	use	use	VERB
amfbr-2259	26	5	historical	historical	ADJ
amfbr-2259	26	6	market	market	NOUN
amfbr-2259	26	7	data	datum	NOUN
amfbr-2259	26	8	to	to	PART
amfbr-2259	26	9	create	create	VERB
amfbr-2259	26	10	a	a	DET
amfbr-2259	26	11	diversified	diversified	ADJ
amfbr-2259	26	12	portfolio	portfolio	NOUN
amfbr-2259	26	13	at	at	ADP
amfbr-2259	26	14	the	the	DET
amfbr-2259	26	15	start	start	NOUN
amfbr-2259	26	16	of	of	ADP
amfbr-2259	26	17	a	a	DET
amfbr-2259	26	18	trading	trading	NOUN
amfbr-2259	26	19	period	period	NOUN
amfbr-2259	26	20	.	.	PUNCT
amfbr-2259	27	1	this	this	PRON
amfbr-2259	27	2	allows	allow	VERB
amfbr-2259	27	3	investors	investor	NOUN
amfbr-2259	27	4	to	to	PART
amfbr-2259	27	5	anticipate	anticipate	VERB
amfbr-2259	27	6	market	market	NOUN
amfbr-2259	27	7	fluctuations	fluctuation	NOUN
amfbr-2259	27	8	and	and	CCONJ
amfbr-2259	27	9	allocate	allocate	VERB
amfbr-2259	27	10	capital	capital	NOUN
amfbr-2259	27	11	strategically	strategically	ADV
amfbr-2259	27	12	.	.	PUNCT
amfbr-2259	28	1	by	by	ADP
amfbr-2259	28	2	analyzing	analyze	VERB
amfbr-2259	28	3	past	past	ADJ
amfbr-2259	28	4	trends	trend	NOUN
amfbr-2259	28	5	,	,	PUNCT
amfbr-2259	28	6	professionals	professional	NOUN
amfbr-2259	28	7	can	can	AUX
amfbr-2259	28	8	develop	develop	VERB
amfbr-2259	28	9	informed	informed	ADJ
amfbr-2259	28	10	strategies	strategy	NOUN
amfbr-2259	28	11	to	to	PART
amfbr-2259	28	12	maximize	maximize	VERB
amfbr-2259	28	13	returns	return	NOUN
amfbr-2259	28	14	while	while	SCONJ
amfbr-2259	28	15	minimizing	minimize	VERB
amfbr-2259	28	16	risk	risk	NOUN
amfbr-2259	28	17	(	(	PUNCT
amfbr-2259	28	18	evstigneev	evstigneev	PROPN
amfbr-2259	28	19	et	et	PROPN
amfbr-2259	28	20	al	al	PROPN
amfbr-2259	28	21	.	.	PROPN
amfbr-2259	28	22	,	,	PUNCT
amfbr-2259	28	23	2020	2020	NUM
amfbr-2259	28	24	)	)	PUNCT
amfbr-2259	28	25	.	.	PUNCT
amfbr-2259	29	1	the	the	DET
amfbr-2259	29	2	incorporation	incorporation	NOUN
amfbr-2259	29	3	of	of	ADP
amfbr-2259	29	4	ai	ai	ADJ
amfbr-2259	29	5	enhances	enhance	NOUN
amfbr-2259	29	6	predictive	predictive	ADJ
amfbr-2259	29	7	accuracy	accuracy	NOUN
amfbr-2259	29	8	and	and	CCONJ
amfbr-2259	29	9	facilitates	facilitate	VERB
amfbr-2259	29	10	the	the	DET
amfbr-2259	29	11	automation	automation	NOUN
amfbr-2259	29	12	of	of	ADP
amfbr-2259	29	13	various	various	ADJ
amfbr-2259	29	14	investment	investment	NOUN
amfbr-2259	29	15	tasks	task	NOUN
amfbr-2259	29	16	,	,	PUNCT
amfbr-2259	29	17	thereby	thereby	ADV
amfbr-2259	29	18	optimizing	optimize	VERB
amfbr-2259	29	19	overall	overall	ADJ
amfbr-2259	29	20	performance	performance	NOUN
amfbr-2259	29	21	(	(	PUNCT
amfbr-2259	29	22	kavin	kavin	PROPN
amfbr-2259	29	23	,	,	PUNCT
amfbr-2259	29	24	2023	2023	NUM
amfbr-2259	29	25	)	)	PUNCT
amfbr-2259	29	26	.	.	PUNCT
amfbr-2259	30	1	1corresponding	1corresponding	NUM
amfbr-2259	30	2	author	author	NOUN
amfbr-2259	30	3	:	:	PUNCT
amfbr-2259	30	4	orcid	orcid	PROPN
amfbr-2259	30	5	i	i	PRON
amfbr-2259	30	6	d	d	NOUN
amfbr-2259	30	7	:	:	PUNCT
amfbr-2259	30	8	0009	0009	NUM
amfbr-2259	30	9	-	-	PUNCT
amfbr-2259	30	10	0002	0002	NUM
amfbr-2259	30	11	-	-	PUNCT
amfbr-2259	30	12	4387	4387	NUM
amfbr-2259	30	13	-	-	PUNCT
amfbr-2259	30	14	2602	2602	NUM
amfbr-2259	30	15	©	©	ADP
amfbr-2259	30	16	2024	2024	NUM
amfbr-2259	30	17	by	by	ADP
amfbr-2259	30	18	the	the	DET
amfbr-2259	30	19	authors	author	NOUN
amfbr-2259	30	20	.	.	PUNCT
amfbr-2259	31	1	hosting	host	VERB
amfbr-2259	31	2	by	by	ADP
amfbr-2259	31	3	american	american	PROPN
amfbr-2259	31	4	finance	finance	PROPN
amfbr-2259	31	5	&	&	CCONJ
amfbr-2259	31	6	banking	banking	PROPN
amfbr-2259	31	7	society	society	NOUN
amfbr-2259	31	8	.	.	PUNCT
amfbr-2259	32	1	peer	peer	NOUN
amfbr-2259	32	2	review	review	NOUN
amfbr-2259	32	3	under	under	ADP
amfbr-2259	32	4	responsibility	responsibility	NOUN
amfbr-2259	32	5	of	of	ADP
amfbr-2259	32	6	american	american	PROPN
amfbr-2259	32	7	finance	finance	PROPN
amfbr-2259	32	8	&	&	CCONJ
amfbr-2259	32	9	banking	banking	PROPN
amfbr-2259	32	10	society	society	PROPN
amfbr-2259	32	11	,	,	PUNCT
amfbr-2259	32	12	usa	usa	PROPN
amfbr-2259	32	13	.	.	PROPN
amfbr-2259	32	14	https://doi.org/10.46281/amfbr.v9i1.2259	https://doi.org/10.46281/amfbr.v9i1.2259	PROPN
amfbr-2259	32	15	to	to	PART
amfbr-2259	32	16	cite	cite	VERB
amfbr-2259	32	17	this	this	DET
amfbr-2259	32	18	article	article	NOUN
amfbr-2259	32	19	:	:	PUNCT
amfbr-2259	32	20	monira	monira	PROPN
amfbr-2259	32	21	,	,	PUNCT
amfbr-2259	32	22	n.	n.	NOUN
amfbr-2259	32	23	a.	a.	NOUN
amfbr-2259	32	24	(	(	PUNCT
amfbr-2259	32	25	2024	2024	NUM
amfbr-2259	32	26	)	)	PUNCT
amfbr-2259	32	27	.	.	PUNCT
amfbr-2259	33	1	navigating	navigate	VERB
amfbr-2259	33	2	markets	market	NOUN
amfbr-2259	33	3	with	with	ADP
amfbr-2259	33	4	ai	ai	NOUN
amfbr-2259	33	5	:	:	PUNCT
amfbr-2259	33	6	the	the	DET
amfbr-2259	33	7	next	next	ADJ
amfbr-2259	33	8	frontier	frontier	NOUN
amfbr-2259	33	9	in	in	ADP
amfbr-2259	33	10	investment	investment	NOUN
amfbr-2259	33	11	strategy	strategy	NOUN
amfbr-2259	33	12	.	.	PUNCT
amfbr-2259	34	1	american	american	PROPN
amfbr-2259	34	2	finance	finance	PROPN
amfbr-2259	34	3	&	&	CCONJ
amfbr-2259	34	4	banking	banking	PROPN
amfbr-2259	34	5	review	review	PROPN
amfbr-2259	34	6	,	,	PUNCT
amfbr-2259	34	7	9(1	9(1	NUM
amfbr-2259	34	8	)	)	PUNCT
amfbr-2259	34	9	,	,	PUNCT
amfbr-2259	34	10	1	1	NUM
amfbr-2259	34	11	-	-	SYM
amfbr-2259	34	12	10	10	NUM
amfbr-2259	34	13	.	.	PUNCT
amfbr-2259	35	1	https://doi.org/10.46281/amfbr.v9i1.2259	https://doi.org/10.46281/amfbr.v9i1.2259	PROPN
amfbr-2259	35	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	35	3	)	)	PUNCT
amfbr-2259	35	4	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	35	5	)	)	PUNCT
amfbr-2259	35	6	https://www.openaccess.nl/en	https://www.openaccess.nl/en	PROPN
amfbr-2259	35	7	https://doi.org/10.46281/amfbr.v9i1.2259	https://doi.org/10.46281/amfbr.v9i1.2259	VERB
amfbr-2259	35	8	https://orcid.org/0009-0002-4387-2602	https://orcid.org/0009-0002-4387-2602	NOUN
amfbr-2259	35	9	monira	monira	ADJ
amfbr-2259	35	10	,	,	PUNCT
amfbr-2259	35	11	american	american	PROPN
amfbr-2259	35	12	finance	finance	PROPN
amfbr-2259	35	13	&	&	CCONJ
amfbr-2259	35	14	banking	banking	PROPN
amfbr-2259	35	15	review	review	NOUN
amfbr-2259	35	16	9(1	9(1	NUM
amfbr-2259	35	17	)	)	PUNCT
amfbr-2259	35	18	(	(	PUNCT
amfbr-2259	35	19	2024	2024	NUM
amfbr-2259	35	20	)	)	PUNCT
amfbr-2259	35	21	,	,	PUNCT
amfbr-2259	35	22	1	1	NUM
amfbr-2259	35	23	-	-	SYM
amfbr-2259	35	24	10	10	NUM
amfbr-2259	35	25	2	2	NUM
amfbr-2259	35	26	the	the	DET
amfbr-2259	35	27	financial	financial	ADJ
amfbr-2259	35	28	industry	industry	NOUN
amfbr-2259	35	29	is	be	AUX
amfbr-2259	35	30	witnessing	witness	VERB
amfbr-2259	35	31	a	a	DET
amfbr-2259	35	32	paradigm	paradigm	NOUN
amfbr-2259	35	33	shift	shift	NOUN
amfbr-2259	35	34	as	as	SCONJ
amfbr-2259	35	35	ai	ai	VERB
amfbr-2259	35	36	increasingly	increasingly	ADV
amfbr-2259	35	37	integrates	integrate	NOUN
amfbr-2259	35	38	into	into	ADP
amfbr-2259	35	39	hedge	hedge	NOUN
amfbr-2259	35	40	funds	fund	NOUN
amfbr-2259	35	41	,	,	PUNCT
amfbr-2259	35	42	investment	investment	NOUN
amfbr-2259	35	43	banks	bank	NOUN
amfbr-2259	35	44	,	,	PUNCT
amfbr-2259	35	45	and	and	CCONJ
amfbr-2259	35	46	asset	asset	NOUN
amfbr-2259	35	47	management	management	NOUN
amfbr-2259	35	48	firms	firm	NOUN
amfbr-2259	35	49	(	(	PUNCT
amfbr-2259	35	50	li	li	PROPN
amfbr-2259	35	51	et	et	PROPN
amfbr-2259	35	52	al	al	PROPN
amfbr-2259	35	53	.	.	PROPN
amfbr-2259	35	54	,	,	PUNCT
amfbr-2259	35	55	2024	2024	NUM
amfbr-2259	35	56	)	)	PUNCT
amfbr-2259	35	57	.	.	PUNCT
amfbr-2259	36	1	these	these	DET
amfbr-2259	36	2	organizations	organization	NOUN
amfbr-2259	36	3	increasingly	increasingly	ADV
amfbr-2259	36	4	leverage	leverage	NOUN
amfbr-2259	36	5	ai	ai	VERB
amfbr-2259	36	6	to	to	PART
amfbr-2259	36	7	improve	improve	VERB
amfbr-2259	36	8	efficiency	efficiency	NOUN
amfbr-2259	36	9	,	,	PUNCT
amfbr-2259	36	10	optimize	optimize	VERB
amfbr-2259	36	11	portfolios	portfolio	NOUN
amfbr-2259	36	12	,	,	PUNCT
amfbr-2259	36	13	and	and	CCONJ
amfbr-2259	36	14	manage	manage	VERB
amfbr-2259	36	15	risk	risk	NOUN
amfbr-2259	36	16	(	(	PUNCT
amfbr-2259	36	17	anand	anand	PROPN
amfbr-2259	36	18	et	et	PROPN
amfbr-2259	36	19	al	al	PROPN
amfbr-2259	36	20	.	.	PROPN
amfbr-2259	36	21	,	,	PUNCT
amfbr-2259	36	22	2024	2024	NUM
amfbr-2259	36	23	)	)	PUNCT
amfbr-2259	36	24	.	.	PUNCT
amfbr-2259	37	1	traditional	traditional	ADJ
amfbr-2259	37	2	asset	asset	NOUN
amfbr-2259	37	3	managers	manager	NOUN
amfbr-2259	37	4	are	be	AUX
amfbr-2259	37	5	beginning	begin	VERB
amfbr-2259	37	6	to	to	PART
amfbr-2259	37	7	incorporate	incorporate	VERB
amfbr-2259	37	8	ai	ai	ADJ
amfbr-2259	37	9	tools	tool	NOUN
amfbr-2259	37	10	to	to	PART
amfbr-2259	37	11	enhance	enhance	VERB
amfbr-2259	37	12	their	their	PRON
amfbr-2259	37	13	fundamental	fundamental	ADJ
amfbr-2259	37	14	analysis	analysis	NOUN
amfbr-2259	37	15	and	and	CCONJ
amfbr-2259	37	16	client	client	NOUN
amfbr-2259	37	17	interactions	interaction	NOUN
amfbr-2259	37	18	(	(	PUNCT
amfbr-2259	37	19	javaid	javaid	NOUN
amfbr-2259	37	20	,	,	PUNCT
amfbr-2259	37	21	2024	2024	NUM
amfbr-2259	37	22	)	)	PUNCT
amfbr-2259	37	23	.	.	PUNCT
amfbr-2259	38	1	this	this	DET
amfbr-2259	38	2	paradigm	paradigm	NOUN
amfbr-2259	38	3	shift	shift	NOUN
amfbr-2259	38	4	signifies	signify	VERB
amfbr-2259	38	5	a	a	DET
amfbr-2259	38	6	technological	technological	ADJ
amfbr-2259	38	7	revolution	revolution	NOUN
amfbr-2259	38	8	and	and	CCONJ
amfbr-2259	38	9	a	a	DET
amfbr-2259	38	10	cultural	cultural	ADJ
amfbr-2259	38	11	change	change	NOUN
amfbr-2259	38	12	within	within	ADP
amfbr-2259	38	13	the	the	DET
amfbr-2259	38	14	finance	finance	NOUN
amfbr-2259	38	15	industry	industry	NOUN
amfbr-2259	38	16	as	as	SCONJ
amfbr-2259	38	17	firms	firm	NOUN
amfbr-2259	38	18	adapt	adapt	VERB
amfbr-2259	38	19	to	to	ADP
amfbr-2259	38	20	the	the	DET
amfbr-2259	38	21	demands	demand	NOUN
amfbr-2259	38	22	of	of	ADP
amfbr-2259	38	23	a	a	DET
amfbr-2259	38	24	data	data	NOUN
amfbr-2259	38	25	-	-	PUNCT
amfbr-2259	38	26	driven	drive	VERB
amfbr-2259	38	27	landscape	landscape	NOUN
amfbr-2259	38	28	.	.	PUNCT
amfbr-2259	39	1	the	the	DET
amfbr-2259	39	2	value	value	NOUN
amfbr-2259	39	3	of	of	ADP
amfbr-2259	39	4	this	this	DET
amfbr-2259	39	5	research	research	NOUN
amfbr-2259	39	6	lies	lie	VERB
amfbr-2259	39	7	in	in	ADP
amfbr-2259	39	8	its	its	PRON
amfbr-2259	39	9	capacity	capacity	NOUN
amfbr-2259	39	10	to	to	PART
amfbr-2259	39	11	connect	connect	VERB
amfbr-2259	39	12	conventional	conventional	ADJ
amfbr-2259	39	13	investment	investment	NOUN
amfbr-2259	39	14	strategies	strategy	NOUN
amfbr-2259	39	15	with	with	ADP
amfbr-2259	39	16	innovative	innovative	ADJ
amfbr-2259	39	17	aidriven	aidriven	ADJ
amfbr-2259	39	18	approaches	approach	NOUN
amfbr-2259	39	19	.	.	PUNCT
amfbr-2259	40	1	although	although	SCONJ
amfbr-2259	40	2	previous	previous	ADJ
amfbr-2259	40	3	studies	study	NOUN
amfbr-2259	40	4	have	have	AUX
amfbr-2259	40	5	focused	focus	VERB
amfbr-2259	40	6	on	on	ADP
amfbr-2259	40	7	individual	individual	ADJ
amfbr-2259	40	8	components	component	NOUN
amfbr-2259	40	9	of	of	ADP
amfbr-2259	40	10	ai	ai	NOUN
amfbr-2259	40	11	in	in	ADP
amfbr-2259	40	12	finance	finance	NOUN
amfbr-2259	40	13	,	,	PUNCT
amfbr-2259	40	14	more	more	ADV
amfbr-2259	40	15	comprehensive	comprehensive	ADJ
amfbr-2259	40	16	research	research	NOUN
amfbr-2259	40	17	is	be	AUX
amfbr-2259	40	18	needed	need	VERB
amfbr-2259	40	19	to	to	PART
amfbr-2259	40	20	bring	bring	VERB
amfbr-2259	40	21	these	these	DET
amfbr-2259	40	22	findings	finding	NOUN
amfbr-2259	40	23	together	together	ADV
amfbr-2259	40	24	into	into	ADP
amfbr-2259	40	25	a	a	DET
amfbr-2259	40	26	unified	unified	ADJ
amfbr-2259	40	27	framework	framework	NOUN
amfbr-2259	40	28	.	.	PUNCT
amfbr-2259	41	1	such	such	DET
amfbr-2259	41	2	a	a	DET
amfbr-2259	41	3	framework	framework	NOUN
amfbr-2259	41	4	could	could	AUX
amfbr-2259	41	5	illuminate	illuminate	VERB
amfbr-2259	41	6	how	how	SCONJ
amfbr-2259	41	7	ai	ai	NOUN
amfbr-2259	41	8	can	can	AUX
amfbr-2259	41	9	be	be	AUX
amfbr-2259	41	10	effectively	effectively	ADV
amfbr-2259	41	11	harnessed	harness	VERB
amfbr-2259	41	12	within	within	ADP
amfbr-2259	41	13	investment	investment	NOUN
amfbr-2259	41	14	strategies	strategy	NOUN
amfbr-2259	41	15	(	(	PUNCT
amfbr-2259	41	16	kumar	kumar	PROPN
amfbr-2259	41	17	et	et	PROPN
amfbr-2259	41	18	al	al	PROPN
amfbr-2259	41	19	.	.	PROPN
amfbr-2259	41	20	,	,	PUNCT
amfbr-2259	41	21	2023	2023	NUM
amfbr-2259	41	22	)	)	PUNCT
amfbr-2259	41	23	.	.	PUNCT
amfbr-2259	42	1	while	while	SCONJ
amfbr-2259	42	2	the	the	DET
amfbr-2259	42	3	literature	literature	NOUN
amfbr-2259	42	4	on	on	ADP
amfbr-2259	42	5	ai	ai	PROPN
amfbr-2259	42	6	in	in	ADP
amfbr-2259	42	7	finance	finance	NOUN
amfbr-2259	42	8	continues	continue	VERB
amfbr-2259	42	9	to	to	PART
amfbr-2259	42	10	grow	grow	VERB
amfbr-2259	42	11	,	,	PUNCT
amfbr-2259	42	12	a	a	DET
amfbr-2259	42	13	notable	notable	ADJ
amfbr-2259	42	14	gap	gap	NOUN
amfbr-2259	42	15	exists	exist	VERB
amfbr-2259	42	16	in	in	ADP
amfbr-2259	42	17	understanding	understand	VERB
amfbr-2259	42	18	its	its	PRON
amfbr-2259	42	19	practical	practical	ADJ
amfbr-2259	42	20	applications	application	NOUN
amfbr-2259	42	21	within	within	ADP
amfbr-2259	42	22	investment	investment	NOUN
amfbr-2259	42	23	strategies	strategy	NOUN
amfbr-2259	42	24	.	.	PUNCT
amfbr-2259	43	1	many	many	ADJ
amfbr-2259	43	2	studies	study	NOUN
amfbr-2259	43	3	focus	focus	VERB
amfbr-2259	43	4	on	on	ADP
amfbr-2259	43	5	theoretical	theoretical	ADJ
amfbr-2259	43	6	models	model	NOUN
amfbr-2259	43	7	or	or	CCONJ
amfbr-2259	43	8	specific	specific	ADJ
amfbr-2259	43	9	ai	ai	NOUN
amfbr-2259	43	10	techniques	technique	NOUN
amfbr-2259	43	11	and	and	CCONJ
amfbr-2259	43	12	must	must	AUX
amfbr-2259	43	13	address	address	VERB
amfbr-2259	43	14	how	how	SCONJ
amfbr-2259	43	15	these	these	DET
amfbr-2259	43	16	technologies	technology	NOUN
amfbr-2259	43	17	can	can	AUX
amfbr-2259	43	18	be	be	AUX
amfbr-2259	43	19	integrated	integrate	VERB
amfbr-2259	43	20	into	into	ADP
amfbr-2259	43	21	real	real	ADJ
amfbr-2259	43	22	-	-	PUNCT
amfbr-2259	43	23	world	world	NOUN
amfbr-2259	43	24	investment	investment	NOUN
amfbr-2259	43	25	practices	practice	NOUN
amfbr-2259	43	26	(	(	PUNCT
amfbr-2259	43	27	alessandretti	alessandretti	NOUN
amfbr-2259	43	28	et	et	PROPN
amfbr-2259	43	29	al	al	PROPN
amfbr-2259	43	30	.	.	PROPN
amfbr-2259	43	31	,	,	PUNCT
amfbr-2259	43	32	2018	2018	NUM
amfbr-2259	43	33	)	)	PUNCT
amfbr-2259	43	34	.	.	PUNCT
amfbr-2259	44	1	additionally	additionally	ADV
amfbr-2259	44	2	,	,	PUNCT
amfbr-2259	44	3	ethical	ethical	ADJ
amfbr-2259	44	4	concerns	concern	NOUN
amfbr-2259	44	5	and	and	CCONJ
amfbr-2259	44	6	potential	potential	ADJ
amfbr-2259	44	7	risks	risk	NOUN
amfbr-2259	44	8	related	relate	VERB
amfbr-2259	44	9	to	to	ADP
amfbr-2259	44	10	the	the	DET
amfbr-2259	44	11	adoption	adoption	NOUN
amfbr-2259	44	12	of	of	ADP
amfbr-2259	44	13	ai	ai	NOUN
amfbr-2259	44	14	in	in	ADP
amfbr-2259	44	15	finance	finance	NOUN
amfbr-2259	44	16	are	be	AUX
amfbr-2259	44	17	often	often	ADV
amfbr-2259	44	18	overlooked	overlook	VERB
amfbr-2259	44	19	,	,	PUNCT
amfbr-2259	44	20	necessitating	necessitate	VERB
amfbr-2259	44	21	a	a	DET
amfbr-2259	44	22	more	more	ADV
amfbr-2259	44	23	nuanced	nuanced	ADJ
amfbr-2259	44	24	exploration	exploration	NOUN
amfbr-2259	44	25	of	of	ADP
amfbr-2259	44	26	these	these	DET
amfbr-2259	44	27	issues	issue	NOUN
amfbr-2259	44	28	(	(	PUNCT
amfbr-2259	44	29	osasona	osasona	PROPN
amfbr-2259	44	30	et	et	PROPN
amfbr-2259	44	31	al	al	PROPN
amfbr-2259	44	32	.	.	PROPN
amfbr-2259	44	33	,	,	PUNCT
amfbr-2259	44	34	2024	2024	NUM
amfbr-2259	44	35	)	)	PUNCT
amfbr-2259	44	36	.	.	PUNCT
amfbr-2259	45	1	this	this	DET
amfbr-2259	45	2	paper	paper	NOUN
amfbr-2259	45	3	seeks	seek	VERB
amfbr-2259	45	4	to	to	PART
amfbr-2259	45	5	bridge	bridge	VERB
amfbr-2259	45	6	this	this	DET
amfbr-2259	45	7	gap	gap	NOUN
amfbr-2259	45	8	by	by	ADP
amfbr-2259	45	9	conducting	conduct	VERB
amfbr-2259	45	10	an	an	DET
amfbr-2259	45	11	indepth	indepth	ADJ
amfbr-2259	45	12	analysis	analysis	NOUN
amfbr-2259	45	13	of	of	ADP
amfbr-2259	45	14	ai	ai	NOUN
amfbr-2259	45	15	in	in	ADP
amfbr-2259	45	16	real	real	ADJ
amfbr-2259	45	17	-	-	PUNCT
amfbr-2259	45	18	world	world	NOUN
amfbr-2259	45	19	investment	investment	NOUN
amfbr-2259	45	20	strategies	strategy	NOUN
amfbr-2259	45	21	,	,	PUNCT
amfbr-2259	45	22	highlighting	highlight	VERB
amfbr-2259	45	23	its	its	PRON
amfbr-2259	45	24	implications	implication	NOUN
amfbr-2259	45	25	for	for	ADP
amfbr-2259	45	26	investors	investor	NOUN
amfbr-2259	45	27	and	and	CCONJ
amfbr-2259	45	28	financial	financial	ADJ
amfbr-2259	45	29	institutions	institution	NOUN
amfbr-2259	45	30	.	.	PUNCT
amfbr-2259	46	1	thus	thus	ADV
amfbr-2259	46	2	,	,	PUNCT
amfbr-2259	46	3	the	the	DET
amfbr-2259	46	4	objective	objective	NOUN
amfbr-2259	46	5	is	be	AUX
amfbr-2259	46	6	to	to	PART
amfbr-2259	46	7	thoroughly	thoroughly	ADV
amfbr-2259	46	8	explore	explore	VERB
amfbr-2259	46	9	the	the	DET
amfbr-2259	46	10	diverse	diverse	ADJ
amfbr-2259	46	11	role	role	NOUN
amfbr-2259	46	12	of	of	ADP
amfbr-2259	46	13	ai	ai	VERB
amfbr-2259	46	14	in	in	ADP
amfbr-2259	46	15	investment	investment	NOUN
amfbr-2259	46	16	strategies	strategy	NOUN
amfbr-2259	46	17	,	,	PUNCT
amfbr-2259	46	18	focusing	focus	VERB
amfbr-2259	46	19	on	on	ADP
amfbr-2259	46	20	its	its	PRON
amfbr-2259	46	21	predictive	predictive	ADJ
amfbr-2259	46	22	capabilities	capability	NOUN
amfbr-2259	46	23	,	,	PUNCT
amfbr-2259	46	24	data	datum	NOUN
amfbr-2259	46	25	management	management	NOUN
amfbr-2259	46	26	efficiencies	efficiency	NOUN
amfbr-2259	46	27	,	,	PUNCT
amfbr-2259	46	28	and	and	CCONJ
amfbr-2259	46	29	user	user	NOUN
amfbr-2259	46	30	engagement	engagement	NOUN
amfbr-2259	46	31	enhancements	enhancement	NOUN
amfbr-2259	46	32	.	.	PUNCT
amfbr-2259	47	1	this	this	DET
amfbr-2259	47	2	study	study	NOUN
amfbr-2259	47	3	utilizes	utilize	VERB
amfbr-2259	47	4	a	a	DET
amfbr-2259	47	5	qualitative	qualitative	ADJ
amfbr-2259	47	6	method	method	NOUN
amfbr-2259	47	7	to	to	PART
amfbr-2259	47	8	obtain	obtain	VERB
amfbr-2259	47	9	information	information	NOUN
amfbr-2259	47	10	from	from	ADP
amfbr-2259	47	11	existing	exist	VERB
amfbr-2259	47	12	literature	literature	NOUN
amfbr-2259	47	13	reviews	review	NOUN
amfbr-2259	47	14	and	and	CCONJ
amfbr-2259	47	15	various	various	ADJ
amfbr-2259	47	16	case	case	NOUN
amfbr-2259	47	17	studies	study	NOUN
amfbr-2259	47	18	.	.	PUNCT
amfbr-2259	48	1	by	by	ADP
amfbr-2259	48	2	integrating	integrate	VERB
amfbr-2259	48	3	insights	insight	NOUN
amfbr-2259	48	4	from	from	ADP
amfbr-2259	48	5	those	those	DET
amfbr-2259	48	6	studies	study	NOUN
amfbr-2259	48	7	,	,	PUNCT
amfbr-2259	48	8	his	his	PRON
amfbr-2259	48	9	research	research	NOUN
amfbr-2259	48	10	aspires	aspire	VERB
amfbr-2259	48	11	to	to	PART
amfbr-2259	48	12	shed	shed	VERB
amfbr-2259	48	13	light	light	NOUN
amfbr-2259	48	14	on	on	ADP
amfbr-2259	48	15	the	the	DET
amfbr-2259	48	16	practical	practical	ADJ
amfbr-2259	48	17	applications	application	NOUN
amfbr-2259	48	18	of	of	ADP
amfbr-2259	48	19	ai	ai	NOUN
amfbr-2259	48	20	,	,	PUNCT
amfbr-2259	48	21	emerging	emerge	VERB
amfbr-2259	48	22	trends	trend	NOUN
amfbr-2259	48	23	,	,	PUNCT
amfbr-2259	48	24	and	and	CCONJ
amfbr-2259	48	25	future	future	ADJ
amfbr-2259	48	26	directions	direction	NOUN
amfbr-2259	48	27	.	.	PUNCT
amfbr-2259	49	1	furthermore	furthermore	ADV
amfbr-2259	49	2	,	,	PUNCT
amfbr-2259	49	3	the	the	DET
amfbr-2259	49	4	paper	paper	NOUN
amfbr-2259	49	5	will	will	AUX
amfbr-2259	49	6	delve	delve	VERB
amfbr-2259	49	7	into	into	ADP
amfbr-2259	49	8	the	the	DET
amfbr-2259	49	9	challenges	challenge	NOUN
amfbr-2259	49	10	and	and	CCONJ
amfbr-2259	49	11	considerations	consideration	NOUN
amfbr-2259	49	12	of	of	ADP
amfbr-2259	49	13	ai	ai	ADJ
amfbr-2259	49	14	adoption	adoption	NOUN
amfbr-2259	49	15	in	in	ADP
amfbr-2259	49	16	investment	investment	NOUN
amfbr-2259	49	17	practices	practice	NOUN
amfbr-2259	49	18	,	,	PUNCT
amfbr-2259	49	19	providing	provide	VERB
amfbr-2259	49	20	a	a	DET
amfbr-2259	49	21	holistic	holistic	ADJ
amfbr-2259	49	22	view	view	NOUN
amfbr-2259	49	23	of	of	ADP
amfbr-2259	49	24	this	this	DET
amfbr-2259	49	25	transformative	transformative	ADJ
amfbr-2259	49	26	technology	technology	NOUN
amfbr-2259	49	27	.	.	PUNCT
amfbr-2259	50	1	the	the	DET
amfbr-2259	50	2	later	later	ADJ
amfbr-2259	50	3	parts	part	NOUN
amfbr-2259	50	4	of	of	ADP
amfbr-2259	50	5	this	this	DET
amfbr-2259	50	6	paper	paper	NOUN
amfbr-2259	50	7	include	include	VERB
amfbr-2259	50	8	a	a	DET
amfbr-2259	50	9	literature	literature	NOUN
amfbr-2259	50	10	review	review	NOUN
amfbr-2259	50	11	,	,	PUNCT
amfbr-2259	50	12	materials	material	NOUN
amfbr-2259	50	13	and	and	CCONJ
amfbr-2259	50	14	methods	method	NOUN
amfbr-2259	50	15	,	,	PUNCT
amfbr-2259	50	16	discussions	discussion	NOUN
amfbr-2259	50	17	,	,	PUNCT
amfbr-2259	50	18	case	case	NOUN
amfbr-2259	50	19	study	study	NOUN
amfbr-2259	50	20	analysis	analysis	NOUN
amfbr-2259	50	21	,	,	PUNCT
amfbr-2259	50	22	future	future	ADJ
amfbr-2259	50	23	research	research	NOUN
amfbr-2259	50	24	opportunities	opportunity	NOUN
amfbr-2259	50	25	,	,	PUNCT
amfbr-2259	50	26	and	and	CCONJ
amfbr-2259	50	27	a	a	DET
amfbr-2259	50	28	conclusion	conclusion	NOUN
amfbr-2259	50	29	.	.	PUNCT
amfbr-2259	51	1	the	the	DET
amfbr-2259	51	2	literature	literature	NOUN
amfbr-2259	51	3	review	review	NOUN
amfbr-2259	51	4	will	will	AUX
amfbr-2259	51	5	comprehensively	comprehensively	ADV
amfbr-2259	51	6	overview	overview	VERB
amfbr-2259	51	7	ai	ai	ADJ
amfbr-2259	51	8	integration	integration	NOUN
amfbr-2259	51	9	into	into	ADP
amfbr-2259	51	10	investment	investment	NOUN
amfbr-2259	51	11	strategies	strategy	NOUN
amfbr-2259	51	12	.	.	PUNCT
amfbr-2259	52	1	materials	material	NOUN
amfbr-2259	52	2	and	and	CCONJ
amfbr-2259	52	3	methods	method	NOUN
amfbr-2259	52	4	used	use	VERB
amfbr-2259	52	5	in	in	ADP
amfbr-2259	52	6	this	this	DET
amfbr-2259	52	7	study	study	NOUN
amfbr-2259	52	8	are	be	AUX
amfbr-2259	52	9	qualitative	qualitative	ADJ
amfbr-2259	52	10	,	,	PUNCT
amfbr-2259	52	11	showing	show	VERB
amfbr-2259	52	12	the	the	DET
amfbr-2259	52	13	multifaceted	multifaceted	ADJ
amfbr-2259	52	14	roles	role	NOUN
amfbr-2259	52	15	of	of	ADP
amfbr-2259	52	16	artificial	artificial	ADJ
amfbr-2259	52	17	intelligence	intelligence	NOUN
amfbr-2259	52	18	(	(	PUNCT
amfbr-2259	52	19	ai	ai	NOUN
amfbr-2259	52	20	)	)	PUNCT
amfbr-2259	52	21	in	in	ADP
amfbr-2259	52	22	investment	investment	NOUN
amfbr-2259	52	23	strategy	strategy	NOUN
amfbr-2259	52	24	.	.	PUNCT
amfbr-2259	53	1	major	major	ADJ
amfbr-2259	53	2	findings	finding	NOUN
amfbr-2259	53	3	of	of	ADP
amfbr-2259	53	4	the	the	DET
amfbr-2259	53	5	study	study	NOUN
amfbr-2259	53	6	will	will	AUX
amfbr-2259	53	7	be	be	AUX
amfbr-2259	53	8	discussed	discuss	VERB
amfbr-2259	53	9	in	in	ADP
amfbr-2259	53	10	the	the	DET
amfbr-2259	53	11	discussion	discussion	NOUN
amfbr-2259	53	12	part	part	NOUN
amfbr-2259	53	13	.	.	PUNCT
amfbr-2259	54	1	case	case	NOUN
amfbr-2259	54	2	study	study	NOUN
amfbr-2259	54	3	analysis	analysis	NOUN
amfbr-2259	54	4	will	will	AUX
amfbr-2259	54	5	show	show	VERB
amfbr-2259	54	6	how	how	SCONJ
amfbr-2259	54	7	ai	ai	AUX
amfbr-2259	54	8	is	be	AUX
amfbr-2259	54	9	reshaping	reshape	VERB
amfbr-2259	54	10	the	the	DET
amfbr-2259	54	11	competitive	competitive	ADJ
amfbr-2259	54	12	landscape	landscape	NOUN
amfbr-2259	54	13	of	of	ADP
amfbr-2259	54	14	the	the	DET
amfbr-2259	54	15	investment	investment	NOUN
amfbr-2259	54	16	strategy	strategy	NOUN
amfbr-2259	54	17	.	.	PUNCT
amfbr-2259	55	1	future	future	ADJ
amfbr-2259	55	2	research	research	NOUN
amfbr-2259	55	3	opportunities	opportunity	NOUN
amfbr-2259	55	4	will	will	AUX
amfbr-2259	55	5	provide	provide	VERB
amfbr-2259	55	6	a	a	DET
amfbr-2259	55	7	direction	direction	NOUN
amfbr-2259	55	8	to	to	ADP
amfbr-2259	55	9	some	some	DET
amfbr-2259	55	10	areas	area	NOUN
amfbr-2259	55	11	where	where	SCONJ
amfbr-2259	55	12	research	research	NOUN
amfbr-2259	55	13	can	can	AUX
amfbr-2259	55	14	be	be	AUX
amfbr-2259	55	15	conducted	conduct	VERB
amfbr-2259	55	16	.	.	PUNCT
amfbr-2259	56	1	finally	finally	ADV
amfbr-2259	56	2	,	,	PUNCT
amfbr-2259	56	3	the	the	DET
amfbr-2259	56	4	study	study	NOUN
amfbr-2259	56	5	will	will	AUX
amfbr-2259	56	6	end	end	VERB
amfbr-2259	56	7	with	with	ADP
amfbr-2259	56	8	the	the	DET
amfbr-2259	56	9	concluding	conclude	VERB
amfbr-2259	56	10	part	part	NOUN
amfbr-2259	56	11	,	,	PUNCT
amfbr-2259	56	12	which	which	PRON
amfbr-2259	56	13	will	will	AUX
amfbr-2259	56	14	summarize	summarize	VERB
amfbr-2259	56	15	the	the	DET
amfbr-2259	56	16	key	key	ADJ
amfbr-2259	56	17	points	point	NOUN
amfbr-2259	56	18	.	.	PUNCT
amfbr-2259	57	1	literature	literature	NOUN
amfbr-2259	57	2	review	review	VERB
amfbr-2259	57	3	the	the	DET
amfbr-2259	57	4	financial	financial	ADJ
amfbr-2259	57	5	landscape	landscape	NOUN
amfbr-2259	57	6	is	be	AUX
amfbr-2259	57	7	transforming	transform	VERB
amfbr-2259	57	8	as	as	SCONJ
amfbr-2259	57	9	artificial	artificial	ADJ
amfbr-2259	57	10	intelligence	intelligence	NOUN
amfbr-2259	57	11	(	(	PUNCT
amfbr-2259	57	12	ai	ai	VERB
amfbr-2259	57	13	)	)	PUNCT
amfbr-2259	57	14	is	be	AUX
amfbr-2259	57	15	increasingly	increasingly	ADV
amfbr-2259	57	16	integrated	integrate	VERB
amfbr-2259	57	17	into	into	ADP
amfbr-2259	57	18	investment	investment	NOUN
amfbr-2259	57	19	strategies	strategy	NOUN
amfbr-2259	57	20	,	,	PUNCT
amfbr-2259	57	21	harnessing	harness	VERB
amfbr-2259	57	22	ai	ai	PROPN
amfbr-2259	57	23	's	's	PART
amfbr-2259	57	24	ability	ability	NOUN
amfbr-2259	57	25	to	to	PART
amfbr-2259	57	26	process	process	VERB
amfbr-2259	57	27	extensive	extensive	ADJ
amfbr-2259	57	28	datasets	dataset	NOUN
amfbr-2259	57	29	,	,	PUNCT
amfbr-2259	57	30	identify	identify	VERB
amfbr-2259	57	31	patterns	pattern	NOUN
amfbr-2259	57	32	,	,	PUNCT
amfbr-2259	57	33	and	and	CCONJ
amfbr-2259	57	34	adapt	adapt	VERB
amfbr-2259	57	35	to	to	ADP
amfbr-2259	57	36	ever	ever	ADV
amfbr-2259	57	37	-	-	PUNCT
amfbr-2259	57	38	changing	change	VERB
amfbr-2259	57	39	market	market	NOUN
amfbr-2259	57	40	dynamics	dynamic	NOUN
amfbr-2259	57	41	.	.	PUNCT
amfbr-2259	58	1	the	the	DET
amfbr-2259	58	2	following	follow	VERB
amfbr-2259	58	3	discussion	discussion	NOUN
amfbr-2259	58	4	will	will	AUX
amfbr-2259	58	5	give	give	VERB
amfbr-2259	58	6	a	a	DET
amfbr-2259	58	7	comprehensive	comprehensive	ADJ
amfbr-2259	58	8	overview	overview	NOUN
amfbr-2259	58	9	of	of	ADP
amfbr-2259	58	10	this	this	DET
amfbr-2259	58	11	integration	integration	NOUN
amfbr-2259	58	12	.	.	PUNCT
amfbr-2259	59	1	artificial	artificial	ADJ
amfbr-2259	59	2	intelligence	intelligence	NOUN
amfbr-2259	59	3	john	john	PROPN
amfbr-2259	59	4	mccarthy	mccarthy	PROPN
amfbr-2259	59	5	,	,	PUNCT
amfbr-2259	59	6	a	a	DET
amfbr-2259	59	7	distinguished	distinguished	ADJ
amfbr-2259	59	8	mathematician	mathematician	ADJ
amfbr-2259	59	9	and	and	CCONJ
amfbr-2259	59	10	computer	computer	NOUN
amfbr-2259	59	11	scientist	scientist	NOUN
amfbr-2259	59	12	,	,	PUNCT
amfbr-2259	59	13	first	first	ADV
amfbr-2259	59	14	coined	coin	VERB
amfbr-2259	59	15	the	the	DET
amfbr-2259	59	16	term	term	NOUN
amfbr-2259	59	17	"	"	PUNCT
amfbr-2259	59	18	artificial	artificial	ADJ
amfbr-2259	59	19	intelligence	intelligence	NOUN
amfbr-2259	59	20	"	"	PUNCT
amfbr-2259	59	21	,	,	PUNCT
amfbr-2259	59	22	which	which	PRON
amfbr-2259	59	23	is	be	AUX
amfbr-2259	59	24	mentioned	mention	VERB
amfbr-2259	59	25	in	in	ADP
amfbr-2259	59	26	garg	garg	NOUN
amfbr-2259	59	27	’s	’s	PART
amfbr-2259	59	28	(	(	PUNCT
amfbr-2259	59	29	2021	2021	NUM
amfbr-2259	59	30	)	)	PUNCT
amfbr-2259	59	31	;	;	PUNCT
amfbr-2259	59	32	kallini	kallini	PROPN
amfbr-2259	59	33	and	and	CCONJ
amfbr-2259	59	34	moriarty	moriarty	PROPN
amfbr-2259	59	35	(	(	PUNCT
amfbr-2259	59	36	2022	2022	NUM
amfbr-2259	59	37	)	)	PUNCT
amfbr-2259	59	38	study	study	NOUN
amfbr-2259	59	39	.	.	PUNCT
amfbr-2259	60	1	abele	abele	PROPN
amfbr-2259	60	2	and	and	CCONJ
amfbr-2259	60	3	d’onofrio	d’onofrio	PROPN
amfbr-2259	60	4	(	(	PUNCT
amfbr-2259	60	5	2020	2020	NUM
amfbr-2259	60	6	)	)	PUNCT
amfbr-2259	60	7	,	,	PUNCT
amfbr-2259	60	8	along	along	ADP
amfbr-2259	60	9	with	with	ADP
amfbr-2259	60	10	mich	mich	NOUN
amfbr-2259	60	11	(	(	PUNCT
amfbr-2259	60	12	2020	2020	NUM
amfbr-2259	60	13	)	)	PUNCT
amfbr-2259	60	14	and	and	CCONJ
amfbr-2259	60	15	madakam	madakam	PROPN
amfbr-2259	60	16	et	et	PROPN
amfbr-2259	60	17	al	al	PROPN
amfbr-2259	60	18	.	.	PROPN
amfbr-2259	60	19	(	(	PUNCT
amfbr-2259	60	20	2022	2022	NUM
amfbr-2259	60	21	)	)	PUNCT
amfbr-2259	60	22	,	,	PUNCT
amfbr-2259	60	23	defined	define	VERB
amfbr-2259	60	24	artificial	artificial	ADJ
amfbr-2259	60	25	intelligence	intelligence	NOUN
amfbr-2259	60	26	,	,	PUNCT
amfbr-2259	60	27	or	or	CCONJ
amfbr-2259	60	28	machine	machine	NOUN
amfbr-2259	60	29	intelligence	intelligence	NOUN
amfbr-2259	60	30	,	,	PUNCT
amfbr-2259	60	31	as	as	ADP
amfbr-2259	60	32	a	a	DET
amfbr-2259	60	33	general	general	ADJ
amfbr-2259	60	34	term	term	NOUN
amfbr-2259	60	35	that	that	PRON
amfbr-2259	60	36	is	be	AUX
amfbr-2259	60	37	used	use	VERB
amfbr-2259	60	38	to	to	PART
amfbr-2259	60	39	describe	describe	VERB
amfbr-2259	60	40	a	a	DET
amfbr-2259	60	41	machine	machine	NOUN
amfbr-2259	60	42	's	's	PART
amfbr-2259	60	43	capacity	capacity	NOUN
amfbr-2259	60	44	to	to	PART
amfbr-2259	60	45	perform	perform	VERB
amfbr-2259	60	46	tasks	task	NOUN
amfbr-2259	60	47	that	that	PRON
amfbr-2259	60	48	typically	typically	ADV
amfbr-2259	60	49	require	require	VERB
amfbr-2259	60	50	human	human	ADJ
amfbr-2259	60	51	intelligence	intelligence	NOUN
amfbr-2259	60	52	.	.	PUNCT
amfbr-2259	61	1	according	accord	VERB
amfbr-2259	61	2	to	to	ADP
amfbr-2259	61	3	kallini	kallini	PROPN
amfbr-2259	61	4	and	and	CCONJ
amfbr-2259	61	5	moriarty	moriarty	NOUN
amfbr-2259	61	6	(	(	PUNCT
amfbr-2259	61	7	2022	2022	NUM
amfbr-2259	61	8	)	)	PUNCT
amfbr-2259	61	9	,	,	PUNCT
amfbr-2259	61	10	lynn	lynn	PROPN
amfbr-2259	61	11	parker	parker	PROPN
amfbr-2259	61	12	,	,	PUNCT
amfbr-2259	61	13	director	director	NOUN
amfbr-2259	61	14	of	of	ADP
amfbr-2259	61	15	the	the	DET
amfbr-2259	61	16	division	division	NOUN
amfbr-2259	61	17	of	of	ADP
amfbr-2259	61	18	information	information	NOUN
amfbr-2259	61	19	and	and	CCONJ
amfbr-2259	61	20	intelligent	intelligent	ADJ
amfbr-2259	61	21	systems	system	NOUN
amfbr-2259	61	22	at	at	ADP
amfbr-2259	61	23	the	the	DET
amfbr-2259	61	24	national	national	PROPN
amfbr-2259	61	25	science	science	PROPN
amfbr-2259	61	26	foundation	foundation	PROPN
amfbr-2259	61	27	,	,	PUNCT
amfbr-2259	61	28	emphasizes	emphasize	VERB
amfbr-2259	61	29	that	that	SCONJ
amfbr-2259	61	30	ai	ai	VERB
amfbr-2259	61	31	encompasses	encompass	VERB
amfbr-2259	61	32	a	a	DET
amfbr-2259	61	33	variety	variety	NOUN
amfbr-2259	61	34	of	of	ADP
amfbr-2259	61	35	methods	method	NOUN
amfbr-2259	61	36	and	and	CCONJ
amfbr-2259	61	37	technologies	technology	NOUN
amfbr-2259	61	38	that	that	PRON
amfbr-2259	61	39	make	make	VERB
amfbr-2259	61	40	software	software	NOUN
amfbr-2259	61	41	seem	seem	VERB
amfbr-2259	61	42	intelligent	intelligent	ADJ
amfbr-2259	61	43	.	.	PUNCT
amfbr-2259	62	1	loureiro	loureiro	PROPN
amfbr-2259	62	2	et	et	PROPN
amfbr-2259	62	3	al	al	PROPN
amfbr-2259	62	4	.	.	PROPN
amfbr-2259	63	1	(	(	PUNCT
amfbr-2259	63	2	2021	2021	NUM
amfbr-2259	63	3	)	)	PUNCT
amfbr-2259	63	4	revealed	reveal	VERB
amfbr-2259	63	5	in	in	ADP
amfbr-2259	63	6	their	their	PRON
amfbr-2259	63	7	study	study	NOUN
amfbr-2259	63	8	that	that	PRON
amfbr-2259	63	9	ai	ai	VERB
amfbr-2259	63	10	has	have	AUX
amfbr-2259	63	11	been	be	AUX
amfbr-2259	63	12	integrated	integrate	VERB
amfbr-2259	63	13	into	into	ADP
amfbr-2259	63	14	businesses	business	NOUN
amfbr-2259	63	15	since	since	SCONJ
amfbr-2259	63	16	the	the	DET
amfbr-2259	63	17	1980s	1980s	NUM
amfbr-2259	63	18	,	,	PUNCT
amfbr-2259	63	19	with	with	ADP
amfbr-2259	63	20	companies	company	NOUN
amfbr-2259	63	21	investing	invest	VERB
amfbr-2259	63	22	in	in	ADP
amfbr-2259	63	23	and	and	CCONJ
amfbr-2259	63	24	developing	develop	VERB
amfbr-2259	63	25	computer	computer	NOUN
amfbr-2259	63	26	vision	vision	NOUN
amfbr-2259	63	27	systems	system	NOUN
amfbr-2259	63	28	,	,	PUNCT
amfbr-2259	63	29	robots	robot	NOUN
amfbr-2259	63	30	,	,	PUNCT
amfbr-2259	63	31	expert	expert	NOUN
amfbr-2259	63	32	systems	system	NOUN
amfbr-2259	63	33	,	,	PUNCT
amfbr-2259	63	34	and	and	CCONJ
amfbr-2259	63	35	related	related	ADJ
amfbr-2259	63	36	software	software	NOUN
amfbr-2259	63	37	and	and	CCONJ
amfbr-2259	63	38	hardware	hardware	NOUN
amfbr-2259	63	39	.	.	PUNCT
amfbr-2259	64	1	krichen	krichen	NOUN
amfbr-2259	64	2	and	and	CCONJ
amfbr-2259	64	3	abdalzaher	abdalzaher	ADV
amfbr-2259	64	4	(	(	PUNCT
amfbr-2259	64	5	2024	2024	NUM
amfbr-2259	64	6	)	)	PUNCT
amfbr-2259	64	7	identified	identify	VERB
amfbr-2259	64	8	that	that	SCONJ
amfbr-2259	64	9	the	the	DET
amfbr-2259	64	10	significant	significant	ADJ
amfbr-2259	64	11	advancements	advancement	NOUN
amfbr-2259	64	12	in	in	ADP
amfbr-2259	64	13	ai	ai	PROPN
amfbr-2259	64	14	result	result	NOUN
amfbr-2259	64	15	from	from	ADP
amfbr-2259	64	16	three	three	NUM
amfbr-2259	64	17	primary	primary	ADJ
amfbr-2259	64	18	factors	factor	NOUN
amfbr-2259	64	19	:	:	PUNCT
amfbr-2259	64	20	the	the	DET
amfbr-2259	64	21	availability	availability	NOUN
amfbr-2259	64	22	of	of	ADP
amfbr-2259	64	23	large	large	ADJ
amfbr-2259	64	24	datasets	dataset	NOUN
amfbr-2259	64	25	,	,	PUNCT
amfbr-2259	64	26	improved	improved	ADJ
amfbr-2259	64	27	algorithms	algorithm	NOUN
amfbr-2259	64	28	,	,	PUNCT
amfbr-2259	64	29	and	and	CCONJ
amfbr-2259	64	30	enhanced	enhance	VERB
amfbr-2259	64	31	computational	computational	ADJ
amfbr-2259	64	32	capabilities	capability	NOUN
amfbr-2259	64	33	.	.	PUNCT
amfbr-2259	65	1	figure	figure	NOUN
amfbr-2259	65	2	1	1	NUM
amfbr-2259	65	3	.	.	PUNCT
amfbr-2259	65	4	key	key	ADJ
amfbr-2259	65	5	components	component	NOUN
amfbr-2259	65	6	of	of	ADP
amfbr-2259	65	7	artificial	artificial	ADJ
amfbr-2259	65	8	intelligence	intelligence	NOUN
amfbr-2259	65	9	natural	natural	ADJ
amfbr-2259	65	10	language	language	NOUN
amfbr-2259	65	11	processing	processing	NOUN
amfbr-2259	65	12	deep	deep	ADJ
amfbr-2259	65	13	learning	learning	NOUN
amfbr-2259	65	14	machine	machine	NOUN
amfbr-2259	65	15	learning	learn	VERB
amfbr-2259	65	16	computer	computer	NOUN
amfbr-2259	65	17	vision	vision	PROPN
amfbr-2259	65	18	neural	neural	ADJ
amfbr-2259	65	19	network	network	NOUN
amfbr-2259	65	20	cognitive	cognitive	PROPN
amfbr-2259	65	21	computing	computing	PROPN
amfbr-2259	65	22	monira	monira	PROPN
amfbr-2259	65	23	,	,	PUNCT
amfbr-2259	65	24	american	american	PROPN
amfbr-2259	65	25	finance	finance	PROPN
amfbr-2259	65	26	&	&	CCONJ
amfbr-2259	65	27	banking	banking	PROPN
amfbr-2259	65	28	review	review	NOUN
amfbr-2259	65	29	9(1	9(1	NUM
amfbr-2259	65	30	)	)	PUNCT
amfbr-2259	65	31	(	(	PUNCT
amfbr-2259	65	32	2024	2024	NUM
amfbr-2259	65	33	)	)	PUNCT
amfbr-2259	65	34	,	,	PUNCT
amfbr-2259	65	35	1	1	NUM
amfbr-2259	65	36	-	-	SYM
amfbr-2259	65	37	10	10	NUM
amfbr-2259	65	38	3	3	NUM
amfbr-2259	65	39	ai	ai	NOUN
amfbr-2259	65	40	applications	application	NOUN
amfbr-2259	65	41	in	in	ADP
amfbr-2259	65	42	investment	investment	NOUN
amfbr-2259	65	43	nichols	nichols	PROPN
amfbr-2259	65	44	et	et	PROPN
amfbr-2259	65	45	al	al	PROPN
amfbr-2259	65	46	.	.	PROPN
amfbr-2259	66	1	(	(	PUNCT
amfbr-2259	66	2	2019	2019	NUM
amfbr-2259	66	3	)	)	PUNCT
amfbr-2259	66	4	studied	study	VERB
amfbr-2259	66	5	various	various	ADJ
amfbr-2259	66	6	ai	ai	VERB
amfbr-2259	66	7	approaches	approach	NOUN
amfbr-2259	66	8	increasingly	increasingly	ADV
amfbr-2259	66	9	integrated	integrate	VERB
amfbr-2259	66	10	into	into	ADP
amfbr-2259	66	11	securities	security	NOUN
amfbr-2259	66	12	trading	trading	NOUN
amfbr-2259	66	13	to	to	PART
amfbr-2259	66	14	enhance	enhance	VERB
amfbr-2259	66	15	efficiency	efficiency	NOUN
amfbr-2259	66	16	,	,	PUNCT
amfbr-2259	66	17	accuracy	accuracy	NOUN
amfbr-2259	66	18	,	,	PUNCT
amfbr-2259	66	19	and	and	CCONJ
amfbr-2259	66	20	speed	speed	NOUN
amfbr-2259	66	21	.	.	PUNCT
amfbr-2259	67	1	machine	machine	NOUN
amfbr-2259	67	2	learning	learning	PROPN
amfbr-2259	67	3	,	,	PUNCT
amfbr-2259	67	4	a	a	DET
amfbr-2259	67	5	subfield	subfield	NOUN
amfbr-2259	67	6	of	of	ADP
amfbr-2259	67	7	ai	ai	NOUN
amfbr-2259	67	8	,	,	PUNCT
amfbr-2259	67	9	has	have	AUX
amfbr-2259	67	10	been	be	AUX
amfbr-2259	67	11	at	at	ADP
amfbr-2259	67	12	the	the	DET
amfbr-2259	67	13	forefront	forefront	NOUN
amfbr-2259	67	14	of	of	ADP
amfbr-2259	67	15	this	this	DET
amfbr-2259	67	16	revolution	revolution	NOUN
amfbr-2259	67	17	,	,	PUNCT
amfbr-2259	67	18	enabling	enable	VERB
amfbr-2259	67	19	algorithms	algorithm	NOUN
amfbr-2259	67	20	to	to	PART
amfbr-2259	67	21	learn	learn	VERB
amfbr-2259	67	22	from	from	ADP
amfbr-2259	67	23	data	datum	NOUN
amfbr-2259	67	24	and	and	CCONJ
amfbr-2259	67	25	make	make	VERB
amfbr-2259	67	26	predictions	prediction	NOUN
amfbr-2259	67	27	.	.	PUNCT
amfbr-2259	68	1	one	one	NUM
amfbr-2259	68	2	prominent	prominent	ADJ
amfbr-2259	68	3	application	application	NOUN
amfbr-2259	68	4	of	of	ADP
amfbr-2259	68	5	ml	ml	NOUN
amfbr-2259	68	6	in	in	ADP
amfbr-2259	68	7	securities	security	NOUN
amfbr-2259	68	8	trading	trading	NOUN
amfbr-2259	68	9	is	be	AUX
amfbr-2259	68	10	the	the	DET
amfbr-2259	68	11	analysis	analysis	NOUN
amfbr-2259	68	12	of	of	ADP
amfbr-2259	68	13	machine	machine	NOUN
amfbr-2259	68	14	learning	learning	NOUN
amfbr-2259	68	15	in	in	ADP
amfbr-2259	68	16	securities	security	NOUN
amfbr-2259	68	17	trading	trading	NOUN
amfbr-2259	68	18	is	be	AUX
amfbr-2259	68	19	the	the	DET
amfbr-2259	68	20	analysis	analysis	NOUN
amfbr-2259	68	21	of	of	ADP
amfbr-2259	68	22	extensive	extensive	ADJ
amfbr-2259	68	23	historical	historical	ADJ
amfbr-2259	68	24	stock	stock	NOUN
amfbr-2259	68	25	data	datum	NOUN
amfbr-2259	68	26	to	to	PART
amfbr-2259	68	27	uncover	uncover	VERB
amfbr-2259	68	28	patterns	pattern	NOUN
amfbr-2259	68	29	and	and	CCONJ
amfbr-2259	68	30	trends	trend	NOUN
amfbr-2259	68	31	.	.	PUNCT
amfbr-2259	69	1	moreover	moreover	ADV
amfbr-2259	69	2	,	,	PUNCT
amfbr-2259	69	3	advanced	advanced	ADJ
amfbr-2259	69	4	neural	neural	ADJ
amfbr-2259	69	5	networks	network	NOUN
amfbr-2259	69	6	,	,	PUNCT
amfbr-2259	69	7	a	a	DET
amfbr-2259	69	8	specific	specific	ADJ
amfbr-2259	69	9	form	form	NOUN
amfbr-2259	69	10	of	of	ADP
amfbr-2259	69	11	machine	machine	NOUN
amfbr-2259	69	12	learning	learning	NOUN
amfbr-2259	69	13	,	,	PUNCT
amfbr-2259	69	14	are	be	AUX
amfbr-2259	69	15	employed	employ	VERB
amfbr-2259	69	16	to	to	PART
amfbr-2259	69	17	discover	discover	VERB
amfbr-2259	69	18	and	and	CCONJ
amfbr-2259	69	19	analyze	analyze	VERB
amfbr-2259	69	20	factors	factor	NOUN
amfbr-2259	69	21	that	that	PRON
amfbr-2259	69	22	influence	influence	VERB
amfbr-2259	69	23	stock	stock	NOUN
amfbr-2259	69	24	price	price	NOUN
amfbr-2259	69	25	changes	change	NOUN
amfbr-2259	69	26	,	,	PUNCT
amfbr-2259	69	27	as	as	ADP
amfbr-2259	69	28	nabipour	nabipour	ADJ
amfbr-2259	69	29	et	et	PROPN
amfbr-2259	69	30	al	al	PROPN
amfbr-2259	69	31	.	.	PROPN
amfbr-2259	70	1	(	(	PUNCT
amfbr-2259	70	2	2020	2020	NUM
amfbr-2259	70	3	)	)	PUNCT
amfbr-2259	70	4	studied	study	VERB
amfbr-2259	70	5	.	.	PUNCT
amfbr-2259	71	1	machine	machine	NOUN
amfbr-2259	71	2	learning	learn	VERB
amfbr-2259	71	3	algorithms	algorithm	NOUN
amfbr-2259	71	4	are	be	AUX
amfbr-2259	71	5	also	also	ADV
amfbr-2259	71	6	used	use	VERB
amfbr-2259	71	7	to	to	PART
amfbr-2259	71	8	calculate	calculate	VERB
amfbr-2259	71	9	trade	trade	NOUN
amfbr-2259	71	10	prices	price	NOUN
amfbr-2259	71	11	,	,	PUNCT
amfbr-2259	71	12	with	with	ADP
amfbr-2259	71	13	bots	bot	NOUN
amfbr-2259	71	14	executing	execute	VERB
amfbr-2259	71	15	a	a	DET
amfbr-2259	71	16	significant	significant	ADJ
amfbr-2259	71	17	portion	portion	NOUN
amfbr-2259	71	18	of	of	ADP
amfbr-2259	71	19	trades	trade	NOUN
amfbr-2259	71	20	.	.	PUNCT
amfbr-2259	72	1	due	due	ADP
amfbr-2259	72	2	to	to	ADP
amfbr-2259	72	3	their	their	PRON
amfbr-2259	72	4	ability	ability	NOUN
amfbr-2259	72	5	to	to	PART
amfbr-2259	72	6	identify	identify	VERB
amfbr-2259	72	7	patterns	pattern	NOUN
amfbr-2259	72	8	and	and	CCONJ
amfbr-2259	72	9	anomalies	anomaly	NOUN
amfbr-2259	72	10	in	in	ADP
amfbr-2259	72	11	large	large	ADJ
amfbr-2259	72	12	datasets	dataset	NOUN
amfbr-2259	72	13	,	,	PUNCT
amfbr-2259	72	14	ml	ml	ADP
amfbr-2259	72	15	algorithms	algorithms	PROPN
amfbr-2259	72	16	empower	empower	NOUN
amfbr-2259	72	17	traders	trader	NOUN
amfbr-2259	72	18	and	and	CCONJ
amfbr-2259	72	19	analysts	analyst	NOUN
amfbr-2259	72	20	to	to	PART
amfbr-2259	72	21	make	make	VERB
amfbr-2259	72	22	more	more	ADV
amfbr-2259	72	23	accurate	accurate	ADJ
amfbr-2259	72	24	market	market	NOUN
amfbr-2259	72	25	predictions	prediction	NOUN
amfbr-2259	72	26	.	.	PUNCT
amfbr-2259	72	27	natural	natural	ADJ
amfbr-2259	72	28	language	language	NOUN
amfbr-2259	72	29	processing	processing	NOUN
amfbr-2259	72	30	(	(	PUNCT
amfbr-2259	72	31	nlp	nlp	NOUN
amfbr-2259	72	32	)	)	PUNCT
amfbr-2259	72	33	,	,	PUNCT
amfbr-2259	72	34	a	a	DET
amfbr-2259	72	35	subfield	subfield	NOUN
amfbr-2259	72	36	of	of	ADP
amfbr-2259	72	37	ai	ai	NOUN
amfbr-2259	72	38	,	,	PUNCT
amfbr-2259	72	39	focuses	focus	VERB
amfbr-2259	72	40	on	on	ADP
amfbr-2259	72	41	analyzing	analyze	VERB
amfbr-2259	72	42	and	and	CCONJ
amfbr-2259	72	43	understanding	understand	VERB
amfbr-2259	72	44	human	human	ADJ
amfbr-2259	72	45	language	language	NOUN
amfbr-2259	72	46	,	,	PUNCT
amfbr-2259	72	47	as	as	ADP
amfbr-2259	72	48	mah	mah	X
amfbr-2259	72	49	et	et	PROPN
amfbr-2259	72	50	al	al	PROPN
amfbr-2259	72	51	.	.	PROPN
amfbr-2259	73	1	(	(	PUNCT
amfbr-2259	73	2	2022	2022	NUM
amfbr-2259	73	3	)	)	PUNCT
amfbr-2259	73	4	studied	study	VERB
amfbr-2259	73	5	.	.	PUNCT
amfbr-2259	74	1	traditional	traditional	ADJ
amfbr-2259	74	2	stock	stock	NOUN
amfbr-2259	74	3	price	price	NOUN
amfbr-2259	74	4	prediction	prediction	NOUN
amfbr-2259	74	5	techniques	technique	NOUN
amfbr-2259	74	6	are	be	AUX
amfbr-2259	74	7	being	be	AUX
amfbr-2259	74	8	explored	explore	VERB
amfbr-2259	74	9	for	for	ADP
amfbr-2259	74	10	potential	potential	ADJ
amfbr-2259	74	11	advancements	advancement	NOUN
amfbr-2259	74	12	through	through	ADP
amfbr-2259	74	13	applying	apply	VERB
amfbr-2259	74	14	nlp	nlp	NOUN
amfbr-2259	74	15	.	.	PUNCT
amfbr-2259	75	1	nlp	nlp	PROPN
amfbr-2259	75	2	can	can	AUX
amfbr-2259	75	3	analyze	analyze	VERB
amfbr-2259	75	4	textual	textual	ADJ
amfbr-2259	75	5	data	datum	NOUN
amfbr-2259	75	6	—	—	PUNCT
amfbr-2259	75	7	such	such	ADJ
amfbr-2259	75	8	as	as	ADP
amfbr-2259	75	9	news	news	NOUN
amfbr-2259	75	10	articles	article	NOUN
amfbr-2259	75	11	,	,	PUNCT
amfbr-2259	75	12	financial	financial	ADJ
amfbr-2259	75	13	reports	report	NOUN
amfbr-2259	75	14	,	,	PUNCT
amfbr-2259	75	15	and	and	CCONJ
amfbr-2259	75	16	social	social	ADJ
amfbr-2259	75	17	media	medium	NOUN
amfbr-2259	75	18	updates	update	NOUN
amfbr-2259	75	19	—	—	PUNCT
amfbr-2259	75	20	to	to	PART
amfbr-2259	75	21	extract	extract	VERB
amfbr-2259	75	22	insights	insight	NOUN
amfbr-2259	75	23	regarding	regard	VERB
amfbr-2259	75	24	market	market	NOUN
amfbr-2259	75	25	sentiment	sentiment	NOUN
amfbr-2259	75	26	and	and	CCONJ
amfbr-2259	75	27	potential	potential	ADJ
amfbr-2259	75	28	price	price	NOUN
amfbr-2259	75	29	shifts	shift	NOUN
amfbr-2259	75	30	.	.	PUNCT
amfbr-2259	76	1	natural	natural	ADJ
amfbr-2259	76	2	language	language	NOUN
amfbr-2259	76	3	processing	processing	NOUN
amfbr-2259	76	4	(	(	PUNCT
amfbr-2259	76	5	nlp	nlp	NOUN
amfbr-2259	76	6	)	)	PUNCT
amfbr-2259	76	7	can	can	AUX
amfbr-2259	76	8	assist	assist	VERB
amfbr-2259	76	9	traders	trader	NOUN
amfbr-2259	76	10	and	and	CCONJ
amfbr-2259	76	11	investors	investor	NOUN
amfbr-2259	76	12	in	in	ADP
amfbr-2259	76	13	rapidly	rapidly	ADV
amfbr-2259	76	14	analyzing	analyze	VERB
amfbr-2259	76	15	large	large	ADJ
amfbr-2259	76	16	volumes	volume	NOUN
amfbr-2259	76	17	of	of	ADP
amfbr-2259	76	18	textual	textual	ADJ
amfbr-2259	76	19	information	information	NOUN
amfbr-2259	76	20	,	,	PUNCT
amfbr-2259	76	21	allowing	allow	VERB
amfbr-2259	76	22	them	they	PRON
amfbr-2259	76	23	to	to	PART
amfbr-2259	76	24	identify	identify	VERB
amfbr-2259	76	25	trends	trend	NOUN
amfbr-2259	76	26	and	and	CCONJ
amfbr-2259	76	27	deepen	deepen	VERB
amfbr-2259	76	28	their	their	PRON
amfbr-2259	76	29	understanding	understanding	NOUN
amfbr-2259	76	30	of	of	ADP
amfbr-2259	76	31	the	the	DET
amfbr-2259	76	32	financial	financial	ADJ
amfbr-2259	76	33	landscape	landscape	NOUN
amfbr-2259	76	34	.	.	PUNCT
amfbr-2259	77	1	mishra	mishra	PROPN
amfbr-2259	77	2	et	et	PROPN
amfbr-2259	77	3	al	al	PROPN
amfbr-2259	77	4	.	.	PROPN
amfbr-2259	78	1	(	(	PUNCT
amfbr-2259	78	2	2024	2024	NUM
amfbr-2259	78	3	)	)	PUNCT
amfbr-2259	78	4	explored	explore	VERB
amfbr-2259	78	5	that	that	SCONJ
amfbr-2259	78	6	combining	combine	VERB
amfbr-2259	78	7	ai	ai	VERB
amfbr-2259	78	8	technology	technology	NOUN
amfbr-2259	78	9	and	and	CCONJ
amfbr-2259	78	10	behavioral	behavioral	ADJ
amfbr-2259	78	11	sciences	science	NOUN
amfbr-2259	78	12	will	will	AUX
amfbr-2259	78	13	help	help	VERB
amfbr-2259	78	14	large	large	ADJ
amfbr-2259	78	15	financial	financial	ADJ
amfbr-2259	78	16	institutions	institution	NOUN
amfbr-2259	78	17	proactively	proactively	ADV
amfbr-2259	78	18	prevent	prevent	VERB
amfbr-2259	78	19	wrongdoing	wrongdoing	NOUN
amfbr-2259	78	20	,	,	PUNCT
amfbr-2259	78	21	shifting	shift	VERB
amfbr-2259	78	22	their	their	PRON
amfbr-2259	78	23	focus	focus	NOUN
amfbr-2259	78	24	from	from	ADP
amfbr-2259	78	25	reactive	reactive	ADJ
amfbr-2259	78	26	measures	measure	NOUN
amfbr-2259	78	27	to	to	PART
amfbr-2259	78	28	proactive	proactive	ADJ
amfbr-2259	78	29	prevention	prevention	NOUN
amfbr-2259	78	30	techniques	technique	NOUN
amfbr-2259	78	31	.	.	PUNCT
amfbr-2259	79	1	ai	ai	VERB
amfbr-2259	79	2	applications	application	NOUN
amfbr-2259	79	3	in	in	ADP
amfbr-2259	79	4	investment	investment	NOUN
amfbr-2259	79	5	strategies	strategy	NOUN
amfbr-2259	79	6	can	can	AUX
amfbr-2259	79	7	be	be	AUX
amfbr-2259	79	8	presented	present	VERB
amfbr-2259	79	9	as	as	SCONJ
amfbr-2259	79	10	follows	follow	VERB
amfbr-2259	79	11	:	:	PUNCT
amfbr-2259	79	12	figure	figure	NOUN
amfbr-2259	79	13	2	2	NUM
amfbr-2259	79	14	.	.	PUNCT
amfbr-2259	80	1	ai	ai	VERB
amfbr-2259	80	2	applications	application	NOUN
amfbr-2259	80	3	in	in	ADP
amfbr-2259	80	4	investment	investment	NOUN
amfbr-2259	80	5	ai	ai	NOUN
amfbr-2259	80	6	and	and	CCONJ
amfbr-2259	80	7	investment	investment	NOUN
amfbr-2259	80	8	strategies	strategy	NOUN
amfbr-2259	80	9	:	:	PUNCT
amfbr-2259	80	10	a	a	DET
amfbr-2259	80	11	powerful	powerful	ADJ
amfbr-2259	80	12	combination	combination	NOUN
amfbr-2259	80	13	integrating	integrating	NOUN
amfbr-2259	80	14	ai	ai	VERB
amfbr-2259	80	15	into	into	ADP
amfbr-2259	80	16	investment	investment	NOUN
amfbr-2259	80	17	strategies	strategy	NOUN
amfbr-2259	80	18	necessitates	necessitate	VERB
amfbr-2259	80	19	a	a	DET
amfbr-2259	80	20	thoughtful	thoughtful	ADJ
amfbr-2259	80	21	selection	selection	NOUN
amfbr-2259	80	22	of	of	ADP
amfbr-2259	80	23	tools	tool	NOUN
amfbr-2259	80	24	and	and	CCONJ
amfbr-2259	80	25	platforms	platform	NOUN
amfbr-2259	80	26	that	that	PRON
amfbr-2259	80	27	are	be	AUX
amfbr-2259	80	28	tailored	tailor	VERB
amfbr-2259	80	29	to	to	ADP
amfbr-2259	80	30	specific	specific	ADJ
amfbr-2259	80	31	investment	investment	NOUN
amfbr-2259	80	32	goals	goal	NOUN
amfbr-2259	80	33	and	and	CCONJ
amfbr-2259	80	34	portfolio	portfolio	NOUN
amfbr-2259	80	35	needs	need	NOUN
amfbr-2259	80	36	.	.	PUNCT
amfbr-2259	81	1	algorithm	algorithm	PROPN
amfbr-2259	81	2	driven	drive	VERB
amfbr-2259	81	3	trading	trading	NOUN
amfbr-2259	81	4	algorithmic	algorithmic	ADJ
amfbr-2259	81	5	trading	trading	NOUN
amfbr-2259	81	6	,	,	PUNCT
amfbr-2259	81	7	powered	power	VERB
amfbr-2259	81	8	by	by	ADP
amfbr-2259	81	9	ai	ai	PROPN
amfbr-2259	81	10	,	,	PUNCT
amfbr-2259	81	11	involves	involve	VERB
amfbr-2259	81	12	utilizing	utilize	VERB
amfbr-2259	81	13	computer	computer	NOUN
amfbr-2259	81	14	algorithms	algorithm	NOUN
amfbr-2259	81	15	to	to	PART
amfbr-2259	81	16	automate	automate	VERB
amfbr-2259	81	17	trading	trading	NOUN
amfbr-2259	81	18	decisions	decision	NOUN
amfbr-2259	81	19	based	base	VERB
amfbr-2259	81	20	on	on	ADP
amfbr-2259	81	21	predefined	predefine	VERB
amfbr-2259	81	22	criteria	criterion	NOUN
amfbr-2259	81	23	.	.	PUNCT
amfbr-2259	82	1	with	with	ADP
amfbr-2259	82	2	advancements	advancement	NOUN
amfbr-2259	82	3	in	in	ADP
amfbr-2259	82	4	artificial	artificial	ADJ
amfbr-2259	82	5	intelligence	intelligence	NOUN
amfbr-2259	82	6	,	,	PUNCT
amfbr-2259	82	7	these	these	DET
amfbr-2259	82	8	systems	system	NOUN
amfbr-2259	82	9	have	have	AUX
amfbr-2259	82	10	become	become	VERB
amfbr-2259	82	11	significantly	significantly	ADV
amfbr-2259	82	12	more	more	ADV
amfbr-2259	82	13	sophisticated	sophisticated	ADJ
amfbr-2259	82	14	.	.	PUNCT
amfbr-2259	83	1	ai	ai	VERB
amfbr-2259	83	2	algorithms	algorithm	NOUN
amfbr-2259	83	3	are	be	AUX
amfbr-2259	83	4	capable	capable	ADJ
amfbr-2259	83	5	of	of	ADP
amfbr-2259	83	6	analyzing	analyze	VERB
amfbr-2259	83	7	vast	vast	ADJ
amfbr-2259	83	8	datasets	dataset	NOUN
amfbr-2259	83	9	at	at	ADP
amfbr-2259	83	10	remarkable	remarkable	ADJ
amfbr-2259	83	11	speeds	speed	NOUN
amfbr-2259	83	12	,	,	PUNCT
amfbr-2259	83	13	enabling	enable	VERB
amfbr-2259	83	14	them	they	PRON
amfbr-2259	83	15	to	to	PART
amfbr-2259	83	16	spot	spot	VERB
amfbr-2259	83	17	trading	trading	NOUN
amfbr-2259	83	18	opportunities	opportunity	NOUN
amfbr-2259	83	19	in	in	ADP
amfbr-2259	83	20	real	real	ADJ
amfbr-2259	83	21	time	time	NOUN
amfbr-2259	83	22	and	and	CCONJ
amfbr-2259	83	23	execute	execute	VERB
amfbr-2259	83	24	trades	trade	NOUN
amfbr-2259	83	25	with	with	ADP
amfbr-2259	83	26	precision	precision	NOUN
amfbr-2259	83	27	.	.	PUNCT
amfbr-2259	84	1	in	in	ADP
amfbr-2259	84	2	their	their	PRON
amfbr-2259	84	3	study	study	NOUN
amfbr-2259	84	4	,	,	PUNCT
amfbr-2259	84	5	kalashnikov	kalashnikov	PROPN
amfbr-2259	84	6	and	and	CCONJ
amfbr-2259	84	7	kartbayev	kartbayev	PROPN
amfbr-2259	84	8	(	(	PUNCT
amfbr-2259	84	9	2024	2024	NUM
amfbr-2259	84	10	)	)	PUNCT
amfbr-2259	84	11	found	find	VERB
amfbr-2259	84	12	that	that	SCONJ
amfbr-2259	84	13	ai	ai	VERB
amfbr-2259	84	14	-	-	PUNCT
amfbr-2259	84	15	enhanced	enhance	VERB
amfbr-2259	84	16	trading	trading	NOUN
amfbr-2259	84	17	systems	system	NOUN
amfbr-2259	84	18	can	can	AUX
amfbr-2259	84	19	perform	perform	VERB
amfbr-2259	84	20	trades	trade	NOUN
amfbr-2259	84	21	at	at	ADP
amfbr-2259	84	22	incredible	incredible	ADJ
amfbr-2259	84	23	speeds	speed	NOUN
amfbr-2259	84	24	and	and	CCONJ
amfbr-2259	84	25	adjust	adjust	VERB
amfbr-2259	84	26	strategies	strategy	NOUN
amfbr-2259	84	27	in	in	ADP
amfbr-2259	84	28	real	real	ADJ
amfbr-2259	84	29	-	-	PUNCT
amfbr-2259	84	30	time	time	NOUN
amfbr-2259	84	31	,	,	PUNCT
amfbr-2259	84	32	thereby	thereby	ADV
amfbr-2259	84	33	reducing	reduce	VERB
amfbr-2259	84	34	human	human	ADJ
amfbr-2259	84	35	error	error	NOUN
amfbr-2259	84	36	and	and	CCONJ
amfbr-2259	84	37	increasing	increase	VERB
amfbr-2259	84	38	overall	overall	ADJ
amfbr-2259	84	39	efficiency	efficiency	NOUN
amfbr-2259	84	40	.	.	PUNCT
amfbr-2259	85	1	these	these	DET
amfbr-2259	85	2	ai	ai	PROPN
amfbr-2259	85	3	systems	system	NOUN
amfbr-2259	85	4	can	can	AUX
amfbr-2259	85	5	process	process	VERB
amfbr-2259	85	6	market	market	NOUN
amfbr-2259	85	7	data	datum	NOUN
amfbr-2259	85	8	and	and	CCONJ
amfbr-2259	85	9	execute	execute	VERB
amfbr-2259	85	10	trades	trade	NOUN
amfbr-2259	85	11	in	in	ADP
amfbr-2259	85	12	milliseconds	millisecond	NOUN
amfbr-2259	85	13	,	,	PUNCT
amfbr-2259	85	14	significantly	significantly	ADV
amfbr-2259	85	15	outperforming	outperform	VERB
amfbr-2259	85	16	human	human	ADJ
amfbr-2259	85	17	capabilities	capability	NOUN
amfbr-2259	85	18	.	.	PUNCT
amfbr-2259	86	1	this	this	DET
amfbr-2259	86	2	speed	speed	NOUN
amfbr-2259	86	3	is	be	AUX
amfbr-2259	86	4	crucial	crucial	ADJ
amfbr-2259	86	5	in	in	ADP
amfbr-2259	86	6	high	high	ADJ
amfbr-2259	86	7	-	-	PUNCT
amfbr-2259	86	8	frequency	frequency	NOUN
amfbr-2259	86	9	trading	trading	NOUN
amfbr-2259	86	10	(	(	PUNCT
amfbr-2259	86	11	hft	hft	NOUN
amfbr-2259	86	12	)	)	PUNCT
amfbr-2259	86	13	,	,	PUNCT
amfbr-2259	86	14	where	where	SCONJ
amfbr-2259	86	15	even	even	ADV
amfbr-2259	86	16	milliseconds	millisecond	NOUN
amfbr-2259	86	17	can	can	AUX
amfbr-2259	86	18	impact	impact	VERB
amfbr-2259	86	19	profitability	profitability	NOUN
amfbr-2259	86	20	,	,	PUNCT
amfbr-2259	86	21	as	as	SCONJ
amfbr-2259	86	22	martins	martin	NOUN
amfbr-2259	86	23	(	(	PUNCT
amfbr-2259	86	24	2022	2022	NUM
amfbr-2259	86	25	)	)	PUNCT
amfbr-2259	86	26	studied	study	VERB
amfbr-2259	86	27	.	.	PUNCT
amfbr-2259	87	1	predictive	predictive	ADJ
amfbr-2259	87	2	analytics	analytic	NOUN
amfbr-2259	87	3	ai	ai	VERB
amfbr-2259	87	4	's	's	PART
amfbr-2259	87	5	predictive	predictive	ADJ
amfbr-2259	87	6	capabilities	capability	NOUN
amfbr-2259	87	7	are	be	AUX
amfbr-2259	87	8	one	one	NUM
amfbr-2259	87	9	of	of	ADP
amfbr-2259	87	10	its	its	PRON
amfbr-2259	87	11	most	most	ADV
amfbr-2259	87	12	compelling	compelling	ADJ
amfbr-2259	87	13	features	feature	NOUN
amfbr-2259	87	14	in	in	ADP
amfbr-2259	87	15	the	the	DET
amfbr-2259	87	16	context	context	NOUN
amfbr-2259	87	17	of	of	ADP
amfbr-2259	87	18	investment	investment	NOUN
amfbr-2259	87	19	strategies	strategy	NOUN
amfbr-2259	87	20	.	.	PUNCT
amfbr-2259	88	1	the	the	DET
amfbr-2259	88	2	study	study	NOUN
amfbr-2259	88	3	by	by	ADP
amfbr-2259	88	4	kavin	kavin	PROPN
amfbr-2259	88	5	(	(	PUNCT
amfbr-2259	88	6	2023	2023	NUM
amfbr-2259	88	7	)	)	PUNCT
amfbr-2259	88	8	indicated	indicate	VERB
amfbr-2259	88	9	that	that	SCONJ
amfbr-2259	88	10	ai	ai	VERB
amfbr-2259	88	11	could	could	AUX
amfbr-2259	88	12	substantially	substantially	ADV
amfbr-2259	88	13	enhance	enhance	VERB
amfbr-2259	88	14	the	the	DET
amfbr-2259	88	15	accuracy	accuracy	NOUN
amfbr-2259	88	16	of	of	ADP
amfbr-2259	88	17	market	market	NOUN
amfbr-2259	88	18	forecasts	forecast	NOUN
amfbr-2259	88	19	by	by	ADP
amfbr-2259	88	20	tapping	tap	VERB
amfbr-2259	88	21	into	into	ADP
amfbr-2259	88	22	data	datum	NOUN
amfbr-2259	88	23	from	from	ADP
amfbr-2259	88	24	various	various	ADJ
amfbr-2259	88	25	sources	source	NOUN
amfbr-2259	88	26	,	,	PUNCT
amfbr-2259	88	27	including	include	VERB
amfbr-2259	88	28	social	social	ADJ
amfbr-2259	88	29	media	medium	NOUN
amfbr-2259	88	30	sentiment	sentiment	NOUN
amfbr-2259	88	31	analysis	analysis	NOUN
amfbr-2259	88	32	and	and	CCONJ
amfbr-2259	88	33	historical	historical	ADJ
amfbr-2259	88	34	price	price	NOUN
amfbr-2259	88	35	movements	movement	NOUN
amfbr-2259	88	36	.	.	PUNCT
amfbr-2259	89	1	for	for	ADP
amfbr-2259	89	2	instance	instance	NOUN
amfbr-2259	89	3	,	,	PUNCT
amfbr-2259	89	4	machine	machine	NOUN
amfbr-2259	89	5	learning	learning	NOUN
amfbr-2259	89	6	algorithms	algorithm	NOUN
amfbr-2259	89	7	have	have	AUX
amfbr-2259	89	8	been	be	AUX
amfbr-2259	89	9	employed	employ	VERB
amfbr-2259	89	10	to	to	PART
amfbr-2259	89	11	forecast	forecast	VERB
amfbr-2259	89	12	cryptocurrency	cryptocurrency	NOUN
amfbr-2259	89	13	prices	price	NOUN
amfbr-2259	89	14	,	,	PUNCT
amfbr-2259	89	15	demonstrating	demonstrate	VERB
amfbr-2259	89	16	the	the	DET
amfbr-2259	89	17	effectiveness	effectiveness	NOUN
amfbr-2259	89	18	of	of	ADP
amfbr-2259	89	19	ai	ai	NOUN
amfbr-2259	89	20	in	in	ADP
amfbr-2259	89	21	navigating	navigate	VERB
amfbr-2259	89	22	volatile	volatile	ADJ
amfbr-2259	89	23	markets	market	NOUN
amfbr-2259	89	24	,	,	PUNCT
amfbr-2259	89	25	studied	study	VERB
amfbr-2259	89	26	by	by	ADP
amfbr-2259	89	27	amirzadeh	amirzadeh	NOUN
amfbr-2259	89	28	et	et	PROPN
amfbr-2259	89	29	al	al	PROPN
amfbr-2259	89	30	.	.	PROPN
amfbr-2259	90	1	(	(	PUNCT
amfbr-2259	90	2	2022	2022	NUM
amfbr-2259	90	3	)	)	PUNCT
amfbr-2259	90	4	and	and	CCONJ
amfbr-2259	90	5	alessandretti	alessandretti	VERB
amfbr-2259	90	6	et	et	PROPN
amfbr-2259	90	7	al	al	PROPN
amfbr-2259	90	8	.	.	PUNCT
amfbr-2259	91	1	(	(	PUNCT
amfbr-2259	91	2	2018	2018	NUM
amfbr-2259	91	3	)	)	PUNCT
amfbr-2259	91	4	.	.	PUNCT
amfbr-2259	92	1	moreover	moreover	ADV
amfbr-2259	92	2	,	,	PUNCT
amfbr-2259	92	3	a	a	DET
amfbr-2259	92	4	hu	hu	PROPN
amfbr-2259	92	5	et	et	PROPN
amfbr-2259	92	6	al	al	PROPN
amfbr-2259	92	7	.	.	PROPN
amfbr-2259	93	1	(	(	PUNCT
amfbr-2259	93	2	2021	2021	NUM
amfbr-2259	93	3	)	)	PUNCT
amfbr-2259	93	4	study	study	NOUN
amfbr-2259	93	5	has	have	AUX
amfbr-2259	93	6	shown	show	VERB
amfbr-2259	93	7	that	that	SCONJ
amfbr-2259	93	8	ai	ai	ADJ
amfbr-2259	93	9	-	-	PUNCT
amfbr-2259	93	10	focused	focus	VERB
amfbr-2259	93	11	models	model	NOUN
amfbr-2259	93	12	surpass	surpass	VERB
amfbr-2259	93	13	conventional	conventional	ADJ
amfbr-2259	93	14	statistical	statistical	ADJ
amfbr-2259	93	15	methods	method	NOUN
amfbr-2259	93	16	for	for	ADP
amfbr-2259	93	17	predicting	predict	VERB
amfbr-2259	93	18	stock	stock	NOUN
amfbr-2259	93	19	prices	price	NOUN
amfbr-2259	93	20	and	and	CCONJ
amfbr-2259	93	21	market	market	NOUN
amfbr-2259	93	22	trends	trend	NOUN
amfbr-2259	93	23	.	.	PUNCT
amfbr-2259	94	1	for	for	ADP
amfbr-2259	94	2	example	example	NOUN
amfbr-2259	94	3	,	,	PUNCT
amfbr-2259	94	4	the	the	DET
amfbr-2259	94	5	incorporation	incorporation	NOUN
amfbr-2259	94	6	of	of	ADP
amfbr-2259	94	7	sophisticated	sophisticated	ADJ
amfbr-2259	94	8	machine	machine	NOUN
amfbr-2259	94	9	learning	learn	VERB
amfbr-2259	94	10	techniques	technique	NOUN
amfbr-2259	94	11	,	,	PUNCT
amfbr-2259	94	12	such	such	ADJ
amfbr-2259	94	13	as	as	ADP
amfbr-2259	94	14	reinforcement	reinforcement	NOUN
amfbr-2259	94	15	learning	learning	NOUN
amfbr-2259	94	16	and	and	CCONJ
amfbr-2259	94	17	genetic	genetic	ADJ
amfbr-2259	94	18	algorithms	algorithm	NOUN
amfbr-2259	94	19	,	,	PUNCT
amfbr-2259	94	20	has	have	AUX
amfbr-2259	94	21	facilitated	facilitate	VERB
amfbr-2259	94	22	the	the	DET
amfbr-2259	94	23	creation	creation	NOUN
amfbr-2259	94	24	of	of	ADP
amfbr-2259	94	25	more	more	ADV
amfbr-2259	94	26	resilient	resilient	ADJ
amfbr-2259	94	27	trading	trading	NOUN
amfbr-2259	94	28	strategies	strategy	NOUN
amfbr-2259	94	29	that	that	PRON
amfbr-2259	94	30	respond	respond	VERB
amfbr-2259	94	31	to	to	ADP
amfbr-2259	94	32	evolving	evolve	VERB
amfbr-2259	94	33	market	market	NOUN
amfbr-2259	94	34	conditions	condition	NOUN
amfbr-2259	94	35	.	.	PUNCT
amfbr-2259	95	1	these	these	DET
amfbr-2259	95	2	advancements	advancement	NOUN
amfbr-2259	95	3	underscore	underscore	VERB
amfbr-2259	95	4	ai	ai	VERB
amfbr-2259	95	5	's	's	PART
amfbr-2259	95	6	potential	potential	NOUN
amfbr-2259	95	7	to	to	PART
amfbr-2259	95	8	enhance	enhance	VERB
amfbr-2259	95	9	predictive	predictive	ADJ
amfbr-2259	95	10	analytics	analytic	NOUN
amfbr-2259	95	11	in	in	ADP
amfbr-2259	95	12	investment	investment	NOUN
amfbr-2259	95	13	strategies	strategy	NOUN
amfbr-2259	95	14	,	,	PUNCT
amfbr-2259	95	15	empowering	empower	VERB
amfbr-2259	95	16	investors	investor	NOUN
amfbr-2259	95	17	to	to	PART
amfbr-2259	95	18	make	make	VERB
amfbr-2259	95	19	better	well	ADV
amfbr-2259	95	20	-	-	PUNCT
amfbr-2259	95	21	informed	inform	VERB
amfbr-2259	95	22	decisions	decision	NOUN
amfbr-2259	95	23	.	.	PUNCT
amfbr-2259	96	1	portfolio	portfolio	NOUN
amfbr-2259	96	2	optimization	optimization	NOUN
amfbr-2259	96	3	portfolio	portfolio	NOUN
amfbr-2259	96	4	optimization	optimization	NOUN
amfbr-2259	96	5	,	,	PUNCT
amfbr-2259	96	6	or	or	CCONJ
amfbr-2259	96	7	portfolio	portfolio	NOUN
amfbr-2259	96	8	selection	selection	NOUN
amfbr-2259	96	9	,	,	PUNCT
amfbr-2259	96	10	involves	involve	VERB
amfbr-2259	96	11	identifying	identify	VERB
amfbr-2259	96	12	the	the	DET
amfbr-2259	96	13	optimal	optimal	ADJ
amfbr-2259	96	14	combination	combination	NOUN
amfbr-2259	96	15	of	of	ADP
amfbr-2259	96	16	financial	financial	ADJ
amfbr-2259	96	17	assets	asset	NOUN
amfbr-2259	96	18	that	that	PRON
amfbr-2259	96	19	aligns	align	VERB
amfbr-2259	96	20	with	with	ADP
amfbr-2259	96	21	a	a	DET
amfbr-2259	96	22	specific	specific	ADJ
amfbr-2259	96	23	investor	investor	NOUN
amfbr-2259	96	24	's	's	PART
amfbr-2259	96	25	goals	goal	NOUN
amfbr-2259	96	26	,	,	PUNCT
amfbr-2259	96	27	typically	typically	ADV
amfbr-2259	96	28	aiming	aim	VERB
amfbr-2259	96	29	to	to	PART
amfbr-2259	96	30	maximize	maximize	VERB
amfbr-2259	96	31	returns	return	NOUN
amfbr-2259	96	32	.	.	PUNCT
amfbr-2259	97	1	ferreira	ferreira	PROPN
amfbr-2259	97	2	et	et	PROPN
amfbr-2259	97	3	al	al	PROPN
amfbr-2259	97	4	.	.	PROPN
amfbr-2259	98	1	(	(	PUNCT
amfbr-2259	98	2	2021	2021	NUM
amfbr-2259	98	3	)	)	PUNCT
amfbr-2259	98	4	mentioned	mention	VERB
amfbr-2259	98	5	in	in	ADP
amfbr-2259	98	6	their	their	PRON
amfbr-2259	98	7	study	study	NOUN
amfbr-2259	98	8	that	that	SCONJ
amfbr-2259	98	9	modern	modern	ADJ
amfbr-2259	98	10	portfolio	portfolio	NOUN
amfbr-2259	98	11	theory	theory	NOUN
amfbr-2259	98	12	(	(	PUNCT
amfbr-2259	98	13	mpt	mpt	PROPN
amfbr-2259	98	14	)	)	PUNCT
amfbr-2259	98	15	,	,	PUNCT
amfbr-2259	98	16	developed	develop	VERB
amfbr-2259	98	17	by	by	ADP
amfbr-2259	98	18	markowitz	markowitz	PROPN
amfbr-2259	98	19	,	,	PUNCT
amfbr-2259	98	20	marked	mark	VERB
amfbr-2259	98	21	a	a	DET
amfbr-2259	98	22	significant	significant	ADJ
amfbr-2259	98	23	advancement	advancement	NOUN
amfbr-2259	98	24	in	in	ADP
amfbr-2259	98	25	portfolio	portfolio	NOUN
amfbr-2259	98	26	optimization	optimization	NOUN
amfbr-2259	98	27	methodologies	methodology	NOUN
amfbr-2259	98	28	.	.	PUNCT
amfbr-2259	99	1	markowitz	markowitz	PROPN
amfbr-2259	99	2	established	establish	VERB
amfbr-2259	99	3	two	two	NUM
amfbr-2259	99	4	essential	essential	ADJ
amfbr-2259	99	5	metrics	metric	NOUN
amfbr-2259	99	6	for	for	ADP
amfbr-2259	99	7	portfolio	portfolio	NOUN
amfbr-2259	99	8	performance	performance	NOUN
amfbr-2259	99	9	:	:	PUNCT
amfbr-2259	99	10	expected	expect	VERB
amfbr-2259	99	11	return	return	NOUN
amfbr-2259	99	12	and	and	CCONJ
amfbr-2259	99	13	risk	risk	NOUN
amfbr-2259	99	14	.	.	PUNCT
amfbr-2259	100	1	the	the	DET
amfbr-2259	100	2	expected	expect	VERB
amfbr-2259	100	3	return	return	NOUN
amfbr-2259	100	4	reflects	reflect	VERB
amfbr-2259	100	5	the	the	DET
amfbr-2259	100	6	anticipated	anticipated	ADJ
amfbr-2259	100	7	future	future	ADJ
amfbr-2259	100	8	performance	performance	NOUN
amfbr-2259	100	9	of	of	ADP
amfbr-2259	100	10	an	an	DET
amfbr-2259	100	11	asset	asset	NOUN
amfbr-2259	100	12	,	,	PUNCT
amfbr-2259	100	13	often	often	ADV
amfbr-2259	100	14	based	base	VERB
amfbr-2259	100	15	on	on	ADP
amfbr-2259	100	16	past	past	ADJ
amfbr-2259	100	17	performance	performance	NOUN
amfbr-2259	100	18	.	.	PUNCT
amfbr-2259	101	1	risk	risk	NOUN
amfbr-2259	101	2	,	,	PUNCT
amfbr-2259	101	3	as	as	ADP
amfbr-2259	101	4	a	a	DET
amfbr-2259	101	5	measure	measure	NOUN
amfbr-2259	101	6	of	of	ADP
amfbr-2259	101	7	uncertainty	uncertainty	NOUN
amfbr-2259	101	8	,	,	PUNCT
amfbr-2259	101	9	is	be	AUX
amfbr-2259	101	10	used	use	VERB
amfbr-2259	101	11	to	to	PART
amfbr-2259	101	12	model	model	VERB
amfbr-2259	101	13	the	the	DET
amfbr-2259	101	14	potential	potential	ADJ
amfbr-2259	101	15	variability	variability	NOUN
amfbr-2259	101	16	of	of	ADP
amfbr-2259	101	17	returns	return	NOUN
amfbr-2259	101	18	.	.	PUNCT
amfbr-2259	102	1	in	in	ADP
amfbr-2259	102	2	their	their	PRON
amfbr-2259	102	3	study	study	NOUN
amfbr-2259	102	4	,	,	PUNCT
amfbr-2259	102	5	adebiyi	adebiyi	PROPN
amfbr-2259	102	6	et	et	PROPN
amfbr-2259	102	7	al	al	PROPN
amfbr-2259	102	8	.	.	PROPN
amfbr-2259	102	9	(	(	PUNCT
amfbr-2259	102	10	2022	2022	NUM
amfbr-2259	102	11	)	)	PUNCT
amfbr-2259	102	12	found	find	VERB
amfbr-2259	102	13	that	that	SCONJ
amfbr-2259	102	14	ai	ai	VERB
amfbr-2259	102	15	can	can	AUX
amfbr-2259	102	16	continuously	continuously	ADV
amfbr-2259	102	17	monitor	monitor	VERB
amfbr-2259	102	18	portfolio	portfolio	NOUN
amfbr-2259	102	19	performance	performance	NOUN
amfbr-2259	102	20	and	and	CCONJ
amfbr-2259	102	21	market	market	NOUN
amfbr-2259	102	22	conditions	condition	NOUN
amfbr-2259	102	23	,	,	PUNCT
amfbr-2259	102	24	recommending	recommend	VERB
amfbr-2259	102	25	reallocations	reallocation	NOUN
amfbr-2259	102	26	to	to	PART
amfbr-2259	102	27	optimize	optimize	VERB
amfbr-2259	102	28	returns	return	NOUN
amfbr-2259	102	29	and	and	CCONJ
amfbr-2259	102	30	mitigate	mitigate	VERB
amfbr-2259	102	31	risk	risk	NOUN
amfbr-2259	102	32	.	.	PUNCT
amfbr-2259	103	1	algorithmic	algorithmic	ADJ
amfbr-2259	103	2	trading	trading	NOUN
amfbr-2259	103	3	risk	risk	NOUN
amfbr-2259	103	4	management	management	NOUN
amfbr-2259	103	5	portfolio	portfolio	NOUN
amfbr-2259	103	6	optimization	optimization	NOUN
amfbr-2259	103	7	sentiment	sentiment	NOUN
amfbr-2259	103	8	analysis	analysis	NOUN
amfbr-2259	103	9	personalized	personalize	VERB
amfbr-2259	103	10	investment	investment	NOUN
amfbr-2259	103	11	advice	advice	NOUN
amfbr-2259	103	12	monira	monira	PROPN
amfbr-2259	103	13	,	,	PUNCT
amfbr-2259	103	14	american	american	PROPN
amfbr-2259	103	15	finance	finance	PROPN
amfbr-2259	103	16	&	&	CCONJ
amfbr-2259	103	17	banking	banking	PROPN
amfbr-2259	103	18	review	review	NOUN
amfbr-2259	103	19	9(1	9(1	NUM
amfbr-2259	103	20	)	)	PUNCT
amfbr-2259	103	21	(	(	PUNCT
amfbr-2259	103	22	2024	2024	NUM
amfbr-2259	103	23	)	)	PUNCT
amfbr-2259	103	24	,	,	PUNCT
amfbr-2259	103	25	1	1	NUM
amfbr-2259	103	26	-	-	SYM
amfbr-2259	103	27	10	10	NUM
amfbr-2259	103	28	4	4	NUM
amfbr-2259	103	29	management	management	NOUN
amfbr-2259	103	30	of	of	ADP
amfbr-2259	103	31	risk	risk	NOUN
amfbr-2259	103	32	ai	ai	NOUN
amfbr-2259	103	33	-	-	PUNCT
amfbr-2259	103	34	powered	power	VERB
amfbr-2259	103	35	risk	risk	NOUN
amfbr-2259	103	36	management	management	NOUN
amfbr-2259	103	37	systems	system	NOUN
amfbr-2259	103	38	can	can	AUX
amfbr-2259	103	39	revolutionize	revolutionize	VERB
amfbr-2259	103	40	investment	investment	NOUN
amfbr-2259	103	41	strategies	strategy	NOUN
amfbr-2259	103	42	by	by	ADP
amfbr-2259	103	43	leveraging	leverage	VERB
amfbr-2259	103	44	ai	ai	NOUN
amfbr-2259	103	45	's	's	PART
amfbr-2259	103	46	ability	ability	NOUN
amfbr-2259	103	47	to	to	PART
amfbr-2259	103	48	analyze	analyze	VERB
amfbr-2259	103	49	vast	vast	ADJ
amfbr-2259	103	50	datasets	dataset	NOUN
amfbr-2259	103	51	and	and	CCONJ
amfbr-2259	103	52	identify	identify	VERB
amfbr-2259	103	53	patterns	pattern	NOUN
amfbr-2259	103	54	.	.	PUNCT
amfbr-2259	104	1	kavin	kavin	PROPN
amfbr-2259	104	2	(	(	PUNCT
amfbr-2259	104	3	2023	2023	NUM
amfbr-2259	104	4	)	)	PUNCT
amfbr-2259	104	5	,	,	PUNCT
amfbr-2259	104	6	in	in	ADP
amfbr-2259	104	7	a	a	DET
amfbr-2259	104	8	study	study	NOUN
amfbr-2259	104	9	,	,	PUNCT
amfbr-2259	104	10	found	find	VERB
amfbr-2259	104	11	that	that	SCONJ
amfbr-2259	104	12	ai	ai	VERB
amfbr-2259	104	13	's	's	PART
amfbr-2259	104	14	capability	capability	NOUN
amfbr-2259	104	15	to	to	PART
amfbr-2259	104	16	analyze	analyze	VERB
amfbr-2259	104	17	extensive	extensive	ADJ
amfbr-2259	104	18	datasets	dataset	NOUN
amfbr-2259	104	19	and	and	CCONJ
amfbr-2259	104	20	identify	identify	VERB
amfbr-2259	104	21	patterns	pattern	NOUN
amfbr-2259	104	22	enables	enable	VERB
amfbr-2259	104	23	more	more	ADV
amfbr-2259	104	24	precise	precise	ADJ
amfbr-2259	104	25	risk	risk	NOUN
amfbr-2259	104	26	assessments	assessment	NOUN
amfbr-2259	104	27	and	and	CCONJ
amfbr-2259	104	28	portfolio	portfolio	NOUN
amfbr-2259	104	29	optimization	optimization	NOUN
amfbr-2259	104	30	.	.	PUNCT
amfbr-2259	105	1	for	for	ADP
amfbr-2259	105	2	example	example	NOUN
amfbr-2259	105	3	,	,	PUNCT
amfbr-2259	105	4	ai	ai	VERB
amfbr-2259	105	5	-	-	PUNCT
amfbr-2259	105	6	enhanced	enhance	VERB
amfbr-2259	105	7	risk	risk	NOUN
amfbr-2259	105	8	management	management	NOUN
amfbr-2259	105	9	systems	system	NOUN
amfbr-2259	105	10	can	can	AUX
amfbr-2259	105	11	evaluate	evaluate	VERB
amfbr-2259	105	12	historical	historical	ADJ
amfbr-2259	105	13	market	market	NOUN
amfbr-2259	105	14	data	datum	NOUN
amfbr-2259	105	15	to	to	PART
amfbr-2259	105	16	pinpoint	pinpoint	VERB
amfbr-2259	105	17	potential	potential	ADJ
amfbr-2259	105	18	risks	risk	NOUN
amfbr-2259	105	19	and	and	CCONJ
amfbr-2259	105	20	suggest	suggest	VERB
amfbr-2259	105	21	optimal	optimal	ADJ
amfbr-2259	105	22	asset	asset	NOUN
amfbr-2259	105	23	allocations	allocation	NOUN
amfbr-2259	105	24	based	base	VERB
amfbr-2259	105	25	on	on	ADP
amfbr-2259	105	26	market	market	NOUN
amfbr-2259	105	27	forecasts	forecast	NOUN
amfbr-2259	105	28	.	.	PUNCT
amfbr-2259	106	1	furthermore	furthermore	ADV
amfbr-2259	106	2	,	,	PUNCT
amfbr-2259	106	3	ai	ai	VERB
amfbr-2259	106	4	can	can	AUX
amfbr-2259	106	5	enhance	enhance	VERB
amfbr-2259	106	6	the	the	DET
amfbr-2259	106	7	detection	detection	NOUN
amfbr-2259	106	8	of	of	ADP
amfbr-2259	106	9	market	market	NOUN
amfbr-2259	106	10	anomalies	anomaly	NOUN
amfbr-2259	106	11	and	and	CCONJ
amfbr-2259	106	12	fraudulent	fraudulent	ADJ
amfbr-2259	106	13	activities	activity	NOUN
amfbr-2259	106	14	,	,	PUNCT
amfbr-2259	106	15	thereby	thereby	ADV
amfbr-2259	106	16	improving	improve	VERB
amfbr-2259	106	17	the	the	DET
amfbr-2259	106	18	overall	overall	ADJ
amfbr-2259	106	19	integrity	integrity	NOUN
amfbr-2259	106	20	of	of	ADP
amfbr-2259	106	21	financial	financial	ADJ
amfbr-2259	106	22	markets	market	NOUN
amfbr-2259	106	23	,	,	PUNCT
amfbr-2259	106	24	as	as	SCONJ
amfbr-2259	106	25	studied	study	VERB
amfbr-2259	106	26	by	by	ADP
amfbr-2259	106	27	rostami	rostami	PROPN
amfbr-2259	106	28	et	et	PROPN
amfbr-2259	106	29	al	al	PROPN
amfbr-2259	106	30	.	.	PROPN
amfbr-2259	106	31	(	(	PUNCT
amfbr-2259	106	32	2021	2021	NUM
amfbr-2259	106	33	)	)	PUNCT
amfbr-2259	106	34	.	.	PUNCT
amfbr-2259	107	1	the	the	DET
amfbr-2259	107	2	incorporation	incorporation	NOUN
amfbr-2259	107	3	of	of	ADP
amfbr-2259	107	4	ai	ai	VERB
amfbr-2259	107	5	into	into	ADP
amfbr-2259	107	6	risk	risk	NOUN
amfbr-2259	107	7	management	management	NOUN
amfbr-2259	107	8	not	not	PART
amfbr-2259	107	9	only	only	ADV
amfbr-2259	107	10	alleviates	alleviate	VERB
amfbr-2259	107	11	possible	possible	ADJ
amfbr-2259	107	12	losses	loss	NOUN
amfbr-2259	107	13	but	but	CCONJ
amfbr-2259	107	14	also	also	ADV
amfbr-2259	107	15	boosts	boost	VERB
amfbr-2259	107	16	the	the	DET
amfbr-2259	107	17	overall	overall	ADJ
amfbr-2259	107	18	performance	performance	NOUN
amfbr-2259	107	19	of	of	ADP
amfbr-2259	107	20	investment	investment	NOUN
amfbr-2259	107	21	portfolios	portfolio	NOUN
amfbr-2259	107	22	.	.	PUNCT
amfbr-2259	108	1	user	user	NOUN
amfbr-2259	108	2	engagement	engagement	NOUN
amfbr-2259	108	3	and	and	CCONJ
amfbr-2259	108	4	personalization	personalization	NOUN
amfbr-2259	108	5	the	the	DET
amfbr-2259	108	6	integration	integration	NOUN
amfbr-2259	108	7	of	of	ADP
amfbr-2259	108	8	ai	ai	VERB
amfbr-2259	108	9	into	into	ADP
amfbr-2259	108	10	investment	investment	NOUN
amfbr-2259	108	11	strategies	strategy	NOUN
amfbr-2259	108	12	also	also	ADV
amfbr-2259	108	13	significantly	significantly	ADV
amfbr-2259	108	14	impacts	impact	VERB
amfbr-2259	108	15	user	user	NOUN
amfbr-2259	108	16	engagement	engagement	NOUN
amfbr-2259	108	17	and	and	CCONJ
amfbr-2259	108	18	personalization	personalization	NOUN
amfbr-2259	108	19	.	.	PUNCT
amfbr-2259	109	1	in	in	ADP
amfbr-2259	109	2	their	their	PRON
amfbr-2259	109	3	study	study	NOUN
amfbr-2259	109	4	,	,	PUNCT
amfbr-2259	109	5	kavin	kavin	PROPN
amfbr-2259	109	6	(	(	PUNCT
amfbr-2259	109	7	2023	2023	NUM
amfbr-2259	109	8	)	)	PUNCT
amfbr-2259	109	9	and	and	CCONJ
amfbr-2259	109	10	rostami	rostami	NOUN
amfbr-2259	109	11	et	et	PROPN
amfbr-2259	109	12	al	al	PROPN
amfbr-2259	109	13	.	.	PROPN
amfbr-2259	110	1	(	(	PUNCT
amfbr-2259	110	2	2021	2021	NUM
amfbr-2259	110	3	)	)	PUNCT
amfbr-2259	110	4	identified	identify	VERB
amfbr-2259	110	5	that	that	PRON
amfbr-2259	110	6	ai	ai	VERB
amfbr-2259	110	7	technologies	technology	NOUN
amfbr-2259	110	8	facilitate	facilitate	VERB
amfbr-2259	110	9	the	the	DET
amfbr-2259	110	10	development	development	NOUN
amfbr-2259	110	11	of	of	ADP
amfbr-2259	110	12	personalized	personalized	ADJ
amfbr-2259	110	13	investment	investment	NOUN
amfbr-2259	110	14	experiences	experience	NOUN
amfbr-2259	110	15	,	,	PUNCT
amfbr-2259	110	16	tailoring	tailor	VERB
amfbr-2259	110	17	recommendations	recommendation	NOUN
amfbr-2259	110	18	to	to	PART
amfbr-2259	110	19	align	align	VERB
amfbr-2259	110	20	with	with	ADP
amfbr-2259	110	21	individual	individual	ADJ
amfbr-2259	110	22	investors	investor	NOUN
amfbr-2259	110	23	'	'	PART
amfbr-2259	110	24	unique	unique	ADJ
amfbr-2259	110	25	profiles	profile	NOUN
amfbr-2259	110	26	and	and	CCONJ
amfbr-2259	110	27	preferences	preference	NOUN
amfbr-2259	110	28	.	.	PUNCT
amfbr-2259	111	1	ai	ai	VERB
amfbr-2259	111	2	can	can	AUX
amfbr-2259	111	3	significantly	significantly	ADV
amfbr-2259	111	4	enhance	enhance	VERB
amfbr-2259	111	5	user	user	NOUN
amfbr-2259	111	6	satisfaction	satisfaction	NOUN
amfbr-2259	111	7	and	and	CCONJ
amfbr-2259	111	8	loyalty	loyalty	NOUN
amfbr-2259	111	9	,	,	PUNCT
amfbr-2259	111	10	ultimately	ultimately	ADV
amfbr-2259	111	11	improving	improve	VERB
amfbr-2259	111	12	investment	investment	NOUN
amfbr-2259	111	13	outcomes	outcome	NOUN
amfbr-2259	111	14	.	.	PUNCT
amfbr-2259	112	1	by	by	ADP
amfbr-2259	112	2	leveraging	leverage	VERB
amfbr-2259	112	3	ai	ai	VERB
amfbr-2259	112	4	to	to	PART
amfbr-2259	112	5	enhance	enhance	VERB
amfbr-2259	112	6	user	user	NOUN
amfbr-2259	112	7	engagement	engagement	NOUN
amfbr-2259	112	8	,	,	PUNCT
amfbr-2259	112	9	investment	investment	NOUN
amfbr-2259	112	10	firms	firm	NOUN
amfbr-2259	112	11	can	can	AUX
amfbr-2259	112	12	foster	foster	VERB
amfbr-2259	112	13	stronger	strong	ADJ
amfbr-2259	112	14	relationships	relationship	NOUN
amfbr-2259	112	15	with	with	ADP
amfbr-2259	112	16	their	their	PRON
amfbr-2259	112	17	clients	client	NOUN
amfbr-2259	112	18	,	,	PUNCT
amfbr-2259	112	19	leading	lead	VERB
amfbr-2259	112	20	to	to	ADP
amfbr-2259	112	21	increased	increase	VERB
amfbr-2259	112	22	trust	trust	NOUN
amfbr-2259	112	23	and	and	CCONJ
amfbr-2259	112	24	long	long	ADJ
amfbr-2259	112	25	-	-	PUNCT
amfbr-2259	112	26	term	term	NOUN
amfbr-2259	112	27	loyalty	loyalty	NOUN
amfbr-2259	112	28	.	.	PUNCT
amfbr-2259	113	1	impact	impact	NOUN
amfbr-2259	113	2	of	of	ADP
amfbr-2259	113	3	ai	ai	VERB
amfbr-2259	113	4	on	on	ADP
amfbr-2259	113	5	investment	investment	NOUN
amfbr-2259	113	6	strategies	strategy	NOUN
amfbr-2259	113	7	in	in	ADP
amfbr-2259	113	8	their	their	PRON
amfbr-2259	113	9	study	study	NOUN
amfbr-2259	113	10	,	,	PUNCT
amfbr-2259	113	11	rao	rao	PROPN
amfbr-2259	113	12	and	and	CCONJ
amfbr-2259	113	13	hossain	hossain	PROPN
amfbr-2259	113	14	(	(	PUNCT
amfbr-2259	113	15	2024	2024	NUM
amfbr-2259	113	16	)	)	PUNCT
amfbr-2259	113	17	identified	identify	VERB
amfbr-2259	113	18	that	that	SCONJ
amfbr-2259	113	19	,	,	PUNCT
amfbr-2259	113	20	historically	historically	ADV
amfbr-2259	113	21	,	,	PUNCT
amfbr-2259	113	22	ai	ai	VERB
amfbr-2259	113	23	applications	application	NOUN
amfbr-2259	113	24	in	in	ADP
amfbr-2259	113	25	finance	finance	NOUN
amfbr-2259	113	26	began	begin	VERB
amfbr-2259	113	27	with	with	ADP
amfbr-2259	113	28	algorithmic	algorithmic	ADJ
amfbr-2259	113	29	trading	trading	NOUN
amfbr-2259	113	30	,	,	PUNCT
amfbr-2259	113	31	where	where	SCONJ
amfbr-2259	113	32	predefined	predefine	VERB
amfbr-2259	113	33	criteria	criterion	NOUN
amfbr-2259	113	34	guided	guide	VERB
amfbr-2259	113	35	trade	trade	NOUN
amfbr-2259	113	36	execution	execution	NOUN
amfbr-2259	113	37	.	.	PUNCT
amfbr-2259	114	1	recent	recent	ADJ
amfbr-2259	114	2	progressions	progression	NOUN
amfbr-2259	114	3	in	in	ADP
amfbr-2259	114	4	machine	machine	NOUN
amfbr-2259	114	5	learning	learning	NOUN
amfbr-2259	114	6	(	(	PUNCT
amfbr-2259	114	7	ml	ml	NOUN
amfbr-2259	114	8	)	)	PUNCT
amfbr-2259	114	9	and	and	CCONJ
amfbr-2259	114	10	natural	natural	ADJ
amfbr-2259	114	11	language	language	NOUN
amfbr-2259	114	12	processing	processing	NOUN
amfbr-2259	114	13	(	(	PUNCT
amfbr-2259	114	14	nlp	nlp	NOUN
amfbr-2259	114	15	)	)	PUNCT
amfbr-2259	114	16	have	have	AUX
amfbr-2259	114	17	broadened	broaden	VERB
amfbr-2259	114	18	ai	ai	PROPN
amfbr-2259	114	19	's	's	PART
amfbr-2259	114	20	role	role	NOUN
amfbr-2259	114	21	,	,	PUNCT
amfbr-2259	114	22	allowing	allow	VERB
amfbr-2259	114	23	financial	financial	ADJ
amfbr-2259	114	24	institutions	institution	NOUN
amfbr-2259	114	25	to	to	PART
amfbr-2259	114	26	harness	harness	VERB
amfbr-2259	114	27	its	its	PRON
amfbr-2259	114	28	capabilities	capability	NOUN
amfbr-2259	114	29	for	for	ADP
amfbr-2259	114	30	more	more	ADV
amfbr-2259	114	31	sophisticated	sophisticated	ADJ
amfbr-2259	114	32	functions	function	NOUN
amfbr-2259	114	33	such	such	ADJ
amfbr-2259	114	34	as	as	ADP
amfbr-2259	114	35	group	group	NOUN
amfbr-2259	114	36	asset	asset	NOUN
amfbr-2259	114	37	management	management	NOUN
amfbr-2259	114	38	and	and	CCONJ
amfbr-2259	114	39	hazard	hazard	NOUN
amfbr-2259	114	40	assessment	assessment	NOUN
amfbr-2259	114	41	.	.	PUNCT
amfbr-2259	115	1	john	john	PROPN
amfbr-2259	115	2	et	et	PROPN
amfbr-2259	115	3	al	al	PROPN
amfbr-2259	115	4	.	.	PROPN
amfbr-2259	116	1	(	(	PUNCT
amfbr-2259	116	2	2023	2023	NUM
amfbr-2259	116	3	)	)	PUNCT
amfbr-2259	116	4	highlighted	highlight	VERB
amfbr-2259	116	5	that	that	SCONJ
amfbr-2259	116	6	ai	ai	VERB
amfbr-2259	116	7	algorithms	algorithm	NOUN
amfbr-2259	116	8	can	can	AUX
amfbr-2259	116	9	process	process	VERB
amfbr-2259	116	10	vast	vast	ADJ
amfbr-2259	116	11	datasets	dataset	NOUN
amfbr-2259	116	12	more	more	ADV
amfbr-2259	116	13	rapidly	rapidly	ADV
amfbr-2259	116	14	than	than	ADP
amfbr-2259	116	15	human	human	ADJ
amfbr-2259	116	16	traders	trader	NOUN
amfbr-2259	116	17	,	,	PUNCT
amfbr-2259	116	18	facilitating	facilitate	VERB
amfbr-2259	116	19	high	high	ADJ
amfbr-2259	116	20	-	-	PUNCT
amfbr-2259	116	21	frequency	frequency	NOUN
amfbr-2259	116	22	trading	trading	NOUN
amfbr-2259	116	23	strategies	strategy	NOUN
amfbr-2259	116	24	that	that	PRON
amfbr-2259	116	25	capitalize	capitalize	VERB
amfbr-2259	116	26	on	on	ADP
amfbr-2259	116	27	fleeting	fleeting	ADJ
amfbr-2259	116	28	opportunities	opportunity	NOUN
amfbr-2259	116	29	.	.	PUNCT
amfbr-2259	117	1	today	today	NOUN
amfbr-2259	117	2	,	,	PUNCT
amfbr-2259	117	3	ai	ai	VERB
amfbr-2259	117	4	is	be	AUX
amfbr-2259	117	5	integral	integral	ADJ
amfbr-2259	117	6	to	to	ADP
amfbr-2259	117	7	various	various	ADJ
amfbr-2259	117	8	facets	facet	NOUN
amfbr-2259	117	9	of	of	ADP
amfbr-2259	117	10	investment	investment	NOUN
amfbr-2259	117	11	strategies	strategy	NOUN
amfbr-2259	117	12	,	,	PUNCT
amfbr-2259	117	13	including	include	VERB
amfbr-2259	117	14	algorithmic	algorithmic	ADJ
amfbr-2259	117	15	trading	trading	NOUN
amfbr-2259	117	16	,	,	PUNCT
amfbr-2259	117	17	portfolio	portfolio	NOUN
amfbr-2259	117	18	management	management	NOUN
amfbr-2259	117	19	,	,	PUNCT
amfbr-2259	117	20	and	and	CCONJ
amfbr-2259	117	21	sentiment	sentiment	NOUN
amfbr-2259	117	22	analysis	analysis	NOUN
amfbr-2259	117	23	.	.	PUNCT
amfbr-2259	118	1	ai	ai	VERB
amfbr-2259	118	2	algorithms	algorithm	NOUN
amfbr-2259	118	3	analyze	analyze	VERB
amfbr-2259	118	4	market	market	NOUN
amfbr-2259	118	5	trends	trend	NOUN
amfbr-2259	118	6	,	,	PUNCT
amfbr-2259	118	7	execute	execute	VERB
amfbr-2259	118	8	trades	trade	NOUN
amfbr-2259	118	9	,	,	PUNCT
amfbr-2259	118	10	and	and	CCONJ
amfbr-2259	118	11	dynamically	dynamically	ADV
amfbr-2259	118	12	adjust	adjust	VERB
amfbr-2259	118	13	strategies	strategy	NOUN
amfbr-2259	118	14	in	in	ADP
amfbr-2259	118	15	response	response	NOUN
amfbr-2259	118	16	to	to	ADP
amfbr-2259	118	17	rapidly	rapidly	ADV
amfbr-2259	118	18	changing	change	VERB
amfbr-2259	118	19	market	market	NOUN
amfbr-2259	118	20	conditions	condition	NOUN
amfbr-2259	118	21	,	,	PUNCT
amfbr-2259	118	22	as	as	SCONJ
amfbr-2259	118	23	studied	study	VERB
amfbr-2259	118	24	by	by	ADP
amfbr-2259	118	25	el	el	PROPN
amfbr-2259	118	26	hajj	hajj	PROPN
amfbr-2259	118	27	and	and	CCONJ
amfbr-2259	118	28	hammoud	hammoud	NOUN
amfbr-2259	118	29	(	(	PUNCT
amfbr-2259	118	30	2023	2023	NUM
amfbr-2259	118	31	)	)	PUNCT
amfbr-2259	118	32	.	.	PUNCT
amfbr-2259	119	1	kasaraneni	kasaraneni	PROPN
amfbr-2259	119	2	(	(	PUNCT
amfbr-2259	119	3	2021	2021	NUM
amfbr-2259	119	4	)	)	PUNCT
amfbr-2259	119	5	illustrated	illustrate	VERB
amfbr-2259	119	6	ai	ai	PROPN
amfbr-2259	119	7	's	's	PART
amfbr-2259	119	8	ability	ability	NOUN
amfbr-2259	119	9	to	to	PART
amfbr-2259	119	10	enhance	enhance	VERB
amfbr-2259	119	11	asset	asset	NOUN
amfbr-2259	119	12	allocation	allocation	NOUN
amfbr-2259	119	13	decisions	decision	NOUN
amfbr-2259	119	14	,	,	PUNCT
amfbr-2259	119	15	improving	improve	VERB
amfbr-2259	119	16	risk	risk	NOUN
amfbr-2259	119	17	-	-	PUNCT
amfbr-2259	119	18	adjusted	adjust	VERB
amfbr-2259	119	19	returns	return	NOUN
amfbr-2259	119	20	.	.	PUNCT
amfbr-2259	120	1	ai	ai	VERB
amfbr-2259	120	2	systems	system	NOUN
amfbr-2259	120	3	can	can	AUX
amfbr-2259	120	4	also	also	ADV
amfbr-2259	120	5	identify	identify	VERB
amfbr-2259	120	6	asset	asset	NOUN
amfbr-2259	120	7	correlations	correlation	NOUN
amfbr-2259	120	8	,	,	PUNCT
amfbr-2259	120	9	optimize	optimize	VERB
amfbr-2259	120	10	diversification	diversification	NOUN
amfbr-2259	120	11	,	,	PUNCT
amfbr-2259	120	12	and	and	CCONJ
amfbr-2259	120	13	minimize	minimize	VERB
amfbr-2259	120	14	risk	risk	NOUN
amfbr-2259	120	15	.	.	PUNCT
amfbr-2259	121	1	jin	jin	NOUN
amfbr-2259	121	2	et	et	PROPN
amfbr-2259	121	3	al	al	PROPN
amfbr-2259	121	4	.	.	PROPN
amfbr-2259	121	5	(	(	PUNCT
amfbr-2259	121	6	2020	2020	NUM
amfbr-2259	121	7	)	)	PUNCT
amfbr-2259	121	8	demonstrated	demonstrate	VERB
amfbr-2259	121	9	that	that	SCONJ
amfbr-2259	121	10	sentiment	sentiment	NOUN
amfbr-2259	121	11	analysis	analysis	NOUN
amfbr-2259	121	12	can	can	AUX
amfbr-2259	121	13	predict	predict	VERB
amfbr-2259	121	14	stock	stock	NOUN
amfbr-2259	121	15	price	price	NOUN
amfbr-2259	121	16	movements	movement	NOUN
amfbr-2259	121	17	,	,	PUNCT
amfbr-2259	121	18	as	as	SCONJ
amfbr-2259	121	19	positive	positive	ADJ
amfbr-2259	121	20	sentiment	sentiment	NOUN
amfbr-2259	121	21	often	often	ADV
amfbr-2259	121	22	correlates	correlate	VERB
amfbr-2259	121	23	with	with	ADP
amfbr-2259	121	24	rising	rise	VERB
amfbr-2259	121	25	prices	price	NOUN
amfbr-2259	121	26	.	.	PUNCT
amfbr-2259	122	1	the	the	DET
amfbr-2259	122	2	study	study	NOUN
amfbr-2259	122	3	conducted	conduct	VERB
amfbr-2259	122	4	by	by	ADP
amfbr-2259	122	5	valle	valle	NOUN
amfbr-2259	122	6	-	-	PUNCT
amfbr-2259	122	7	cruz	cruz	PROPN
amfbr-2259	122	8	et	et	PROPN
amfbr-2259	122	9	al	al	PROPN
amfbr-2259	122	10	.	.	PROPN
amfbr-2259	122	11	(	(	PUNCT
amfbr-2259	122	12	2022	2022	NUM
amfbr-2259	122	13	)	)	PUNCT
amfbr-2259	122	14	found	find	VERB
amfbr-2259	122	15	that	that	SCONJ
amfbr-2259	122	16	ai	ai	VERB
amfbr-2259	122	17	's	's	PART
amfbr-2259	122	18	capability	capability	NOUN
amfbr-2259	122	19	to	to	PART
amfbr-2259	122	20	scrutinize	scrutinize	VERB
amfbr-2259	122	21	news	news	NOUN
amfbr-2259	122	22	articles	article	NOUN
amfbr-2259	122	23	and	and	CCONJ
amfbr-2259	122	24	social	social	ADJ
amfbr-2259	122	25	media	medium	NOUN
amfbr-2259	122	26	sentiment	sentiment	NOUN
amfbr-2259	122	27	allows	allow	VERB
amfbr-2259	122	28	investors	investor	NOUN
amfbr-2259	122	29	to	to	PART
amfbr-2259	122	30	gauge	gauge	VERB
amfbr-2259	122	31	market	market	NOUN
amfbr-2259	122	32	sentiment	sentiment	NOUN
amfbr-2259	122	33	,	,	PUNCT
amfbr-2259	122	34	improving	improve	VERB
amfbr-2259	122	35	the	the	DET
amfbr-2259	122	36	overall	overall	ADJ
amfbr-2259	122	37	effectiveness	effectiveness	NOUN
amfbr-2259	122	38	of	of	ADP
amfbr-2259	122	39	investment	investment	NOUN
amfbr-2259	122	40	strategies	strategy	NOUN
amfbr-2259	122	41	.	.	PUNCT
amfbr-2259	123	1	campbell	campbell	PROPN
amfbr-2259	123	2	et	et	PROPN
amfbr-2259	123	3	al	al	PROPN
amfbr-2259	123	4	.	.	PROPN
amfbr-2259	123	5	(	(	PUNCT
amfbr-2259	123	6	2020	2020	NUM
amfbr-2259	123	7	)	)	PUNCT
amfbr-2259	123	8	also	also	ADV
amfbr-2259	123	9	explored	explore	VERB
amfbr-2259	123	10	that	that	SCONJ
amfbr-2259	123	11	financial	financial	ADJ
amfbr-2259	123	12	markets	market	NOUN
amfbr-2259	123	13	grow	grow	VERB
amfbr-2259	123	14	increasingly	increasingly	ADV
amfbr-2259	123	15	complex	complex	ADJ
amfbr-2259	123	16	;	;	PUNCT
amfbr-2259	123	17	ai	ai	AUX
amfbr-2259	123	18	systems	system	NOUN
amfbr-2259	123	19	can	can	AUX
amfbr-2259	123	20	be	be	AUX
amfbr-2259	123	21	leveraged	leverage	VERB
amfbr-2259	123	22	to	to	PART
amfbr-2259	123	23	analyze	analyze	VERB
amfbr-2259	123	24	large	large	ADJ
amfbr-2259	123	25	data	datum	NOUN
amfbr-2259	123	26	sizes	size	NOUN
amfbr-2259	123	27	,	,	PUNCT
amfbr-2259	123	28	detect	detect	VERB
amfbr-2259	123	29	trends	trend	NOUN
amfbr-2259	123	30	,	,	PUNCT
amfbr-2259	123	31	and	and	CCONJ
amfbr-2259	123	32	provide	provide	VERB
amfbr-2259	123	33	actionable	actionable	ADJ
amfbr-2259	123	34	intuitions	intuition	NOUN
amfbr-2259	123	35	,	,	PUNCT
amfbr-2259	123	36	allowing	allow	VERB
amfbr-2259	123	37	for	for	ADP
amfbr-2259	123	38	more	more	ADV
amfbr-2259	123	39	informed	informed	ADJ
amfbr-2259	123	40	investment	investment	NOUN
amfbr-2259	123	41	choices	choice	NOUN
amfbr-2259	123	42	.	.	PUNCT
amfbr-2259	124	1	through	through	ADP
amfbr-2259	124	2	machine	machine	NOUN
amfbr-2259	124	3	learning	learning	NOUN
amfbr-2259	124	4	algorithms	algorithm	NOUN
amfbr-2259	124	5	,	,	PUNCT
amfbr-2259	124	6	investors	investor	NOUN
amfbr-2259	124	7	can	can	AUX
amfbr-2259	124	8	assess	assess	VERB
amfbr-2259	124	9	past	past	ADJ
amfbr-2259	124	10	data	datum	NOUN
amfbr-2259	124	11	to	to	PART
amfbr-2259	124	12	anticipate	anticipate	VERB
amfbr-2259	124	13	future	future	ADJ
amfbr-2259	124	14	market	market	NOUN
amfbr-2259	124	15	trends	trend	NOUN
amfbr-2259	124	16	and	and	CCONJ
amfbr-2259	124	17	price	price	NOUN
amfbr-2259	124	18	changes	change	NOUN
amfbr-2259	124	19	,	,	PUNCT
amfbr-2259	124	20	as	as	ADP
amfbr-2259	124	21	rath	rath	PROPN
amfbr-2259	124	22	et	et	PROPN
amfbr-2259	124	23	al	al	PROPN
amfbr-2259	124	24	.	.	PROPN
amfbr-2259	125	1	(	(	PUNCT
amfbr-2259	125	2	2024	2024	NUM
amfbr-2259	125	3	)	)	PUNCT
amfbr-2259	125	4	identified	identify	VERB
amfbr-2259	125	5	.	.	PUNCT
amfbr-2259	126	1	this	this	DET
amfbr-2259	126	2	capability	capability	NOUN
amfbr-2259	126	3	allows	allow	VERB
amfbr-2259	126	4	asset	asset	NOUN
amfbr-2259	126	5	managers	manager	NOUN
amfbr-2259	126	6	to	to	PART
amfbr-2259	126	7	make	make	VERB
amfbr-2259	126	8	decisions	decision	NOUN
amfbr-2259	126	9	based	base	VERB
amfbr-2259	126	10	on	on	ADP
amfbr-2259	126	11	data	datum	NOUN
amfbr-2259	126	12	insights	insight	NOUN
amfbr-2259	126	13	,	,	PUNCT
amfbr-2259	126	14	optimizing	optimize	VERB
amfbr-2259	126	15	portfolio	portfolio	NOUN
amfbr-2259	126	16	allocations	allocation	NOUN
amfbr-2259	126	17	and	and	CCONJ
amfbr-2259	126	18	enhancing	enhance	VERB
amfbr-2259	126	19	performance	performance	NOUN
amfbr-2259	126	20	.	.	PUNCT
amfbr-2259	127	1	by	by	ADP
amfbr-2259	127	2	automating	automate	VERB
amfbr-2259	127	3	routine	routine	ADJ
amfbr-2259	127	4	tasks	task	NOUN
amfbr-2259	127	5	and	and	CCONJ
amfbr-2259	127	6	optimizing	optimize	VERB
amfbr-2259	127	7	resource	resource	NOUN
amfbr-2259	127	8	allocation	allocation	NOUN
amfbr-2259	127	9	,	,	PUNCT
amfbr-2259	127	10	firms	firm	NOUN
amfbr-2259	127	11	can	can	AUX
amfbr-2259	127	12	reduce	reduce	VERB
amfbr-2259	127	13	operational	operational	ADJ
amfbr-2259	127	14	costs	cost	NOUN
amfbr-2259	127	15	and	and	CCONJ
amfbr-2259	127	16	improve	improve	VERB
amfbr-2259	127	17	profitability	profitability	NOUN
amfbr-2259	127	18	,	,	PUNCT
amfbr-2259	127	19	as	as	SCONJ
amfbr-2259	127	20	studied	study	VERB
amfbr-2259	127	21	by	by	ADP
amfbr-2259	127	22	ionescu	ionescu	PROPN
amfbr-2259	127	23	and	and	CCONJ
amfbr-2259	127	24	diaconita	diaconita	PROPN
amfbr-2259	127	25	(	(	PUNCT
amfbr-2259	127	26	2023	2023	NUM
amfbr-2259	127	27	)	)	PUNCT
amfbr-2259	127	28	.	.	PUNCT
amfbr-2259	128	1	artificial	artificial	ADJ
amfbr-2259	128	2	intelligence	intelligence	NOUN
amfbr-2259	128	3	(	(	PUNCT
amfbr-2259	128	4	ai	ai	NOUN
amfbr-2259	128	5	)	)	PUNCT
amfbr-2259	128	6	in	in	ADP
amfbr-2259	128	7	investment	investment	NOUN
amfbr-2259	128	8	strategies	strategy	NOUN
amfbr-2259	128	9	has	have	VERB
amfbr-2259	128	10	significant	significant	ADJ
amfbr-2259	128	11	implications	implication	NOUN
amfbr-2259	128	12	for	for	ADP
amfbr-2259	128	13	individual	individual	ADJ
amfbr-2259	128	14	investors	investor	NOUN
amfbr-2259	128	15	and	and	CCONJ
amfbr-2259	128	16	the	the	DET
amfbr-2259	128	17	overall	overall	ADJ
amfbr-2259	128	18	market	market	NOUN
amfbr-2259	128	19	dynamics	dynamic	NOUN
amfbr-2259	128	20	.	.	PUNCT
amfbr-2259	129	1	these	these	PRON
amfbr-2259	129	2	are	be	AUX
amfbr-2259	129	3	discussed	discuss	VERB
amfbr-2259	129	4	below	below	ADV
amfbr-2259	129	5	:	:	PUNCT
amfbr-2259	129	6	ai	ai	VERB
amfbr-2259	129	7	-	-	PUNCT
amfbr-2259	129	8	driven	drive	VERB
amfbr-2259	129	9	strategies	strategy	NOUN
amfbr-2259	129	10	on	on	ADP
amfbr-2259	129	11	individual	individual	ADJ
amfbr-2259	129	12	investors	investor	NOUN
amfbr-2259	129	13	barile	barile	VERB
amfbr-2259	129	14	et	et	PROPN
amfbr-2259	129	15	al	al	PROPN
amfbr-2259	129	16	.	.	PROPN
amfbr-2259	130	1	(	(	PUNCT
amfbr-2259	130	2	2024	2024	NUM
amfbr-2259	130	3	)	)	PUNCT
amfbr-2259	130	4	studied	study	VERB
amfbr-2259	130	5	that	that	SCONJ
amfbr-2259	130	6	ai	ai	VERB
amfbr-2259	130	7	empowers	empower	VERB
amfbr-2259	130	8	investors	investor	NOUN
amfbr-2259	130	9	of	of	ADP
amfbr-2259	130	10	all	all	DET
amfbr-2259	130	11	levels	level	NOUN
amfbr-2259	130	12	with	with	ADP
amfbr-2259	130	13	more	more	ADV
amfbr-2259	130	14	personalized	personalized	ADJ
amfbr-2259	130	15	and	and	CCONJ
amfbr-2259	130	16	accessible	accessible	ADJ
amfbr-2259	130	17	financial	financial	ADJ
amfbr-2259	130	18	guidance	guidance	NOUN
amfbr-2259	130	19	,	,	PUNCT
amfbr-2259	130	20	potentially	potentially	ADV
amfbr-2259	130	21	expanding	expand	VERB
amfbr-2259	130	22	investment	investment	NOUN
amfbr-2259	130	23	opportunities	opportunity	NOUN
amfbr-2259	130	24	and	and	CCONJ
amfbr-2259	130	25	promoting	promote	VERB
amfbr-2259	130	26	financial	financial	ADJ
amfbr-2259	130	27	literacy	literacy	NOUN
amfbr-2259	130	28	.	.	PUNCT
amfbr-2259	131	1	ai	ai	AUX
amfbr-2259	131	2	-	-	PUNCT
amfbr-2259	131	3	powered	power	VERB
amfbr-2259	131	4	robo	robo	NOUN
amfbr-2259	131	5	-	-	PUNCT
amfbr-2259	131	6	advisors	advisor	NOUN
amfbr-2259	131	7	provide	provide	VERB
amfbr-2259	131	8	personalized	personalized	ADJ
amfbr-2259	131	9	investment	investment	NOUN
amfbr-2259	131	10	recommendations	recommendation	NOUN
amfbr-2259	131	11	that	that	PRON
amfbr-2259	131	12	align	align	VERB
amfbr-2259	131	13	with	with	ADP
amfbr-2259	131	14	individual	individual	ADJ
amfbr-2259	131	15	risk	risk	NOUN
amfbr-2259	131	16	tolerance	tolerance	NOUN
amfbr-2259	131	17	and	and	CCONJ
amfbr-2259	131	18	financial	financial	ADJ
amfbr-2259	131	19	objectives	objective	NOUN
amfbr-2259	131	20	.	.	PUNCT
amfbr-2259	132	1	additionally	additionally	ADV
amfbr-2259	132	2	,	,	PUNCT
amfbr-2259	132	3	ai	ai	AUX
amfbr-2259	132	4	can	can	AUX
amfbr-2259	132	5	cut	cut	VERB
amfbr-2259	132	6	investor	investor	NOUN
amfbr-2259	132	7	costs	cost	NOUN
amfbr-2259	132	8	by	by	ADP
amfbr-2259	132	9	automating	automate	VERB
amfbr-2259	132	10	many	many	ADJ
amfbr-2259	132	11	aspects	aspect	NOUN
amfbr-2259	132	12	of	of	ADP
amfbr-2259	132	13	investment	investment	NOUN
amfbr-2259	132	14	management	management	NOUN
amfbr-2259	132	15	,	,	PUNCT
amfbr-2259	132	16	making	make	VERB
amfbr-2259	132	17	professional	professional	ADJ
amfbr-2259	132	18	advice	advice	NOUN
amfbr-2259	132	19	more	more	ADV
amfbr-2259	132	20	accessible	accessible	ADJ
amfbr-2259	132	21	.	.	PUNCT
amfbr-2259	133	1	ai	ai	AUX
amfbr-2259	133	2	can	can	AUX
amfbr-2259	133	3	decrease	decrease	VERB
amfbr-2259	133	4	the	the	DET
amfbr-2259	133	5	need	need	NOUN
amfbr-2259	133	6	for	for	ADP
amfbr-2259	133	7	human	human	ADJ
amfbr-2259	133	8	participation	participation	NOUN
amfbr-2259	133	9	by	by	ADP
amfbr-2259	133	10	automatically	automatically	ADV
amfbr-2259	133	11	handling	handle	VERB
amfbr-2259	133	12	routine	routine	ADJ
amfbr-2259	133	13	tasks	task	NOUN
amfbr-2259	133	14	,	,	PUNCT
amfbr-2259	133	15	leading	lead	VERB
amfbr-2259	133	16	to	to	ADP
amfbr-2259	133	17	lower	low	ADJ
amfbr-2259	133	18	management	management	NOUN
amfbr-2259	133	19	fees	fee	NOUN
amfbr-2259	133	20	,	,	PUNCT
amfbr-2259	133	21	as	as	ADP
amfbr-2259	133	22	tao	tao	PROPN
amfbr-2259	133	23	et	et	PROPN
amfbr-2259	133	24	al	al	PROPN
amfbr-2259	133	25	.	.	PROPN
amfbr-2259	134	1	(	(	PUNCT
amfbr-2259	134	2	2021	2021	NUM
amfbr-2259	134	3	)	)	PUNCT
amfbr-2259	134	4	studied	study	VERB
amfbr-2259	134	5	.	.	PUNCT
amfbr-2259	135	1	in	in	ADP
amfbr-2259	135	2	the	the	DET
amfbr-2259	135	3	study	study	NOUN
amfbr-2259	135	4	,	,	PUNCT
amfbr-2259	135	5	javaid	javaid	NOUN
amfbr-2259	135	6	(	(	PUNCT
amfbr-2259	135	7	2024	2024	NUM
amfbr-2259	135	8	)	)	PUNCT
amfbr-2259	135	9	found	find	VERB
amfbr-2259	135	10	that	that	SCONJ
amfbr-2259	135	11	by	by	ADP
amfbr-2259	135	12	leveraging	leverage	VERB
amfbr-2259	135	13	advanced	advanced	ADJ
amfbr-2259	135	14	data	datum	NOUN
amfbr-2259	135	15	analytics	analytic	NOUN
amfbr-2259	135	16	,	,	PUNCT
amfbr-2259	135	17	ai	ai	VERB
amfbr-2259	135	18	empowers	empower	NOUN
amfbr-2259	135	19	investors	investor	NOUN
amfbr-2259	135	20	to	to	PART
amfbr-2259	135	21	make	make	VERB
amfbr-2259	135	22	faster	fast	ADV
amfbr-2259	135	23	and	and	CCONJ
amfbr-2259	135	24	more	more	ADV
amfbr-2259	135	25	accurate	accurate	ADJ
amfbr-2259	135	26	assessments	assessment	NOUN
amfbr-2259	135	27	of	of	ADP
amfbr-2259	135	28	market	market	NOUN
amfbr-2259	135	29	conditions	condition	NOUN
amfbr-2259	135	30	.	.	PUNCT
amfbr-2259	136	1	ai	ai	VERB
amfbr-2259	136	2	on	on	ADP
amfbr-2259	136	3	market	market	NOUN
amfbr-2259	136	4	dynamics	dynamic	NOUN
amfbr-2259	136	5	and	and	CCONJ
amfbr-2259	136	6	volatility	volatility	NOUN
amfbr-2259	136	7	ai	ai	VERB
amfbr-2259	136	8	can	can	AUX
amfbr-2259	136	9	mitigate	mitigate	VERB
amfbr-2259	136	10	irrational	irrational	ADJ
amfbr-2259	136	11	market	market	NOUN
amfbr-2259	136	12	behaviors	behavior	NOUN
amfbr-2259	136	13	,	,	PUNCT
amfbr-2259	136	14	potentially	potentially	ADV
amfbr-2259	136	15	leading	lead	VERB
amfbr-2259	136	16	to	to	ADP
amfbr-2259	136	17	excellent	excellent	ADJ
amfbr-2259	136	18	price	price	NOUN
amfbr-2259	136	19	stability	stability	NOUN
amfbr-2259	136	20	and	and	CCONJ
amfbr-2259	136	21	reduced	reduce	VERB
amfbr-2259	136	22	speculative	speculative	ADJ
amfbr-2259	136	23	trading	trading	NOUN
amfbr-2259	136	24	activity	activity	NOUN
amfbr-2259	136	25	by	by	ADP
amfbr-2259	136	26	fostering	foster	VERB
amfbr-2259	136	27	more	more	ADJ
amfbr-2259	136	28	data	data	NOUN
amfbr-2259	136	29	-	-	PUNCT
amfbr-2259	136	30	driven	drive	VERB
amfbr-2259	136	31	decision	decision	NOUN
amfbr-2259	136	32	-	-	PUNCT
amfbr-2259	136	33	making	making	NOUN
amfbr-2259	136	34	.	.	PUNCT
amfbr-2259	137	1	conversely	conversely	ADV
amfbr-2259	137	2	,	,	PUNCT
amfbr-2259	137	3	ai	ai	AUX
amfbr-2259	137	4	-	-	PUNCT
amfbr-2259	137	5	enabled	enable	VERB
amfbr-2259	137	6	strategies	strategy	NOUN
amfbr-2259	137	7	might	might	AUX
amfbr-2259	137	8	create	create	VERB
amfbr-2259	137	9	coordinated	coordinated	ADJ
amfbr-2259	137	10	trading	trading	NOUN
amfbr-2259	137	11	activities	activity	NOUN
amfbr-2259	137	12	,	,	PUNCT
amfbr-2259	137	13	amplifying	amplify	VERB
amfbr-2259	137	14	market	market	NOUN
amfbr-2259	137	15	dynamics	dynamic	NOUN
amfbr-2259	137	16	when	when	SCONJ
amfbr-2259	137	17	numerous	numerous	ADJ
amfbr-2259	137	18	systems	system	NOUN
amfbr-2259	137	19	react	react	VERB
amfbr-2259	137	20	to	to	ADP
amfbr-2259	137	21	the	the	DET
amfbr-2259	137	22	same	same	ADJ
amfbr-2259	137	23	indicators	indicator	NOUN
amfbr-2259	137	24	,	,	PUNCT
amfbr-2259	137	25	as	as	SCONJ
amfbr-2259	137	26	youvan	youvan	PROPN
amfbr-2259	137	27	(	(	PUNCT
amfbr-2259	137	28	2024	2024	NUM
amfbr-2259	137	29	)	)	PUNCT
amfbr-2259	137	30	studied	study	VERB
amfbr-2259	137	31	.	.	PUNCT
amfbr-2259	138	1	this	this	DET
amfbr-2259	138	2	phenomenon	phenomenon	NOUN
amfbr-2259	138	3	,	,	PUNCT
amfbr-2259	138	4	known	know	VERB
amfbr-2259	138	5	as	as	ADP
amfbr-2259	138	6	"	"	PUNCT
amfbr-2259	138	7	herding	herding	NOUN
amfbr-2259	138	8	behavior	behavior	NOUN
amfbr-2259	138	9	,	,	PUNCT
amfbr-2259	138	10	"	"	PUNCT
amfbr-2259	138	11	can	can	AUX
amfbr-2259	138	12	contribute	contribute	VERB
amfbr-2259	138	13	to	to	ADP
amfbr-2259	138	14	market	market	NOUN
amfbr-2259	138	15	volatility	volatility	NOUN
amfbr-2259	138	16	and	and	CCONJ
amfbr-2259	138	17	exacerbate	exacerbate	VERB
amfbr-2259	138	18	price	price	NOUN
amfbr-2259	138	19	fluctuations	fluctuation	NOUN
amfbr-2259	138	20	.	.	PUNCT
amfbr-2259	139	1	ethical	ethical	ADJ
amfbr-2259	139	2	considerations	consideration	NOUN
amfbr-2259	139	3	and	and	CCONJ
amfbr-2259	139	4	challenges	challenge	NOUN
amfbr-2259	139	5	in	in	ADP
amfbr-2259	139	6	ai	ai	ADJ
amfbr-2259	139	7	investments	investment	NOUN
amfbr-2259	139	8	although	although	SCONJ
amfbr-2259	139	9	ai	ai	INTJ
amfbr-2259	139	10	presents	present	VERB
amfbr-2259	139	11	numerous	numerous	ADJ
amfbr-2259	139	12	benefits	benefit	NOUN
amfbr-2259	139	13	for	for	ADP
amfbr-2259	139	14	investment	investment	NOUN
amfbr-2259	139	15	strategies	strategy	NOUN
amfbr-2259	139	16	,	,	PUNCT
amfbr-2259	139	17	it	it	PRON
amfbr-2259	139	18	also	also	ADV
amfbr-2259	139	19	faces	face	VERB
amfbr-2259	139	20	several	several	ADJ
amfbr-2259	139	21	implementation	implementation	NOUN
amfbr-2259	139	22	challenges	challenge	NOUN
amfbr-2259	139	23	.	.	PUNCT
amfbr-2259	140	1	du	du	PROPN
amfbr-2259	140	2	and	and	CCONJ
amfbr-2259	140	3	xie	xie	PROPN
amfbr-2259	140	4	(	(	PUNCT
amfbr-2259	140	5	2021	2021	NUM
amfbr-2259	140	6	)	)	PUNCT
amfbr-2259	140	7	identified	identify	VERB
amfbr-2259	140	8	one	one	NUM
amfbr-2259	140	9	significant	significant	ADJ
amfbr-2259	140	10	concern	concern	NOUN
amfbr-2259	140	11	:	:	PUNCT
amfbr-2259	140	12	the	the	DET
amfbr-2259	140	13	potential	potential	NOUN
amfbr-2259	140	14	for	for	ADP
amfbr-2259	140	15	algorithmic	algorithmic	ADJ
amfbr-2259	140	16	biases	bias	NOUN
amfbr-2259	140	17	and	and	CCONJ
amfbr-2259	140	18	market	market	NOUN
amfbr-2259	140	19	manipulation	manipulation	NOUN
amfbr-2259	140	20	,	,	PUNCT
amfbr-2259	140	21	which	which	PRON
amfbr-2259	140	22	can	can	AUX
amfbr-2259	140	23	arise	arise	VERB
amfbr-2259	140	24	from	from	ADP
amfbr-2259	140	25	over	over	ADP
amfbr-2259	140	26	-	-	PUNCT
amfbr-2259	140	27	reliance	reliance	NOUN
amfbr-2259	140	28	on	on	ADP
amfbr-2259	140	29	ai	ai	PROPN
amfbr-2259	140	30	systems	system	NOUN
amfbr-2259	140	31	.	.	PUNCT
amfbr-2259	141	1	mizuta	mizuta	NOUN
amfbr-2259	141	2	(	(	PUNCT
amfbr-2259	141	3	2020	2020	NUM
amfbr-2259	141	4	)	)	PUNCT
amfbr-2259	141	5	recommended	recommend	VERB
amfbr-2259	141	6	careful	careful	ADJ
amfbr-2259	141	7	consideration	consideration	NOUN
amfbr-2259	141	8	regarding	regard	VERB
amfbr-2259	141	9	the	the	DET
amfbr-2259	141	10	ethical	ethical	ADJ
amfbr-2259	141	11	implications	implication	NOUN
amfbr-2259	141	12	of	of	ADP
amfbr-2259	141	13	ai	ai	ADJ
amfbr-2259	141	14	adoption	adoption	NOUN
amfbr-2259	141	15	in	in	ADP
amfbr-2259	141	16	business	business	NOUN
amfbr-2259	141	17	.	.	PUNCT
amfbr-2259	142	1	addressing	address	VERB
amfbr-2259	142	2	issues	issue	NOUN
amfbr-2259	142	3	like	like	ADP
amfbr-2259	142	4	data	datum	NOUN
amfbr-2259	142	5	privacy	privacy	NOUN
amfbr-2259	142	6	,	,	PUNCT
amfbr-2259	142	7	transparency	transparency	NOUN
amfbr-2259	142	8	,	,	PUNCT
amfbr-2259	142	9	and	and	CCONJ
amfbr-2259	142	10	accountability	accountability	NOUN
amfbr-2259	142	11	is	be	AUX
amfbr-2259	142	12	crucial	crucial	ADJ
amfbr-2259	142	13	for	for	ADP
amfbr-2259	142	14	ensuring	ensure	VERB
amfbr-2259	142	15	responsible	responsible	ADJ
amfbr-2259	142	16	ai	ai	NOUN
amfbr-2259	142	17	use	use	NOUN
amfbr-2259	142	18	in	in	ADP
amfbr-2259	142	19	investment	investment	NOUN
amfbr-2259	142	20	practices	practice	NOUN
amfbr-2259	142	21	.	.	PUNCT
amfbr-2259	143	1	truby	truby	PROPN
amfbr-2259	143	2	(	(	PUNCT
amfbr-2259	143	3	2020	2020	NUM
amfbr-2259	143	4	)	)	PUNCT
amfbr-2259	143	5	found	find	VERB
amfbr-2259	143	6	that	that	SCONJ
amfbr-2259	143	7	certain	certain	ADJ
amfbr-2259	143	8	investor	investor	NOUN
amfbr-2259	143	9	groups	group	NOUN
amfbr-2259	143	10	may	may	AUX
amfbr-2259	143	11	experience	experience	VERB
amfbr-2259	143	12	unfair	unfair	ADJ
amfbr-2259	143	13	outcomes	outcome	NOUN
amfbr-2259	143	14	due	due	ADP
amfbr-2259	143	15	to	to	ADP
amfbr-2259	143	16	ai	ai	PROPN
amfbr-2259	143	17	systems	system	NOUN
amfbr-2259	143	18	.	.	PUNCT
amfbr-2259	144	1	ensuring	ensure	VERB
amfbr-2259	144	2	the	the	DET
amfbr-2259	144	3	ai	ai	PROPN
amfbr-2259	144	4	model	model	NOUN
amfbr-2259	144	5	's	's	PART
amfbr-2259	144	6	fairness	fairness	NOUN
amfbr-2259	144	7	is	be	AUX
amfbr-2259	144	8	critical	critical	ADJ
amfbr-2259	144	9	to	to	ADP
amfbr-2259	144	10	promoting	promote	VERB
amfbr-2259	144	11	equitable	equitable	ADJ
amfbr-2259	144	12	access	access	NOUN
amfbr-2259	144	13	to	to	ADP
amfbr-2259	144	14	financial	financial	ADJ
amfbr-2259	144	15	amenities	amenity	NOUN
amfbr-2259	144	16	.	.	PUNCT
amfbr-2259	145	1	monira	monira	PROPN
amfbr-2259	145	2	,	,	PUNCT
amfbr-2259	145	3	american	american	PROPN
amfbr-2259	145	4	finance	finance	PROPN
amfbr-2259	145	5	&	&	CCONJ
amfbr-2259	145	6	banking	banking	PROPN
amfbr-2259	145	7	review	review	NOUN
amfbr-2259	145	8	9(1	9(1	NUM
amfbr-2259	145	9	)	)	PUNCT
amfbr-2259	145	10	(	(	PUNCT
amfbr-2259	145	11	2024	2024	NUM
amfbr-2259	145	12	)	)	PUNCT
amfbr-2259	145	13	,	,	PUNCT
amfbr-2259	145	14	1	1	NUM
amfbr-2259	145	15	-	-	SYM
amfbr-2259	145	16	10	10	NUM
amfbr-2259	145	17	5	5	NUM
amfbr-2259	145	18	it	it	PRON
amfbr-2259	145	19	is	be	AUX
amfbr-2259	145	20	clear	clear	ADJ
amfbr-2259	145	21	from	from	ADP
amfbr-2259	145	22	the	the	DET
amfbr-2259	145	23	explanation	explanation	NOUN
amfbr-2259	145	24	above	above	ADP
amfbr-2259	145	25	that	that	PRON
amfbr-2259	145	26	incorporating	incorporate	VERB
amfbr-2259	145	27	ai	ai	VERB
amfbr-2259	145	28	into	into	ADP
amfbr-2259	145	29	investment	investment	NOUN
amfbr-2259	145	30	methods	method	NOUN
amfbr-2259	145	31	offers	offer	VERB
amfbr-2259	145	32	unprecedented	unprecedented	ADJ
amfbr-2259	145	33	opportunities	opportunity	NOUN
amfbr-2259	145	34	for	for	ADP
amfbr-2259	145	35	enhancing	enhance	VERB
amfbr-2259	145	36	decision	decision	NOUN
amfbr-2259	145	37	-	-	PUNCT
amfbr-2259	145	38	making	make	VERB
amfbr-2259	145	39	and	and	CCONJ
amfbr-2259	145	40	improving	improve	VERB
amfbr-2259	145	41	market	market	NOUN
amfbr-2259	145	42	outcomes	outcome	NOUN
amfbr-2259	145	43	.	.	PUNCT
amfbr-2259	146	1	the	the	DET
amfbr-2259	146	2	financial	financial	ADJ
amfbr-2259	146	3	industry	industry	NOUN
amfbr-2259	146	4	is	be	AUX
amfbr-2259	146	5	increasingly	increasingly	ADV
amfbr-2259	146	6	adopting	adopt	VERB
amfbr-2259	146	7	ai	ai	VERB
amfbr-2259	146	8	technology	technology	NOUN
amfbr-2259	146	9	,	,	PUNCT
amfbr-2259	146	10	but	but	CCONJ
amfbr-2259	146	11	issues	issue	NOUN
amfbr-2259	146	12	and	and	CCONJ
amfbr-2259	146	13	ethical	ethical	ADJ
amfbr-2259	146	14	concerns	concern	NOUN
amfbr-2259	146	15	must	must	AUX
amfbr-2259	146	16	be	be	AUX
amfbr-2259	146	17	addressed	address	VERB
amfbr-2259	146	18	.	.	PUNCT
amfbr-2259	147	1	financial	financial	ADJ
amfbr-2259	147	2	institutions	institution	NOUN
amfbr-2259	147	3	can	can	AUX
amfbr-2259	147	4	fully	fully	ADV
amfbr-2259	147	5	utilize	utilize	VERB
amfbr-2259	147	6	ai	ai	VERB
amfbr-2259	147	7	by	by	ADP
amfbr-2259	147	8	prioritizing	prioritize	VERB
amfbr-2259	147	9	data	datum	NOUN
amfbr-2259	147	10	quality	quality	NOUN
amfbr-2259	147	11	,	,	PUNCT
amfbr-2259	147	12	addressing	address	VERB
amfbr-2259	147	13	algorithmic	algorithmic	ADJ
amfbr-2259	147	14	bias	bias	NOUN
amfbr-2259	147	15	,	,	PUNCT
amfbr-2259	147	16	and	and	CCONJ
amfbr-2259	147	17	establishing	establish	VERB
amfbr-2259	147	18	robust	robust	ADJ
amfbr-2259	147	19	regulatory	regulatory	ADJ
amfbr-2259	147	20	frameworks	framework	NOUN
amfbr-2259	147	21	while	while	SCONJ
amfbr-2259	147	22	ensuring	ensure	VERB
amfbr-2259	147	23	fairness	fairness	NOUN
amfbr-2259	147	24	,	,	PUNCT
amfbr-2259	147	25	transparency	transparency	NOUN
amfbr-2259	147	26	,	,	PUNCT
amfbr-2259	147	27	and	and	CCONJ
amfbr-2259	147	28	trust	trust	NOUN
amfbr-2259	147	29	in	in	ADP
amfbr-2259	147	30	their	their	PRON
amfbr-2259	147	31	applications	application	NOUN
amfbr-2259	147	32	.	.	PUNCT
amfbr-2259	148	1	implementing	implement	VERB
amfbr-2259	148	2	ai	ai	PROPN
amfbr-2259	148	3	technologies	technology	NOUN
amfbr-2259	148	4	can	can	AUX
amfbr-2259	148	5	lead	lead	VERB
amfbr-2259	148	6	to	to	ADP
amfbr-2259	148	7	substantial	substantial	ADJ
amfbr-2259	148	8	cost	cost	NOUN
amfbr-2259	148	9	savings	saving	NOUN
amfbr-2259	148	10	for	for	ADP
amfbr-2259	148	11	financial	financial	ADJ
amfbr-2259	148	12	organizations	organization	NOUN
amfbr-2259	148	13	.	.	PUNCT
amfbr-2259	149	1	financial	financial	ADJ
amfbr-2259	149	2	institutions	institution	NOUN
amfbr-2259	149	3	can	can	AUX
amfbr-2259	149	4	unlock	unlock	VERB
amfbr-2259	149	5	the	the	DET
amfbr-2259	149	6	full	full	ADJ
amfbr-2259	149	7	potential	potential	NOUN
amfbr-2259	149	8	of	of	ADP
amfbr-2259	149	9	ai	ai	NOUN
amfbr-2259	149	10	and	and	CCONJ
amfbr-2259	149	11	minimize	minimize	VERB
amfbr-2259	149	12	implementation	implementation	NOUN
amfbr-2259	149	13	risks	risk	NOUN
amfbr-2259	149	14	by	by	ADP
amfbr-2259	149	15	encouraging	encourage	VERB
amfbr-2259	149	16	a	a	DET
amfbr-2259	149	17	culture	culture	NOUN
amfbr-2259	149	18	of	of	ADP
amfbr-2259	149	19	ethical	ethical	ADJ
amfbr-2259	149	20	ai	ai	NOUN
amfbr-2259	149	21	use	use	NOUN
amfbr-2259	149	22	.	.	PUNCT
amfbr-2259	150	1	materials	material	NOUN
amfbr-2259	150	2	and	and	CCONJ
amfbr-2259	150	3	methods	method	NOUN
amfbr-2259	150	4	this	this	DET
amfbr-2259	150	5	study	study	NOUN
amfbr-2259	150	6	utilizes	utilize	VERB
amfbr-2259	150	7	a	a	DET
amfbr-2259	150	8	qualitative	qualitative	ADJ
amfbr-2259	150	9	approach	approach	NOUN
amfbr-2259	150	10	to	to	PART
amfbr-2259	150	11	uncover	uncover	VERB
amfbr-2259	150	12	the	the	DET
amfbr-2259	150	13	nuanced	nuanced	ADJ
amfbr-2259	150	14	roles	role	NOUN
amfbr-2259	150	15	that	that	PRON
amfbr-2259	150	16	artificial	artificial	ADJ
amfbr-2259	150	17	intelligence	intelligence	NOUN
amfbr-2259	150	18	(	(	PUNCT
amfbr-2259	150	19	ai	ai	AUX
amfbr-2259	150	20	)	)	PUNCT
amfbr-2259	150	21	plays	play	NOUN
amfbr-2259	150	22	in	in	ADP
amfbr-2259	150	23	investment	investment	NOUN
amfbr-2259	150	24	strategies	strategy	NOUN
amfbr-2259	150	25	.	.	PUNCT
amfbr-2259	151	1	this	this	PRON
amfbr-2259	151	2	will	will	AUX
amfbr-2259	151	3	yield	yield	VERB
amfbr-2259	151	4	a	a	DET
amfbr-2259	151	5	thorough	thorough	ADJ
amfbr-2259	151	6	understanding	understanding	NOUN
amfbr-2259	151	7	of	of	ADP
amfbr-2259	151	8	how	how	SCONJ
amfbr-2259	151	9	ai	ai	AUX
amfbr-2259	151	10	reshapes	reshape	VERB
amfbr-2259	151	11	investment	investment	NOUN
amfbr-2259	151	12	strategies	strategy	NOUN
amfbr-2259	151	13	,	,	PUNCT
amfbr-2259	151	14	contributing	contribute	VERB
amfbr-2259	151	15	to	to	ADP
amfbr-2259	151	16	the	the	DET
amfbr-2259	151	17	broader	broad	ADJ
amfbr-2259	151	18	discourse	discourse	NOUN
amfbr-2259	151	19	on	on	ADP
amfbr-2259	151	20	its	its	PRON
amfbr-2259	151	21	implications	implication	NOUN
amfbr-2259	151	22	for	for	ADP
amfbr-2259	151	23	the	the	DET
amfbr-2259	151	24	financial	financial	ADJ
amfbr-2259	151	25	industry	industry	NOUN
amfbr-2259	151	26	.	.	PUNCT
amfbr-2259	152	1	this	this	DET
amfbr-2259	152	2	study	study	NOUN
amfbr-2259	152	3	is	be	AUX
amfbr-2259	152	4	particularly	particularly	ADV
amfbr-2259	152	5	well	well	ADV
amfbr-2259	152	6	-	-	PUNCT
amfbr-2259	152	7	suited	suit	VERB
amfbr-2259	152	8	to	to	ADP
amfbr-2259	152	9	the	the	DET
amfbr-2259	152	10	qualitative	qualitative	ADJ
amfbr-2259	152	11	technique	technique	NOUN
amfbr-2259	152	12	since	since	SCONJ
amfbr-2259	152	13	it	it	PRON
amfbr-2259	152	14	allows	allow	VERB
amfbr-2259	152	15	for	for	ADP
amfbr-2259	152	16	a	a	DET
amfbr-2259	152	17	thorough	thorough	ADJ
amfbr-2259	152	18	examination	examination	NOUN
amfbr-2259	152	19	of	of	ADP
amfbr-2259	152	20	the	the	DET
amfbr-2259	152	21	nuances	nuance	NOUN
amfbr-2259	152	22	and	and	CCONJ
amfbr-2259	152	23	complexity	complexity	NOUN
amfbr-2259	152	24	of	of	ADP
amfbr-2259	152	25	integrating	integrate	VERB
amfbr-2259	152	26	ai	ai	VERB
amfbr-2259	152	27	into	into	ADP
amfbr-2259	152	28	investment	investment	NOUN
amfbr-2259	152	29	plans	plan	NOUN
amfbr-2259	152	30	.	.	PUNCT
amfbr-2259	153	1	the	the	DET
amfbr-2259	153	2	information	information	NOUN
amfbr-2259	153	3	for	for	ADP
amfbr-2259	153	4	this	this	DET
amfbr-2259	153	5	study	study	NOUN
amfbr-2259	153	6	was	be	AUX
amfbr-2259	153	7	obtained	obtain	VERB
amfbr-2259	153	8	by	by	ADP
amfbr-2259	153	9	analyzing	analyze	VERB
amfbr-2259	153	10	existing	exist	VERB
amfbr-2259	153	11	literature	literature	NOUN
amfbr-2259	153	12	reviews	review	NOUN
amfbr-2259	153	13	,	,	PUNCT
amfbr-2259	153	14	concentrating	concentrate	VERB
amfbr-2259	153	15	on	on	ADP
amfbr-2259	153	16	articles	article	NOUN
amfbr-2259	153	17	,	,	PUNCT
amfbr-2259	153	18	conference	conference	NOUN
amfbr-2259	153	19	papers	paper	NOUN
amfbr-2259	153	20	,	,	PUNCT
amfbr-2259	153	21	and	and	CCONJ
amfbr-2259	153	22	various	various	ADJ
amfbr-2259	153	23	case	case	NOUN
amfbr-2259	153	24	studies	study	NOUN
amfbr-2259	153	25	related	relate	VERB
amfbr-2259	153	26	to	to	PART
amfbr-2259	153	27	ai	ai	VERB
amfbr-2259	153	28	in	in	ADP
amfbr-2259	153	29	investment	investment	NOUN
amfbr-2259	153	30	strategies	strategy	NOUN
amfbr-2259	153	31	.	.	PUNCT
amfbr-2259	154	1	the	the	DET
amfbr-2259	154	2	literature	literature	PROPN
amfbr-2259	154	3	review	review	NOUN
amfbr-2259	154	4	process	process	NOUN
amfbr-2259	154	5	involved	involve	VERB
amfbr-2259	154	6	identifying	identify	VERB
amfbr-2259	154	7	relevant	relevant	ADJ
amfbr-2259	154	8	studies	study	NOUN
amfbr-2259	154	9	,	,	PUNCT
amfbr-2259	154	10	analyzing	analyze	VERB
amfbr-2259	154	11	their	their	PRON
amfbr-2259	154	12	findings	finding	NOUN
amfbr-2259	154	13	,	,	PUNCT
amfbr-2259	154	14	and	and	CCONJ
amfbr-2259	154	15	synthesizing	synthesize	VERB
amfbr-2259	154	16	the	the	DET
amfbr-2259	154	17	information	information	NOUN
amfbr-2259	154	18	to	to	PART
amfbr-2259	154	19	draw	draw	VERB
amfbr-2259	154	20	meaningful	meaningful	ADJ
amfbr-2259	154	21	conclusions	conclusion	NOUN
amfbr-2259	154	22	.	.	PUNCT
amfbr-2259	155	1	in	in	ADP
amfbr-2259	155	2	addition	addition	NOUN
amfbr-2259	155	3	to	to	ADP
amfbr-2259	155	4	the	the	DET
amfbr-2259	155	5	literature	literature	PROPN
amfbr-2259	155	6	review	review	PROPN
amfbr-2259	155	7	,	,	PUNCT
amfbr-2259	155	8	case	case	NOUN
amfbr-2259	155	9	studies	study	NOUN
amfbr-2259	155	10	of	of	ADP
amfbr-2259	155	11	six	six	NUM
amfbr-2259	155	12	successful	successful	ADJ
amfbr-2259	155	13	ai	ai	ADJ
amfbr-2259	155	14	-	-	PUNCT
amfbr-2259	155	15	driven	drive	VERB
amfbr-2259	155	16	investment	investment	NOUN
amfbr-2259	155	17	firms	firm	NOUN
amfbr-2259	155	18	were	be	AUX
amfbr-2259	155	19	analyzed	analyze	VERB
amfbr-2259	155	20	to	to	PART
amfbr-2259	155	21	illustrate	illustrate	VERB
amfbr-2259	155	22	the	the	DET
amfbr-2259	155	23	practical	practical	ADJ
amfbr-2259	155	24	applications	application	NOUN
amfbr-2259	155	25	of	of	ADP
amfbr-2259	155	26	ai	ai	NOUN
amfbr-2259	155	27	in	in	ADP
amfbr-2259	155	28	investment	investment	NOUN
amfbr-2259	155	29	strategies	strategy	NOUN
amfbr-2259	155	30	.	.	PUNCT
amfbr-2259	156	1	these	these	DET
amfbr-2259	156	2	firms	firm	NOUN
amfbr-2259	156	3	were	be	AUX
amfbr-2259	156	4	chosen	choose	VERB
amfbr-2259	156	5	based	base	VERB
amfbr-2259	156	6	on	on	ADP
amfbr-2259	156	7	their	their	PRON
amfbr-2259	156	8	innovative	innovative	ADJ
amfbr-2259	156	9	use	use	NOUN
amfbr-2259	156	10	of	of	ADP
amfbr-2259	156	11	ai	ai	ADJ
amfbr-2259	156	12	and	and	CCONJ
amfbr-2259	156	13	notable	notable	ADJ
amfbr-2259	156	14	performance	performance	NOUN
amfbr-2259	156	15	outcomes	outcome	NOUN
amfbr-2259	156	16	.	.	PUNCT
amfbr-2259	157	1	this	this	DET
amfbr-2259	157	2	analysis	analysis	NOUN
amfbr-2259	157	3	allowed	allow	VERB
amfbr-2259	157	4	the	the	DET
amfbr-2259	157	5	extraction	extraction	NOUN
amfbr-2259	157	6	of	of	ADP
amfbr-2259	157	7	key	key	ADJ
amfbr-2259	157	8	findings	finding	NOUN
amfbr-2259	157	9	related	relate	VERB
amfbr-2259	157	10	to	to	ADP
amfbr-2259	157	11	predictive	predictive	ADJ
amfbr-2259	157	12	analytics	analytic	NOUN
amfbr-2259	157	13	,	,	PUNCT
amfbr-2259	157	14	risk	risk	NOUN
amfbr-2259	157	15	management	management	NOUN
amfbr-2259	157	16	,	,	PUNCT
amfbr-2259	157	17	user	user	NOUN
amfbr-2259	157	18	engagement	engagement	NOUN
amfbr-2259	157	19	,	,	PUNCT
amfbr-2259	157	20	and	and	CCONJ
amfbr-2259	157	21	ethical	ethical	ADJ
amfbr-2259	157	22	considerations	consideration	NOUN
amfbr-2259	157	23	in	in	ADP
amfbr-2259	157	24	ai	ai	ADJ
amfbr-2259	157	25	adoption	adoption	NOUN
amfbr-2259	157	26	in	in	ADP
amfbr-2259	157	27	investment	investment	NOUN
amfbr-2259	157	28	strategies	strategy	NOUN
amfbr-2259	157	29	.	.	PUNCT
amfbr-2259	158	1	discussions	discussion	NOUN
amfbr-2259	158	2	the	the	DET
amfbr-2259	158	3	transformative	transformative	ADJ
amfbr-2259	158	4	impact	impact	NOUN
amfbr-2259	158	5	of	of	ADP
amfbr-2259	158	6	ai	ai	NOUN
amfbr-2259	158	7	on	on	ADP
amfbr-2259	158	8	investment	investment	NOUN
amfbr-2259	158	9	strategies	strategy	NOUN
amfbr-2259	158	10	is	be	AUX
amfbr-2259	158	11	significant	significant	ADJ
amfbr-2259	158	12	,	,	PUNCT
amfbr-2259	158	13	enhancing	enhance	VERB
amfbr-2259	158	14	decision	decision	NOUN
amfbr-2259	158	15	-	-	PUNCT
amfbr-2259	158	16	making	make	VERB
amfbr-2259	158	17	and	and	CCONJ
amfbr-2259	158	18	improving	improve	VERB
amfbr-2259	158	19	market	market	NOUN
amfbr-2259	158	20	predictions	prediction	NOUN
amfbr-2259	158	21	.	.	PUNCT
amfbr-2259	159	1	ai	ai	VERB
amfbr-2259	159	2	's	's	PART
amfbr-2259	159	3	integration	integration	NOUN
amfbr-2259	159	4	into	into	ADP
amfbr-2259	159	5	financial	financial	ADJ
amfbr-2259	159	6	markets	market	NOUN
amfbr-2259	159	7	offers	offer	VERB
amfbr-2259	159	8	enhanced	enhance	VERB
amfbr-2259	159	9	predictive	predictive	ADJ
amfbr-2259	159	10	capabilities	capability	NOUN
amfbr-2259	159	11	and	and	CCONJ
amfbr-2259	159	12	improved	improved	ADJ
amfbr-2259	159	13	data	datum	NOUN
amfbr-2259	159	14	management	management	NOUN
amfbr-2259	159	15	,	,	PUNCT
amfbr-2259	159	16	as	as	ADV
amfbr-2259	159	17	well	well	ADV
amfbr-2259	159	18	as	as	ADP
amfbr-2259	159	19	fostering	foster	VERB
amfbr-2259	159	20	user	user	NOUN
amfbr-2259	159	21	engagement	engagement	NOUN
amfbr-2259	159	22	.	.	PUNCT
amfbr-2259	160	1	however	however	ADV
amfbr-2259	160	2	,	,	PUNCT
amfbr-2259	160	3	ethical	ethical	ADJ
amfbr-2259	160	4	considerations	consideration	NOUN
amfbr-2259	160	5	and	and	CCONJ
amfbr-2259	160	6	potential	potential	ADJ
amfbr-2259	160	7	biases	bias	NOUN
amfbr-2259	160	8	must	must	AUX
amfbr-2259	160	9	be	be	AUX
amfbr-2259	160	10	addressed	address	VERB
amfbr-2259	160	11	.	.	PUNCT
amfbr-2259	161	1	by	by	ADP
amfbr-2259	161	2	adopting	adopt	VERB
amfbr-2259	161	3	ai	ai	VERB
amfbr-2259	161	4	strategically	strategically	ADV
amfbr-2259	161	5	,	,	PUNCT
amfbr-2259	161	6	financial	financial	ADJ
amfbr-2259	161	7	institutions	institution	NOUN
amfbr-2259	161	8	can	can	AUX
amfbr-2259	161	9	gain	gain	VERB
amfbr-2259	161	10	a	a	DET
amfbr-2259	161	11	competitive	competitive	ADJ
amfbr-2259	161	12	advantage	advantage	NOUN
amfbr-2259	161	13	,	,	PUNCT
amfbr-2259	161	14	attract	attract	VERB
amfbr-2259	161	15	clients	client	NOUN
amfbr-2259	161	16	,	,	PUNCT
amfbr-2259	161	17	and	and	CCONJ
amfbr-2259	161	18	strengthen	strengthen	VERB
amfbr-2259	161	19	risk	risk	NOUN
amfbr-2259	161	20	management	management	NOUN
amfbr-2259	161	21	.	.	PUNCT
amfbr-2259	162	1	regulators	regulator	NOUN
amfbr-2259	162	2	must	must	AUX
amfbr-2259	162	3	establish	establish	VERB
amfbr-2259	162	4	ethical	ethical	ADJ
amfbr-2259	162	5	frameworks	framework	NOUN
amfbr-2259	162	6	for	for	ADP
amfbr-2259	162	7	ai	ai	PRON
amfbr-2259	162	8	usage	usage	NOUN
amfbr-2259	162	9	to	to	PART
amfbr-2259	162	10	promote	promote	VERB
amfbr-2259	162	11	transparency	transparency	NOUN
amfbr-2259	162	12	and	and	CCONJ
amfbr-2259	162	13	accountability	accountability	NOUN
amfbr-2259	162	14	.	.	PUNCT
amfbr-2259	163	1	ultimately	ultimately	ADV
amfbr-2259	163	2	,	,	PUNCT
amfbr-2259	163	3	the	the	DET
amfbr-2259	163	4	widespread	widespread	ADJ
amfbr-2259	163	5	adoption	adoption	NOUN
amfbr-2259	163	6	of	of	ADP
amfbr-2259	163	7	ai	ai	NOUN
amfbr-2259	163	8	will	will	AUX
amfbr-2259	163	9	lead	lead	VERB
amfbr-2259	163	10	to	to	ADP
amfbr-2259	163	11	more	more	ADV
amfbr-2259	163	12	stable	stable	ADJ
amfbr-2259	163	13	financial	financial	ADJ
amfbr-2259	163	14	markets	market	NOUN
amfbr-2259	163	15	and	and	CCONJ
amfbr-2259	163	16	foster	foster	ADJ
amfbr-2259	163	17	innovation	innovation	NOUN
amfbr-2259	163	18	across	across	ADP
amfbr-2259	163	19	sectors	sector	NOUN
amfbr-2259	163	20	.	.	PUNCT
amfbr-2259	164	1	traditionally	traditionally	ADV
amfbr-2259	164	2	,	,	PUNCT
amfbr-2259	164	3	investment	investment	NOUN
amfbr-2259	164	4	strategies	strategy	NOUN
amfbr-2259	164	5	were	be	AUX
amfbr-2259	164	6	primarily	primarily	ADV
amfbr-2259	164	7	formulated	formulate	VERB
amfbr-2259	164	8	through	through	ADP
amfbr-2259	164	9	human	human	ADJ
amfbr-2259	164	10	intuition	intuition	NOUN
amfbr-2259	164	11	,	,	PUNCT
amfbr-2259	164	12	experience	experience	NOUN
amfbr-2259	164	13	,	,	PUNCT
amfbr-2259	164	14	and	and	CCONJ
amfbr-2259	164	15	market	market	NOUN
amfbr-2259	164	16	analysis	analysis	NOUN
amfbr-2259	164	17	.	.	PUNCT
amfbr-2259	165	1	however	however	ADV
amfbr-2259	165	2	,	,	PUNCT
amfbr-2259	165	3	the	the	DET
amfbr-2259	165	4	advent	advent	NOUN
amfbr-2259	165	5	of	of	ADP
amfbr-2259	165	6	ai	ai	AUX
amfbr-2259	165	7	brought	bring	VERB
amfbr-2259	165	8	about	about	ADP
amfbr-2259	165	9	a	a	DET
amfbr-2259	165	10	new	new	ADJ
amfbr-2259	165	11	era	era	NOUN
amfbr-2259	165	12	characterized	characterize	VERB
amfbr-2259	165	13	by	by	ADP
amfbr-2259	165	14	data	datum	NOUN
amfbr-2259	165	15	-	-	PUNCT
amfbr-2259	165	16	driven	drive	VERB
amfbr-2259	165	17	decision	decision	NOUN
amfbr-2259	165	18	-	-	PUNCT
amfbr-2259	165	19	making	make	VERB
amfbr-2259	165	20	and	and	CCONJ
amfbr-2259	165	21	adaptive	adaptive	ADJ
amfbr-2259	165	22	learning	learning	NOUN
amfbr-2259	165	23	models	model	NOUN
amfbr-2259	165	24	.	.	PUNCT
amfbr-2259	166	1	algorithmic	algorithmic	ADJ
amfbr-2259	166	2	trading	trading	NOUN
amfbr-2259	166	3	,	,	PUNCT
amfbr-2259	166	4	once	once	ADV
amfbr-2259	166	5	reliant	reliant	ADJ
amfbr-2259	166	6	on	on	ADP
amfbr-2259	166	7	predefined	predefine	VERB
amfbr-2259	166	8	rules	rule	NOUN
amfbr-2259	166	9	,	,	PUNCT
amfbr-2259	166	10	now	now	ADV
amfbr-2259	166	11	leverages	leverage	NOUN
amfbr-2259	166	12	ai	ai	VERB
amfbr-2259	166	13	's	's	PART
amfbr-2259	166	14	capacity	capacity	NOUN
amfbr-2259	166	15	to	to	PART
amfbr-2259	166	16	dynamically	dynamically	ADV
amfbr-2259	166	17	analyze	analyze	VERB
amfbr-2259	166	18	vast	vast	ADJ
amfbr-2259	166	19	datasets	dataset	NOUN
amfbr-2259	166	20	,	,	PUNCT
amfbr-2259	166	21	identify	identify	VERB
amfbr-2259	166	22	patterns	pattern	NOUN
amfbr-2259	166	23	,	,	PUNCT
amfbr-2259	166	24	and	and	CCONJ
amfbr-2259	166	25	execute	execute	VERB
amfbr-2259	166	26	trades	trade	NOUN
amfbr-2259	166	27	with	with	ADP
amfbr-2259	166	28	unprecedented	unprecedented	ADJ
amfbr-2259	166	29	speed	speed	NOUN
amfbr-2259	166	30	and	and	CCONJ
amfbr-2259	166	31	accuracy	accuracy	NOUN
amfbr-2259	166	32	.	.	PUNCT
amfbr-2259	167	1	emerging	emerge	VERB
amfbr-2259	167	2	trends	trend	NOUN
amfbr-2259	167	3	&	&	CCONJ
amfbr-2259	167	4	prospects	prospect	NOUN
amfbr-2259	167	5	of	of	ADP
amfbr-2259	167	6	ai	ai	VERB
amfbr-2259	167	7	in	in	ADP
amfbr-2259	167	8	investment	investment	NOUN
amfbr-2259	167	9	strategies	strategy	NOUN
amfbr-2259	167	10	emerging	emerge	VERB
amfbr-2259	167	11	trends	trend	NOUN
amfbr-2259	167	12	in	in	ADP
amfbr-2259	167	13	ai	ai	PROPN
amfbr-2259	167	14	will	will	AUX
amfbr-2259	167	15	revolutionize	revolutionize	VERB
amfbr-2259	167	16	investment	investment	NOUN
amfbr-2259	167	17	strategies	strategy	NOUN
amfbr-2259	167	18	by	by	ADP
amfbr-2259	167	19	enhancing	enhance	VERB
amfbr-2259	167	20	predictive	predictive	ADJ
amfbr-2259	167	21	modeling	modeling	NOUN
amfbr-2259	167	22	and	and	CCONJ
amfbr-2259	167	23	data	datum	NOUN
amfbr-2259	167	24	analysis	analysis	NOUN
amfbr-2259	167	25	,	,	PUNCT
amfbr-2259	167	26	enabling	enable	VERB
amfbr-2259	167	27	better	well	ADV
amfbr-2259	167	28	-	-	PUNCT
amfbr-2259	167	29	informed	inform	VERB
amfbr-2259	167	30	choices	choice	NOUN
amfbr-2259	167	31	.	.	PUNCT
amfbr-2259	168	1	the	the	DET
amfbr-2259	168	2	ongoing	ongoing	ADJ
amfbr-2259	168	3	development	development	NOUN
amfbr-2259	168	4	of	of	ADP
amfbr-2259	168	5	ai	ai	PROPN
amfbr-2259	168	6	technologies	technology	NOUN
amfbr-2259	168	7	in	in	ADP
amfbr-2259	168	8	shaping	shape	VERB
amfbr-2259	168	9	investment	investment	NOUN
amfbr-2259	168	10	strategies	strategy	NOUN
amfbr-2259	168	11	will	will	AUX
amfbr-2259	168	12	likely	likely	ADV
amfbr-2259	168	13	expand	expand	VERB
amfbr-2259	168	14	and	and	CCONJ
amfbr-2259	168	15	offer	offer	VERB
amfbr-2259	168	16	new	new	ADJ
amfbr-2259	168	17	opportunities	opportunity	NOUN
amfbr-2259	168	18	for	for	ADP
amfbr-2259	168	19	competitive	competitive	ADJ
amfbr-2259	168	20	advantage	advantage	NOUN
amfbr-2259	168	21	and	and	CCONJ
amfbr-2259	168	22	innovation	innovation	NOUN
amfbr-2259	168	23	.	.	PUNCT
amfbr-2259	169	1	there	there	PRON
amfbr-2259	169	2	are	be	VERB
amfbr-2259	169	3	plenty	plenty	NOUN
amfbr-2259	169	4	of	of	ADP
amfbr-2259	169	5	opportunities	opportunity	NOUN
amfbr-2259	169	6	that	that	PRON
amfbr-2259	169	7	ai	ai	VERB
amfbr-2259	169	8	can	can	AUX
amfbr-2259	169	9	bring	bring	VERB
amfbr-2259	169	10	into	into	ADP
amfbr-2259	169	11	investment	investment	NOUN
amfbr-2259	169	12	practices	practice	NOUN
amfbr-2259	169	13	with	with	ADP
amfbr-2259	169	14	greater	great	ADJ
amfbr-2259	169	15	efficiency	efficiency	NOUN
amfbr-2259	169	16	and	and	CCONJ
amfbr-2259	169	17	innovation	innovation	NOUN
amfbr-2259	169	18	.	.	PUNCT
amfbr-2259	170	1	integration	integration	NOUN
amfbr-2259	170	2	with	with	ADP
amfbr-2259	170	3	blockchain	blockchain	PROPN
amfbr-2259	170	4	technology	technology	PROPN
amfbr-2259	170	5	investment	investment	NOUN
amfbr-2259	170	6	techniques	technique	NOUN
amfbr-2259	170	7	have	have	VERB
amfbr-2259	170	8	intriguing	intriguing	ADJ
amfbr-2259	170	9	prospects	prospect	NOUN
amfbr-2259	170	10	when	when	SCONJ
amfbr-2259	170	11	blockchain	blockchain	PROPN
amfbr-2259	170	12	technology	technology	PROPN
amfbr-2259	170	13	and	and	CCONJ
amfbr-2259	170	14	artificial	artificial	ADJ
amfbr-2259	170	15	intelligence	intelligence	NOUN
amfbr-2259	170	16	are	be	AUX
amfbr-2259	170	17	combined	combine	VERB
amfbr-2259	170	18	.	.	PUNCT
amfbr-2259	171	1	blockchain	blockchain	PROPN
amfbr-2259	171	2	's	's	PART
amfbr-2259	171	3	decentralized	decentralized	ADJ
amfbr-2259	171	4	structure	structure	NOUN
amfbr-2259	171	5	can	can	AUX
amfbr-2259	171	6	improve	improve	VERB
amfbr-2259	171	7	financial	financial	ADJ
amfbr-2259	171	8	transaction	transaction	NOUN
amfbr-2259	171	9	security	security	NOUN
amfbr-2259	171	10	and	and	CCONJ
amfbr-2259	171	11	transparency	transparency	NOUN
amfbr-2259	171	12	,	,	PUNCT
amfbr-2259	171	13	while	while	SCONJ
amfbr-2259	171	14	ai	ai	VERB
amfbr-2259	171	15	can	can	AUX
amfbr-2259	171	16	provide	provide	VERB
amfbr-2259	171	17	advanced	advanced	ADJ
amfbr-2259	171	18	analytics	analytic	NOUN
amfbr-2259	171	19	and	and	CCONJ
amfbr-2259	171	20	insights	insight	NOUN
amfbr-2259	171	21	(	(	PUNCT
amfbr-2259	171	22	kumar	kumar	PROPN
amfbr-2259	171	23	et	et	PROPN
amfbr-2259	171	24	al	al	PROPN
amfbr-2259	171	25	.	.	PROPN
amfbr-2259	171	26	,	,	PUNCT
amfbr-2259	171	27	2023	2023	NUM
amfbr-2259	171	28	)	)	PUNCT
amfbr-2259	171	29	.	.	PUNCT
amfbr-2259	172	1	this	this	DET
amfbr-2259	172	2	convergence	convergence	NOUN
amfbr-2259	172	3	can	can	AUX
amfbr-2259	172	4	revolutionize	revolutionize	VERB
amfbr-2259	172	5	investment	investment	NOUN
amfbr-2259	172	6	practices	practice	NOUN
amfbr-2259	172	7	,	,	PUNCT
amfbr-2259	172	8	enabling	enable	VERB
amfbr-2259	172	9	more	more	ADV
amfbr-2259	172	10	efficient	efficient	ADJ
amfbr-2259	172	11	and	and	CCONJ
amfbr-2259	172	12	secure	secure	VERB
amfbr-2259	172	13	trading	trading	NOUN
amfbr-2259	172	14	environments	environment	NOUN
amfbr-2259	172	15	.	.	PUNCT
amfbr-2259	173	1	focus	focus	VERB
amfbr-2259	173	2	on	on	ADP
amfbr-2259	173	3	ethical	ethical	ADJ
amfbr-2259	173	4	ai	ai	VERB
amfbr-2259	173	5	the	the	DET
amfbr-2259	173	6	growing	grow	VERB
amfbr-2259	173	7	awareness	awareness	NOUN
amfbr-2259	173	8	of	of	ADP
amfbr-2259	173	9	ethical	ethical	ADJ
amfbr-2259	173	10	considerations	consideration	NOUN
amfbr-2259	173	11	in	in	ADP
amfbr-2259	173	12	ai	ai	ADJ
amfbr-2259	173	13	adoption	adoption	NOUN
amfbr-2259	173	14	will	will	AUX
amfbr-2259	173	15	likely	likely	ADV
amfbr-2259	173	16	shape	shape	VERB
amfbr-2259	173	17	future	future	ADJ
amfbr-2259	173	18	investment	investment	NOUN
amfbr-2259	173	19	strategy	strategy	NOUN
amfbr-2259	173	20	research	research	NOUN
amfbr-2259	173	21	and	and	CCONJ
amfbr-2259	173	22	practices	practice	NOUN
amfbr-2259	173	23	.	.	PUNCT
amfbr-2259	174	1	financial	financial	ADJ
amfbr-2259	174	2	institutions	institution	NOUN
amfbr-2259	174	3	will	will	AUX
amfbr-2259	174	4	focus	focus	VERB
amfbr-2259	174	5	more	more	ADV
amfbr-2259	174	6	on	on	ADP
amfbr-2259	174	7	creating	create	VERB
amfbr-2259	174	8	ethical	ethical	ADJ
amfbr-2259	174	9	frameworks	framework	NOUN
amfbr-2259	174	10	and	and	CCONJ
amfbr-2259	174	11	norms	norm	NOUN
amfbr-2259	174	12	for	for	ADP
amfbr-2259	174	13	ai	ai	PRON
amfbr-2259	174	14	adoption	adoption	NOUN
amfbr-2259	174	15	as	as	SCONJ
amfbr-2259	174	16	they	they	PRON
amfbr-2259	174	17	realize	realize	VERB
amfbr-2259	174	18	the	the	DET
amfbr-2259	174	19	importance	importance	NOUN
amfbr-2259	174	20	of	of	ADP
amfbr-2259	174	21	using	use	VERB
amfbr-2259	174	22	ai	ai	VERB
amfbr-2259	174	23	ethically	ethically	ADV
amfbr-2259	174	24	(	(	PUNCT
amfbr-2259	174	25	mizuta	mizuta	NOUN
amfbr-2259	174	26	,	,	PUNCT
amfbr-2259	174	27	2020	2020	NUM
amfbr-2259	174	28	;	;	PUNCT
amfbr-2259	174	29	rollins	rollins	PROPN
amfbr-2259	174	30	&	&	CCONJ
amfbr-2259	174	31	cliff	cliff	PROPN
amfbr-2259	174	32	,	,	PUNCT
amfbr-2259	174	33	2020	2020	NUM
amfbr-2259	174	34	)	)	PUNCT
amfbr-2259	174	35	.	.	PUNCT
amfbr-2259	175	1	this	this	DET
amfbr-2259	175	2	focus	focus	NOUN
amfbr-2259	175	3	on	on	ADP
amfbr-2259	175	4	ethical	ethical	ADJ
amfbr-2259	175	5	ai	ai	NOUN
amfbr-2259	175	6	will	will	AUX
amfbr-2259	175	7	enhance	enhance	VERB
amfbr-2259	175	8	trust	trust	NOUN
amfbr-2259	175	9	among	among	ADP
amfbr-2259	175	10	investors	investor	NOUN
amfbr-2259	175	11	and	and	CCONJ
amfbr-2259	175	12	support	support	VERB
amfbr-2259	175	13	the	the	DET
amfbr-2259	175	14	long	long	ADJ
amfbr-2259	175	15	-	-	PUNCT
amfbr-2259	175	16	term	term	NOUN
amfbr-2259	175	17	viability	viability	NOUN
amfbr-2259	175	18	of	of	ADP
amfbr-2259	175	19	investing	investing	NOUN
amfbr-2259	175	20	strategies	strategy	NOUN
amfbr-2259	175	21	powered	power	VERB
amfbr-2259	175	22	by	by	ADP
amfbr-2259	175	23	ai	ai	PROPN
amfbr-2259	175	24	.	.	PROPN
amfbr-2259	175	25	personalized	personalized	ADJ
amfbr-2259	175	26	investment	investment	NOUN
amfbr-2259	175	27	solutions	solution	NOUN
amfbr-2259	175	28	the	the	DET
amfbr-2259	175	29	demand	demand	NOUN
amfbr-2259	175	30	for	for	ADP
amfbr-2259	175	31	personalized	personalized	ADJ
amfbr-2259	175	32	investment	investment	NOUN
amfbr-2259	175	33	solutions	solution	NOUN
amfbr-2259	175	34	is	be	AUX
amfbr-2259	175	35	expected	expect	VERB
amfbr-2259	175	36	to	to	PART
amfbr-2259	175	37	rise	rise	VERB
amfbr-2259	175	38	as	as	SCONJ
amfbr-2259	175	39	investors	investor	NOUN
amfbr-2259	175	40	look	look	VERB
amfbr-2259	175	41	for	for	ADP
amfbr-2259	175	42	experiences	experience	NOUN
amfbr-2259	175	43	customized	customize	VERB
amfbr-2259	175	44	to	to	PART
amfbr-2259	175	45	fit	fit	VERB
amfbr-2259	175	46	their	their	PRON
amfbr-2259	175	47	tastes	taste	NOUN
amfbr-2259	175	48	and	and	CCONJ
amfbr-2259	175	49	objectives	objective	NOUN
amfbr-2259	175	50	.	.	PUNCT
amfbr-2259	176	1	ai	ai	VERB
amfbr-2259	176	2	technology	technology	NOUN
amfbr-2259	176	3	will	will	AUX
amfbr-2259	176	4	be	be	AUX
amfbr-2259	176	5	essential	essential	ADJ
amfbr-2259	176	6	to	to	ADP
amfbr-2259	176	7	providing	provide	VERB
amfbr-2259	176	8	these	these	DET
amfbr-2259	176	9	customized	customize	VERB
amfbr-2259	176	10	solutions	solution	NOUN
amfbr-2259	176	11	,	,	PUNCT
amfbr-2259	176	12	enabling	enable	VERB
amfbr-2259	176	13	investment	investment	NOUN
amfbr-2259	176	14	firms	firm	NOUN
amfbr-2259	176	15	to	to	PART
amfbr-2259	176	16	understand	understand	VERB
amfbr-2259	176	17	better	well	ADV
amfbr-2259	176	18	and	and	CCONJ
amfbr-2259	176	19	cater	cater	VERB
amfbr-2259	176	20	to	to	ADP
amfbr-2259	176	21	their	their	PRON
amfbr-2259	176	22	clients	client	NOUN
amfbr-2259	176	23	'	'	PART
amfbr-2259	176	24	needs	need	NOUN
amfbr-2259	176	25	(	(	PUNCT
amfbr-2259	176	26	rostami	rostami	NOUN
amfbr-2259	176	27	et	et	PROPN
amfbr-2259	176	28	al	al	PROPN
amfbr-2259	176	29	.	.	PROPN
amfbr-2259	176	30	,	,	PUNCT
amfbr-2259	176	31	2021	2021	NUM
amfbr-2259	176	32	)	)	PUNCT
amfbr-2259	176	33	.	.	PUNCT
amfbr-2259	177	1	ai	ai	VERB
amfbr-2259	177	2	for	for	ADP
amfbr-2259	177	3	enhanced	enhanced	ADJ
amfbr-2259	177	4	esg	esg	PROPN
amfbr-2259	177	5	(	(	PUNCT
amfbr-2259	177	6	environmental	environmental	ADJ
amfbr-2259	177	7	,	,	PUNCT
amfbr-2259	177	8	social	social	ADJ
amfbr-2259	177	9	,	,	PUNCT
amfbr-2259	177	10	governance	governance	NOUN
amfbr-2259	177	11	)	)	PUNCT
amfbr-2259	177	12	and	and	CCONJ
amfbr-2259	177	13	sustainable	sustainable	ADJ
amfbr-2259	177	14	investment	investment	NOUN
amfbr-2259	177	15	outcomes	outcome	NOUN
amfbr-2259	177	16	investors	investor	NOUN
amfbr-2259	177	17	can	can	AUX
amfbr-2259	177	18	evaluate	evaluate	VERB
amfbr-2259	177	19	firms	firm	NOUN
amfbr-2259	177	20	'	'	PART
amfbr-2259	177	21	environmental	environmental	ADJ
amfbr-2259	177	22	,	,	PUNCT
amfbr-2259	177	23	social	social	ADJ
amfbr-2259	177	24	,	,	PUNCT
amfbr-2259	177	25	and	and	CCONJ
amfbr-2259	177	26	governance	governance	NOUN
amfbr-2259	177	27	standards	standard	NOUN
amfbr-2259	177	28	by	by	ADP
amfbr-2259	177	29	analyzing	analyze	VERB
amfbr-2259	177	30	large	large	ADJ
amfbr-2259	177	31	datasets	dataset	NOUN
amfbr-2259	177	32	with	with	ADP
amfbr-2259	177	33	the	the	DET
amfbr-2259	177	34	help	help	NOUN
amfbr-2259	177	35	of	of	ADP
amfbr-2259	177	36	artificial	artificial	ADJ
amfbr-2259	177	37	intelligence	intelligence	NOUN
amfbr-2259	177	38	(	(	PUNCT
amfbr-2259	177	39	ai	ai	NOUN
amfbr-2259	177	40	)	)	PUNCT
amfbr-2259	177	41	,	,	PUNCT
amfbr-2259	177	42	which	which	PRON
amfbr-2259	177	43	can	can	AUX
amfbr-2259	177	44	be	be	AUX
amfbr-2259	177	45	a	a	DET
amfbr-2259	177	46	potent	potent	ADJ
amfbr-2259	177	47	tool	tool	NOUN
amfbr-2259	177	48	for	for	ADP
amfbr-2259	177	49	esg	esg	PROPN
amfbr-2259	177	50	investing	investing	PROPN
amfbr-2259	177	51	(	(	PUNCT
amfbr-2259	177	52	hariyani	hariyani	PROPN
amfbr-2259	177	53	et	et	PROPN
amfbr-2259	177	54	al	al	PROPN
amfbr-2259	177	55	.	.	PROPN
amfbr-2259	177	56	,	,	PUNCT
amfbr-2259	177	57	2024	2024	NUM
amfbr-2259	177	58	)	)	PUNCT
amfbr-2259	177	59	.	.	PUNCT
amfbr-2259	178	1	this	this	PRON
amfbr-2259	178	2	empowers	empower	VERB
amfbr-2259	178	3	investors	investor	NOUN
amfbr-2259	178	4	to	to	PART
amfbr-2259	178	5	make	make	VERB
amfbr-2259	178	6	more	more	ADV
amfbr-2259	178	7	morally	morally	ADV
amfbr-2259	178	8	sound	sound	ADJ
amfbr-2259	178	9	and	and	CCONJ
amfbr-2259	178	10	knowledgeable	knowledgeable	ADJ
amfbr-2259	178	11	investment	investment	NOUN
amfbr-2259	178	12	choices	choice	NOUN
amfbr-2259	178	13	.	.	PUNCT
amfbr-2259	179	1	the	the	DET
amfbr-2259	179	2	use	use	NOUN
amfbr-2259	179	3	of	of	ADP
amfbr-2259	179	4	ai	ai	NOUN
amfbr-2259	179	5	in	in	ADP
amfbr-2259	179	6	investment	investment	NOUN
amfbr-2259	179	7	strategies	strategy	NOUN
amfbr-2259	179	8	is	be	AUX
amfbr-2259	179	9	anticipated	anticipate	VERB
amfbr-2259	179	10	to	to	PART
amfbr-2259	179	11	grow	grow	VERB
amfbr-2259	179	12	as	as	SCONJ
amfbr-2259	179	13	it	it	PRON
amfbr-2259	179	14	develops	develop	VERB
amfbr-2259	179	15	further	far	ADV
amfbr-2259	179	16	.	.	PUNCT
amfbr-2259	180	1	emerging	emerge	VERB
amfbr-2259	180	2	trends	trend	NOUN
amfbr-2259	180	3	in	in	ADP
amfbr-2259	180	4	ai	ai	PROPN
amfbr-2259	180	5	technology	technology	NOUN
amfbr-2259	180	6	are	be	AUX
amfbr-2259	180	7	likely	likely	ADJ
amfbr-2259	180	8	to	to	PART
amfbr-2259	180	9	enhance	enhance	VERB
amfbr-2259	180	10	predictive	predictive	ADJ
amfbr-2259	180	11	capabilities	capability	NOUN
amfbr-2259	180	12	investment	investment	NOUN
amfbr-2259	180	13	portfolio	portfolio	NOUN
amfbr-2259	180	14	selection	selection	NOUN
amfbr-2259	180	15	,	,	PUNCT
amfbr-2259	180	16	and	and	CCONJ
amfbr-2259	180	17	improve	improve	VERB
amfbr-2259	180	18	decision	decision	NOUN
amfbr-2259	180	19	-	-	PUNCT
amfbr-2259	180	20	making	make	VERB
amfbr-2259	180	21	processes	process	NOUN
amfbr-2259	180	22	(	(	PUNCT
amfbr-2259	180	23	alessandretti	alessandretti	VERB
amfbr-2259	180	24	et	et	PROPN
amfbr-2259	180	25	al	al	PROPN
amfbr-2259	180	26	.	.	PROPN
amfbr-2259	180	27	,	,	PUNCT
amfbr-2259	180	28	2018	2018	NUM
amfbr-2259	180	29	;	;	PUNCT
amfbr-2259	180	30	romanko	romanko	PROPN
amfbr-2259	180	31	et	et	PROPN
amfbr-2259	180	32	al	al	PROPN
amfbr-2259	180	33	.	.	PROPN
amfbr-2259	180	34	,	,	PUNCT
amfbr-2259	180	35	2023	2023	NUM
amfbr-2259	180	36	)	)	PUNCT
amfbr-2259	180	37	.	.	PUNCT
amfbr-2259	181	1	investors	investor	NOUN
amfbr-2259	181	2	can	can	AUX
amfbr-2259	181	3	obtain	obtain	VERB
amfbr-2259	181	4	more	more	ADV
amfbr-2259	181	5	reliable	reliable	ADJ
amfbr-2259	181	6	and	and	CCONJ
amfbr-2259	181	7	advantageous	advantageous	ADJ
amfbr-2259	181	8	investing	investing	NOUN
amfbr-2259	181	9	monira	monira	PROPN
amfbr-2259	181	10	,	,	PUNCT
amfbr-2259	181	11	american	american	PROPN
amfbr-2259	181	12	finance	finance	PROPN
amfbr-2259	181	13	&	&	CCONJ
amfbr-2259	181	14	banking	banking	PROPN
amfbr-2259	181	15	review	review	NOUN
amfbr-2259	181	16	9(1	9(1	NUM
amfbr-2259	181	17	)	)	PUNCT
amfbr-2259	181	18	(	(	PUNCT
amfbr-2259	181	19	2024	2024	NUM
amfbr-2259	181	20	)	)	PUNCT
amfbr-2259	181	21	,	,	PUNCT
amfbr-2259	181	22	1	1	NUM
amfbr-2259	181	23	-	-	SYM
amfbr-2259	181	24	10	10	NUM
amfbr-2259	181	25	6	6	NUM
amfbr-2259	181	26	results	result	NOUN
amfbr-2259	181	27	by	by	ADP
amfbr-2259	181	28	combining	combine	VERB
amfbr-2259	181	29	well	well	ADV
amfbr-2259	181	30	-	-	PUNCT
amfbr-2259	181	31	established	establish	VERB
amfbr-2259	181	32	portfolio	portfolio	NOUN
amfbr-2259	181	33	optimization	optimization	NOUN
amfbr-2259	181	34	algorithms	algorithm	NOUN
amfbr-2259	181	35	with	with	ADP
amfbr-2259	181	36	ai	ai	ADV
amfbr-2259	181	37	-	-	PUNCT
amfbr-2259	181	38	generated	generate	VERB
amfbr-2259	181	39	stock	stock	NOUN
amfbr-2259	181	40	selection	selection	NOUN
amfbr-2259	181	41	.	.	PUNCT
amfbr-2259	182	1	additionally	additionally	ADV
amfbr-2259	182	2	,	,	PUNCT
amfbr-2259	182	3	(	(	PUNCT
amfbr-2259	182	4	kılıç	kılıç	PROPN
amfbr-2259	182	5	&	&	CCONJ
amfbr-2259	182	6	türkan	türkan	PROPN
amfbr-2259	182	7	,	,	PUNCT
amfbr-2259	182	8	2023	2023	NUM
amfbr-2259	182	9	)	)	PUNCT
amfbr-2259	182	10	explored	explore	VERB
amfbr-2259	182	11	that	that	PRON
amfbr-2259	182	12	ai	ai	VERB
amfbr-2259	182	13	's	's	PART
amfbr-2259	182	14	incorporation	incorporation	NOUN
amfbr-2259	182	15	into	into	ADP
amfbr-2259	182	16	islamic	islamic	ADJ
amfbr-2259	182	17	financing	financing	NOUN
amfbr-2259	182	18	is	be	AUX
amfbr-2259	182	19	gaining	gain	VERB
amfbr-2259	182	20	traction	traction	NOUN
amfbr-2259	182	21	,	,	PUNCT
amfbr-2259	182	22	with	with	ADP
amfbr-2259	182	23	applications	application	NOUN
amfbr-2259	182	24	in	in	ADP
amfbr-2259	182	25	risk	risk	NOUN
amfbr-2259	182	26	assessment	assessment	NOUN
amfbr-2259	182	27	and	and	CCONJ
amfbr-2259	182	28	compliance	compliance	NOUN
amfbr-2259	182	29	with	with	ADP
amfbr-2259	182	30	shariah	shariah	PROPN
amfbr-2259	182	31	principles	principle	NOUN
amfbr-2259	182	32	.	.	PUNCT
amfbr-2259	183	1	this	this	DET
amfbr-2259	183	2	evolution	evolution	NOUN
amfbr-2259	183	3	highlights	highlight	VERB
amfbr-2259	183	4	the	the	DET
amfbr-2259	183	5	versatility	versatility	NOUN
amfbr-2259	183	6	of	of	ADP
amfbr-2259	183	7	ai	ai	NOUN
amfbr-2259	183	8	in	in	ADP
amfbr-2259	183	9	catering	cater	VERB
amfbr-2259	183	10	to	to	PART
amfbr-2259	183	11	diverse	diverse	VERB
amfbr-2259	183	12	investment	investment	NOUN
amfbr-2259	183	13	needs	need	NOUN
amfbr-2259	183	14	and	and	CCONJ
amfbr-2259	183	15	preferences	preference	NOUN
amfbr-2259	183	16	,	,	PUNCT
amfbr-2259	183	17	further	far	ADV
amfbr-2259	183	18	solidifying	solidify	VERB
amfbr-2259	183	19	its	its	PRON
amfbr-2259	183	20	role	role	NOUN
amfbr-2259	183	21	as	as	ADP
amfbr-2259	183	22	a	a	DET
amfbr-2259	183	23	transformative	transformative	ADJ
amfbr-2259	183	24	force	force	NOUN
amfbr-2259	183	25	in	in	ADP
amfbr-2259	183	26	the	the	DET
amfbr-2259	183	27	financial	financial	ADJ
amfbr-2259	183	28	sector	sector	NOUN
amfbr-2259	183	29	.	.	PUNCT
amfbr-2259	184	1	case	case	NOUN
amfbr-2259	184	2	study	study	NOUN
amfbr-2259	184	3	analysis	analysis	NOUN
amfbr-2259	184	4	the	the	DET
amfbr-2259	184	5	following	follow	VERB
amfbr-2259	184	6	cases	case	NOUN
amfbr-2259	184	7	demonstrate	demonstrate	VERB
amfbr-2259	184	8	how	how	SCONJ
amfbr-2259	184	9	ai	ai	AUX
amfbr-2259	184	10	is	be	AUX
amfbr-2259	184	11	enhancing	enhance	VERB
amfbr-2259	184	12	traditional	traditional	ADJ
amfbr-2259	184	13	investment	investment	NOUN
amfbr-2259	184	14	approaches	approach	NOUN
amfbr-2259	184	15	and	and	CCONJ
amfbr-2259	184	16	reshaping	reshape	VERB
amfbr-2259	184	17	the	the	DET
amfbr-2259	184	18	competitive	competitive	ADJ
amfbr-2259	184	19	landscape	landscape	NOUN
amfbr-2259	184	20	of	of	ADP
amfbr-2259	184	21	the	the	DET
amfbr-2259	184	22	financial	financial	ADJ
amfbr-2259	184	23	industry	industry	NOUN
amfbr-2259	184	24	.	.	PUNCT
amfbr-2259	185	1	let	let	VERB
amfbr-2259	185	2	us	we	PRON
amfbr-2259	185	3	dive	dive	VERB
amfbr-2259	185	4	into	into	ADP
amfbr-2259	185	5	some	some	DET
amfbr-2259	185	6	case	case	NOUN
amfbr-2259	185	7	studies	study	NOUN
amfbr-2259	185	8	showcasing	showcase	VERB
amfbr-2259	185	9	the	the	DET
amfbr-2259	185	10	success	success	NOUN
amfbr-2259	185	11	of	of	ADP
amfbr-2259	185	12	ai	ai	ADJ
amfbr-2259	185	13	-	-	PUNCT
amfbr-2259	185	14	powered	powered	ADJ
amfbr-2259	185	15	investments	investment	NOUN
amfbr-2259	185	16	.	.	PUNCT
amfbr-2259	186	1	renaissance	renaissance	PROPN
amfbr-2259	186	2	technologies	technologies	PROPN
amfbr-2259	186	3	llc	llc	PROPN
amfbr-2259	186	4	renaissance	renaissance	PROPN
amfbr-2259	186	5	technologies	technology	NOUN
amfbr-2259	186	6	,	,	PUNCT
amfbr-2259	186	7	founded	found	VERB
amfbr-2259	186	8	by	by	ADP
amfbr-2259	186	9	mathematician	mathematician	PROPN
amfbr-2259	186	10	jim	jim	PROPN
amfbr-2259	186	11	simons	simons	PROPN
amfbr-2259	186	12	,	,	PUNCT
amfbr-2259	186	13	is	be	AUX
amfbr-2259	186	14	renowned	renowned	ADJ
amfbr-2259	186	15	for	for	ADP
amfbr-2259	186	16	its	its	PRON
amfbr-2259	186	17	success	success	NOUN
amfbr-2259	186	18	in	in	ADP
amfbr-2259	186	19	quantitative	quantitative	ADJ
amfbr-2259	186	20	trading	trading	NOUN
amfbr-2259	186	21	and	and	CCONJ
amfbr-2259	186	22	artificial	artificial	ADJ
amfbr-2259	186	23	intelligence	intelligence	NOUN
amfbr-2259	186	24	(	(	PUNCT
amfbr-2259	186	25	ai	ai	NOUN
amfbr-2259	186	26	)	)	PUNCT
amfbr-2259	186	27	integration	integration	NOUN
amfbr-2259	186	28	,	,	PUNCT
amfbr-2259	186	29	mainly	mainly	ADV
amfbr-2259	186	30	through	through	ADP
amfbr-2259	186	31	its	its	PRON
amfbr-2259	186	32	medallion	medallion	NOUN
amfbr-2259	186	33	fund	fund	NOUN
amfbr-2259	186	34	,	,	PUNCT
amfbr-2259	186	35	which	which	PRON
amfbr-2259	186	36	has	have	AUX
amfbr-2259	186	37	historically	historically	ADV
amfbr-2259	186	38	delivered	deliver	VERB
amfbr-2259	186	39	annual	annual	ADJ
amfbr-2259	186	40	returns	return	NOUN
amfbr-2259	186	41	exceeding	exceed	VERB
amfbr-2259	186	42	70	70	NUM
amfbr-2259	186	43	%	%	NOUN
amfbr-2259	186	44	in	in	ADP
amfbr-2259	186	45	its	its	PRON
amfbr-2259	186	46	early	early	ADJ
amfbr-2259	186	47	years	year	NOUN
amfbr-2259	186	48	(	(	PUNCT
amfbr-2259	186	49	vinichenko	vinichenko	PROPN
amfbr-2259	186	50	&	&	CCONJ
amfbr-2259	186	51	hrybkova	hrybkova	PROPN
amfbr-2259	186	52	,	,	PUNCT
amfbr-2259	186	53	2021	2021	NUM
amfbr-2259	186	54	)	)	PUNCT
amfbr-2259	186	55	.	.	PUNCT
amfbr-2259	187	1	the	the	DET
amfbr-2259	187	2	firm	firm	NOUN
amfbr-2259	187	3	employs	employ	VERB
amfbr-2259	187	4	advanced	advanced	ADJ
amfbr-2259	187	5	machine	machine	NOUN
amfbr-2259	187	6	learning	learning	NOUN
amfbr-2259	187	7	and	and	CCONJ
amfbr-2259	187	8	mathematical	mathematical	ADJ
amfbr-2259	187	9	algorithms	algorithms	NOUN
amfbr-2259	187	10	to	to	PART
amfbr-2259	187	11	analyze	analyze	VERB
amfbr-2259	187	12	extensive	extensive	ADJ
amfbr-2259	187	13	historic	historic	ADJ
amfbr-2259	187	14	market	market	NOUN
amfbr-2259	187	15	data	datum	NOUN
amfbr-2259	187	16	,	,	PUNCT
amfbr-2259	187	17	identifying	identify	VERB
amfbr-2259	187	18	lucrative	lucrative	ADJ
amfbr-2259	187	19	trading	trading	NOUN
amfbr-2259	187	20	opportunities	opportunity	NOUN
amfbr-2259	187	21	and	and	CCONJ
amfbr-2259	187	22	adapting	adapt	VERB
amfbr-2259	187	23	strategies	strategy	NOUN
amfbr-2259	187	24	to	to	ADP
amfbr-2259	187	25	evolving	evolve	VERB
amfbr-2259	187	26	market	market	NOUN
amfbr-2259	187	27	conditions	condition	NOUN
amfbr-2259	187	28	.	.	PUNCT
amfbr-2259	188	1	additionally	additionally	ADV
amfbr-2259	188	2	,	,	PUNCT
amfbr-2259	188	3	renaissance	renaissance	NOUN
amfbr-2259	188	4	capitalizes	capitalize	VERB
amfbr-2259	188	5	on	on	ADP
amfbr-2259	188	6	high	high	ADJ
amfbr-2259	188	7	-	-	PUNCT
amfbr-2259	188	8	frequency	frequency	NOUN
amfbr-2259	188	9	trading	trading	NOUN
amfbr-2259	188	10	(	(	PUNCT
amfbr-2259	188	11	hft	hft	NOUN
amfbr-2259	188	12	)	)	PUNCT
amfbr-2259	188	13	,	,	PUNCT
amfbr-2259	188	14	executing	execute	VERB
amfbr-2259	188	15	thousands	thousand	NOUN
amfbr-2259	188	16	of	of	ADP
amfbr-2259	188	17	trades	trade	NOUN
amfbr-2259	188	18	per	per	ADP
amfbr-2259	188	19	second	second	NOUN
amfbr-2259	188	20	to	to	PART
amfbr-2259	188	21	exploit	exploit	VERB
amfbr-2259	188	22	minor	minor	ADJ
amfbr-2259	188	23	price	price	NOUN
amfbr-2259	188	24	discrepancies	discrepancy	NOUN
amfbr-2259	188	25	in	in	ADP
amfbr-2259	188	26	various	various	ADJ
amfbr-2259	188	27	securities	security	NOUN
amfbr-2259	188	28	.	.	PUNCT
amfbr-2259	189	1	this	this	DET
amfbr-2259	189	2	dynamic	dynamic	ADJ
amfbr-2259	189	3	data	data	NOUN
amfbr-2259	189	4	-	-	PUNCT
amfbr-2259	189	5	driven	drive	VERB
amfbr-2259	189	6	approach	approach	NOUN
amfbr-2259	189	7	has	have	AUX
amfbr-2259	189	8	positioned	position	VERB
amfbr-2259	189	9	renaissance	renaissance	NOUN
amfbr-2259	189	10	as	as	ADP
amfbr-2259	189	11	a	a	DET
amfbr-2259	189	12	leader	leader	NOUN
amfbr-2259	189	13	in	in	ADP
amfbr-2259	189	14	the	the	DET
amfbr-2259	189	15	hedge	hedge	NOUN
amfbr-2259	189	16	fund	fund	NOUN
amfbr-2259	189	17	industry	industry	NOUN
amfbr-2259	189	18	,	,	PUNCT
amfbr-2259	189	19	consistently	consistently	ADV
amfbr-2259	189	20	generating	generate	VERB
amfbr-2259	189	21	alpha	alpha	NOUN
amfbr-2259	189	22	in	in	ADP
amfbr-2259	189	23	a	a	DET
amfbr-2259	189	24	highly	highly	ADV
amfbr-2259	189	25	competitive	competitive	ADJ
amfbr-2259	189	26	environment	environment	NOUN
amfbr-2259	189	27	(	(	PUNCT
amfbr-2259	189	28	cornell	cornell	PROPN
amfbr-2259	189	29	,	,	PUNCT
amfbr-2259	189	30	2020	2020	NUM
amfbr-2259	189	31	;	;	PUNCT
amfbr-2259	189	32	longo	longo	PROPN
amfbr-2259	189	33	,	,	PUNCT
amfbr-2259	189	34	2021	2021	NUM
amfbr-2259	189	35	)	)	PUNCT
amfbr-2259	189	36	.	.	PUNCT
amfbr-2259	190	1	two	two	NUM
amfbr-2259	190	2	sigma	sigma	PROPN
amfbr-2259	190	3	investments	investment	NOUN
amfbr-2259	190	4	,	,	PUNCT
amfbr-2259	190	5	lp	lp	PRON
amfbr-2259	190	6	one	one	NUM
amfbr-2259	190	7	prominent	prominent	ADJ
amfbr-2259	190	8	quantitative	quantitative	ADJ
amfbr-2259	190	9	hedge	hedge	NOUN
amfbr-2259	190	10	fund	fund	NOUN
amfbr-2259	190	11	is	be	AUX
amfbr-2259	190	12	two	two	NUM
amfbr-2259	190	13	sigma	sigma	NOUN
amfbr-2259	190	14	investments	investment	NOUN
amfbr-2259	190	15	,	,	PUNCT
amfbr-2259	190	16	which	which	PRON
amfbr-2259	190	17	leverages	leverage	VERB
amfbr-2259	190	18	technology	technology	NOUN
amfbr-2259	190	19	and	and	CCONJ
amfbr-2259	190	20	data	datum	NOUN
amfbr-2259	190	21	science	science	NOUN
amfbr-2259	190	22	to	to	PART
amfbr-2259	190	23	inform	inform	VERB
amfbr-2259	190	24	its	its	PRON
amfbr-2259	190	25	investment	investment	NOUN
amfbr-2259	190	26	strategies	strategy	NOUN
amfbr-2259	190	27	and	and	CCONJ
amfbr-2259	190	28	manages	manage	VERB
amfbr-2259	190	29	over	over	ADP
amfbr-2259	190	30	$	$	SYM
amfbr-2259	190	31	60	60	NUM
amfbr-2259	190	32	billion	billion	NUM
amfbr-2259	190	33	in	in	ADP
amfbr-2259	190	34	assets	asset	NOUN
amfbr-2259	190	35	.	.	PUNCT
amfbr-2259	191	1	the	the	DET
amfbr-2259	191	2	firm	firm	NOUN
amfbr-2259	191	3	employs	employ	VERB
amfbr-2259	191	4	diverse	diverse	ADJ
amfbr-2259	191	5	artificial	artificial	ADJ
amfbr-2259	191	6	intelligence	intelligence	NOUN
amfbr-2259	191	7	(	(	PUNCT
amfbr-2259	191	8	ai	ai	NOUN
amfbr-2259	191	9	)	)	PUNCT
amfbr-2259	191	10	techniques	technique	NOUN
amfbr-2259	191	11	,	,	PUNCT
amfbr-2259	191	12	which	which	PRON
amfbr-2259	191	13	are	be	AUX
amfbr-2259	191	14	machine	machine	NOUN
amfbr-2259	191	15	learning	learn	VERB
amfbr-2259	191	16	algorithms	algorithm	NOUN
amfbr-2259	191	17	that	that	PRON
amfbr-2259	191	18	analyze	analyze	VERB
amfbr-2259	191	19	data	datum	NOUN
amfbr-2259	191	20	from	from	ADP
amfbr-2259	191	21	various	various	ADJ
amfbr-2259	191	22	sources	source	NOUN
amfbr-2259	191	23	—	—	PUNCT
amfbr-2259	191	24	including	include	VERB
amfbr-2259	191	25	financial	financial	ADJ
amfbr-2259	191	26	markets	market	NOUN
amfbr-2259	191	27	,	,	PUNCT
amfbr-2259	191	28	social	social	ADJ
amfbr-2259	191	29	media	medium	NOUN
amfbr-2259	191	30	,	,	PUNCT
amfbr-2259	191	31	and	and	CCONJ
amfbr-2259	191	32	alternative	alternative	ADJ
amfbr-2259	191	33	datasets	dataset	NOUN
amfbr-2259	191	34	—	—	PUNCT
amfbr-2259	191	35	to	to	PART
amfbr-2259	191	36	predict	predict	VERB
amfbr-2259	191	37	asset	asset	NOUN
amfbr-2259	191	38	price	price	NOUN
amfbr-2259	191	39	movements	movement	NOUN
amfbr-2259	191	40	.	.	PUNCT
amfbr-2259	192	1	additionally	additionally	ADV
amfbr-2259	192	2	,	,	PUNCT
amfbr-2259	192	3	two	two	NUM
amfbr-2259	192	4	sigma	sigma	NOUN
amfbr-2259	192	5	utilizes	utilize	VERB
amfbr-2259	192	6	nlp	nlp	NOUN
amfbr-2259	192	7	(	(	PUNCT
amfbr-2259	192	8	natural	natural	ADJ
amfbr-2259	192	9	language	language	NOUN
amfbr-2259	192	10	processing	processing	NOUN
amfbr-2259	192	11	)	)	PUNCT
amfbr-2259	192	12	to	to	PART
amfbr-2259	192	13	gauge	gauge	VERB
amfbr-2259	192	14	market	market	NOUN
amfbr-2259	192	15	emotion	emotion	NOUN
amfbr-2259	192	16	from	from	ADP
amfbr-2259	192	17	social	social	ADJ
amfbr-2259	192	18	media	medium	NOUN
amfbr-2259	192	19	and	and	CCONJ
amfbr-2259	192	20	broadcast	broadcast	NOUN
amfbr-2259	192	21	articles	article	NOUN
amfbr-2259	192	22	to	to	PART
amfbr-2259	192	23	enhance	enhance	VERB
amfbr-2259	192	24	its	its	PRON
amfbr-2259	192	25	trading	trading	NOUN
amfbr-2259	192	26	strategies	strategy	NOUN
amfbr-2259	192	27	.	.	PUNCT
amfbr-2259	193	1	this	this	DET
amfbr-2259	193	2	data	data	NOUN
amfbr-2259	193	3	-	-	PUNCT
amfbr-2259	193	4	driven	drive	VERB
amfbr-2259	193	5	approach	approach	NOUN
amfbr-2259	193	6	has	have	AUX
amfbr-2259	193	7	resulted	result	VERB
amfbr-2259	193	8	in	in	ADP
amfbr-2259	193	9	strong	strong	ADJ
amfbr-2259	193	10	performance	performance	NOUN
amfbr-2259	193	11	across	across	ADP
amfbr-2259	193	12	its	its	PRON
amfbr-2259	193	13	funds	fund	NOUN
amfbr-2259	193	14	,	,	PUNCT
amfbr-2259	193	15	with	with	ADP
amfbr-2259	193	16	its	its	PRON
amfbr-2259	193	17	flagship	flagship	NOUN
amfbr-2259	193	18	fund	fund	NOUN
amfbr-2259	193	19	consistently	consistently	ADV
amfbr-2259	193	20	achieving	achieve	VERB
amfbr-2259	193	21	annualized	annualize	VERB
amfbr-2259	193	22	returns	return	NOUN
amfbr-2259	193	23	well	well	ADV
amfbr-2259	193	24	above	above	ADP
amfbr-2259	193	25	market	market	NOUN
amfbr-2259	193	26	averages	average	NOUN
amfbr-2259	193	27	(	(	PUNCT
amfbr-2259	193	28	aldridge	aldridge	PROPN
amfbr-2259	193	29	&	&	CCONJ
amfbr-2259	193	30	avellaneda	avellaneda	PROPN
amfbr-2259	193	31	,	,	PUNCT
amfbr-2259	193	32	2021	2021	NUM
amfbr-2259	193	33	)	)	PUNCT
amfbr-2259	193	34	.	.	PUNCT
amfbr-2259	194	1	blackrock	blackrock	PROPN
amfbr-2259	194	2	,	,	PUNCT
amfbr-2259	194	3	inc	inc	PROPN
amfbr-2259	194	4	.	.	PROPN
amfbr-2259	195	1	among	among	ADP
amfbr-2259	195	2	the	the	DET
amfbr-2259	195	3	most	most	ADV
amfbr-2259	195	4	significant	significant	ADJ
amfbr-2259	195	5	asset	asset	NOUN
amfbr-2259	195	6	management	management	NOUN
amfbr-2259	195	7	companies	company	NOUN
amfbr-2259	195	8	worldwide	worldwide	ADV
amfbr-2259	195	9	is	be	AUX
amfbr-2259	195	10	blackrock	blackrock	NOUN
amfbr-2259	195	11	,	,	PUNCT
amfbr-2259	195	12	which	which	PRON
amfbr-2259	195	13	developed	develop	VERB
amfbr-2259	195	14	the	the	DET
amfbr-2259	195	15	aladdin	aladdin	NOUN
amfbr-2259	195	16	platform	platform	NOUN
amfbr-2259	195	17	,	,	PUNCT
amfbr-2259	195	18	which	which	PRON
amfbr-2259	195	19	integrates	integrate	VERB
amfbr-2259	195	20	machine	machine	NOUN
amfbr-2259	195	21	learning	learn	VERB
amfbr-2259	195	22	with	with	ADP
amfbr-2259	195	23	artificial	artificial	ADJ
amfbr-2259	195	24	intelligence	intelligence	NOUN
amfbr-2259	195	25	to	to	PART
amfbr-2259	195	26	boost	boost	VERB
amfbr-2259	195	27	investment	investment	NOUN
amfbr-2259	195	28	management	management	NOUN
amfbr-2259	195	29	procedures	procedure	NOUN
amfbr-2259	195	30	.	.	PUNCT
amfbr-2259	196	1	the	the	DET
amfbr-2259	196	2	aladdin	aladdin	NOUN
amfbr-2259	196	3	platform	platform	NOUN
amfbr-2259	196	4	is	be	AUX
amfbr-2259	196	5	essential	essential	ADJ
amfbr-2259	196	6	for	for	ADP
amfbr-2259	196	7	managing	manage	VERB
amfbr-2259	196	8	risk	risk	NOUN
amfbr-2259	196	9	,	,	PUNCT
amfbr-2259	196	10	using	use	VERB
amfbr-2259	196	11	ai	ai	VERB
amfbr-2259	196	12	to	to	PART
amfbr-2259	196	13	assess	assess	VERB
amfbr-2259	196	14	risks	risk	NOUN
amfbr-2259	196	15	across	across	ADP
amfbr-2259	196	16	diverse	diverse	ADJ
amfbr-2259	196	17	portfolios	portfolio	NOUN
amfbr-2259	196	18	,	,	PUNCT
amfbr-2259	196	19	enabling	enable	VERB
amfbr-2259	196	20	investment	investment	NOUN
amfbr-2259	196	21	managers	manager	NOUN
amfbr-2259	196	22	to	to	PART
amfbr-2259	196	23	produce	produce	VERB
amfbr-2259	196	24	well	well	ADV
amfbr-2259	196	25	-	-	PUNCT
amfbr-2259	196	26	informed	inform	VERB
amfbr-2259	196	27	decisions	decision	NOUN
amfbr-2259	196	28	based	base	VERB
amfbr-2259	196	29	on	on	ADP
amfbr-2259	196	30	real	real	ADJ
amfbr-2259	196	31	-	-	PUNCT
amfbr-2259	196	32	time	time	NOUN
amfbr-2259	196	33	data	datum	NOUN
amfbr-2259	196	34	.	.	PUNCT
amfbr-2259	197	1	additionally	additionally	ADV
amfbr-2259	197	2	,	,	PUNCT
amfbr-2259	197	3	aladdin	aladdin	VERB
amfbr-2259	197	4	forecasts	forecast	NOUN
amfbr-2259	197	5	market	market	NOUN
amfbr-2259	197	6	trends	trend	NOUN
amfbr-2259	197	7	and	and	CCONJ
amfbr-2259	197	8	assesses	assess	VERB
amfbr-2259	197	9	potential	potential	ADJ
amfbr-2259	197	10	investment	investment	NOUN
amfbr-2259	197	11	prospects	prospect	NOUN
amfbr-2259	197	12	employing	employ	VERB
amfbr-2259	197	13	foretelling	foretell	VERB
amfbr-2259	197	14	analytics	analytic	NOUN
amfbr-2259	197	15	.	.	PUNCT
amfbr-2259	198	1	this	this	DET
amfbr-2259	198	2	robust	robust	ADJ
amfbr-2259	198	3	platform	platform	NOUN
amfbr-2259	198	4	has	have	AUX
amfbr-2259	198	5	become	become	VERB
amfbr-2259	198	6	essential	essential	ADJ
amfbr-2259	198	7	for	for	ADP
amfbr-2259	198	8	blackrock	blackrock	NOUN
amfbr-2259	198	9	,	,	PUNCT
amfbr-2259	198	10	managing	manage	VERB
amfbr-2259	198	11	risk	risk	NOUN
amfbr-2259	198	12	for	for	ADP
amfbr-2259	198	13	over	over	ADP
amfbr-2259	198	14	$	$	SYM
amfbr-2259	198	15	21	21	NUM
amfbr-2259	198	16	trillion	trillion	NUM
amfbr-2259	198	17	in	in	ADP
amfbr-2259	198	18	assets	asset	NOUN
amfbr-2259	198	19	and	and	CCONJ
amfbr-2259	198	20	providing	provide	VERB
amfbr-2259	198	21	a	a	DET
amfbr-2259	198	22	significant	significant	ADJ
amfbr-2259	198	23	competitive	competitive	ADJ
amfbr-2259	198	24	advantage	advantage	NOUN
amfbr-2259	198	25	in	in	ADP
amfbr-2259	198	26	portfolio	portfolio	NOUN
amfbr-2259	198	27	management	management	NOUN
amfbr-2259	198	28	and	and	CCONJ
amfbr-2259	198	29	client	client	NOUN
amfbr-2259	198	30	servicing	servicing	NOUN
amfbr-2259	198	31	(	(	PUNCT
amfbr-2259	198	32	anderson	anderson	PROPN
amfbr-2259	198	33	&	&	CCONJ
amfbr-2259	198	34	coveyduc	coveyduc	PROPN
amfbr-2259	198	35	,	,	PUNCT
amfbr-2259	198	36	2020	2020	NUM
amfbr-2259	198	37	)	)	PUNCT
amfbr-2259	198	38	.	.	PUNCT
amfbr-2259	199	1	goldman	goldman	PROPN
amfbr-2259	199	2	sachs	sachs	PROPN
amfbr-2259	199	3	goldman	goldman	PROPN
amfbr-2259	199	4	sachs	sachs	PROPN
amfbr-2259	199	5	has	have	AUX
amfbr-2259	199	6	integrated	integrate	VERB
amfbr-2259	199	7	artificial	artificial	ADJ
amfbr-2259	199	8	intelligence	intelligence	NOUN
amfbr-2259	199	9	(	(	PUNCT
amfbr-2259	199	10	ai	ai	NOUN
amfbr-2259	199	11	)	)	PUNCT
amfbr-2259	199	12	into	into	ADP
amfbr-2259	199	13	its	its	PRON
amfbr-2259	199	14	trading	trading	NOUN
amfbr-2259	199	15	and	and	CCONJ
amfbr-2259	199	16	investment	investment	NOUN
amfbr-2259	199	17	strategies	strategy	NOUN
amfbr-2259	199	18	through	through	ADP
amfbr-2259	199	19	the	the	DET
amfbr-2259	199	20	marquee	marquee	NOUN
amfbr-2259	199	21	platform	platform	NOUN
amfbr-2259	199	22	,	,	PUNCT
amfbr-2259	199	23	designed	design	VERB
amfbr-2259	199	24	to	to	PART
amfbr-2259	199	25	provide	provide	VERB
amfbr-2259	199	26	institutional	institutional	ADJ
amfbr-2259	199	27	clients	client	NOUN
amfbr-2259	199	28	with	with	ADP
amfbr-2259	199	29	advanced	advanced	ADJ
amfbr-2259	199	30	analytics	analytic	NOUN
amfbr-2259	199	31	and	and	CCONJ
amfbr-2259	199	32	trading	trading	NOUN
amfbr-2259	199	33	capabilities	capability	NOUN
amfbr-2259	199	34	.	.	PUNCT
amfbr-2259	200	1	marquee	marquee	NOUN
amfbr-2259	200	2	leverages	leverage	VERB
amfbr-2259	200	3	data	datum	NOUN
amfbr-2259	200	4	analytics	analytic	NOUN
amfbr-2259	200	5	,	,	PUNCT
amfbr-2259	200	6	offering	offer	VERB
amfbr-2259	200	7	clients	client	NOUN
amfbr-2259	200	8	access	access	NOUN
amfbr-2259	200	9	to	to	ADP
amfbr-2259	200	10	extensive	extensive	ADJ
amfbr-2259	200	11	datasets	dataset	NOUN
amfbr-2259	200	12	and	and	CCONJ
amfbr-2259	200	13	utilizing	utilize	VERB
amfbr-2259	200	14	ml	ml	PROPN
amfbr-2259	200	15	(	(	PUNCT
amfbr-2259	200	16	machine	machine	NOUN
amfbr-2259	200	17	learning	learning	NOUN
amfbr-2259	200	18	)	)	PUNCT
amfbr-2259	200	19	systems	system	NOUN
amfbr-2259	200	20	to	to	PART
amfbr-2259	200	21	identify	identify	VERB
amfbr-2259	200	22	trading	trading	NOUN
amfbr-2259	200	23	opportunities	opportunity	NOUN
amfbr-2259	200	24	and	and	CCONJ
amfbr-2259	200	25	optimize	optimize	VERB
amfbr-2259	200	26	portfolios	portfolio	NOUN
amfbr-2259	200	27	.	.	PUNCT
amfbr-2259	201	1	the	the	DET
amfbr-2259	201	2	platform	platform	NOUN
amfbr-2259	201	3	enhances	enhance	VERB
amfbr-2259	201	4	trade	trade	NOUN
amfbr-2259	201	5	execution	execution	NOUN
amfbr-2259	201	6	through	through	ADP
amfbr-2259	201	7	ai	ai	PROPN
amfbr-2259	201	8	,	,	PUNCT
amfbr-2259	201	9	enabling	enable	VERB
amfbr-2259	201	10	clients	client	NOUN
amfbr-2259	201	11	to	to	PART
amfbr-2259	201	12	achieve	achieve	VERB
amfbr-2259	201	13	better	well	ADJ
amfbr-2259	201	14	pricing	pricing	NOUN
amfbr-2259	201	15	and	and	CCONJ
amfbr-2259	201	16	minimize	minimize	VERB
amfbr-2259	201	17	market	market	NOUN
amfbr-2259	201	18	impact	impact	NOUN
amfbr-2259	201	19	.	.	PUNCT
amfbr-2259	202	1	as	as	ADP
amfbr-2259	202	2	a	a	DET
amfbr-2259	202	3	result	result	NOUN
amfbr-2259	202	4	,	,	PUNCT
amfbr-2259	202	5	goldman	goldman	PROPN
amfbr-2259	202	6	sachs	sachs	PROPN
amfbr-2259	202	7	has	have	AUX
amfbr-2259	202	8	seen	see	VERB
amfbr-2259	202	9	a	a	DET
amfbr-2259	202	10	rise	rise	NOUN
amfbr-2259	202	11	in	in	ADP
amfbr-2259	202	12	client	client	NOUN
amfbr-2259	202	13	assignation	assignation	NOUN
amfbr-2259	202	14	and	and	CCONJ
amfbr-2259	202	15	contentment	contentment	NOUN
amfbr-2259	202	16	with	with	ADP
amfbr-2259	202	17	marquee	marquee	NOUN
amfbr-2259	202	18	,	,	PUNCT
amfbr-2259	202	19	underscoring	underscore	VERB
amfbr-2259	202	20	the	the	DET
amfbr-2259	202	21	effectiveness	effectiveness	NOUN
amfbr-2259	202	22	of	of	ADP
amfbr-2259	202	23	ai	ai	NOUN
amfbr-2259	202	24	in	in	ADP
amfbr-2259	202	25	enhancing	enhance	VERB
amfbr-2259	202	26	trading	trading	NOUN
amfbr-2259	202	27	performance	performance	NOUN
amfbr-2259	202	28	and	and	CCONJ
amfbr-2259	202	29	operational	operational	ADJ
amfbr-2259	202	30	efficiency	efficiency	NOUN
amfbr-2259	202	31	(	(	PUNCT
amfbr-2259	202	32	lehalle	lehalle	PROPN
amfbr-2259	202	33	&	&	CCONJ
amfbr-2259	202	34	raboun	raboun	PROPN
amfbr-2259	202	35	,	,	PUNCT
amfbr-2259	202	36	2022	2022	NUM
amfbr-2259	202	37	;	;	PUNCT
amfbr-2259	202	38	sironi	sironi	PROPN
amfbr-2259	202	39	,	,	PUNCT
amfbr-2259	202	40	2021	2021	NUM
amfbr-2259	202	41	)	)	PUNCT
amfbr-2259	202	42	.	.	PUNCT
amfbr-2259	203	1	bridgewater	bridgewater	PROPN
amfbr-2259	203	2	associates	associates	PROPN
amfbr-2259	203	3	one	one	NUM
amfbr-2259	203	4	of	of	ADP
amfbr-2259	203	5	the	the	DET
amfbr-2259	203	6	biggest	big	ADJ
amfbr-2259	203	7	hedge	hedge	NOUN
amfbr-2259	203	8	funds	fund	NOUN
amfbr-2259	203	9	in	in	ADP
amfbr-2259	203	10	the	the	DET
amfbr-2259	203	11	world	world	NOUN
amfbr-2259	203	12	,	,	PUNCT
amfbr-2259	203	13	bridgewater	bridgewater	PROPN
amfbr-2259	203	14	associates	associates	PROPN
amfbr-2259	203	15	was	be	AUX
amfbr-2259	203	16	established	establish	VERB
amfbr-2259	203	17	by	by	ADP
amfbr-2259	203	18	ray	ray	NOUN
amfbr-2259	203	19	dalio	dalio	NOUN
amfbr-2259	203	20	and	and	CCONJ
amfbr-2259	203	21	is	be	AUX
amfbr-2259	203	22	renowned	renowned	ADJ
amfbr-2259	203	23	for	for	ADP
amfbr-2259	203	24	its	its	PRON
amfbr-2259	203	25	methodical	methodical	ADJ
amfbr-2259	203	26	and	and	CCONJ
amfbr-2259	203	27	quantitative	quantitative	ADJ
amfbr-2259	203	28	investment	investment	NOUN
amfbr-2259	203	29	approaches	approach	NOUN
amfbr-2259	203	30	(	(	PUNCT
amfbr-2259	203	31	vinichenko	vinichenko	PROPN
amfbr-2259	203	32	&	&	CCONJ
amfbr-2259	203	33	hrybkova	hrybkova	PROPN
amfbr-2259	203	34	,	,	PUNCT
amfbr-2259	203	35	2021	2021	NUM
amfbr-2259	203	36	)	)	PUNCT
amfbr-2259	203	37	.	.	PUNCT
amfbr-2259	204	1	the	the	DET
amfbr-2259	204	2	firm	firm	NOUN
amfbr-2259	204	3	incorporates	incorporate	VERB
amfbr-2259	204	4	ai	ai	VERB
amfbr-2259	204	5	with	with	ADP
amfbr-2259	204	6	ml	ml	NOUN
amfbr-2259	204	7	to	to	PART
amfbr-2259	204	8	analyze	analyze	VERB
amfbr-2259	204	9	macroeconomic	macroeconomic	ADJ
amfbr-2259	204	10	indicators	indicator	NOUN
amfbr-2259	204	11	and	and	CCONJ
amfbr-2259	204	12	historical	historical	ADJ
amfbr-2259	204	13	market	market	NOUN
amfbr-2259	204	14	data	datum	NOUN
amfbr-2259	204	15	,	,	PUNCT
amfbr-2259	204	16	informing	inform	VERB
amfbr-2259	204	17	investment	investment	NOUN
amfbr-2259	204	18	decisions	decision	NOUN
amfbr-2259	204	19	and	and	CCONJ
amfbr-2259	204	20	asset	asset	NOUN
amfbr-2259	204	21	allocation	allocation	NOUN
amfbr-2259	204	22	strategies	strategy	NOUN
amfbr-2259	204	23	.	.	PUNCT
amfbr-2259	205	1	additionally	additionally	ADV
amfbr-2259	205	2	,	,	PUNCT
amfbr-2259	205	3	bridgewater	bridgewater	NOUN
amfbr-2259	205	4	employs	employ	VERB
amfbr-2259	205	5	ai	ai	VERB
amfbr-2259	205	6	to	to	PART
amfbr-2259	205	7	automate	automate	VERB
amfbr-2259	205	8	research	research	NOUN
amfbr-2259	205	9	processes	process	NOUN
amfbr-2259	205	10	,	,	PUNCT
amfbr-2259	205	11	enabling	enable	VERB
amfbr-2259	205	12	analysts	analyst	NOUN
amfbr-2259	205	13	to	to	PART
amfbr-2259	205	14	concentrate	concentrate	VERB
amfbr-2259	205	15	on	on	ADP
amfbr-2259	205	16	higher	high	ADJ
amfbr-2259	205	17	-	-	PUNCT
amfbr-2259	205	18	value	value	NOUN
amfbr-2259	205	19	tasks	task	NOUN
amfbr-2259	205	20	.	.	PUNCT
amfbr-2259	206	1	this	this	DET
amfbr-2259	206	2	data	data	NOUN
amfbr-2259	206	3	-	-	PUNCT
amfbr-2259	206	4	driven	drive	VERB
amfbr-2259	206	5	approach	approach	NOUN
amfbr-2259	206	6	has	have	AUX
amfbr-2259	206	7	resulted	result	VERB
amfbr-2259	206	8	in	in	ADP
amfbr-2259	206	9	significant	significant	ADJ
amfbr-2259	206	10	long	long	ADJ
amfbr-2259	206	11	-	-	PUNCT
amfbr-2259	206	12	term	term	NOUN
amfbr-2259	206	13	returns	return	NOUN
amfbr-2259	206	14	for	for	ADP
amfbr-2259	206	15	investors	investor	NOUN
amfbr-2259	206	16	,	,	PUNCT
amfbr-2259	206	17	highlighting	highlight	VERB
amfbr-2259	206	18	ai	ai	NOUN
amfbr-2259	206	19	's	's	PART
amfbr-2259	206	20	ability	ability	NOUN
amfbr-2259	206	21	to	to	PART
amfbr-2259	206	22	enrich	enrich	VERB
amfbr-2259	206	23	decision	decision	NOUN
amfbr-2259	206	24	-	-	PUNCT
amfbr-2259	206	25	making	making	NOUN
amfbr-2259	206	26	in	in	ADP
amfbr-2259	206	27	a	a	DET
amfbr-2259	206	28	complex	complex	ADJ
amfbr-2259	206	29	investment	investment	NOUN
amfbr-2259	206	30	environment	environment	NOUN
amfbr-2259	206	31	(	(	PUNCT
amfbr-2259	206	32	jensen	jensen	PROPN
amfbr-2259	206	33	et	et	PROPN
amfbr-2259	206	34	al	al	PROPN
amfbr-2259	206	35	.	.	PROPN
amfbr-2259	206	36	,	,	PUNCT
amfbr-2259	206	37	2020	2020	NUM
amfbr-2259	206	38	)	)	PUNCT
amfbr-2259	206	39	.	.	PUNCT
amfbr-2259	207	1	citadel	citadel	PROPN
amfbr-2259	207	2	llc	llc	PROPN
amfbr-2259	207	3	citadel	citadel	PROPN
amfbr-2259	207	4	llc	llc	PROPN
amfbr-2259	207	5	is	be	AUX
amfbr-2259	207	6	a	a	DET
amfbr-2259	207	7	prominent	prominent	ADJ
amfbr-2259	207	8	global	global	ADJ
amfbr-2259	207	9	financial	financial	ADJ
amfbr-2259	207	10	institution	institution	NOUN
amfbr-2259	207	11	recognized	recognize	VERB
amfbr-2259	207	12	for	for	ADP
amfbr-2259	207	13	its	its	PRON
amfbr-2259	207	14	advanced	advanced	ADJ
amfbr-2259	207	15	quantitative	quantitative	ADJ
amfbr-2259	207	16	trading	trading	NOUN
amfbr-2259	207	17	strategies	strategy	NOUN
amfbr-2259	207	18	,	,	PUNCT
amfbr-2259	207	19	actively	actively	ADV
amfbr-2259	207	20	embedding	embed	VERB
amfbr-2259	207	21	artificial	artificial	ADJ
amfbr-2259	207	22	intelligence	intelligence	NOUN
amfbr-2259	207	23	(	(	PUNCT
amfbr-2259	207	24	ai	ai	NOUN
amfbr-2259	207	25	)	)	PUNCT
amfbr-2259	207	26	and	and	CCONJ
amfbr-2259	207	27	machine	machine	NOUN
amfbr-2259	207	28	learning	learning	NOUN
amfbr-2259	207	29	within	within	ADP
amfbr-2259	207	30	its	its	PRON
amfbr-2259	207	31	investment	investment	NOUN
amfbr-2259	207	32	workflows	workflow	NOUN
amfbr-2259	207	33	(	(	PUNCT
amfbr-2259	207	34	vinichenko	vinichenko	PROPN
amfbr-2259	207	35	&	&	CCONJ
amfbr-2259	207	36	hrybkova	hrybkova	PROPN
amfbr-2259	207	37	,	,	PUNCT
amfbr-2259	207	38	2021	2021	NUM
amfbr-2259	207	39	)	)	PUNCT
amfbr-2259	207	40	.	.	PUNCT
amfbr-2259	208	1	the	the	DET
amfbr-2259	208	2	firm	firm	NOUN
amfbr-2259	208	3	utilizes	utilize	VERB
amfbr-2259	208	4	ai	ai	VERB
amfbr-2259	208	5	algorithms	algorithm	NOUN
amfbr-2259	208	6	to	to	PART
amfbr-2259	208	7	implement	implement	VERB
amfbr-2259	208	8	dynamic	dynamic	ADJ
amfbr-2259	208	9	trading	trading	NOUN
amfbr-2259	208	10	strategies	strategy	NOUN
amfbr-2259	208	11	,	,	PUNCT
amfbr-2259	208	12	allowing	allow	VERB
amfbr-2259	208	13	real	real	ADJ
amfbr-2259	208	14	-	-	PUNCT
amfbr-2259	208	15	time	time	NOUN
amfbr-2259	208	16	adaptation	adaptation	NOUN
amfbr-2259	208	17	based	base	VERB
amfbr-2259	208	18	on	on	ADP
amfbr-2259	208	19	market	market	NOUN
amfbr-2259	208	20	data	datum	NOUN
amfbr-2259	208	21	and	and	CCONJ
amfbr-2259	208	22	optimizing	optimize	VERB
amfbr-2259	208	23	trade	trade	NOUN
amfbr-2259	208	24	execution	execution	NOUN
amfbr-2259	208	25	and	and	CCONJ
amfbr-2259	208	26	positioning	positioning	NOUN
amfbr-2259	208	27	.	.	PUNCT
amfbr-2259	209	1	additionally	additionally	ADV
amfbr-2259	209	2	,	,	PUNCT
amfbr-2259	209	3	citadel	citadel	PROPN
amfbr-2259	209	4	employs	employ	VERB
amfbr-2259	209	5	ai	ai	VERB
amfbr-2259	209	6	to	to	PART
amfbr-2259	209	7	analyze	analyze	VERB
amfbr-2259	209	8	market	market	NOUN
amfbr-2259	209	9	microstructure	microstructure	NOUN
amfbr-2259	209	10	,	,	PUNCT
amfbr-2259	209	11	identifying	identify	VERB
amfbr-2259	209	12	trends	trend	NOUN
amfbr-2259	209	13	and	and	CCONJ
amfbr-2259	209	14	inefficiencies	inefficiency	NOUN
amfbr-2259	209	15	that	that	PRON
amfbr-2259	209	16	can	can	AUX
amfbr-2259	209	17	be	be	AUX
amfbr-2259	209	18	exploited	exploit	VERB
amfbr-2259	209	19	for	for	ADP
amfbr-2259	209	20	profit	profit	NOUN
amfbr-2259	209	21	.	.	PUNCT
amfbr-2259	210	1	this	this	DET
amfbr-2259	210	2	strategic	strategic	ADJ
amfbr-2259	210	3	use	use	NOUN
amfbr-2259	210	4	of	of	ADP
amfbr-2259	210	5	ai	ai	NOUN
amfbr-2259	210	6	has	have	AUX
amfbr-2259	210	7	bolstered	bolster	VERB
amfbr-2259	210	8	citadel	citadel	PROPN
amfbr-2259	210	9	's	's	PART
amfbr-2259	210	10	reputation	reputation	NOUN
amfbr-2259	210	11	as	as	ADP
amfbr-2259	210	12	one	one	NUM
amfbr-2259	210	13	of	of	ADP
amfbr-2259	210	14	the	the	DET
amfbr-2259	210	15	most	most	ADV
amfbr-2259	210	16	successful	successful	ADJ
amfbr-2259	210	17	hedge	hedge	NOUN
amfbr-2259	210	18	funds	fund	NOUN
amfbr-2259	210	19	,	,	PUNCT
amfbr-2259	210	20	consistently	consistently	ADV
amfbr-2259	210	21	generating	generate	VERB
amfbr-2259	210	22	substantial	substantial	ADJ
amfbr-2259	210	23	returns	return	NOUN
amfbr-2259	210	24	for	for	ADP
amfbr-2259	210	25	its	its	PRON
amfbr-2259	210	26	investors	investor	NOUN
amfbr-2259	210	27	(	(	PUNCT
amfbr-2259	210	28	romero	romero	PROPN
amfbr-2259	210	29	&	&	CCONJ
amfbr-2259	210	30	fitz	fitz	PROPN
amfbr-2259	210	31	,	,	PUNCT
amfbr-2259	210	32	2021	2021	NUM
amfbr-2259	210	33	)	)	PUNCT
amfbr-2259	210	34	.	.	PUNCT
amfbr-2259	211	1	monira	monira	PROPN
amfbr-2259	211	2	,	,	PUNCT
amfbr-2259	211	3	american	american	PROPN
amfbr-2259	211	4	finance	finance	PROPN
amfbr-2259	211	5	&	&	CCONJ
amfbr-2259	211	6	banking	banking	PROPN
amfbr-2259	211	7	review	review	NOUN
amfbr-2259	211	8	9(1	9(1	NUM
amfbr-2259	211	9	)	)	PUNCT
amfbr-2259	211	10	(	(	PUNCT
amfbr-2259	211	11	2024	2024	NUM
amfbr-2259	211	12	)	)	PUNCT
amfbr-2259	211	13	,	,	PUNCT
amfbr-2259	211	14	1	1	NUM
amfbr-2259	211	15	-	-	SYM
amfbr-2259	211	16	10	10	NUM
amfbr-2259	211	17	7	7	NUM
amfbr-2259	211	18	the	the	DET
amfbr-2259	211	19	above	above	ADJ
amfbr-2259	211	20	case	case	NOUN
amfbr-2259	211	21	examples	example	NOUN
amfbr-2259	211	22	illustrate	illustrate	VERB
amfbr-2259	211	23	how	how	SCONJ
amfbr-2259	211	24	ai	ai	VERB
amfbr-2259	211	25	can	can	AUX
amfbr-2259	211	26	be	be	AUX
amfbr-2259	211	27	successfully	successfully	ADV
amfbr-2259	211	28	used	use	VERB
amfbr-2259	211	29	in	in	ADP
amfbr-2259	211	30	investment	investment	NOUN
amfbr-2259	211	31	strategies	strategy	NOUN
amfbr-2259	211	32	across	across	ADP
amfbr-2259	211	33	various	various	ADJ
amfbr-2259	211	34	financial	financial	ADJ
amfbr-2259	211	35	entities	entity	NOUN
amfbr-2259	211	36	and	and	CCONJ
amfbr-2259	211	37	hedge	hedge	NOUN
amfbr-2259	211	38	funds	fund	NOUN
amfbr-2259	211	39	.	.	PUNCT
amfbr-2259	212	1	these	these	DET
amfbr-2259	212	2	firms	firm	NOUN
amfbr-2259	212	3	have	have	AUX
amfbr-2259	212	4	enhanced	enhance	VERB
amfbr-2259	212	5	their	their	PRON
amfbr-2259	212	6	trading	trading	NOUN
amfbr-2259	212	7	performance	performance	NOUN
amfbr-2259	212	8	,	,	PUNCT
amfbr-2259	212	9	improved	improve	VERB
amfbr-2259	212	10	risk	risk	NOUN
amfbr-2259	212	11	management	management	NOUN
amfbr-2259	212	12	,	,	PUNCT
amfbr-2259	212	13	and	and	CCONJ
amfbr-2259	212	14	ultimately	ultimately	ADV
amfbr-2259	212	15	generated	generate	VERB
amfbr-2259	212	16	superior	superior	ADJ
amfbr-2259	212	17	returns	return	NOUN
amfbr-2259	212	18	by	by	ADP
amfbr-2259	212	19	utilizing	utilize	VERB
amfbr-2259	212	20	machine	machine	NOUN
amfbr-2259	212	21	learning	learning	NOUN
amfbr-2259	212	22	,	,	PUNCT
amfbr-2259	212	23	predictive	predictive	ADJ
amfbr-2259	212	24	analytics	analytic	NOUN
amfbr-2259	212	25	,	,	PUNCT
amfbr-2259	212	26	sentiment	sentiment	NOUN
amfbr-2259	212	27	analysis	analysis	NOUN
amfbr-2259	212	28	,	,	PUNCT
amfbr-2259	212	29	and	and	CCONJ
amfbr-2259	212	30	advanced	advanced	ADJ
amfbr-2259	212	31	data	datum	NOUN
amfbr-2259	212	32	processing	processing	NOUN
amfbr-2259	212	33	capabilities	capability	NOUN
amfbr-2259	212	34	.	.	PUNCT
amfbr-2259	213	1	conclusions	conclusion	NOUN
amfbr-2259	213	2	this	this	DET
amfbr-2259	213	3	study	study	NOUN
amfbr-2259	213	4	highlights	highlight	VERB
amfbr-2259	213	5	the	the	DET
amfbr-2259	213	6	revolutionizing	revolutionize	VERB
amfbr-2259	213	7	impact	impact	NOUN
amfbr-2259	213	8	of	of	ADP
amfbr-2259	213	9	ai	ai	VERB
amfbr-2259	213	10	on	on	ADP
amfbr-2259	213	11	investment	investment	NOUN
amfbr-2259	213	12	strategies	strategy	NOUN
amfbr-2259	213	13	,	,	PUNCT
amfbr-2259	213	14	emphasizing	emphasize	VERB
amfbr-2259	213	15	its	its	PRON
amfbr-2259	213	16	potential	potential	NOUN
amfbr-2259	213	17	to	to	PART
amfbr-2259	213	18	improve	improve	VERB
amfbr-2259	213	19	decision	decision	NOUN
amfbr-2259	213	20	-	-	PUNCT
amfbr-2259	213	21	making	make	VERB
amfbr-2259	213	22	and	and	CCONJ
amfbr-2259	213	23	market	market	NOUN
amfbr-2259	213	24	predictions	prediction	NOUN
amfbr-2259	213	25	.	.	PUNCT
amfbr-2259	214	1	incorporating	incorporate	VERB
amfbr-2259	214	2	ai	ai	VERB
amfbr-2259	214	3	into	into	ADP
amfbr-2259	214	4	investment	investment	NOUN
amfbr-2259	214	5	methods	method	NOUN
amfbr-2259	214	6	is	be	AUX
amfbr-2259	214	7	a	a	DET
amfbr-2259	214	8	significant	significant	ADJ
amfbr-2259	214	9	development	development	NOUN
amfbr-2259	214	10	in	in	ADP
amfbr-2259	214	11	handling	handle	VERB
amfbr-2259	214	12	markets	market	NOUN
amfbr-2259	214	13	.	.	PUNCT
amfbr-2259	215	1	by	by	ADP
amfbr-2259	215	2	enhancing	enhance	VERB
amfbr-2259	215	3	predictive	predictive	ADJ
amfbr-2259	215	4	capabilities	capability	NOUN
amfbr-2259	215	5	,	,	PUNCT
amfbr-2259	215	6	improving	improve	VERB
amfbr-2259	215	7	data	datum	NOUN
amfbr-2259	215	8	management	management	NOUN
amfbr-2259	215	9	,	,	PUNCT
amfbr-2259	215	10	and	and	CCONJ
amfbr-2259	215	11	fostering	foster	VERB
amfbr-2259	215	12	user	user	NOUN
amfbr-2259	215	13	engagement	engagement	NOUN
amfbr-2259	215	14	,	,	PUNCT
amfbr-2259	215	15	ai	ai	VERB
amfbr-2259	215	16	has	have	VERB
amfbr-2259	215	17	the	the	DET
amfbr-2259	215	18	potential	potential	NOUN
amfbr-2259	215	19	to	to	PART
amfbr-2259	215	20	modernize	modernize	VERB
amfbr-2259	215	21	investment	investment	NOUN
amfbr-2259	215	22	judgment	judgment	NOUN
amfbr-2259	215	23	.	.	PUNCT
amfbr-2259	216	1	investors	investor	NOUN
amfbr-2259	216	2	must	must	AUX
amfbr-2259	216	3	remain	remain	VERB
amfbr-2259	216	4	cautious	cautious	ADJ
amfbr-2259	216	5	of	of	ADP
amfbr-2259	216	6	the	the	DET
amfbr-2259	216	7	difficulties	difficulty	NOUN
amfbr-2259	216	8	in	in	ADP
amfbr-2259	216	9	using	use	VERB
amfbr-2259	216	10	ai	ai	NOUN
amfbr-2259	216	11	,	,	PUNCT
amfbr-2259	216	12	particularly	particularly	ADV
amfbr-2259	216	13	about	about	ADP
amfbr-2259	216	14	moral	moral	ADJ
amfbr-2259	216	15	issues	issue	NOUN
amfbr-2259	216	16	and	and	CCONJ
amfbr-2259	216	17	possible	possible	ADJ
amfbr-2259	216	18	prejudices	prejudice	NOUN
amfbr-2259	216	19	.	.	PUNCT
amfbr-2259	217	1	investors	investor	NOUN
amfbr-2259	217	2	looking	look	VERB
amfbr-2259	217	3	for	for	ADP
amfbr-2259	217	4	a	a	DET
amfbr-2259	217	5	competitive	competitive	ADJ
amfbr-2259	217	6	edge	edge	NOUN
amfbr-2259	217	7	in	in	ADP
amfbr-2259	217	8	a	a	DET
amfbr-2259	217	9	constantly	constantly	ADV
amfbr-2259	217	10	changing	change	VERB
amfbr-2259	217	11	financial	financial	ADJ
amfbr-2259	217	12	world	world	NOUN
amfbr-2259	217	13	will	will	AUX
amfbr-2259	217	14	need	need	VERB
amfbr-2259	217	15	strategic	strategic	ADJ
amfbr-2259	217	16	ai	ai	NOUN
amfbr-2259	217	17	applications	application	NOUN
amfbr-2259	217	18	.	.	PUNCT
amfbr-2259	218	1	a	a	DET
amfbr-2259	218	2	balanced	balanced	ADJ
amfbr-2259	218	3	approach	approach	NOUN
amfbr-2259	218	4	that	that	PRON
amfbr-2259	218	5	integrates	integrate	VERB
amfbr-2259	218	6	human	human	ADJ
amfbr-2259	218	7	intuition	intuition	NOUN
amfbr-2259	218	8	with	with	ADP
amfbr-2259	218	9	ai	ai	ADJ
amfbr-2259	218	10	capabilities	capability	NOUN
amfbr-2259	218	11	will	will	AUX
amfbr-2259	218	12	be	be	AUX
amfbr-2259	218	13	crucial	crucial	ADJ
amfbr-2259	218	14	to	to	ADP
amfbr-2259	218	15	the	the	DET
amfbr-2259	218	16	evolving	evolve	VERB
amfbr-2259	218	17	financial	financial	ADJ
amfbr-2259	218	18	landscape	landscape	NOUN
amfbr-2259	218	19	's	's	PART
amfbr-2259	218	20	success	success	NOUN
amfbr-2259	218	21	.	.	PUNCT
amfbr-2259	219	1	the	the	DET
amfbr-2259	219	2	collaboration	collaboration	NOUN
amfbr-2259	219	3	between	between	ADP
amfbr-2259	219	4	human	human	ADJ
amfbr-2259	219	5	expertise	expertise	NOUN
amfbr-2259	219	6	and	and	CCONJ
amfbr-2259	219	7	ai	ai	AUX
amfbr-2259	219	8	-	-	PUNCT
amfbr-2259	219	9	driven	drive	VERB
amfbr-2259	219	10	tools	tool	NOUN
amfbr-2259	219	11	can	can	AUX
amfbr-2259	219	12	optimize	optimize	VERB
amfbr-2259	219	13	investment	investment	NOUN
amfbr-2259	219	14	strategies	strategy	NOUN
amfbr-2259	219	15	while	while	SCONJ
amfbr-2259	219	16	ensuring	ensure	VERB
amfbr-2259	219	17	ethical	ethical	ADJ
amfbr-2259	219	18	standards	standard	NOUN
amfbr-2259	219	19	and	and	CCONJ
amfbr-2259	219	20	transparency	transparency	NOUN
amfbr-2259	219	21	.	.	PUNCT
amfbr-2259	220	1	financial	financial	ADJ
amfbr-2259	220	2	institutions	institution	NOUN
amfbr-2259	220	3	must	must	AUX
amfbr-2259	220	4	prioritize	prioritize	VERB
amfbr-2259	220	5	ongoing	ongoing	ADJ
amfbr-2259	220	6	education	education	NOUN
amfbr-2259	220	7	and	and	CCONJ
amfbr-2259	220	8	training	training	NOUN
amfbr-2259	220	9	to	to	PART
amfbr-2259	220	10	give	give	VERB
amfbr-2259	220	11	their	their	PRON
amfbr-2259	220	12	staff	staff	NOUN
amfbr-2259	220	13	the	the	DET
amfbr-2259	220	14	skills	skill	NOUN
amfbr-2259	220	15	to	to	PART
amfbr-2259	220	16	use	use	VERB
amfbr-2259	220	17	ai	ai	VERB
amfbr-2259	220	18	efficiently	efficiently	ADV
amfbr-2259	220	19	.	.	PUNCT
amfbr-2259	221	1	moral	moral	ADJ
amfbr-2259	221	2	and	and	CCONJ
amfbr-2259	221	3	practical	practical	ADJ
amfbr-2259	221	4	issues	issue	NOUN
amfbr-2259	221	5	must	must	AUX
amfbr-2259	221	6	be	be	AUX
amfbr-2259	221	7	addressed	address	VERB
amfbr-2259	221	8	for	for	SCONJ
amfbr-2259	221	9	the	the	DET
amfbr-2259	221	10	financial	financial	ADJ
amfbr-2259	221	11	sector	sector	NOUN
amfbr-2259	221	12	to	to	PART
amfbr-2259	221	13	fully	fully	ADV
amfbr-2259	221	14	utilize	utilize	VERB
amfbr-2259	221	15	ai	ai	ADP
amfbr-2259	221	16	and	and	CCONJ
amfbr-2259	221	17	eventually	eventually	ADV
amfbr-2259	221	18	create	create	VERB
amfbr-2259	221	19	more	more	ADV
amfbr-2259	221	20	resilient	resilient	ADJ
amfbr-2259	221	21	and	and	CCONJ
amfbr-2259	221	22	robust	robust	ADJ
amfbr-2259	221	23	investment	investment	NOUN
amfbr-2259	221	24	methods	method	NOUN
amfbr-2259	221	25	.	.	PUNCT
amfbr-2259	222	1	ai	ai	PROPN
amfbr-2259	222	2	's	's	PART
amfbr-2259	222	3	advancement	advancement	NOUN
amfbr-2259	222	4	indicates	indicate	VERB
amfbr-2259	222	5	that	that	SCONJ
amfbr-2259	222	6	its	its	PRON
amfbr-2259	222	7	role	role	NOUN
amfbr-2259	222	8	in	in	ADP
amfbr-2259	222	9	shaping	shape	VERB
amfbr-2259	222	10	investment	investment	NOUN
amfbr-2259	222	11	strategies	strategy	NOUN
amfbr-2259	222	12	will	will	AUX
amfbr-2259	222	13	undoubtedly	undoubtedly	ADV
amfbr-2259	222	14	expand	expand	VERB
amfbr-2259	222	15	,	,	PUNCT
amfbr-2259	222	16	necessitating	necessitate	VERB
amfbr-2259	222	17	ongoing	ongoing	ADJ
amfbr-2259	222	18	analysis	analysis	NOUN
amfbr-2259	222	19	and	and	CCONJ
amfbr-2259	222	20	adaptation	adaptation	NOUN
amfbr-2259	222	21	within	within	ADP
amfbr-2259	222	22	the	the	DET
amfbr-2259	222	23	finance	finance	NOUN
amfbr-2259	222	24	sector	sector	NOUN
amfbr-2259	222	25	.	.	PUNCT
amfbr-2259	223	1	embracing	embrace	VERB
amfbr-2259	223	2	innovation	innovation	NOUN
amfbr-2259	223	3	while	while	SCONJ
amfbr-2259	223	4	addressing	address	VERB
amfbr-2259	223	5	the	the	DET
amfbr-2259	223	6	integration	integration	NOUN
amfbr-2259	223	7	of	of	ADP
amfbr-2259	223	8	ai	ai	NOUN
amfbr-2259	223	9	in	in	ADP
amfbr-2259	223	10	investment	investment	NOUN
amfbr-2259	223	11	strategies	strategy	NOUN
amfbr-2259	223	12	significantly	significantly	ADV
amfbr-2259	223	13	enhances	enhance	VERB
amfbr-2259	223	14	the	the	DET
amfbr-2259	223	15	ability	ability	NOUN
amfbr-2259	223	16	to	to	PART
amfbr-2259	223	17	make	make	VERB
amfbr-2259	223	18	decisions	decision	NOUN
amfbr-2259	223	19	by	by	ADP
amfbr-2259	223	20	providing	provide	VERB
amfbr-2259	223	21	data	data	NOUN
amfbr-2259	223	22	-	-	PUNCT
amfbr-2259	223	23	driven	drive	VERB
amfbr-2259	223	24	insights	insight	NOUN
amfbr-2259	223	25	that	that	PRON
amfbr-2259	223	26	improve	improve	VERB
amfbr-2259	223	27	investors	investor	NOUN
amfbr-2259	223	28	'	'	PART
amfbr-2259	223	29	predictive	predictive	ADJ
amfbr-2259	223	30	accuracy	accuracy	NOUN
amfbr-2259	223	31	.	.	PUNCT
amfbr-2259	224	1	financial	financial	ADJ
amfbr-2259	224	2	institutions	institution	NOUN
amfbr-2259	224	3	will	will	AUX
amfbr-2259	224	4	experience	experience	VERB
amfbr-2259	224	5	increased	increase	VERB
amfbr-2259	224	6	efficiency	efficiency	NOUN
amfbr-2259	224	7	and	and	CCONJ
amfbr-2259	224	8	competitive	competitive	ADJ
amfbr-2259	224	9	advantage	advantage	NOUN
amfbr-2259	224	10	,	,	PUNCT
amfbr-2259	224	11	enabling	enable	VERB
amfbr-2259	224	12	them	they	PRON
amfbr-2259	224	13	to	to	PART
amfbr-2259	224	14	attract	attract	VERB
amfbr-2259	224	15	and	and	CCONJ
amfbr-2259	224	16	retain	retain	VERB
amfbr-2259	224	17	clients	client	NOUN
amfbr-2259	224	18	in	in	ADP
amfbr-2259	224	19	a	a	DET
amfbr-2259	224	20	crowded	crowded	ADJ
amfbr-2259	224	21	market	market	NOUN
amfbr-2259	224	22	.	.	PUNCT
amfbr-2259	225	1	additionally	additionally	ADV
amfbr-2259	225	2	,	,	PUNCT
amfbr-2259	225	3	regulators	regulator	NOUN
amfbr-2259	225	4	will	will	AUX
amfbr-2259	225	5	benefit	benefit	VERB
amfbr-2259	225	6	from	from	ADP
amfbr-2259	225	7	establishing	establish	VERB
amfbr-2259	225	8	ethical	ethical	ADJ
amfbr-2259	225	9	frameworks	framework	NOUN
amfbr-2259	225	10	that	that	PRON
amfbr-2259	225	11	promote	promote	VERB
amfbr-2259	225	12	transparency	transparency	NOUN
amfbr-2259	225	13	and	and	CCONJ
amfbr-2259	225	14	accountability	accountability	NOUN
amfbr-2259	225	15	in	in	ADP
amfbr-2259	225	16	ai	ai	ADJ
amfbr-2259	225	17	usage	usage	NOUN
amfbr-2259	225	18	,	,	PUNCT
amfbr-2259	225	19	strengthening	strengthen	VERB
amfbr-2259	225	20	risk	risk	NOUN
amfbr-2259	225	21	management	management	NOUN
amfbr-2259	225	22	through	through	ADP
amfbr-2259	225	23	advanced	advanced	ADJ
amfbr-2259	225	24	analytics	analytic	NOUN
amfbr-2259	225	25	,	,	PUNCT
amfbr-2259	225	26	and	and	CCONJ
amfbr-2259	225	27	enabling	enable	VERB
amfbr-2259	225	28	better	well	ADJ
amfbr-2259	225	29	identification	identification	NOUN
amfbr-2259	225	30	and	and	CCONJ
amfbr-2259	225	31	mitigation	mitigation	NOUN
amfbr-2259	225	32	of	of	ADP
amfbr-2259	225	33	potential	potential	ADJ
amfbr-2259	225	34	risks	risk	NOUN
amfbr-2259	225	35	.	.	PUNCT
amfbr-2259	226	1	ultimately	ultimately	ADV
amfbr-2259	226	2	,	,	PUNCT
amfbr-2259	226	3	the	the	DET
amfbr-2259	226	4	broader	broad	ADJ
amfbr-2259	226	5	economy	economy	NOUN
amfbr-2259	226	6	will	will	AUX
amfbr-2259	226	7	thrive	thrive	VERB
amfbr-2259	226	8	as	as	SCONJ
amfbr-2259	226	9	these	these	DET
amfbr-2259	226	10	advancements	advancement	NOUN
amfbr-2259	226	11	lead	lead	VERB
amfbr-2259	226	12	to	to	ADP
amfbr-2259	226	13	more	more	ADV
amfbr-2259	226	14	stable	stable	ADJ
amfbr-2259	226	15	financial	financial	ADJ
amfbr-2259	226	16	markets	market	NOUN
amfbr-2259	226	17	and	and	CCONJ
amfbr-2259	226	18	foster	foster	ADJ
amfbr-2259	226	19	innovation	innovation	NOUN
amfbr-2259	226	20	across	across	ADP
amfbr-2259	226	21	sectors	sector	NOUN
amfbr-2259	226	22	.	.	PUNCT
amfbr-2259	227	1	the	the	DET
amfbr-2259	227	2	qualitative	qualitative	ADJ
amfbr-2259	227	3	approach	approach	NOUN
amfbr-2259	227	4	used	use	VERB
amfbr-2259	227	5	in	in	ADP
amfbr-2259	227	6	this	this	DET
amfbr-2259	227	7	study	study	NOUN
amfbr-2259	227	8	is	be	AUX
amfbr-2259	227	9	subjective	subjective	ADJ
amfbr-2259	227	10	and	and	CCONJ
amfbr-2259	227	11	relies	rely	VERB
amfbr-2259	227	12	on	on	ADP
amfbr-2259	227	13	existing	exist	VERB
amfbr-2259	227	14	literature	literature	NOUN
amfbr-2259	227	15	and	and	CCONJ
amfbr-2259	227	16	case	case	NOUN
amfbr-2259	227	17	studies	study	NOUN
amfbr-2259	227	18	,	,	PUNCT
amfbr-2259	227	19	which	which	PRON
amfbr-2259	227	20	may	may	AUX
amfbr-2259	227	21	present	present	VERB
amfbr-2259	227	22	limitations	limitation	NOUN
amfbr-2259	227	23	in	in	ADP
amfbr-2259	227	24	terms	term	NOUN
amfbr-2259	227	25	of	of	ADP
amfbr-2259	227	26	data	datum	NOUN
amfbr-2259	227	27	quality	quality	NOUN
amfbr-2259	227	28	.	.	PUNCT
amfbr-2259	228	1	hence	hence	ADV
amfbr-2259	228	2	,	,	PUNCT
amfbr-2259	228	3	future	future	ADJ
amfbr-2259	228	4	research	research	NOUN
amfbr-2259	228	5	could	could	AUX
amfbr-2259	228	6	be	be	AUX
amfbr-2259	228	7	conducted	conduct	VERB
amfbr-2259	228	8	quantitatively	quantitatively	ADV
amfbr-2259	228	9	to	to	PART
amfbr-2259	228	10	examine	examine	VERB
amfbr-2259	228	11	the	the	DET
amfbr-2259	228	12	increasing	increase	VERB
amfbr-2259	228	13	reliance	reliance	NOUN
amfbr-2259	228	14	on	on	ADP
amfbr-2259	228	15	ai	ai	PROPN
amfbr-2259	228	16	technologies	technology	NOUN
amfbr-2259	228	17	on	on	ADP
amfbr-2259	228	18	market	market	NOUN
amfbr-2259	228	19	dynamics	dynamic	NOUN
amfbr-2259	228	20	,	,	PUNCT
amfbr-2259	228	21	liquidity	liquidity	NOUN
amfbr-2259	228	22	,	,	PUNCT
amfbr-2259	228	23	and	and	CCONJ
amfbr-2259	228	24	volatility	volatility	NOUN
amfbr-2259	228	25	.	.	PUNCT
amfbr-2259	229	1	understanding	understand	VERB
amfbr-2259	229	2	these	these	DET
amfbr-2259	229	3	relationships	relationship	NOUN
amfbr-2259	229	4	is	be	AUX
amfbr-2259	229	5	vital	vital	ADJ
amfbr-2259	229	6	for	for	ADP
amfbr-2259	229	7	developing	develop	VERB
amfbr-2259	229	8	strategies	strategy	NOUN
amfbr-2259	229	9	that	that	PRON
amfbr-2259	229	10	mitigate	mitigate	VERB
amfbr-2259	229	11	potential	potential	ADJ
amfbr-2259	229	12	systemic	systemic	ADJ
amfbr-2259	229	13	risks	risk	NOUN
amfbr-2259	229	14	associated	associate	VERB
amfbr-2259	229	15	with	with	ADP
amfbr-2259	229	16	widespread	widespread	ADJ
amfbr-2259	230	1	ai	ai	PROPN
amfbr-2259	230	2	adoption	adoption	NOUN
amfbr-2259	230	3	in	in	ADP
amfbr-2259	230	4	financial	financial	ADJ
amfbr-2259	230	5	markets	market	NOUN
amfbr-2259	230	6	.	.	PUNCT
amfbr-2259	231	1	social	social	ADJ
amfbr-2259	231	2	media	medium	NOUN
amfbr-2259	231	3	sentiment	sentiment	NOUN
amfbr-2259	231	4	and	and	CCONJ
amfbr-2259	231	5	macroeconomic	macroeconomic	ADJ
amfbr-2259	231	6	indicators	indicator	NOUN
amfbr-2259	231	7	could	could	AUX
amfbr-2259	231	8	also	also	ADV
amfbr-2259	231	9	provide	provide	VERB
amfbr-2259	231	10	richer	rich	ADJ
amfbr-2259	231	11	insights	insight	NOUN
amfbr-2259	231	12	for	for	ADP
amfbr-2259	231	13	investors	investor	NOUN
amfbr-2259	231	14	by	by	ADP
amfbr-2259	231	15	leveraging	leverage	VERB
amfbr-2259	231	16	alternative	alternative	ADJ
amfbr-2259	231	17	data	datum	NOUN
amfbr-2259	231	18	sources	source	NOUN
amfbr-2259	231	19	.	.	PUNCT
amfbr-2259	232	1	it	it	PRON
amfbr-2259	232	2	may	may	AUX
amfbr-2259	232	3	also	also	ADV
amfbr-2259	232	4	investigate	investigate	VERB
amfbr-2259	232	5	ai	ai	PROPN
amfbr-2259	232	6	's	's	PART
amfbr-2259	232	7	market	market	NOUN
amfbr-2259	232	8	stability	stability	NOUN
amfbr-2259	232	9	and	and	CCONJ
amfbr-2259	232	10	financial	financial	ADJ
amfbr-2259	232	11	literacy	literacy	NOUN
amfbr-2259	232	12	and	and	CCONJ
amfbr-2259	232	13	its	its	PRON
amfbr-2259	232	14	long	long	ADJ
amfbr-2259	232	15	-	-	PUNCT
amfbr-2259	232	16	term	term	NOUN
amfbr-2259	232	17	implications	implication	NOUN
amfbr-2259	232	18	on	on	ADP
amfbr-2259	232	19	investors	investor	NOUN
amfbr-2259	232	20	.	.	PUNCT
amfbr-2259	233	1	author	author	NOUN
amfbr-2259	233	2	contributions	contribution	NOUN
amfbr-2259	233	3	:	:	PUNCT
amfbr-2259	233	4	conceptualization	conceptualization	NOUN
amfbr-2259	233	5	,	,	PUNCT
amfbr-2259	233	6	n.a.m	n.a.m	ADJ
amfbr-2259	233	7	.	.	PROPN
amfbr-2259	233	8	;	;	PUNCT
amfbr-2259	233	9	methodology	methodology	NOUN
amfbr-2259	233	10	,	,	PUNCT
amfbr-2259	233	11	n.a.m	n.a.m	PROPN
amfbr-2259	233	12	.	.	PROPN
amfbr-2259	233	13	;	;	PUNCT
amfbr-2259	233	14	software	software	NOUN
amfbr-2259	233	15	,	,	PUNCT
amfbr-2259	233	16	n.a.m	n.a.m	PROPN
amfbr-2259	233	17	.	.	PROPN
amfbr-2259	233	18	;	;	PUNCT
amfbr-2259	233	19	validation	validation	NOUN
amfbr-2259	233	20	,	,	PUNCT
amfbr-2259	233	21	n.a.m	n.a.m	PROPN
amfbr-2259	233	22	..	..	PUNCT
amfbr-2259	233	23	;	;	PUNCT
amfbr-2259	233	24	formal	formal	ADJ
amfbr-2259	233	25	analysis	analysis	NOUN
amfbr-2259	233	26	,	,	PUNCT
amfbr-2259	233	27	n.a.m	n.a.m	PROPN
amfbr-2259	233	28	.	.	PROPN
amfbr-2259	233	29	;	;	PUNCT
amfbr-2259	233	30	investigation	investigation	NOUN
amfbr-2259	233	31	,	,	PUNCT
amfbr-2259	233	32	n.a.m	n.a.m	PROPN
amfbr-2259	233	33	.	.	PROPN
amfbr-2259	233	34	;	;	PUNCT
amfbr-2259	233	35	resources	resource	NOUN
amfbr-2259	233	36	,	,	PUNCT
amfbr-2259	233	37	n.a.m	n.a.m	ADJ
amfbr-2259	233	38	.	.	PROPN
amfbr-2259	233	39	;	;	PUNCT
amfbr-2259	233	40	data	datum	NOUN
amfbr-2259	233	41	curation	curation	NOUN
amfbr-2259	233	42	,	,	PUNCT
amfbr-2259	233	43	n.a.m	n.a.m	PROPN
amfbr-2259	233	44	.	.	PROPN
amfbr-2259	233	45	;	;	PUNCT
amfbr-2259	233	46	writing	write	VERB
amfbr-2259	233	47	–	–	PUNCT
amfbr-2259	233	48	original	original	ADJ
amfbr-2259	233	49	draft	draft	NOUN
amfbr-2259	233	50	preparation	preparation	NOUN
amfbr-2259	233	51	,	,	PUNCT
amfbr-2259	233	52	n.a.m	n.a.m	PROPN
amfbr-2259	233	53	.	.	PROPN
amfbr-2259	233	54	;	;	PUNCT
amfbr-2259	233	55	writing	write	VERB
amfbr-2259	233	56	–	–	PUNCT
amfbr-2259	233	57	review	review	NOUN
amfbr-2259	233	58	&	&	CCONJ
amfbr-2259	233	59	editing	editing	PROPN
amfbr-2259	233	60	,	,	PUNCT
amfbr-2259	233	61	n.a.m	n.a.m	ADJ
amfbr-2259	233	62	.	.	PROPN
amfbr-2259	233	63	;	;	PUNCT
amfbr-2259	233	64	visualization	visualization	NOUN
amfbr-2259	233	65	,	,	PUNCT
amfbr-2259	233	66	n.a.m	n.a.m	PROPN
amfbr-2259	233	67	.	.	PROPN
amfbr-2259	233	68	;	;	PUNCT
amfbr-2259	233	69	supervision	supervision	NOUN
amfbr-2259	233	70	,	,	PUNCT
amfbr-2259	233	71	n.a.m	n.a.m	PROPN
amfbr-2259	233	72	.	.	PROPN
amfbr-2259	233	73	;	;	PUNCT
amfbr-2259	233	74	project	project	NOUN
amfbr-2259	233	75	administration	administration	NOUN
amfbr-2259	233	76	,	,	PUNCT
amfbr-2259	233	77	n.a.m	n.a.m	PROPN
amfbr-2259	233	78	.	.	PROPN
amfbr-2259	233	79	;	;	PUNCT
amfbr-2259	233	80	funding	funding	NOUN
amfbr-2259	233	81	acquisition	acquisition	NOUN
amfbr-2259	233	82	,	,	PUNCT
amfbr-2259	233	83	n.a.m	n.a.m	PROPN
amfbr-2259	233	84	.	.	PUNCT
amfbr-2259	234	1	authors	author	NOUN
amfbr-2259	234	2	have	have	AUX
amfbr-2259	234	3	read	read	VERB
amfbr-2259	234	4	and	and	CCONJ
amfbr-2259	234	5	agreed	agree	VERB
amfbr-2259	234	6	to	to	ADP
amfbr-2259	234	7	the	the	DET
amfbr-2259	234	8	published	publish	VERB
amfbr-2259	234	9	version	version	NOUN
amfbr-2259	234	10	of	of	ADP
amfbr-2259	234	11	the	the	DET
amfbr-2259	234	12	manuscript	manuscript	NOUN
amfbr-2259	234	13	.	.	PUNCT
amfbr-2259	235	1	institutional	institutional	ADJ
amfbr-2259	235	2	review	review	PROPN
amfbr-2259	235	3	board	board	NOUN
amfbr-2259	235	4	statement	statement	NOUN
amfbr-2259	235	5	:	:	PUNCT
amfbr-2259	235	6	ethical	ethical	ADJ
amfbr-2259	235	7	review	review	NOUN
amfbr-2259	235	8	and	and	CCONJ
amfbr-2259	235	9	approval	approval	NOUN
amfbr-2259	235	10	were	be	AUX
amfbr-2259	235	11	waived	waive	VERB
amfbr-2259	235	12	for	for	ADP
amfbr-2259	235	13	this	this	DET
amfbr-2259	235	14	study	study	NOUN
amfbr-2259	235	15	because	because	SCONJ
amfbr-2259	235	16	the	the	DET
amfbr-2259	235	17	research	research	NOUN
amfbr-2259	235	18	does	do	AUX
amfbr-2259	235	19	not	not	PART
amfbr-2259	235	20	deal	deal	VERB
amfbr-2259	235	21	with	with	ADP
amfbr-2259	235	22	vulnerable	vulnerable	ADJ
amfbr-2259	235	23	groups	group	NOUN
amfbr-2259	235	24	or	or	CCONJ
amfbr-2259	235	25	sensitive	sensitive	ADJ
amfbr-2259	235	26	issues	issue	NOUN
amfbr-2259	235	27	.	.	PUNCT
amfbr-2259	236	1	funding	funding	NOUN
amfbr-2259	236	2	:	:	PUNCT
amfbr-2259	236	3	the	the	DET
amfbr-2259	236	4	authors	author	NOUN
amfbr-2259	236	5	received	receive	VERB
amfbr-2259	236	6	no	no	DET
amfbr-2259	236	7	direct	direct	ADJ
amfbr-2259	236	8	funding	funding	NOUN
amfbr-2259	236	9	for	for	ADP
amfbr-2259	236	10	this	this	DET
amfbr-2259	236	11	research	research	NOUN
amfbr-2259	236	12	.	.	PUNCT
amfbr-2259	237	1	acknowledgments	acknowledgment	NOUN
amfbr-2259	237	2	:	:	PUNCT
amfbr-2259	237	3	n	n	CCONJ
amfbr-2259	237	4	/	/	SYM
amfbr-2259	237	5	a	a	DET
amfbr-2259	237	6	informed	informed	ADJ
amfbr-2259	237	7	consent	consent	NOUN
amfbr-2259	237	8	statement	statement	NOUN
amfbr-2259	237	9	:	:	PUNCT
amfbr-2259	237	10	informed	inform	VERB
amfbr-2259	237	11	consent	consent	NOUN
amfbr-2259	237	12	was	be	AUX
amfbr-2259	237	13	obtained	obtain	VERB
amfbr-2259	237	14	from	from	ADP
amfbr-2259	237	15	all	all	DET
amfbr-2259	237	16	subjects	subject	NOUN
amfbr-2259	237	17	involved	involve	VERB
amfbr-2259	237	18	in	in	ADP
amfbr-2259	237	19	the	the	DET
amfbr-2259	237	20	study	study	NOUN
amfbr-2259	237	21	.	.	PUNCT
amfbr-2259	238	1	data	datum	NOUN
amfbr-2259	238	2	availability	availability	NOUN
amfbr-2259	238	3	statement	statement	NOUN
amfbr-2259	238	4	:	:	PUNCT
amfbr-2259	238	5	the	the	DET
amfbr-2259	238	6	data	datum	NOUN
amfbr-2259	238	7	presented	present	VERB
amfbr-2259	238	8	in	in	ADP
amfbr-2259	238	9	this	this	DET
amfbr-2259	238	10	study	study	NOUN
amfbr-2259	238	11	are	be	AUX
amfbr-2259	238	12	available	available	ADJ
amfbr-2259	238	13	on	on	ADP
amfbr-2259	238	14	request	request	NOUN
amfbr-2259	238	15	from	from	ADP
amfbr-2259	238	16	the	the	DET
amfbr-2259	238	17	corresponding	corresponding	ADJ
amfbr-2259	238	18	author	author	NOUN
amfbr-2259	238	19	.	.	PUNCT
amfbr-2259	239	1	the	the	DET
amfbr-2259	239	2	data	datum	NOUN
amfbr-2259	239	3	are	be	AUX
amfbr-2259	239	4	not	not	PART
amfbr-2259	239	5	publicly	publicly	ADV
amfbr-2259	239	6	available	available	ADJ
amfbr-2259	239	7	due	due	ADP
amfbr-2259	239	8	to	to	ADP
amfbr-2259	239	9	restrictions	restriction	NOUN
amfbr-2259	239	10	.	.	PUNCT
amfbr-2259	240	1	conflicts	conflict	NOUN
amfbr-2259	240	2	of	of	ADP
amfbr-2259	240	3	interest	interest	NOUN
amfbr-2259	240	4	:	:	PUNCT
amfbr-2259	240	5	the	the	DET
amfbr-2259	240	6	authors	author	NOUN
amfbr-2259	240	7	declare	declare	VERB
amfbr-2259	240	8	no	no	DET
amfbr-2259	240	9	conflict	conflict	NOUN
amfbr-2259	240	10	of	of	ADP
amfbr-2259	240	11	interest	interest	NOUN
amfbr-2259	240	12	.	.	PUNCT
amfbr-2259	241	1	references	reference	NOUN
amfbr-2259	241	2	abele	abele	PROPN
amfbr-2259	241	3	,	,	PUNCT
amfbr-2259	241	4	d.	d.	PROPN
amfbr-2259	241	5	,	,	PUNCT
amfbr-2259	241	6	&	&	CCONJ
amfbr-2259	241	7	d’onofrio	d’onofrio	PROPN
amfbr-2259	241	8	,	,	PUNCT
amfbr-2259	241	9	s.	s.	PROPN
amfbr-2259	241	10	(	(	PUNCT
amfbr-2259	241	11	2020	2020	NUM
amfbr-2259	241	12	)	)	PUNCT
amfbr-2259	241	13	.	.	PUNCT
amfbr-2259	242	1	artificial	artificial	ADJ
amfbr-2259	242	2	intelligence	intelligence	NOUN
amfbr-2259	242	3	–	–	PUNCT
amfbr-2259	242	4	the	the	DET
amfbr-2259	242	5	big	big	ADJ
amfbr-2259	242	6	picture	picture	NOUN
amfbr-2259	242	7	.	.	PUNCT
amfbr-2259	243	1	cognitive	cognitive	ADJ
amfbr-2259	243	2	computing	computing	NOUN
amfbr-2259	243	3	:	:	PUNCT
amfbr-2259	243	4	theorie	theorie	NOUN
amfbr-2259	243	5	,	,	PUNCT
amfbr-2259	243	6	technik	technik	X
amfbr-2259	243	7	und	und	NOUN
amfbr-2259	243	8	praxis	praxi	VERB
amfbr-2259	243	9	,	,	PUNCT
amfbr-2259	243	10	31	31	NUM
amfbr-2259	243	11	-	-	SYM
amfbr-2259	243	12	65	65	NUM
amfbr-2259	243	13	.	.	PUNCT
amfbr-2259	244	1	https://doi.org/10.1007/978-3-658-27941-7_2	https://doi.org/10.1007/978-3-658-27941-7_2	ADJ
amfbr-2259	244	2	adebiyi	adebiyi	NOUN
amfbr-2259	244	3	,	,	PUNCT
amfbr-2259	244	4	s.	s.	PROPN
amfbr-2259	244	5	o.	o.	PROPN
amfbr-2259	244	6	,	,	PUNCT
amfbr-2259	244	7	ogunbiyi	ogunbiyi	PROPN
amfbr-2259	244	8	,	,	PUNCT
amfbr-2259	244	9	o.	o.	PROPN
amfbr-2259	244	10	o.	o.	PROPN
amfbr-2259	244	11	,	,	PUNCT
amfbr-2259	244	12	&	&	CCONJ
amfbr-2259	244	13	amole	amole	PROPN
amfbr-2259	244	14	,	,	PUNCT
amfbr-2259	244	15	b.	b.	PROPN
amfbr-2259	244	16	b.	b.	PROPN
amfbr-2259	244	17	(	(	PUNCT
amfbr-2259	244	18	2022	2022	NUM
amfbr-2259	244	19	)	)	PUNCT
amfbr-2259	244	20	.	.	PUNCT
amfbr-2259	245	1	artificial	artificial	ADJ
amfbr-2259	245	2	intelligence	intelligence	NOUN
amfbr-2259	245	3	model	model	NOUN
amfbr-2259	245	4	for	for	ADP
amfbr-2259	245	5	building	build	VERB
amfbr-2259	245	6	investment	investment	NOUN
amfbr-2259	245	7	portfolio	portfolio	NOUN
amfbr-2259	245	8	optimization	optimization	NOUN
amfbr-2259	245	9	mix	mix	NOUN
amfbr-2259	245	10	using	use	VERB
amfbr-2259	245	11	historical	historical	ADJ
amfbr-2259	245	12	stock	stock	NOUN
amfbr-2259	245	13	prices	price	NOUN
amfbr-2259	245	14	data	data	PROPN
amfbr-2259	245	15	.	.	PUNCT
amfbr-2259	246	1	rajagiri	rajagiri	NOUN
amfbr-2259	246	2	management	management	NOUN
amfbr-2259	246	3	journal	journal	NOUN
amfbr-2259	246	4	,	,	PUNCT
amfbr-2259	246	5	16(1	16(1	NUM
amfbr-2259	246	6	)	)	PUNCT
amfbr-2259	246	7	,	,	PUNCT
amfbr-2259	246	8	36	36	NUM
amfbr-2259	246	9	-	-	SYM
amfbr-2259	246	10	62	62	NUM
amfbr-2259	246	11	.	.	PUNCT
amfbr-2259	247	1	https://doi.org/10.1108/ramj-07-2020-0036	https://doi.org/10.1108/ramj-07-2020-0036	PROPN
amfbr-2259	247	2	aldridge	aldridge	PROPN
amfbr-2259	247	3	,	,	PUNCT
amfbr-2259	247	4	i.	i.	PROPN
amfbr-2259	247	5	,	,	PUNCT
amfbr-2259	247	6	&	&	CCONJ
amfbr-2259	247	7	avellaneda	avellaneda	PROPN
amfbr-2259	247	8	,	,	PUNCT
amfbr-2259	247	9	m.	m.	NOUN
amfbr-2259	247	10	(	(	PUNCT
amfbr-2259	247	11	2021	2021	NUM
amfbr-2259	247	12	)	)	PUNCT
amfbr-2259	247	13	.	.	PUNCT
amfbr-2259	248	1	big	big	ADJ
amfbr-2259	248	2	data	datum	NOUN
amfbr-2259	248	3	science	science	NOUN
amfbr-2259	248	4	in	in	ADP
amfbr-2259	248	5	finance	finance	NOUN
amfbr-2259	248	6	.	.	PUNCT
amfbr-2259	249	1	john	john	PROPN
amfbr-2259	249	2	wiley	wiley	PROPN
amfbr-2259	249	3	&	&	CCONJ
amfbr-2259	249	4	sons	son	NOUN
amfbr-2259	249	5	.	.	PUNCT
amfbr-2259	250	1	alessandretti	alessandretti	PROPN
amfbr-2259	250	2	,	,	PUNCT
amfbr-2259	250	3	l.	l.	PROPN
amfbr-2259	250	4	,	,	PUNCT
amfbr-2259	250	5	elbahrawy	elbahrawy	PROPN
amfbr-2259	250	6	,	,	PUNCT
amfbr-2259	250	7	a.	a.	PROPN
amfbr-2259	250	8	,	,	PUNCT
amfbr-2259	250	9	aiello	aiello	PROPN
amfbr-2259	250	10	,	,	PUNCT
amfbr-2259	250	11	l.	l.	PROPN
amfbr-2259	250	12	m.	m.	PROPN
amfbr-2259	250	13	,	,	PUNCT
amfbr-2259	250	14	&	&	CCONJ
amfbr-2259	250	15	baronchelli	baronchelli	PROPN
amfbr-2259	250	16	,	,	PUNCT
amfbr-2259	250	17	a.	a.	NOUN
amfbr-2259	250	18	(	(	PUNCT
amfbr-2259	250	19	2018	2018	NUM
amfbr-2259	250	20	)	)	PUNCT
amfbr-2259	250	21	.	.	PUNCT
amfbr-2259	251	1	anticipating	anticipate	VERB
amfbr-2259	251	2	cryptocurrency	cryptocurrency	NOUN
amfbr-2259	251	3	prices	price	NOUN
amfbr-2259	251	4	using	use	VERB
amfbr-2259	251	5	machine	machine	NOUN
amfbr-2259	251	6	learning	learning	NOUN
amfbr-2259	251	7	.	.	PUNCT
amfbr-2259	252	1	complexity	complexity	NOUN
amfbr-2259	252	2	,	,	PUNCT
amfbr-2259	252	3	2018(1	2018(1	NUM
amfbr-2259	252	4	)	)	PUNCT
amfbr-2259	252	5	,	,	PUNCT
amfbr-2259	252	6	8983590	8983590	NUM
amfbr-2259	252	7	.	.	PUNCT
amfbr-2259	253	1	https://doi.org/10.1155/2018/8983590	https://doi.org/10.1155/2018/8983590	ADJ
amfbr-2259	253	2	amirzadeh	amirzadeh	NOUN
amfbr-2259	253	3	,	,	PUNCT
amfbr-2259	253	4	r.	r.	PROPN
amfbr-2259	253	5	,	,	PUNCT
amfbr-2259	253	6	nazari	nazari	PROPN
amfbr-2259	253	7	,	,	PUNCT
amfbr-2259	253	8	a.	a.	PROPN
amfbr-2259	253	9	,	,	PUNCT
amfbr-2259	253	10	&	&	CCONJ
amfbr-2259	253	11	thiruvady	thiruvady	PROPN
amfbr-2259	253	12	,	,	PUNCT
amfbr-2259	253	13	d.	d.	PROPN
amfbr-2259	253	14	(	(	PUNCT
amfbr-2259	253	15	2022	2022	NUM
amfbr-2259	253	16	)	)	PUNCT
amfbr-2259	253	17	.	.	PUNCT
amfbr-2259	254	1	applying	apply	VERB
amfbr-2259	254	2	artificial	artificial	ADJ
amfbr-2259	254	3	intelligence	intelligence	NOUN
amfbr-2259	254	4	in	in	ADP
amfbr-2259	254	5	cryptocurrency	cryptocurrency	NOUN
amfbr-2259	254	6	markets	market	NOUN
amfbr-2259	254	7	:	:	PUNCT
amfbr-2259	254	8	a	a	DET
amfbr-2259	254	9	survey	survey	NOUN
amfbr-2259	254	10	.	.	PUNCT
amfbr-2259	255	1	algorithms	algorithm	NOUN
amfbr-2259	255	2	,	,	PUNCT
amfbr-2259	255	3	15(11	15(11	NUM
amfbr-2259	255	4	)	)	PUNCT
amfbr-2259	255	5	,	,	PUNCT
amfbr-2259	255	6	428	428	NUM
amfbr-2259	255	7	.	.	PUNCT
amfbr-2259	256	1	https://doi.org/10.3390/a15110428	https://doi.org/10.3390/a15110428	NUM
amfbr-2259	256	2	anand	anand	PROPN
amfbr-2259	256	3	,	,	PUNCT
amfbr-2259	256	4	y.	y.	PROPN
amfbr-2259	256	5	,	,	PUNCT
amfbr-2259	256	6	irfan	irfan	PROPN
amfbr-2259	256	7	,	,	PUNCT
amfbr-2259	256	8	m.	m.	NOUN
amfbr-2259	256	9	,	,	PUNCT
amfbr-2259	256	10	&	&	CCONJ
amfbr-2259	256	11	hasan	hasan	PROPN
amfbr-2259	256	12	,	,	PUNCT
amfbr-2259	256	13	m.	m.	NOUN
amfbr-2259	256	14	(	(	PUNCT
amfbr-2259	256	15	2024	2024	NUM
amfbr-2259	256	16	)	)	PUNCT
amfbr-2259	256	17	.	.	PUNCT
amfbr-2259	257	1	ai	ai	VERB
amfbr-2259	257	2	vs.	vs.	ADP
amfbr-2259	257	3	traditional	traditional	ADJ
amfbr-2259	257	4	portfolio	portfolio	NOUN
amfbr-2259	257	5	management	management	NOUN
amfbr-2259	257	6	:	:	PUNCT
amfbr-2259	257	7	a	a	DET
amfbr-2259	257	8	study	study	NOUN
amfbr-2259	257	9	on	on	ADP
amfbr-2259	257	10	indian	indian	ADJ
amfbr-2259	257	11	investors	investor	NOUN
amfbr-2259	257	12	.	.	PUNCT
amfbr-2259	258	1	in	in	ADP
amfbr-2259	258	2	aidriven	aidriven	ADJ
amfbr-2259	258	3	decentralized	decentralize	VERB
amfbr-2259	258	4	finance	finance	NOUN
amfbr-2259	258	5	and	and	CCONJ
amfbr-2259	258	6	the	the	DET
amfbr-2259	258	7	future	future	NOUN
amfbr-2259	258	8	of	of	ADP
amfbr-2259	258	9	finance	finance	NOUN
amfbr-2259	258	10	(	(	PUNCT
amfbr-2259	258	11	pp	pp	ADJ
amfbr-2259	258	12	.	.	PUNCT
amfbr-2259	258	13	318	318	NUM
amfbr-2259	258	14	-	-	SYM
amfbr-2259	258	15	335	335	NUM
amfbr-2259	258	16	)	)	PUNCT
amfbr-2259	258	17	.	.	PUNCT
amfbr-2259	259	1	igi	igi	PROPN
amfbr-2259	259	2	global	global	PROPN
amfbr-2259	259	3	.	.	PUNCT
amfbr-2259	260	1	https://doi.org/10.4018/9798-3693-6321-8.ch015	https://doi.org/10.4018/9798-3693-6321-8.ch015	PROPN
amfbr-2259	260	2	anderson	anderson	PROPN
amfbr-2259	260	3	,	,	PUNCT
amfbr-2259	260	4	j.	j.	PROPN
amfbr-2259	260	5	l.	l.	PROPN
amfbr-2259	260	6	,	,	PUNCT
amfbr-2259	260	7	&	&	CCONJ
amfbr-2259	260	8	coveyduc	coveyduc	PROPN
amfbr-2259	260	9	,	,	PUNCT
amfbr-2259	260	10	j.	j.	PROPN
amfbr-2259	260	11	l.	l.	PROPN
amfbr-2259	260	12	(	(	PUNCT
amfbr-2259	260	13	2020	2020	NUM
amfbr-2259	260	14	)	)	PUNCT
amfbr-2259	260	15	.	.	PUNCT
amfbr-2259	261	1	artificial	artificial	ADJ
amfbr-2259	261	2	intelligence	intelligence	NOUN
amfbr-2259	261	3	for	for	ADP
amfbr-2259	261	4	business	business	NOUN
amfbr-2259	261	5	:	:	PUNCT
amfbr-2259	261	6	a	a	DET
amfbr-2259	261	7	roadmap	roadmap	NOUN
amfbr-2259	261	8	for	for	ADP
amfbr-2259	261	9	getting	getting	AUX
amfbr-2259	261	10	started	start	VERB
amfbr-2259	261	11	with	with	ADP
amfbr-2259	261	12	ai	ai	PROPN
amfbr-2259	261	13	.	.	PUNCT
amfbr-2259	262	1	john	john	PROPN
amfbr-2259	262	2	wiley	wiley	PROPN
amfbr-2259	262	3	&	&	CCONJ
amfbr-2259	262	4	sons	son	NOUN
amfbr-2259	262	5	.	.	PUNCT
amfbr-2259	263	1	bae	bae	PROPN
amfbr-2259	263	2	,	,	PUNCT
amfbr-2259	263	3	j.	j.	PROPN
amfbr-2259	263	4	,	,	PUNCT
amfbr-2259	263	5	yu	yu	PROPN
amfbr-2259	263	6	hung	hung	PROPN
amfbr-2259	263	7	,	,	PUNCT
amfbr-2259	263	8	c.	c.	PROPN
amfbr-2259	263	9	,	,	PUNCT
amfbr-2259	263	10	&	&	CCONJ
amfbr-2259	263	11	van	van	PROPN
amfbr-2259	263	12	lent	lent	PROPN
amfbr-2259	263	13	,	,	PUNCT
amfbr-2259	263	14	l.	l.	PROPN
amfbr-2259	263	15	(	(	PUNCT
amfbr-2259	263	16	2023	2023	NUM
amfbr-2259	263	17	)	)	PUNCT
amfbr-2259	263	18	.	.	PUNCT
amfbr-2259	264	1	mobilizing	mobilize	VERB
amfbr-2259	264	2	text	text	NOUN
amfbr-2259	264	3	as	as	ADP
amfbr-2259	264	4	data	datum	NOUN
amfbr-2259	264	5	.	.	PUNCT
amfbr-2259	265	1	european	european	ADJ
amfbr-2259	265	2	accounting	accounting	PROPN
amfbr-2259	265	3	review	review	PROPN
amfbr-2259	265	4	,	,	PUNCT
amfbr-2259	265	5	32(5	32(5	NUM
amfbr-2259	265	6	)	)	PUNCT
amfbr-2259	265	7	,	,	PUNCT
amfbr-2259	265	8	1085	1085	NUM
amfbr-2259	265	9	-	-	SYM
amfbr-2259	265	10	1106	1106	NUM
amfbr-2259	265	11	.	.	PUNCT
amfbr-2259	266	1	https://doi.org/10.1080/09638180.2023.2218423	https://doi.org/10.1080/09638180.2023.2218423	PROPN
amfbr-2259	266	2	monira	monira	PROPN
amfbr-2259	266	3	,	,	PUNCT
amfbr-2259	266	4	american	american	PROPN
amfbr-2259	266	5	finance	finance	PROPN
amfbr-2259	266	6	&	&	CCONJ
amfbr-2259	266	7	banking	banking	PROPN
amfbr-2259	266	8	review	review	NOUN
amfbr-2259	266	9	9(1	9(1	NUM
amfbr-2259	266	10	)	)	PUNCT
amfbr-2259	266	11	(	(	PUNCT
amfbr-2259	266	12	2024	2024	NUM
amfbr-2259	266	13	)	)	PUNCT
amfbr-2259	266	14	,	,	PUNCT
amfbr-2259	266	15	1	1	NUM
amfbr-2259	266	16	-	-	SYM
amfbr-2259	266	17	10	10	NUM
amfbr-2259	266	18	8	8	NUM
amfbr-2259	266	19	barile	barile	NOUN
amfbr-2259	266	20	,	,	PUNCT
amfbr-2259	266	21	d.	d.	PROPN
amfbr-2259	266	22	,	,	PUNCT
amfbr-2259	266	23	secundo	secundo	PROPN
amfbr-2259	266	24	,	,	PUNCT
amfbr-2259	266	25	g.	g.	PROPN
amfbr-2259	266	26	,	,	PUNCT
amfbr-2259	266	27	&	&	CCONJ
amfbr-2259	266	28	bussoli	bussoli	PROPN
amfbr-2259	266	29	,	,	PUNCT
amfbr-2259	266	30	c.	c.	PROPN
amfbr-2259	266	31	(	(	PUNCT
amfbr-2259	266	32	2024	2024	NUM
amfbr-2259	266	33	)	)	PUNCT
amfbr-2259	266	34	.	.	PUNCT
amfbr-2259	267	1	exploring	explore	VERB
amfbr-2259	267	2	artificial	artificial	ADJ
amfbr-2259	267	3	intelligence	intelligence	NOUN
amfbr-2259	267	4	robo	robo	NOUN
amfbr-2259	267	5	-	-	PUNCT
amfbr-2259	267	6	advisor	advisor	NOUN
amfbr-2259	267	7	in	in	ADP
amfbr-2259	267	8	banking	banking	NOUN
amfbr-2259	267	9	industry	industry	NOUN
amfbr-2259	267	10	:	:	PUNCT
amfbr-2259	267	11	a	a	DET
amfbr-2259	267	12	platform	platform	NOUN
amfbr-2259	267	13	model	model	NOUN
amfbr-2259	267	14	.	.	PUNCT
amfbr-2259	268	1	management	management	NOUN
amfbr-2259	268	2	decision	decision	NOUN
amfbr-2259	268	3	.	.	PUNCT
amfbr-2259	269	1	vol	vol	NOUN
amfbr-2259	269	2	.	.	PUNCT
amfbr-2259	270	1	ahead	ahead	ADV
amfbr-2259	270	2	-	-	PUNCT
amfbr-2259	270	3	of	of	ADP
amfbr-2259	270	4	-	-	PUNCT
amfbr-2259	270	5	print	print	NOUN
amfbr-2259	270	6	no	no	NOUN
amfbr-2259	270	7	.	.	PUNCT
amfbr-2259	271	1	ahead	ahead	ADV
amfbr-2259	271	2	-	-	PUNCT
amfbr-2259	271	3	of	of	ADP
amfbr-2259	271	4	-	-	PUNCT
amfbr-2259	271	5	print	print	NOUN
amfbr-2259	271	6	.	.	PUNCT
amfbr-2259	272	1	https://doi.org/10.1108/md-08-2023-1324	https://doi.org/10.1108/md-08-2023-1324	PROPN
amfbr-2259	272	2	campbell	campbell	PROPN
amfbr-2259	272	3	,	,	PUNCT
amfbr-2259	272	4	c.	c.	PROPN
amfbr-2259	272	5	,	,	PUNCT
amfbr-2259	272	6	sands	sand	NOUN
amfbr-2259	272	7	,	,	PUNCT
amfbr-2259	272	8	s.	s.	PROPN
amfbr-2259	272	9	,	,	PUNCT
amfbr-2259	272	10	ferraro	ferraro	PROPN
amfbr-2259	272	11	,	,	PUNCT
amfbr-2259	272	12	c.	c.	PROPN
amfbr-2259	272	13	,	,	PUNCT
amfbr-2259	272	14	tsao	tsao	PROPN
amfbr-2259	272	15	,	,	PUNCT
amfbr-2259	272	16	h.	h.	PROPN
amfbr-2259	272	17	y.	y.	PROPN
amfbr-2259	272	18	j.	j.	PROPN
amfbr-2259	272	19	,	,	PUNCT
amfbr-2259	272	20	&	&	CCONJ
amfbr-2259	272	21	mavrommatis	mavrommatis	PROPN
amfbr-2259	272	22	,	,	PUNCT
amfbr-2259	272	23	a.	a.	NOUN
amfbr-2259	272	24	(	(	PUNCT
amfbr-2259	272	25	2020	2020	NUM
amfbr-2259	272	26	)	)	PUNCT
amfbr-2259	272	27	.	.	PUNCT
amfbr-2259	273	1	from	from	ADP
amfbr-2259	273	2	data	datum	NOUN
amfbr-2259	273	3	to	to	ADP
amfbr-2259	273	4	action	action	NOUN
amfbr-2259	273	5	:	:	PUNCT
amfbr-2259	273	6	how	how	SCONJ
amfbr-2259	273	7	marketers	marketer	NOUN
amfbr-2259	273	8	can	can	AUX
amfbr-2259	273	9	leverage	leverage	VERB
amfbr-2259	273	10	ai	ai	VERB
amfbr-2259	273	11	.	.	PUNCT
amfbr-2259	273	12	business	business	NOUN
amfbr-2259	273	13	horizons	horizon	NOUN
amfbr-2259	273	14	,	,	PUNCT
amfbr-2259	273	15	63(2	63(2	NUM
amfbr-2259	273	16	)	)	PUNCT
amfbr-2259	273	17	,	,	PUNCT
amfbr-2259	273	18	227–243	227–243	NUM
amfbr-2259	273	19	.	.	PUNCT
amfbr-2259	274	1	https://doi.org/10.1016/j.bushor.2019.12.002	https://doi.org/10.1016/j.bushor.2019.12.002	PROPN
amfbr-2259	274	2	cornell	cornell	PROPN
amfbr-2259	274	3	,	,	PUNCT
amfbr-2259	274	4	b.	b.	PROPN
amfbr-2259	274	5	(	(	PUNCT
amfbr-2259	274	6	2020	2020	NUM
amfbr-2259	274	7	)	)	PUNCT
amfbr-2259	274	8	.	.	PUNCT
amfbr-2259	275	1	medallion	medallion	NOUN
amfbr-2259	275	2	fund	fund	NOUN
amfbr-2259	275	3	:	:	PUNCT
amfbr-2259	275	4	the	the	DET
amfbr-2259	275	5	ultimate	ultimate	ADJ
amfbr-2259	275	6	counterexample	counterexample	NOUN
amfbr-2259	275	7	?	?	PUNCT
amfbr-2259	275	8	.	.	PUNCT
amfbr-2259	276	1	the	the	DET
amfbr-2259	276	2	journal	journal	PROPN
amfbr-2259	276	3	of	of	ADP
amfbr-2259	276	4	portfolio	portfolio	NOUN
amfbr-2259	276	5	management	management	NOUN
amfbr-2259	276	6	,	,	PUNCT
amfbr-2259	276	7	46(4	46(4	NOUN
amfbr-2259	276	8	)	)	PUNCT
amfbr-2259	276	9	,	,	PUNCT
amfbr-2259	276	10	156	156	NUM
amfbr-2259	276	11	–	–	SYM
amfbr-2259	276	12	159	159	NUM
amfbr-2259	276	13	.	.	PUNCT
amfbr-2259	276	14	https://doi.org/10.3905/jpm.2020.1.128	https://doi.org/10.3905/jpm.2020.1.128	PROPN
amfbr-2259	276	15	du	du	PROPN
amfbr-2259	276	16	,	,	PUNCT
amfbr-2259	276	17	s.	s.	PROPN
amfbr-2259	276	18	,	,	PUNCT
amfbr-2259	276	19	&	&	CCONJ
amfbr-2259	276	20	xie	xie	PROPN
amfbr-2259	276	21	,	,	PUNCT
amfbr-2259	276	22	c.	c.	PROPN
amfbr-2259	276	23	(	(	PUNCT
amfbr-2259	276	24	2021	2021	NUM
amfbr-2259	276	25	)	)	PUNCT
amfbr-2259	276	26	.	.	PUNCT
amfbr-2259	277	1	paradoxes	paradox	NOUN
amfbr-2259	277	2	of	of	ADP
amfbr-2259	277	3	artificial	artificial	ADJ
amfbr-2259	277	4	intelligence	intelligence	NOUN
amfbr-2259	277	5	in	in	ADP
amfbr-2259	277	6	consumer	consumer	NOUN
amfbr-2259	277	7	markets	market	NOUN
amfbr-2259	277	8	:	:	PUNCT
amfbr-2259	277	9	ethical	ethical	ADJ
amfbr-2259	277	10	challenges	challenge	NOUN
amfbr-2259	277	11	and	and	CCONJ
amfbr-2259	277	12	opportunities	opportunity	NOUN
amfbr-2259	277	13	.	.	PUNCT
amfbr-2259	278	1	journal	journal	NOUN
amfbr-2259	278	2	of	of	ADP
amfbr-2259	278	3	business	business	NOUN
amfbr-2259	278	4	research	research	NOUN
amfbr-2259	278	5	,	,	PUNCT
amfbr-2259	278	6	129	129	NUM
amfbr-2259	278	7	,	,	PUNCT
amfbr-2259	278	8	961–974	961–974	NUM
amfbr-2259	278	9	.	.	PUNCT
amfbr-2259	279	1	https://doi.org/10.1016/j.jbusres.2020.08.024	https://doi.org/10.1016/j.jbusres.2020.08.024	PROPN
amfbr-2259	279	2	dwivedi	dwivedi	PROPN
amfbr-2259	279	3	,	,	PUNCT
amfbr-2259	279	4	y.	y.	PROPN
amfbr-2259	279	5	k.	k.	PROPN
amfbr-2259	279	6	,	,	PUNCT
amfbr-2259	279	7	hughes	hughes	PROPN
amfbr-2259	279	8	,	,	PUNCT
amfbr-2259	279	9	l.	l.	PROPN
amfbr-2259	279	10	,	,	PUNCT
amfbr-2259	279	11	ismagilova	ismagilova	PROPN
amfbr-2259	279	12	,	,	PUNCT
amfbr-2259	279	13	e.	e.	PROPN
amfbr-2259	279	14	,	,	PUNCT
amfbr-2259	279	15	aarts	aart	NOUN
amfbr-2259	279	16	,	,	PUNCT
amfbr-2259	279	17	g.	g.	PROPN
amfbr-2259	279	18	,	,	PUNCT
amfbr-2259	279	19	coombs	coombs	PROPN
amfbr-2259	279	20	,	,	PUNCT
amfbr-2259	279	21	c.	c.	PROPN
amfbr-2259	279	22	,	,	PUNCT
amfbr-2259	279	23	crick	crick	NOUN
amfbr-2259	279	24	,	,	PUNCT
amfbr-2259	279	25	t.	t.	PROPN
amfbr-2259	279	26	,	,	PUNCT
amfbr-2259	279	27	...	...	PUNCT
amfbr-2259	279	28	&	&	CCONJ
amfbr-2259	279	29	williams	williams	PROPN
amfbr-2259	279	30	,	,	PUNCT
amfbr-2259	279	31	m.	m.	PROPN
amfbr-2259	279	32	d.	d.	PROPN
amfbr-2259	279	33	(	(	PUNCT
amfbr-2259	279	34	2021	2021	NUM
amfbr-2259	279	35	)	)	PUNCT
amfbr-2259	279	36	.	.	PUNCT
amfbr-2259	280	1	artificial	artificial	ADJ
amfbr-2259	280	2	intelligence	intelligence	NOUN
amfbr-2259	280	3	(	(	PUNCT
amfbr-2259	280	4	ai	ai	VERB
amfbr-2259	280	5	):	):	PUNCT
amfbr-2259	280	6	multidisciplinary	multidisciplinary	ADJ
amfbr-2259	280	7	perspectives	perspective	NOUN
amfbr-2259	280	8	on	on	ADP
amfbr-2259	280	9	emerging	emerge	VERB
amfbr-2259	280	10	challenges	challenge	NOUN
amfbr-2259	280	11	,	,	PUNCT
amfbr-2259	280	12	opportunities	opportunity	NOUN
amfbr-2259	280	13	,	,	PUNCT
amfbr-2259	280	14	and	and	CCONJ
amfbr-2259	280	15	agenda	agenda	NOUN
amfbr-2259	280	16	for	for	ADP
amfbr-2259	280	17	research	research	NOUN
amfbr-2259	280	18	,	,	PUNCT
amfbr-2259	280	19	practice	practice	NOUN
amfbr-2259	280	20	and	and	CCONJ
amfbr-2259	280	21	policy	policy	NOUN
amfbr-2259	280	22	.	.	PUNCT
amfbr-2259	281	1	international	international	ADJ
amfbr-2259	281	2	journal	journal	PROPN
amfbr-2259	281	3	of	of	ADP
amfbr-2259	281	4	information	information	NOUN
amfbr-2259	281	5	management	management	NOUN
amfbr-2259	281	6	,	,	PUNCT
amfbr-2259	281	7	57	57	NUM
amfbr-2259	281	8	,	,	PUNCT
amfbr-2259	281	9	101994	101994	NUM
amfbr-2259	281	10	.	.	PUNCT
amfbr-2259	282	1	https://doi.org/10.1016/j.ijinfomgt.2019.08.002	https://doi.org/10.1016/j.ijinfomgt.2019.08.002	NOUN
amfbr-2259	282	2	el	el	PROPN
amfbr-2259	282	3	hajj	hajj	PROPN
amfbr-2259	282	4	,	,	PUNCT
amfbr-2259	282	5	m.	m.	NOUN
amfbr-2259	282	6	,	,	PUNCT
amfbr-2259	282	7	&	&	CCONJ
amfbr-2259	282	8	hammoud	hammoud	PROPN
amfbr-2259	282	9	,	,	PUNCT
amfbr-2259	282	10	j.	j.	PROPN
amfbr-2259	282	11	(	(	PUNCT
amfbr-2259	282	12	2023	2023	NUM
amfbr-2259	282	13	)	)	PUNCT
amfbr-2259	282	14	.	.	PUNCT
amfbr-2259	283	1	unveiling	unveil	VERB
amfbr-2259	283	2	the	the	DET
amfbr-2259	283	3	influence	influence	NOUN
amfbr-2259	283	4	of	of	ADP
amfbr-2259	283	5	artificial	artificial	ADJ
amfbr-2259	283	6	intelligence	intelligence	NOUN
amfbr-2259	283	7	and	and	CCONJ
amfbr-2259	283	8	machine	machine	NOUN
amfbr-2259	283	9	learning	learn	VERB
amfbr-2259	283	10	on	on	ADP
amfbr-2259	283	11	financial	financial	ADJ
amfbr-2259	283	12	markets	market	NOUN
amfbr-2259	283	13	:	:	PUNCT
amfbr-2259	283	14	a	a	DET
amfbr-2259	283	15	comprehensive	comprehensive	ADJ
amfbr-2259	283	16	analysis	analysis	NOUN
amfbr-2259	283	17	of	of	ADP
amfbr-2259	283	18	ai	ai	ADJ
amfbr-2259	283	19	applications	application	NOUN
amfbr-2259	283	20	in	in	ADP
amfbr-2259	283	21	trading	trading	NOUN
amfbr-2259	283	22	,	,	PUNCT
amfbr-2259	283	23	risk	risk	NOUN
amfbr-2259	283	24	management	management	NOUN
amfbr-2259	283	25	,	,	PUNCT
amfbr-2259	283	26	and	and	CCONJ
amfbr-2259	283	27	financial	financial	ADJ
amfbr-2259	283	28	operations	operation	NOUN
amfbr-2259	283	29	.	.	PUNCT
amfbr-2259	284	1	journal	journal	NOUN
amfbr-2259	284	2	of	of	ADP
amfbr-2259	284	3	risk	risk	NOUN
amfbr-2259	284	4	and	and	CCONJ
amfbr-2259	284	5	financial	financial	ADJ
amfbr-2259	284	6	management	management	NOUN
amfbr-2259	284	7	,	,	PUNCT
amfbr-2259	284	8	16(10	16(10	NOUN
amfbr-2259	284	9	)	)	PUNCT
amfbr-2259	284	10	,	,	PUNCT
amfbr-2259	284	11	434	434	NUM
amfbr-2259	284	12	.	.	PUNCT
amfbr-2259	285	1	https://doi.org/10.3390/jrfm16100434	https://doi.org/10.3390/jrfm16100434	PROPN
amfbr-2259	285	2	el	el	PROPN
amfbr-2259	285	3	modni	modni	PROPN
amfbr-2259	285	4	,	,	PUNCT
amfbr-2259	285	5	r.	r.	PROPN
amfbr-2259	285	6	,	,	PUNCT
amfbr-2259	285	7	&	&	CCONJ
amfbr-2259	285	8	el	el	PROPN
amfbr-2259	285	9	kabbouri	kabbouri	PROPN
amfbr-2259	285	10	,	,	PUNCT
amfbr-2259	285	11	m.	m.	NOUN
amfbr-2259	285	12	(	(	PUNCT
amfbr-2259	285	13	2024	2024	NUM
amfbr-2259	285	14	)	)	PUNCT
amfbr-2259	285	15	.	.	PUNCT
amfbr-2259	286	1	the	the	DET
amfbr-2259	286	2	role	role	NOUN
amfbr-2259	286	3	of	of	ADP
amfbr-2259	286	4	ai	ai	ADJ
amfbr-2259	286	5	and	and	CCONJ
amfbr-2259	286	6	corporate	corporate	ADJ
amfbr-2259	286	7	culture	culture	NOUN
amfbr-2259	286	8	in	in	ADP
amfbr-2259	286	9	the	the	DET
amfbr-2259	286	10	moroccan	moroccan	ADJ
amfbr-2259	286	11	banking	banking	NOUN
amfbr-2259	286	12	sector	sector	NOUN
amfbr-2259	286	13	:	:	PUNCT
amfbr-2259	286	14	facilitating	facilitate	VERB
amfbr-2259	286	15	change	change	NOUN
amfbr-2259	286	16	and	and	CCONJ
amfbr-2259	286	17	organizational	organizational	ADJ
amfbr-2259	286	18	transformation	transformation	NOUN
amfbr-2259	286	19	.	.	PUNCT
amfbr-2259	287	1	journal	journal	PROPN
amfbr-2259	287	2	of	of	ADP
amfbr-2259	287	3	economics	economic	NOUN
amfbr-2259	287	4	,	,	PUNCT
amfbr-2259	287	5	finance	finance	NOUN
amfbr-2259	287	6	and	and	CCONJ
amfbr-2259	287	7	management	management	NOUN
amfbr-2259	287	8	(	(	PUNCT
amfbr-2259	287	9	jefm	jefm	PROPN
amfbr-2259	287	10	)	)	PUNCT
amfbr-2259	287	11	,	,	PUNCT
amfbr-2259	287	12	3(1	3(1	NUM
amfbr-2259	287	13	)	)	PUNCT
amfbr-2259	287	14	,	,	PUNCT
amfbr-2259	287	15	164180	164180	NUM
amfbr-2259	287	16	.	.	PUNCT
amfbr-2259	288	1	https://doi.org/10.5281/zenodo.10685075	https://doi.org/10.5281/zenodo.10685075	VERB
amfbr-2259	288	2	evstigneev	evstigneev	PROPN
amfbr-2259	288	3	,	,	PUNCT
amfbr-2259	288	4	i.	i.	NOUN
amfbr-2259	288	5	,	,	PUNCT
amfbr-2259	288	6	hens	hen	NOUN
amfbr-2259	288	7	,	,	PUNCT
amfbr-2259	288	8	t.	t.	PROPN
amfbr-2259	288	9	,	,	PUNCT
amfbr-2259	288	10	potapova	potapova	PROPN
amfbr-2259	288	11	,	,	PUNCT
amfbr-2259	288	12	v.	v.	PROPN
amfbr-2259	288	13	,	,	PUNCT
amfbr-2259	288	14	&	&	CCONJ
amfbr-2259	288	15	schenk	schenk	PROPN
amfbr-2259	288	16	-	-	PUNCT
amfbr-2259	288	17	hoppé	hoppé	PROPN
amfbr-2259	288	18	,	,	PUNCT
amfbr-2259	288	19	k.	k.	PROPN
amfbr-2259	288	20	r.	r.	PROPN
amfbr-2259	288	21	(	(	PUNCT
amfbr-2259	288	22	2020	2020	NUM
amfbr-2259	288	23	)	)	PUNCT
amfbr-2259	288	24	.	.	PUNCT
amfbr-2259	289	1	behavioral	behavioral	ADJ
amfbr-2259	289	2	equilibrium	equilibrium	NOUN
amfbr-2259	289	3	and	and	CCONJ
amfbr-2259	289	4	evolutionary	evolutionary	ADJ
amfbr-2259	289	5	dynamics	dynamic	NOUN
amfbr-2259	289	6	in	in	ADP
amfbr-2259	289	7	asset	asset	NOUN
amfbr-2259	289	8	markets	market	NOUN
amfbr-2259	289	9	.	.	PUNCT
amfbr-2259	290	1	journal	journal	PROPN
amfbr-2259	290	2	of	of	ADP
amfbr-2259	290	3	mathematical	mathematical	ADJ
amfbr-2259	290	4	economics	economic	NOUN
amfbr-2259	290	5	,	,	PUNCT
amfbr-2259	290	6	91	91	NUM
amfbr-2259	290	7	,	,	PUNCT
amfbr-2259	290	8	121	121	NUM
amfbr-2259	290	9	-	-	SYM
amfbr-2259	290	10	135	135	NUM
amfbr-2259	290	11	.	.	PUNCT
amfbr-2259	291	1	https://doi.org/10.1016/j.jmateco.2020.09.004	https://doi.org/10.1016/j.jmateco.2020.09.004	PROPN
amfbr-2259	291	2	ferreira	ferreira	PROPN
amfbr-2259	291	3	,	,	PUNCT
amfbr-2259	291	4	f.	f.	PROPN
amfbr-2259	291	5	g.	g.	PROPN
amfbr-2259	291	6	,	,	PUNCT
amfbr-2259	291	7	gandomi	gandomi	PROPN
amfbr-2259	291	8	,	,	PUNCT
amfbr-2259	291	9	a.	a.	PROPN
amfbr-2259	291	10	h.	h.	PROPN
amfbr-2259	291	11	,	,	PUNCT
amfbr-2259	291	12	&	&	CCONJ
amfbr-2259	291	13	cardoso	cardoso	PROPN
amfbr-2259	291	14	,	,	PUNCT
amfbr-2259	291	15	r.	r.	PROPN
amfbr-2259	291	16	t.	t.	PROPN
amfbr-2259	291	17	(	(	PUNCT
amfbr-2259	291	18	2021	2021	NUM
amfbr-2259	291	19	)	)	PUNCT
amfbr-2259	291	20	.	.	PUNCT
amfbr-2259	292	1	artificial	artificial	ADJ
amfbr-2259	292	2	intelligence	intelligence	NOUN
amfbr-2259	292	3	applied	apply	VERB
amfbr-2259	292	4	to	to	ADP
amfbr-2259	292	5	stock	stock	NOUN
amfbr-2259	292	6	market	market	NOUN
amfbr-2259	292	7	trading	trading	NOUN
amfbr-2259	292	8	:	:	PUNCT
amfbr-2259	292	9	a	a	DET
amfbr-2259	292	10	review	review	NOUN
amfbr-2259	292	11	.	.	PUNCT
amfbr-2259	293	1	ieee	ieee	NOUN
amfbr-2259	293	2	access	access	NOUN
amfbr-2259	293	3	,	,	PUNCT
amfbr-2259	293	4	9	9	NUM
amfbr-2259	293	5	,	,	PUNCT
amfbr-2259	293	6	30898	30898	NUM
amfbr-2259	293	7	-	-	SYM
amfbr-2259	293	8	30917	30917	NUM
amfbr-2259	293	9	.	.	PUNCT
amfbr-2259	294	1	https://doi.org/10.1109/access.2021.3058133	https://doi.org/10.1109/access.2021.3058133	PROPN
amfbr-2259	294	2	garg	garg	PROPN
amfbr-2259	294	3	,	,	PUNCT
amfbr-2259	294	4	p.	p.	PROPN
amfbr-2259	294	5	k.	k.	PROPN
amfbr-2259	294	6	(	(	PUNCT
amfbr-2259	294	7	2021	2021	NUM
amfbr-2259	294	8	)	)	PUNCT
amfbr-2259	294	9	.	.	PUNCT
amfbr-2259	295	1	overview	overview	NOUN
amfbr-2259	295	2	of	of	ADP
amfbr-2259	295	3	artificial	artificial	ADJ
amfbr-2259	295	4	intelligence	intelligence	NOUN
amfbr-2259	295	5	.	.	PUNCT
amfbr-2259	296	1	in	in	ADP
amfbr-2259	296	2	artificial	artificial	ADJ
amfbr-2259	296	3	intelligence	intelligence	NOUN
amfbr-2259	296	4	(	(	PUNCT
amfbr-2259	296	5	pp	pp	ADV
amfbr-2259	296	6	.	.	PUNCT
amfbr-2259	296	7	3–18	3–18	NUM
amfbr-2259	296	8	)	)	PUNCT
amfbr-2259	296	9	.	.	PUNCT
amfbr-2259	297	1	chapman	chapman	NOUN
amfbr-2259	297	2	and	and	CCONJ
amfbr-2259	297	3	hall	hall	PROPN
amfbr-2259	297	4	/	/	SYM
amfbr-2259	297	5	crc	crc	PROPN
amfbr-2259	297	6	.	.	PUNCT
amfbr-2259	298	1	ebook	ebook	NOUN
amfbr-2259	298	2	isbn9781003140351	isbn9781003140351	PROPN
amfbr-2259	298	3	hariyani	hariyani	PROPN
amfbr-2259	298	4	,	,	PUNCT
amfbr-2259	298	5	d.	d.	PROPN
amfbr-2259	298	6	,	,	PUNCT
amfbr-2259	298	7	hariyani	hariyani	ADP
amfbr-2259	298	8	,	,	PUNCT
amfbr-2259	298	9	p.	p.	PROPN
amfbr-2259	298	10	,	,	PUNCT
amfbr-2259	298	11	mishra	mishra	PROPN
amfbr-2259	298	12	,	,	PUNCT
amfbr-2259	298	13	s.	s.	PROPN
amfbr-2259	298	14	,	,	PUNCT
amfbr-2259	298	15	&	&	CCONJ
amfbr-2259	298	16	sharma	sharma	PROPN
amfbr-2259	298	17	,	,	PUNCT
amfbr-2259	298	18	m.	m.	PROPN
amfbr-2259	298	19	k.	k.	PROPN
amfbr-2259	298	20	(	(	PUNCT
amfbr-2259	298	21	2024	2024	NUM
amfbr-2259	298	22	)	)	PUNCT
amfbr-2259	298	23	.	.	PUNCT
amfbr-2259	299	1	leveraging	leverage	VERB
amfbr-2259	299	2	digital	digital	ADJ
amfbr-2259	299	3	technologies	technology	NOUN
amfbr-2259	299	4	for	for	ADP
amfbr-2259	299	5	advancing	advance	VERB
amfbr-2259	299	6	circular	circular	ADJ
amfbr-2259	299	7	economy	economy	NOUN
amfbr-2259	299	8	practices	practice	NOUN
amfbr-2259	299	9	and	and	CCONJ
amfbr-2259	299	10	enhancing	enhance	VERB
amfbr-2259	299	11	life	life	NOUN
amfbr-2259	299	12	cycle	cycle	NOUN
amfbr-2259	299	13	analysis	analysis	NOUN
amfbr-2259	299	14	:	:	PUNCT
amfbr-2259	299	15	a	a	DET
amfbr-2259	299	16	systematic	systematic	ADJ
amfbr-2259	299	17	literature	literature	PROPN
amfbr-2259	299	18	review	review	PROPN
amfbr-2259	299	19	.	.	PUNCT
amfbr-2259	300	1	waste	waste	PROPN
amfbr-2259	300	2	management	management	PROPN
amfbr-2259	300	3	bulletin	bulletin	NOUN
amfbr-2259	300	4	,	,	PUNCT
amfbr-2259	300	5	2(3	2(3	NUM
amfbr-2259	300	6	)	)	PUNCT
amfbr-2259	300	7	,	,	PUNCT
amfbr-2259	300	8	69	69	NUM
amfbr-2259	300	9	-	-	SYM
amfbr-2259	300	10	83	83	NUM
amfbr-2259	300	11	.	.	PUNCT
amfbr-2259	301	1	https://doi.org/10.1016/j.wmb.2024.06.007	https://doi.org/10.1016/j.wmb.2024.06.007	PROPN
amfbr-2259	301	2	hu	hu	PROPN
amfbr-2259	301	3	,	,	PUNCT
amfbr-2259	301	4	y.	y.	PROPN
amfbr-2259	301	5	j.	j.	PROPN
amfbr-2259	301	6	,	,	PUNCT
amfbr-2259	301	7	van	van	PROPN
amfbr-2259	301	8	gurp	gurp	NOUN
amfbr-2259	301	9	,	,	PUNCT
amfbr-2259	301	10	r.	r.	PROPN
amfbr-2259	301	11	,	,	PUNCT
amfbr-2259	301	12	somai	somai	PROPN
amfbr-2259	301	13	,	,	PUNCT
amfbr-2259	301	14	a.	a.	PROPN
amfbr-2259	301	15	,	,	PUNCT
amfbr-2259	301	16	kooijman	kooijman	NOUN
amfbr-2259	301	17	,	,	PUNCT
amfbr-2259	301	18	h.	h.	PROPN
amfbr-2259	301	19	,	,	PUNCT
amfbr-2259	301	20	&	&	CCONJ
amfbr-2259	301	21	rellermeyer	rellermeyer	PROPN
amfbr-2259	301	22	,	,	PUNCT
amfbr-2259	301	23	j.	j.	PROPN
amfbr-2259	301	24	s.	s.	PROPN
amfbr-2259	301	25	(	(	PUNCT
amfbr-2259	301	26	2021	2021	NUM
amfbr-2259	301	27	)	)	PUNCT
amfbr-2259	301	28	.	.	PUNCT
amfbr-2259	302	1	currency	currency	NOUN
amfbr-2259	302	2	:	:	PUNCT
amfbr-2259	302	3	live	live	VERB
amfbr-2259	302	4	digital	digital	ADJ
amfbr-2259	302	5	asset	asset	NOUN
amfbr-2259	302	6	trading	trading	NOUN
amfbr-2259	302	7	using	use	VERB
amfbr-2259	302	8	a	a	DET
amfbr-2259	302	9	recurrent	recurrent	ADJ
amfbr-2259	302	10	neural	neural	ADJ
amfbr-2259	302	11	network	network	NOUN
amfbr-2259	302	12	-	-	PUNCT
amfbr-2259	302	13	based	base	VERB
amfbr-2259	302	14	forecasting	forecasting	NOUN
amfbr-2259	302	15	system	system	NOUN
amfbr-2259	302	16	.	.	PUNCT
amfbr-2259	303	1	arxiv	arxiv	PROPN
amfbr-2259	303	2	preprint	preprint	PROPN
amfbr-2259	303	3	arxiv:2106.06972	arxiv:2106.06972	PROPN
amfbr-2259	303	4	.	.	PUNCT
amfbr-2259	304	1	https://doi.org/10.48550/arxiv.2106.06972	https://doi.org/10.48550/arxiv.2106.06972	PROPN
amfbr-2259	304	2	ionescu	ionescu	PROPN
amfbr-2259	304	3	,	,	PUNCT
amfbr-2259	304	4	s.	s.	PROPN
amfbr-2259	304	5	a.	a.	PROPN
amfbr-2259	304	6	,	,	PUNCT
amfbr-2259	304	7	&	&	CCONJ
amfbr-2259	304	8	diaconita	diaconita	PROPN
amfbr-2259	304	9	,	,	PUNCT
amfbr-2259	304	10	v.	v.	PROPN
amfbr-2259	304	11	(	(	PUNCT
amfbr-2259	304	12	2023	2023	NUM
amfbr-2259	304	13	)	)	PUNCT
amfbr-2259	304	14	.	.	PUNCT
amfbr-2259	305	1	transforming	transform	VERB
amfbr-2259	305	2	financial	financial	ADJ
amfbr-2259	305	3	decision	decision	NOUN
amfbr-2259	305	4	-	-	PUNCT
amfbr-2259	305	5	making	making	NOUN
amfbr-2259	305	6	:	:	PUNCT
amfbr-2259	305	7	the	the	DET
amfbr-2259	305	8	interplay	interplay	NOUN
amfbr-2259	305	9	of	of	ADP
amfbr-2259	305	10	ai	ai	PROPN
amfbr-2259	305	11	,	,	PUNCT
amfbr-2259	305	12	cloud	cloud	NOUN
amfbr-2259	305	13	computing	computing	NOUN
amfbr-2259	305	14	and	and	CCONJ
amfbr-2259	305	15	advanced	advanced	ADJ
amfbr-2259	305	16	data	data	NOUN
amfbr-2259	305	17	management	management	NOUN
amfbr-2259	305	18	technologies	technology	NOUN
amfbr-2259	305	19	.	.	PUNCT
amfbr-2259	306	1	international	international	ADJ
amfbr-2259	306	2	journal	journal	PROPN
amfbr-2259	306	3	of	of	ADP
amfbr-2259	306	4	computers	computer	NOUN
amfbr-2259	306	5	communications	communication	NOUN
amfbr-2259	306	6	&	&	CCONJ
amfbr-2259	306	7	control	control	NOUN
amfbr-2259	306	8	,	,	PUNCT
amfbr-2259	306	9	18(6	18(6	NOUN
amfbr-2259	306	10	)	)	PUNCT
amfbr-2259	306	11	,	,	PUNCT
amfbr-2259	306	12	5735	5735	NUM
amfbr-2259	306	13	.	.	PUNCT
amfbr-2259	307	1	https://doi.org/10.15837/ijccc.2023.6.5735	https://doi.org/10.15837/ijccc.2023.6.5735	PROPN
amfbr-2259	307	2	javaid	javaid	PROPN
amfbr-2259	307	3	,	,	PUNCT
amfbr-2259	307	4	h.	h.	PROPN
amfbr-2259	307	5	a.	a.	PROPN
amfbr-2259	307	6	(	(	PUNCT
amfbr-2259	307	7	2024	2024	NUM
amfbr-2259	307	8	)	)	PUNCT
amfbr-2259	307	9	.	.	PUNCT
amfbr-2259	308	1	ai	ai	VERB
amfbr-2259	308	2	-	-	PUNCT
amfbr-2259	308	3	driven	drive	VERB
amfbr-2259	308	4	predictive	predictive	ADJ
amfbr-2259	308	5	analytics	analytic	NOUN
amfbr-2259	308	6	in	in	ADP
amfbr-2259	308	7	finance	finance	NOUN
amfbr-2259	308	8	:	:	PUNCT
amfbr-2259	308	9	transforming	transform	VERB
amfbr-2259	308	10	risk	risk	NOUN
amfbr-2259	308	11	assessment	assessment	NOUN
amfbr-2259	308	12	and	and	CCONJ
amfbr-2259	308	13	decisionmaking	decisionmake	VERB
amfbr-2259	308	14	.	.	PUNCT
amfbr-2259	309	1	advances	advance	NOUN
amfbr-2259	309	2	in	in	ADP
amfbr-2259	309	3	computer	computer	NOUN
amfbr-2259	309	4	sciences	science	NOUN
amfbr-2259	309	5	,	,	PUNCT
amfbr-2259	309	6	7(1	7(1	NUM
amfbr-2259	309	7	)	)	PUNCT
amfbr-2259	309	8	,	,	PUNCT
amfbr-2259	309	9	1	1	NUM
amfbr-2259	309	10	-	-	SYM
amfbr-2259	309	11	9	9	NUM
amfbr-2259	309	12	.	.	PUNCT
amfbr-2259	310	1	jensen	jensen	PROPN
amfbr-2259	310	2	,	,	PUNCT
amfbr-2259	310	3	g.	g.	PROPN
amfbr-2259	310	4	r.	r.	PROPN
amfbr-2259	310	5	e.	e.	PROPN
amfbr-2259	310	6	g.	g.	PROPN
amfbr-2259	310	7	,	,	PUNCT
amfbr-2259	310	8	schiller	schiller	NOUN
amfbr-2259	310	9	,	,	PUNCT
amfbr-2259	310	10	a.	a.	PROPN
amfbr-2259	310	11	l.	l.	PROPN
amfbr-2259	310	12	e.	e.	PROPN
amfbr-2259	310	13	x.	x.	PROPN
amfbr-2259	310	14	,	,	PUNCT
amfbr-2259	310	15	cofsky	cofsky	NOUN
amfbr-2259	310	16	,	,	PUNCT
amfbr-2259	310	17	l.	l.	PROPN
amfbr-2259	310	18	a.	a.	PROPN
amfbr-2259	310	19	r.	r.	PROPN
amfbr-2259	310	20	r.	r.	PROPN
amfbr-2259	310	21	y.	y.	PROPN
amfbr-2259	310	22	,	,	PUNCT
amfbr-2259	310	23	miles	miles	PROPN
amfbr-2259	310	24	,	,	PUNCT
amfbr-2259	310	25	e.	e.	PROPN
amfbr-2259	310	26	r.	r.	PROPN
amfbr-2259	310	27	i.	i.	PROPN
amfbr-2259	310	28	n.	n.	PROPN
amfbr-2259	310	29	,	,	PUNCT
amfbr-2259	310	30	fedel	fedel	PROPN
amfbr-2259	310	31	,	,	PUNCT
amfbr-2259	310	32	n.	n.	PROPN
amfbr-2259	310	33	a.	a.	PROPN
amfbr-2259	310	34	s.	s.	PROPN
amfbr-2259	310	35	s.	s.	PROPN
amfbr-2259	310	36	i.	i.	PROPN
amfbr-2259	310	37	m.	m.	PROPN
amfbr-2259	310	38	,	,	PUNCT
amfbr-2259	310	39	&	&	CCONJ
amfbr-2259	310	40	davis	davis	PROPN
amfbr-2259	310	41	,	,	PUNCT
amfbr-2259	310	42	g.	g.	PROPN
amfbr-2259	310	43	a.	a.	PROPN
amfbr-2259	310	44	r.	r.	PROPN
amfbr-2259	310	45	d.	d.	PROPN
amfbr-2259	310	46	n.	n.	PROPN
amfbr-2259	310	47	e.	e.	PROPN
amfbr-2259	310	48	r.	r.	PROPN
amfbr-2259	310	49	(	(	PUNCT
amfbr-2259	310	50	2020	2020	NUM
amfbr-2259	310	51	)	)	PUNCT
amfbr-2259	310	52	.	.	PUNCT
amfbr-2259	311	1	the	the	DET
amfbr-2259	311	2	coronavirus	coronavirus	NOUN
amfbr-2259	311	3	’s	’s	PART
amfbr-2259	311	4	$	$	SYM
amfbr-2259	311	5	4	4	NUM
amfbr-2259	311	6	trillion	trillion	NUM
amfbr-2259	311	7	hit	hit	VERB
amfbr-2259	311	8	to	to	ADP
amfbr-2259	311	9	us	us	PROPN
amfbr-2259	311	10	corporations	corporation	NOUN
amfbr-2259	311	11	.	.	PUNCT
amfbr-2259	312	1	retrieved	retrieve	VERB
amfbr-2259	312	2	from	from	ADP
amfbr-2259	312	3	bridgewater	bridgewater	NOUN
amfbr-2259	312	4	:	:	PUNCT
amfbr-2259	312	5	https://www.bridgewater.com	https://www.bridgewater.com	X
amfbr-2259	312	6	/	/	SYM
amfbr-2259	312	7	research	research	NOUN
amfbr-2259	312	8	-	-	PUNCT
amfbr-2259	312	9	library	library	NOUN
amfbr-2259	312	10	/	/	SYM
amfbr-2259	312	11	daily	daily	ADJ
amfbr-2259	312	12	-	-	PUNCT
amfbr-2259	312	13	observations	observation	NOUN
amfbr-2259	312	14	/	/	SYM
amfbr-2259	312	15	greg	greg	PROPN
amfbr-2259	312	16	-	-	PUNCT
amfbr-2259	312	17	jensen	jensen	PROPN
amfbr-2259	312	18	-	-	PUNCT
amfbr-2259	312	19	the	the	DET
amfbr-2259	312	20	-	-	PUNCT
amfbr-2259	312	21	coronavirus-4trillion	coronavirus-4trillion	NOUN
amfbr-2259	312	22	-	-	PUNCT
amfbr-2259	312	23	hit	hit	NOUN
amfbr-2259	312	24	-	-	PUNCT
amfbr-2259	312	25	to	to	ADP
amfbr-2259	312	26	-	-	PUNCT
amfbr-2259	312	27	us	we	PRON
amfbr-2259	312	28	-	-	PUNCT
amfbr-2259	312	29	corporations	corporation	NOUN
amfbr-2259	312	30	.	.	PUNCT
amfbr-2259	313	1	jin	jin	PROPN
amfbr-2259	313	2	,	,	PUNCT
amfbr-2259	313	3	z.	z.	PROPN
amfbr-2259	313	4	,	,	PUNCT
amfbr-2259	313	5	yang	yang	PROPN
amfbr-2259	313	6	,	,	PUNCT
amfbr-2259	313	7	y.	y.	PROPN
amfbr-2259	313	8	,	,	PUNCT
amfbr-2259	313	9	&	&	CCONJ
amfbr-2259	313	10	liu	liu	PROPN
amfbr-2259	313	11	,	,	PUNCT
amfbr-2259	313	12	y.	y.	PROPN
amfbr-2259	313	13	(	(	PUNCT
amfbr-2259	313	14	2020	2020	NUM
amfbr-2259	313	15	)	)	PUNCT
amfbr-2259	313	16	.	.	PUNCT
amfbr-2259	314	1	stock	stock	NOUN
amfbr-2259	314	2	closing	closing	NOUN
amfbr-2259	314	3	price	price	NOUN
amfbr-2259	314	4	prediction	prediction	NOUN
amfbr-2259	314	5	based	base	VERB
amfbr-2259	314	6	on	on	ADP
amfbr-2259	314	7	sentiment	sentiment	NOUN
amfbr-2259	314	8	analysis	analysis	NOUN
amfbr-2259	314	9	and	and	CCONJ
amfbr-2259	314	10	lstm	lstm	NOUN
amfbr-2259	314	11	.	.	PUNCT
amfbr-2259	315	1	neural	neural	ADJ
amfbr-2259	315	2	computing	computing	NOUN
amfbr-2259	315	3	and	and	CCONJ
amfbr-2259	315	4	applications	application	NOUN
amfbr-2259	315	5	,	,	PUNCT
amfbr-2259	315	6	32	32	NUM
amfbr-2259	315	7	,	,	PUNCT
amfbr-2259	315	8	9713	9713	NUM
amfbr-2259	315	9	-	-	SYM
amfbr-2259	315	10	9729	9729	NUM
amfbr-2259	315	11	.	.	PUNCT
amfbr-2259	316	1	https://doi.org/10.1007/s00521-019-04504-2	https://doi.org/10.1007/s00521-019-04504-2	PROPN
amfbr-2259	317	1	john	john	PROPN
amfbr-2259	317	2	,	,	PUNCT
amfbr-2259	317	3	m.	m.	NOUN
amfbr-2259	317	4	m.	m.	PROPN
amfbr-2259	317	5	,	,	PUNCT
amfbr-2259	317	6	olsson	olsson	PROPN
amfbr-2259	317	7	,	,	PUNCT
amfbr-2259	317	8	h.	h.	PROPN
amfbr-2259	317	9	h.	h.	PROPN
amfbr-2259	317	10	,	,	PUNCT
amfbr-2259	317	11	&	&	CCONJ
amfbr-2259	317	12	bosch	bosch	PROPN
amfbr-2259	317	13	,	,	PUNCT
amfbr-2259	317	14	j.	j.	PROPN
amfbr-2259	317	15	(	(	PUNCT
amfbr-2259	317	16	2023	2023	NUM
amfbr-2259	317	17	)	)	PUNCT
amfbr-2259	317	18	.	.	PUNCT
amfbr-2259	318	1	towards	towards	ADP
amfbr-2259	318	2	an	an	DET
amfbr-2259	318	3	ai‐driven	ai‐driven	ADJ
amfbr-2259	318	4	business	business	NOUN
amfbr-2259	318	5	development	development	NOUN
amfbr-2259	318	6	framework	framework	NOUN
amfbr-2259	318	7	:	:	PUNCT
amfbr-2259	318	8	a	a	DET
amfbr-2259	318	9	multi‐case	multi‐case	NOUN
amfbr-2259	318	10	study	study	NOUN
amfbr-2259	318	11	.	.	PUNCT
amfbr-2259	319	1	journal	journal	PROPN
amfbr-2259	319	2	of	of	ADP
amfbr-2259	319	3	software	software	NOUN
amfbr-2259	319	4	:	:	PUNCT
amfbr-2259	319	5	evolution	evolution	NOUN
amfbr-2259	319	6	and	and	CCONJ
amfbr-2259	319	7	process	process	NOUN
amfbr-2259	319	8	,	,	PUNCT
amfbr-2259	319	9	35(6	35(6	NUM
amfbr-2259	319	10	)	)	PUNCT
amfbr-2259	319	11	,	,	PUNCT
amfbr-2259	319	12	e2432	e2432	X
amfbr-2259	319	13	.	.	PUNCT
amfbr-2259	320	1	https://doi.org/10.1002/smr.2432	https://doi.org/10.1002/smr.2432	PROPN
amfbr-2259	320	2	kalashnikov	kalashnikov	PROPN
amfbr-2259	320	3	,	,	PUNCT
amfbr-2259	320	4	r.	r.	PROPN
amfbr-2259	320	5	,	,	PUNCT
amfbr-2259	320	6	&	&	CCONJ
amfbr-2259	320	7	kartbayev	kartbayev	PROPN
amfbr-2259	320	8	,	,	PUNCT
amfbr-2259	320	9	a.	a.	PROPN
amfbr-2259	320	10	(	(	PUNCT
amfbr-2259	320	11	2024	2024	NUM
amfbr-2259	320	12	)	)	PUNCT
amfbr-2259	320	13	.	.	PUNCT
amfbr-2259	321	1	assessment	assessment	NOUN
amfbr-2259	321	2	of	of	ADP
amfbr-2259	321	3	the	the	DET
amfbr-2259	321	4	impact	impact	NOUN
amfbr-2259	321	5	of	of	ADP
amfbr-2259	321	6	big	big	ADJ
amfbr-2259	321	7	data	datum	NOUN
amfbr-2259	321	8	analysis	analysis	NOUN
amfbr-2259	321	9	on	on	ADP
amfbr-2259	321	10	decision	decision	NOUN
amfbr-2259	321	11	-	-	PUNCT
amfbr-2259	321	12	making	making	NOUN
amfbr-2259	321	13	in	in	ADP
amfbr-2259	321	14	stock	stock	NOUN
amfbr-2259	321	15	trading	trading	NOUN
amfbr-2259	321	16	processes	process	NOUN
amfbr-2259	321	17	.	.	PUNCT
amfbr-2259	322	1	procedia	procedia	NOUN
amfbr-2259	322	2	computer	computer	NOUN
amfbr-2259	322	3	science	science	NOUN
amfbr-2259	322	4	,	,	PUNCT
amfbr-2259	322	5	231	231	NUM
amfbr-2259	322	6	,	,	PUNCT
amfbr-2259	322	7	786	786	NUM
amfbr-2259	322	8	-	-	SYM
amfbr-2259	322	9	791	791	NUM
amfbr-2259	322	10	.	.	PUNCT
amfbr-2259	323	1	https://doi.org/10.1016/j.procs.2023.12.137	https://doi.org/10.1016/j.procs.2023.12.137	PROPN
amfbr-2259	323	2	kallini	kallini	PROPN
amfbr-2259	323	3	,	,	PUNCT
amfbr-2259	323	4	j.	j.	PROPN
amfbr-2259	323	5	r.	r.	PROPN
amfbr-2259	323	6	,	,	PUNCT
amfbr-2259	323	7	&	&	CCONJ
amfbr-2259	323	8	moriarty	moriarty	PROPN
amfbr-2259	323	9	,	,	PUNCT
amfbr-2259	323	10	j.	j.	PROPN
amfbr-2259	323	11	m.	m.	PROPN
amfbr-2259	323	12	(	(	PUNCT
amfbr-2259	323	13	2022	2022	NUM
amfbr-2259	323	14	,	,	PUNCT
amfbr-2259	323	15	june	june	PROPN
amfbr-2259	323	16	)	)	PUNCT
amfbr-2259	323	17	.	.	PUNCT
amfbr-2259	324	1	artificial	artificial	ADJ
amfbr-2259	324	2	intelligence	intelligence	NOUN
amfbr-2259	324	3	in	in	ADP
amfbr-2259	324	4	interventional	interventional	ADJ
amfbr-2259	324	5	radiology	radiology	NOUN
amfbr-2259	324	6	.	.	PUNCT
amfbr-2259	325	1	in	in	ADP
amfbr-2259	325	2	seminars	seminar	NOUN
amfbr-2259	325	3	in	in	ADP
amfbr-2259	325	4	interventional	interventional	ADJ
amfbr-2259	325	5	radiology	radiology	NOUN
amfbr-2259	325	6	(	(	PUNCT
amfbr-2259	325	7	vol	vol	NOUN
amfbr-2259	325	8	.	.	PROPN
amfbr-2259	325	9	39	39	NUM
amfbr-2259	325	10	,	,	PUNCT
amfbr-2259	325	11	no	no	INTJ
amfbr-2259	325	12	.	.	NOUN
amfbr-2259	325	13	03	03	NUM
amfbr-2259	325	14	,	,	PUNCT
amfbr-2259	325	15	pp	pp	ADJ
amfbr-2259	325	16	.	.	PUNCT
amfbr-2259	326	1	341	341	NUM
amfbr-2259	326	2	-	-	NUM
amfbr-2259	326	3	347	347	NUM
amfbr-2259	326	4	)	)	PUNCT
amfbr-2259	326	5	.	.	PUNCT
amfbr-2259	327	1	thieme	thieme	NOUN
amfbr-2259	327	2	medical	medical	ADJ
amfbr-2259	327	3	publishers	publisher	NOUN
amfbr-2259	327	4	,	,	PUNCT
amfbr-2259	327	5	inc	inc	PROPN
amfbr-2259	327	6	.	.	PROPN
amfbr-2259	327	7	https://doi.org/10.1055/s-0042-1753524	https://doi.org/10.1055/s-0042-1753524	PROPN
amfbr-2259	327	8	kasaraneni	kasaraneni	PROPN
amfbr-2259	327	9	,	,	PUNCT
amfbr-2259	327	10	r.	r.	PROPN
amfbr-2259	327	11	k.	k.	PROPN
amfbr-2259	327	12	(	(	PUNCT
amfbr-2259	327	13	2021	2021	NUM
amfbr-2259	327	14	)	)	PUNCT
amfbr-2259	327	15	.	.	PUNCT
amfbr-2259	328	1	ai	ai	VERB
amfbr-2259	328	2	-	-	PUNCT
amfbr-2259	328	3	enhanced	enhance	VERB
amfbr-2259	328	4	portfolio	portfolio	NOUN
amfbr-2259	328	5	optimization	optimization	NOUN
amfbr-2259	328	6	:	:	PUNCT
amfbr-2259	328	7	balancing	balance	VERB
amfbr-2259	328	8	risk	risk	NOUN
amfbr-2259	328	9	and	and	CCONJ
amfbr-2259	328	10	return	return	VERB
amfbr-2259	328	11	with	with	ADP
amfbr-2259	328	12	machine	machine	NOUN
amfbr-2259	328	13	learning	learning	NOUN
amfbr-2259	328	14	models	model	NOUN
amfbr-2259	328	15	.	.	PUNCT
amfbr-2259	329	1	african	african	ADJ
amfbr-2259	329	2	journal	journal	PROPN
amfbr-2259	329	3	of	of	ADP
amfbr-2259	329	4	artificial	artificial	ADJ
amfbr-2259	329	5	intelligence	intelligence	NOUN
amfbr-2259	329	6	and	and	CCONJ
amfbr-2259	329	7	sustainable	sustainable	ADJ
amfbr-2259	329	8	development	development	NOUN
amfbr-2259	329	9	,	,	PUNCT
amfbr-2259	329	10	1(1	1(1	NUM
amfbr-2259	329	11	)	)	PUNCT
amfbr-2259	329	12	,	,	PUNCT
amfbr-2259	329	13	219	219	NUM
amfbr-2259	329	14	-	-	SYM
amfbr-2259	329	15	265	265	NUM
amfbr-2259	329	16	.	.	PUNCT
amfbr-2259	330	1	kavin	kavin	PROPN
amfbr-2259	330	2	,	,	PUNCT
amfbr-2259	330	3	k.	k.	PROPN
amfbr-2259	330	4	v.	v.	PROPN
amfbr-2259	330	5	(	(	PUNCT
amfbr-2259	330	6	2023	2023	NUM
amfbr-2259	330	7	)	)	PUNCT
amfbr-2259	330	8	.	.	PUNCT
amfbr-2259	331	1	applications	application	NOUN
amfbr-2259	331	2	of	of	ADP
amfbr-2259	331	3	machine	machine	NOUN
amfbr-2259	331	4	learning	learn	VERB
amfbr-2259	331	5	in	in	ADP
amfbr-2259	331	6	predictive	predictive	ADJ
amfbr-2259	331	7	analysis	analysis	NOUN
amfbr-2259	331	8	and	and	CCONJ
amfbr-2259	331	9	risk	risk	NOUN
amfbr-2259	331	10	management	management	NOUN
amfbr-2259	331	11	in	in	ADP
amfbr-2259	331	12	trading	trading	NOUN
amfbr-2259	331	13	.	.	PUNCT
amfbr-2259	332	1	international	international	ADJ
amfbr-2259	332	2	journal	journal	NOUN
amfbr-2259	332	3	of	of	ADP
amfbr-2259	332	4	innovative	innovative	ADJ
amfbr-2259	332	5	research	research	NOUN
amfbr-2259	332	6	in	in	ADP
amfbr-2259	332	7	computer	computer	NOUN
amfbr-2259	332	8	science	science	PROPN
amfbr-2259	332	9	&	&	CCONJ
amfbr-2259	332	10	technology	technology	PROPN
amfbr-2259	332	11	,	,	PUNCT
amfbr-2259	332	12	11(6	11(6	NUM
amfbr-2259	332	13	)	)	PUNCT
amfbr-2259	332	14	,	,	PUNCT
amfbr-2259	332	15	18–25	18–25	NUM
amfbr-2259	332	16	.	.	PUNCT
amfbr-2259	333	1	https://doi.org/10.55524/ijircst.2023.11.6.4	https://doi.org/10.55524/ijircst.2023.11.6.4	PROPN
amfbr-2259	333	2	khan	khan	PROPN
amfbr-2259	333	3	,	,	PUNCT
amfbr-2259	333	4	w.	w.	PROPN
amfbr-2259	333	5	,	,	PUNCT
amfbr-2259	333	6	malik	malik	PROPN
amfbr-2259	333	7	,	,	PUNCT
amfbr-2259	333	8	u.	u.	PROPN
amfbr-2259	333	9	,	,	PUNCT
amfbr-2259	333	10	ghazanfar	ghazanfar	ADV
amfbr-2259	333	11	,	,	PUNCT
amfbr-2259	333	12	m.	m.	NOUN
amfbr-2259	333	13	a.	a.	PROPN
amfbr-2259	333	14	,	,	PUNCT
amfbr-2259	333	15	azam	azam	PROPN
amfbr-2259	333	16	,	,	PUNCT
amfbr-2259	333	17	m.	m.	NOUN
amfbr-2259	333	18	a.	a.	PROPN
amfbr-2259	333	19	,	,	PUNCT
amfbr-2259	333	20	alyoubi	alyoubi	ADV
amfbr-2259	333	21	,	,	PUNCT
amfbr-2259	333	22	k.	k.	PROPN
amfbr-2259	333	23	h.	h.	PROPN
amfbr-2259	333	24	,	,	PUNCT
amfbr-2259	333	25	&	&	CCONJ
amfbr-2259	333	26	alfakeeh	alfakeeh	PROPN
amfbr-2259	333	27	,	,	PUNCT
amfbr-2259	333	28	a.	a.	PROPN
amfbr-2259	333	29	s.	s.	PROPN
amfbr-2259	333	30	(	(	PUNCT
amfbr-2259	333	31	2020	2020	NUM
amfbr-2259	333	32	)	)	PUNCT
amfbr-2259	333	33	.	.	PUNCT
amfbr-2259	334	1	predicting	predict	VERB
amfbr-2259	334	2	stock	stock	NOUN
amfbr-2259	334	3	market	market	NOUN
amfbr-2259	334	4	trends	trend	NOUN
amfbr-2259	334	5	using	use	VERB
amfbr-2259	334	6	machine	machine	NOUN
amfbr-2259	334	7	learning	learn	VERB
amfbr-2259	334	8	algorithms	algorithm	NOUN
amfbr-2259	334	9	via	via	ADP
amfbr-2259	334	10	public	public	ADJ
amfbr-2259	334	11	sentiment	sentiment	NOUN
amfbr-2259	334	12	and	and	CCONJ
amfbr-2259	334	13	political	political	ADJ
amfbr-2259	334	14	situation	situation	NOUN
amfbr-2259	334	15	analysis	analysis	NOUN
amfbr-2259	334	16	.	.	PUNCT
amfbr-2259	335	1	soft	soft	ADJ
amfbr-2259	335	2	computing	computing	NOUN
amfbr-2259	335	3	,	,	PUNCT
amfbr-2259	335	4	24(15	24(15	NUM
amfbr-2259	335	5	)	)	PUNCT
amfbr-2259	335	6	,	,	PUNCT
amfbr-2259	335	7	11019–11043	11019–11043	NUM
amfbr-2259	335	8	.	.	PUNCT
amfbr-2259	336	1	https://doi.org/10.1007/s00500-019-04347-y	https://doi.org/10.1007/s00500-019-04347-y	PROPN
amfbr-2259	336	2	kılıç	kılıç	PROPN
amfbr-2259	336	3	,	,	PUNCT
amfbr-2259	336	4	g.	g.	PROPN
amfbr-2259	336	5	,	,	PUNCT
amfbr-2259	336	6	&	&	CCONJ
amfbr-2259	336	7	türkan	türkan	VERB
amfbr-2259	336	8	,	,	PUNCT
amfbr-2259	336	9	y.	y.	PROPN
amfbr-2259	336	10	(	(	PUNCT
amfbr-2259	336	11	2023	2023	NUM
amfbr-2259	336	12	)	)	PUNCT
amfbr-2259	336	13	.	.	PUNCT
amfbr-2259	337	1	the	the	DET
amfbr-2259	337	2	emergence	emergence	NOUN
amfbr-2259	337	3	of	of	ADP
amfbr-2259	337	4	islamic	islamic	ADJ
amfbr-2259	337	5	fintech	fintech	NOUN
amfbr-2259	337	6	and	and	CCONJ
amfbr-2259	337	7	its	its	PRON
amfbr-2259	337	8	applications	application	NOUN
amfbr-2259	337	9	.	.	PUNCT
amfbr-2259	338	1	international	international	ADJ
amfbr-2259	338	2	journal	journal	PROPN
amfbr-2259	338	3	of	of	ADP
amfbr-2259	338	4	islamic	islamic	ADJ
amfbr-2259	338	5	economics	economics	PROPN
amfbr-2259	338	6	and	and	CCONJ
amfbr-2259	338	7	finance	finance	NOUN
amfbr-2259	338	8	studies	study	NOUN
amfbr-2259	338	9	,	,	PUNCT
amfbr-2259	338	10	9(2	9(2	NUM
amfbr-2259	338	11	)	)	PUNCT
amfbr-2259	338	12	,	,	PUNCT
amfbr-2259	338	13	212	212	NUM
amfbr-2259	338	14	-	-	SYM
amfbr-2259	338	15	236	236	NUM
amfbr-2259	338	16	.	.	PUNCT
amfbr-2259	339	1	https://doi.org/10.54427/ijisef.1328087	https://doi.org/10.54427/ijisef.1328087	NOUN
amfbr-2259	339	2	krichen	krichen	PROPN
amfbr-2259	339	3	,	,	PUNCT
amfbr-2259	339	4	m.	m.	NOUN
amfbr-2259	339	5	,	,	PUNCT
amfbr-2259	339	6	&	&	CCONJ
amfbr-2259	339	7	abdalzaher	abdalzaher	PROPN
amfbr-2259	339	8	,	,	PUNCT
amfbr-2259	339	9	m.	m.	PROPN
amfbr-2259	339	10	s.	s.	PROPN
amfbr-2259	339	11	(	(	PUNCT
amfbr-2259	339	12	2024	2024	NUM
amfbr-2259	339	13	)	)	PUNCT
amfbr-2259	339	14	.	.	PUNCT
amfbr-2259	340	1	performance	performance	NOUN
amfbr-2259	340	2	enhancement	enhancement	NOUN
amfbr-2259	340	3	of	of	ADP
amfbr-2259	340	4	artificial	artificial	ADJ
amfbr-2259	340	5	intelligence	intelligence	NOUN
amfbr-2259	340	6	:	:	PUNCT
amfbr-2259	340	7	a	a	DET
amfbr-2259	340	8	survey	survey	NOUN
amfbr-2259	340	9	.	.	PUNCT
amfbr-2259	341	1	journal	journal	PROPN
amfbr-2259	341	2	of	of	ADP
amfbr-2259	341	3	network	network	NOUN
amfbr-2259	341	4	and	and	CCONJ
amfbr-2259	341	5	computer	computer	NOUN
amfbr-2259	341	6	applications	application	NOUN
amfbr-2259	341	7	,	,	PUNCT
amfbr-2259	341	8	232	232	NUM
amfbr-2259	341	9	,	,	PUNCT
amfbr-2259	341	10	104034	104034	NUM
amfbr-2259	341	11	.	.	PUNCT
amfbr-2259	342	1	https://doi.org/10.1016/j.jnca.2024.104034	https://doi.org/10.1016/j.jnca.2024.104034	PROPN
amfbr-2259	342	2	kumar	kumar	PROPN
amfbr-2259	342	3	,	,	PUNCT
amfbr-2259	342	4	s.	s.	PROPN
amfbr-2259	342	5	,	,	PUNCT
amfbr-2259	342	6	lim	lim	PROPN
amfbr-2259	342	7	,	,	PUNCT
amfbr-2259	342	8	w.	w.	PROPN
amfbr-2259	342	9	m.	m.	PROPN
amfbr-2259	342	10	,	,	PUNCT
amfbr-2259	342	11	sivarajah	sivarajah	PROPN
amfbr-2259	342	12	,	,	PUNCT
amfbr-2259	342	13	u.	u.	PROPN
amfbr-2259	342	14	,	,	PUNCT
amfbr-2259	342	15	&	&	CCONJ
amfbr-2259	342	16	kaur	kaur	PROPN
amfbr-2259	342	17	,	,	PUNCT
amfbr-2259	342	18	j.	j.	PROPN
amfbr-2259	342	19	(	(	PUNCT
amfbr-2259	342	20	2023	2023	NUM
amfbr-2259	342	21	)	)	PUNCT
amfbr-2259	342	22	.	.	PUNCT
amfbr-2259	343	1	artificial	artificial	ADJ
amfbr-2259	343	2	intelligence	intelligence	NOUN
amfbr-2259	343	3	and	and	CCONJ
amfbr-2259	343	4	blockchain	blockchain	PROPN
amfbr-2259	343	5	integration	integration	NOUN
amfbr-2259	343	6	in	in	ADP
amfbr-2259	343	7	business	business	NOUN
amfbr-2259	343	8	:	:	PUNCT
amfbr-2259	343	9	trends	trend	NOUN
amfbr-2259	343	10	from	from	ADP
amfbr-2259	343	11	a	a	DET
amfbr-2259	343	12	bibliometric	bibliometric	ADJ
amfbr-2259	343	13	-	-	PUNCT
amfbr-2259	343	14	content	content	NOUN
amfbr-2259	343	15	analysis	analysis	NOUN
amfbr-2259	343	16	.	.	PUNCT
amfbr-2259	344	1	information	information	NOUN
amfbr-2259	344	2	systems	system	NOUN
amfbr-2259	344	3	frontiers	frontier	NOUN
amfbr-2259	344	4	,	,	PUNCT
amfbr-2259	344	5	25(2	25(2	NUM
amfbr-2259	344	6	)	)	PUNCT
amfbr-2259	344	7	,	,	PUNCT
amfbr-2259	344	8	871	871	NUM
amfbr-2259	344	9	-	-	SYM
amfbr-2259	344	10	896	896	NUM
amfbr-2259	344	11	.	.	PUNCT
amfbr-2259	345	1	https://doi.org/10.1007/s10796-022-10279-0	https://doi.org/10.1007/s10796-022-10279-0	PROPN
amfbr-2259	345	2	monira	monira	PROPN
amfbr-2259	345	3	,	,	PUNCT
amfbr-2259	345	4	american	american	PROPN
amfbr-2259	345	5	finance	finance	PROPN
amfbr-2259	345	6	&	&	CCONJ
amfbr-2259	345	7	banking	banking	PROPN
amfbr-2259	345	8	review	review	NOUN
amfbr-2259	345	9	9(1	9(1	NUM
amfbr-2259	345	10	)	)	PUNCT
amfbr-2259	345	11	(	(	PUNCT
amfbr-2259	345	12	2024	2024	NUM
amfbr-2259	345	13	)	)	PUNCT
amfbr-2259	345	14	,	,	PUNCT
amfbr-2259	345	15	1	1	NUM
amfbr-2259	345	16	-	-	SYM
amfbr-2259	345	17	10	10	NUM
amfbr-2259	345	18	9	9	NUM
amfbr-2259	345	19	lehalle	lehalle	NOUN
amfbr-2259	345	20	,	,	PUNCT
amfbr-2259	345	21	c.	c.	PROPN
amfbr-2259	345	22	a.	a.	PROPN
amfbr-2259	345	23	,	,	PUNCT
amfbr-2259	345	24	&	&	CCONJ
amfbr-2259	345	25	raboun	raboun	PROPN
amfbr-2259	345	26	,	,	PUNCT
amfbr-2259	345	27	a.	a.	NOUN
amfbr-2259	345	28	(	(	PUNCT
amfbr-2259	345	29	2022	2022	NUM
amfbr-2259	345	30	)	)	PUNCT
amfbr-2259	345	31	.	.	PUNCT
amfbr-2259	346	1	financial	financial	ADJ
amfbr-2259	346	2	markets	market	NOUN
amfbr-2259	346	3	in	in	ADP
amfbr-2259	346	4	practice	practice	NOUN
amfbr-2259	346	5	:	:	PUNCT
amfbr-2259	346	6	from	from	ADP
amfbr-2259	346	7	post	post	ADJ
amfbr-2259	346	8	-	-	ADJ
amfbr-2259	346	9	crisis	crisis	ADJ
amfbr-2259	346	10	intermediation	intermediation	NOUN
amfbr-2259	346	11	to	to	ADP
amfbr-2259	346	12	fintechs	fintech	NOUN
amfbr-2259	346	13	.	.	PUNCT
amfbr-2259	347	1	li	li	PROPN
amfbr-2259	347	2	,	,	PUNCT
amfbr-2259	347	3	s.	s.	PROPN
amfbr-2259	347	4	,	,	PUNCT
amfbr-2259	347	5	xu	xu	PROPN
amfbr-2259	347	6	,	,	PUNCT
amfbr-2259	347	7	h.	h.	PROPN
amfbr-2259	347	8	,	,	PUNCT
amfbr-2259	347	9	lu	lu	PROPN
amfbr-2259	347	10	,	,	PUNCT
amfbr-2259	347	11	t.	t.	PROPN
amfbr-2259	347	12	,	,	PUNCT
amfbr-2259	347	13	cao	cao	PROPN
amfbr-2259	347	14	,	,	PUNCT
amfbr-2259	347	15	g.	g.	PROPN
amfbr-2259	347	16	,	,	PUNCT
amfbr-2259	347	17	&	&	CCONJ
amfbr-2259	347	18	zhang	zhang	PROPN
amfbr-2259	347	19	,	,	PUNCT
amfbr-2259	347	20	x.	x.	PROPN
amfbr-2259	347	21	(	(	PUNCT
amfbr-2259	347	22	2024	2024	NUM
amfbr-2259	347	23	)	)	PUNCT
amfbr-2259	347	24	.	.	PUNCT
amfbr-2259	348	1	emerging	emerge	VERB
amfbr-2259	348	2	technologies	technology	NOUN
amfbr-2259	348	3	in	in	ADP
amfbr-2259	348	4	finance	finance	NOUN
amfbr-2259	348	5	:	:	PUNCT
amfbr-2259	348	6	revolutionizing	revolutionize	VERB
amfbr-2259	348	7	investment	investment	NOUN
amfbr-2259	348	8	strategies	strategy	NOUN
amfbr-2259	348	9	and	and	CCONJ
amfbr-2259	348	10	tax	tax	NOUN
amfbr-2259	348	11	management	management	NOUN
amfbr-2259	348	12	in	in	ADP
amfbr-2259	348	13	the	the	DET
amfbr-2259	348	14	digital	digital	ADJ
amfbr-2259	348	15	era	era	NOUN
amfbr-2259	348	16	.	.	PUNCT
amfbr-2259	349	1	management	management	NOUN
amfbr-2259	349	2	journal	journal	PROPN
amfbr-2259	349	3	for	for	ADP
amfbr-2259	349	4	advanced	advanced	ADJ
amfbr-2259	349	5	research	research	NOUN
amfbr-2259	349	6	,	,	PUNCT
amfbr-2259	349	7	4(4	4(4	NUM
amfbr-2259	349	8	)	)	PUNCT
amfbr-2259	349	9	,	,	PUNCT
amfbr-2259	349	10	35–49	35–49	NUM
amfbr-2259	349	11	.	.	PUNCT
amfbr-2259	350	1	https://doi.org/10.5281/zenodo.13283670	https://doi.org/10.5281/zenodo.13283670	PROPN
amfbr-2259	350	2	longo	longo	PROPN
amfbr-2259	350	3	,	,	PUNCT
amfbr-2259	350	4	j.	j.	PROPN
amfbr-2259	350	5	m.	m.	PROPN
amfbr-2259	350	6	(	(	PUNCT
amfbr-2259	350	7	2021	2021	NUM
amfbr-2259	350	8	)	)	PUNCT
amfbr-2259	350	9	.	.	PUNCT
amfbr-2259	351	1	hedge	hedge	NOUN
amfbr-2259	351	2	funds	fund	NOUN
amfbr-2259	351	3	:	:	PUNCT
amfbr-2259	351	4	overview	overview	NOUN
amfbr-2259	351	5	,	,	PUNCT
amfbr-2259	351	6	strategies	strategy	NOUN
amfbr-2259	351	7	,	,	PUNCT
amfbr-2259	351	8	and	and	CCONJ
amfbr-2259	351	9	trends	trend	NOUN
amfbr-2259	351	10	.	.	PUNCT
amfbr-2259	352	1	encyclopedia	encyclopedia	NOUN
amfbr-2259	352	2	of	of	ADP
amfbr-2259	352	3	finance	finance	NOUN
amfbr-2259	352	4	,	,	PUNCT
amfbr-2259	352	5	1–23	1–23	PROPN
amfbr-2259	352	6	.	.	PUNCT
amfbr-2259	353	1	https://doi.org/10.1007/978-3-030-73443-5_54-1	https://doi.org/10.1007/978-3-030-73443-5_54-1	PROPN
amfbr-2259	353	2	loureiro	loureiro	PROPN
amfbr-2259	353	3	,	,	PUNCT
amfbr-2259	353	4	s.	s.	PROPN
amfbr-2259	353	5	m.	m.	PROPN
amfbr-2259	353	6	c.	c.	PROPN
amfbr-2259	353	7	,	,	PUNCT
amfbr-2259	353	8	guerreiro	guerreiro	PROPN
amfbr-2259	353	9	,	,	PUNCT
amfbr-2259	353	10	j.	j.	PROPN
amfbr-2259	353	11	,	,	PUNCT
amfbr-2259	353	12	&	&	CCONJ
amfbr-2259	353	13	tussyadiah	tussyadiah	PROPN
amfbr-2259	353	14	,	,	PUNCT
amfbr-2259	353	15	i.	i.	PROPN
amfbr-2259	353	16	(	(	PUNCT
amfbr-2259	353	17	2021	2021	NUM
amfbr-2259	353	18	)	)	PUNCT
amfbr-2259	353	19	.	.	PUNCT
amfbr-2259	354	1	artificial	artificial	ADJ
amfbr-2259	354	2	intelligence	intelligence	NOUN
amfbr-2259	354	3	in	in	ADP
amfbr-2259	354	4	business	business	NOUN
amfbr-2259	354	5	:	:	PUNCT
amfbr-2259	354	6	state	state	NOUN
amfbr-2259	354	7	of	of	ADP
amfbr-2259	354	8	the	the	DET
amfbr-2259	354	9	art	art	NOUN
amfbr-2259	354	10	and	and	CCONJ
amfbr-2259	354	11	future	future	ADJ
amfbr-2259	354	12	research	research	NOUN
amfbr-2259	354	13	agenda	agenda	NOUN
amfbr-2259	354	14	.	.	PUNCT
amfbr-2259	355	1	journal	journal	PROPN
amfbr-2259	355	2	of	of	ADP
amfbr-2259	355	3	business	business	NOUN
amfbr-2259	355	4	research	research	NOUN
amfbr-2259	355	5	,	,	PUNCT
amfbr-2259	355	6	129	129	NUM
amfbr-2259	355	7	,	,	PUNCT
amfbr-2259	355	8	911	911	NUM
amfbr-2259	355	9	-	-	SYM
amfbr-2259	355	10	926	926	NUM
amfbr-2259	355	11	.	.	PUNCT
amfbr-2259	356	1	https://doi.org/10.1016/j.jbusres.2020.11.001	https://doi.org/10.1016/j.jbusres.2020.11.001	PROPN
amfbr-2259	356	2	madakam	madakam	PROPN
amfbr-2259	356	3	,	,	PUNCT
amfbr-2259	356	4	s.	s.	PROPN
amfbr-2259	356	5	,	,	PUNCT
amfbr-2259	356	6	uchiya	uchiya	NOUN
amfbr-2259	356	7	,	,	PUNCT
amfbr-2259	356	8	t.	t.	PROPN
amfbr-2259	356	9	,	,	PUNCT
amfbr-2259	356	10	mark	mark	PROPN
amfbr-2259	356	11	,	,	PUNCT
amfbr-2259	356	12	s.	s.	PROPN
amfbr-2259	356	13	,	,	PUNCT
amfbr-2259	356	14	&	&	CCONJ
amfbr-2259	356	15	lurie	lurie	PROPN
amfbr-2259	356	16	,	,	PUNCT
amfbr-2259	356	17	y.	y.	PROPN
amfbr-2259	356	18	(	(	PUNCT
amfbr-2259	356	19	2022	2022	NUM
amfbr-2259	356	20	)	)	PUNCT
amfbr-2259	356	21	.	.	PUNCT
amfbr-2259	357	1	artificial	artificial	ADJ
amfbr-2259	357	2	intelligence	intelligence	NOUN
amfbr-2259	357	3	,	,	PUNCT
amfbr-2259	357	4	machine	machine	NOUN
amfbr-2259	357	5	learning	learning	NOUN
amfbr-2259	357	6	,	,	PUNCT
amfbr-2259	357	7	and	and	CCONJ
amfbr-2259	357	8	deep	deep	ADJ
amfbr-2259	357	9	learning	learning	NOUN
amfbr-2259	357	10	(	(	PUNCT
amfbr-2259	357	11	literature	literature	NOUN
amfbr-2259	357	12	:	:	PUNCT
amfbr-2259	357	13	review	review	NOUN
amfbr-2259	357	14	and	and	CCONJ
amfbr-2259	357	15	metrics	metric	NOUN
amfbr-2259	357	16	)	)	PUNCT
amfbr-2259	357	17	.	.	PUNCT
amfbr-2259	358	1	asia	asia	PROPN
amfbr-2259	358	2	-	-	PUNCT
amfbr-2259	358	3	pacific	pacific	PROPN
amfbr-2259	358	4	journal	journal	PROPN
amfbr-2259	358	5	of	of	ADP
amfbr-2259	358	6	management	management	NOUN
amfbr-2259	358	7	research	research	NOUN
amfbr-2259	358	8	and	and	CCONJ
amfbr-2259	358	9	innovation	innovation	NOUN
amfbr-2259	358	10	,	,	PUNCT
amfbr-2259	358	11	18(1	18(1	NOUN
amfbr-2259	358	12	-	-	SYM
amfbr-2259	358	13	2	2	NUM
amfbr-2259	358	14	)	)	PUNCT
amfbr-2259	358	15	,	,	PUNCT
amfbr-2259	358	16	7	7	NUM
amfbr-2259	358	17	-	-	SYM
amfbr-2259	358	18	23	23	NUM
amfbr-2259	358	19	.	.	PUNCT
amfbr-2259	359	1	https://doi.org/10.1177/2319510x221136682	https://doi.org/10.1177/2319510x221136682	ADJ
amfbr-2259	359	2	mah	mah	PROPN
amfbr-2259	359	3	,	,	PUNCT
amfbr-2259	359	4	p.	p.	NOUN
amfbr-2259	359	5	m.	m.	NOUN
amfbr-2259	359	6	,	,	PUNCT
amfbr-2259	359	7	skalna	skalna	PROPN
amfbr-2259	359	8	,	,	PUNCT
amfbr-2259	359	9	i.	i.	NOUN
amfbr-2259	359	10	,	,	PUNCT
amfbr-2259	359	11	&	&	CCONJ
amfbr-2259	359	12	muzam	muzam	PROPN
amfbr-2259	359	13	,	,	PUNCT
amfbr-2259	359	14	j.	j.	PROPN
amfbr-2259	359	15	(	(	PUNCT
amfbr-2259	359	16	2022	2022	NUM
amfbr-2259	359	17	)	)	PUNCT
amfbr-2259	359	18	.	.	PUNCT
amfbr-2259	360	1	natural	natural	ADJ
amfbr-2259	360	2	language	language	NOUN
amfbr-2259	360	3	processing	processing	NOUN
amfbr-2259	360	4	and	and	CCONJ
amfbr-2259	360	5	artificial	artificial	ADJ
amfbr-2259	360	6	intelligence	intelligence	NOUN
amfbr-2259	360	7	for	for	ADP
amfbr-2259	360	8	enterprise	enterprise	NOUN
amfbr-2259	360	9	management	management	NOUN
amfbr-2259	360	10	in	in	ADP
amfbr-2259	360	11	the	the	DET
amfbr-2259	360	12	era	era	NOUN
amfbr-2259	360	13	of	of	ADP
amfbr-2259	360	14	industry	industry	NOUN
amfbr-2259	360	15	4.0	4.0	NUM
amfbr-2259	360	16	.	.	PUNCT
amfbr-2259	361	1	applied	apply	VERB
amfbr-2259	361	2	sciences	science	NOUN
amfbr-2259	361	3	,	,	PUNCT
amfbr-2259	361	4	12(18	12(18	NUM
amfbr-2259	361	5	)	)	PUNCT
amfbr-2259	361	6	,	,	PUNCT
amfbr-2259	361	7	9207	9207	NUM
amfbr-2259	361	8	.	.	PUNCT
amfbr-2259	362	1	https://doi.org/10.3390/app12189207	https://doi.org/10.3390/app12189207	PROPN
amfbr-2259	362	2	martins	martins	PROPN
amfbr-2259	362	3	,	,	PUNCT
amfbr-2259	362	4	c.	c.	PROPN
amfbr-2259	362	5	j.	j.	PROPN
amfbr-2259	362	6	l.	l.	PROPN
amfbr-2259	362	7	(	(	PUNCT
amfbr-2259	362	8	2022	2022	NUM
amfbr-2259	362	9	)	)	PUNCT
amfbr-2259	362	10	.	.	PUNCT
amfbr-2259	363	1	information	information	NOUN
amfbr-2259	363	2	diffusion	diffusion	NOUN
amfbr-2259	363	3	,	,	PUNCT
amfbr-2259	363	4	trading	trading	NOUN
amfbr-2259	363	5	speed	speed	NOUN
amfbr-2259	363	6	and	and	CCONJ
amfbr-2259	363	7	their	their	PRON
amfbr-2259	363	8	potential	potential	ADJ
amfbr-2259	363	9	impact	impact	NOUN
amfbr-2259	363	10	on	on	ADP
amfbr-2259	363	11	price	price	NOUN
amfbr-2259	363	12	efficiency	efficiency	NOUN
amfbr-2259	363	13	–	–	PUNCT
amfbr-2259	363	14	literature	literature	NOUN
amfbr-2259	363	15	review	review	NOUN
amfbr-2259	363	16	.	.	PUNCT
amfbr-2259	364	1	borsa	borsa	PROPN
amfbr-2259	364	2	istanbul	istanbul	PROPN
amfbr-2259	364	3	review	review	PROPN
amfbr-2259	364	4	,	,	PUNCT
amfbr-2259	364	5	22(1	22(1	NUM
amfbr-2259	364	6	)	)	PUNCT
amfbr-2259	364	7	,	,	PUNCT
amfbr-2259	364	8	122	122	NUM
amfbr-2259	364	9	-	-	SYM
amfbr-2259	364	10	132	132	NUM
amfbr-2259	364	11	.	.	PUNCT
amfbr-2259	365	1	https://doi.org/10.1016/j.bir.2021.02.006	https://doi.org/10.1016/j.bir.2021.02.006	ADJ
amfbr-2259	365	2	mich	mich	PROPN
amfbr-2259	365	3	,	,	PUNCT
amfbr-2259	365	4	l.	l.	PROPN
amfbr-2259	365	5	(	(	PUNCT
amfbr-2259	365	6	2020	2020	NUM
amfbr-2259	365	7	)	)	PUNCT
amfbr-2259	365	8	.	.	PUNCT
amfbr-2259	366	1	artificial	artificial	ADJ
amfbr-2259	366	2	intelligence	intelligence	NOUN
amfbr-2259	366	3	and	and	CCONJ
amfbr-2259	366	4	machine	machine	NOUN
amfbr-2259	366	5	learning	learning	NOUN
amfbr-2259	366	6	.	.	PUNCT
amfbr-2259	367	1	handbook	handbook	NOUN
amfbr-2259	367	2	of	of	ADP
amfbr-2259	367	3	e	e	NOUN
amfbr-2259	367	4	-	-	NOUN
amfbr-2259	367	5	tourism	tourism	NOUN
amfbr-2259	367	6	,	,	PUNCT
amfbr-2259	367	7	1–21	1–21	PROPN
amfbr-2259	367	8	.	.	PUNCT
amfbr-2259	368	1	https://doi.org/10.1007/9783-030-05324-6_25-1	https://doi.org/10.1007/9783-030-05324-6_25-1	PROPN
amfbr-2259	368	2	mishra	mishra	PROPN
amfbr-2259	368	3	,	,	PUNCT
amfbr-2259	368	4	a.	a.	PROPN
amfbr-2259	368	5	k.	k.	PROPN
amfbr-2259	368	6	,	,	PUNCT
amfbr-2259	368	7	anand	anand	PROPN
amfbr-2259	368	8	,	,	PUNCT
amfbr-2259	368	9	s.	s.	PROPN
amfbr-2259	368	10	,	,	PUNCT
amfbr-2259	368	11	debnath	debnath	PROPN
amfbr-2259	368	12	,	,	PUNCT
amfbr-2259	368	13	n.	n.	PROPN
amfbr-2259	368	14	c.	c.	PROPN
amfbr-2259	368	15	,	,	PUNCT
amfbr-2259	368	16	pokhariyal	pokhariyal	NOUN
amfbr-2259	368	17	,	,	PUNCT
amfbr-2259	368	18	p.	p.	NOUN
amfbr-2259	368	19	,	,	PUNCT
amfbr-2259	368	20	&	&	CCONJ
amfbr-2259	368	21	patel	patel	PROPN
amfbr-2259	368	22	,	,	PUNCT
amfbr-2259	368	23	a.	a.	PROPN
amfbr-2259	368	24	(	(	PUNCT
amfbr-2259	368	25	eds	ed	NOUN
amfbr-2259	368	26	.	.	PUNCT
amfbr-2259	368	27	)	)	PUNCT
amfbr-2259	368	28	.	.	PUNCT
amfbr-2259	369	1	(	(	PUNCT
amfbr-2259	369	2	2024	2024	NUM
amfbr-2259	369	3	)	)	PUNCT
amfbr-2259	369	4	.	.	PUNCT
amfbr-2259	370	1	artificial	artificial	ADJ
amfbr-2259	370	2	intelligence	intelligence	NOUN
amfbr-2259	370	3	for	for	ADP
amfbr-2259	370	4	risk	risk	NOUN
amfbr-2259	370	5	mitigation	mitigation	NOUN
amfbr-2259	370	6	in	in	ADP
amfbr-2259	370	7	the	the	DET
amfbr-2259	370	8	financial	financial	ADJ
amfbr-2259	370	9	industry	industry	NOUN
amfbr-2259	370	10	.	.	PUNCT
amfbr-2259	371	1	john	john	PROPN
amfbr-2259	371	2	wiley	wiley	PROPN
amfbr-2259	371	3	&	&	CCONJ
amfbr-2259	371	4	sons	son	NOUN
amfbr-2259	371	5	.	.	PUNCT
amfbr-2259	372	1	isbn	isbn	ADJ
amfbr-2259	372	2	:	:	PUNCT
amfbr-2259	372	3	978	978	NUM
amfbr-2259	372	4	-	-	SYM
amfbr-2259	372	5	1	1	NUM
amfbr-2259	372	6	-	-	PUNCT
amfbr-2259	372	7	394	394	NUM
amfbr-2259	372	8	-	-	PUNCT
amfbr-2259	372	9	17555	17555	NUM
amfbr-2259	372	10	-	-	SYM
amfbr-2259	372	11	0	0	NUM
amfbr-2259	372	12	mizuta	mizuta	NOUN
amfbr-2259	372	13	,	,	PUNCT
amfbr-2259	372	14	t.	t.	PROPN
amfbr-2259	372	15	(	(	PUNCT
amfbr-2259	372	16	2020	2020	NUM
amfbr-2259	372	17	)	)	PUNCT
amfbr-2259	372	18	.	.	PUNCT
amfbr-2259	373	1	does	do	AUX
amfbr-2259	373	2	an	an	DET
amfbr-2259	373	3	artificial	artificial	ADJ
amfbr-2259	373	4	intelligence	intelligence	NOUN
amfbr-2259	373	5	perform	perform	VERB
amfbr-2259	373	6	market	market	NOUN
amfbr-2259	373	7	manipulation	manipulation	NOUN
amfbr-2259	373	8	with	with	ADP
amfbr-2259	373	9	its	its	PRON
amfbr-2259	373	10	own	own	ADJ
amfbr-2259	373	11	discretion?--a	discretion?--a	VERB
amfbr-2259	373	12	genetic	genetic	ADJ
amfbr-2259	373	13	algorithm	algorithm	NOUN
amfbr-2259	373	14	learns	learn	VERB
amfbr-2259	373	15	in	in	ADP
amfbr-2259	373	16	an	an	DET
amfbr-2259	373	17	artificial	artificial	ADJ
amfbr-2259	373	18	market	market	NOUN
amfbr-2259	373	19	simulation	simulation	NOUN
amfbr-2259	373	20	.	.	PUNCT
amfbr-2259	374	1	arxiv	arxiv	PROPN
amfbr-2259	374	2	preprint	preprint	PROPN
amfbr-2259	374	3	arxiv:2005.10488	arxiv:2005.10488	PROPN
amfbr-2259	374	4	.	.	PUNCT
amfbr-2259	375	1	https://doi.org/10.1109/ssci47803.2020.9308349	https://doi.org/10.1109/ssci47803.2020.9308349	PROPN
amfbr-2259	375	2	nabipour	nabipour	ADJ
amfbr-2259	375	3	,	,	PUNCT
amfbr-2259	375	4	m.	m.	NOUN
amfbr-2259	375	5	,	,	PUNCT
amfbr-2259	375	6	nayyeri	nayyeri	PROPN
amfbr-2259	375	7	,	,	PUNCT
amfbr-2259	375	8	p.	p.	PROPN
amfbr-2259	375	9	,	,	PUNCT
amfbr-2259	375	10	jabani	jabani	PROPN
amfbr-2259	375	11	,	,	PUNCT
amfbr-2259	375	12	h.	h.	PROPN
amfbr-2259	375	13	,	,	PUNCT
amfbr-2259	375	14	shahab	shahab	PROPN
amfbr-2259	375	15	,	,	PUNCT
amfbr-2259	375	16	s.	s.	PROPN
amfbr-2259	375	17	,	,	PUNCT
amfbr-2259	375	18	&	&	CCONJ
amfbr-2259	375	19	mosavi	mosavi	PROPN
amfbr-2259	375	20	,	,	PUNCT
amfbr-2259	375	21	a.	a.	NOUN
amfbr-2259	375	22	(	(	PUNCT
amfbr-2259	375	23	2020	2020	NUM
amfbr-2259	375	24	)	)	PUNCT
amfbr-2259	375	25	.	.	PUNCT
amfbr-2259	376	1	predicting	predict	VERB
amfbr-2259	376	2	stock	stock	NOUN
amfbr-2259	376	3	market	market	NOUN
amfbr-2259	376	4	trends	trend	NOUN
amfbr-2259	376	5	using	use	VERB
amfbr-2259	376	6	machine	machine	NOUN
amfbr-2259	376	7	learning	learning	NOUN
amfbr-2259	376	8	and	and	CCONJ
amfbr-2259	376	9	deep	deep	ADJ
amfbr-2259	376	10	learning	learning	NOUN
amfbr-2259	376	11	algorithms	algorithm	NOUN
amfbr-2259	376	12	via	via	ADP
amfbr-2259	376	13	continuous	continuous	ADJ
amfbr-2259	376	14	and	and	CCONJ
amfbr-2259	376	15	binary	binary	ADJ
amfbr-2259	376	16	data	datum	NOUN
amfbr-2259	376	17	;	;	PUNCT
amfbr-2259	376	18	a	a	DET
amfbr-2259	376	19	comparative	comparative	ADJ
amfbr-2259	376	20	analysis	analysis	NOUN
amfbr-2259	376	21	.	.	PUNCT
amfbr-2259	377	1	ieee	ieee	NOUN
amfbr-2259	377	2	access	access	NOUN
amfbr-2259	377	3	,	,	PUNCT
amfbr-2259	377	4	8	8	NUM
amfbr-2259	377	5	,	,	PUNCT
amfbr-2259	377	6	150199	150199	NUM
amfbr-2259	377	7	-	-	SYM
amfbr-2259	377	8	150212	150212	NUM
amfbr-2259	377	9	.	.	PUNCT
amfbr-2259	378	1	https://doi.org/10.1109/access.2020.3015966	https://doi.org/10.1109/access.2020.3015966	PROPN
amfbr-2259	378	2	nichols	nichols	PROPN
amfbr-2259	378	3	,	,	PUNCT
amfbr-2259	378	4	j.	j.	PROPN
amfbr-2259	378	5	a.	a.	PROPN
amfbr-2259	378	6	,	,	PUNCT
amfbr-2259	378	7	herbert	herbert	PROPN
amfbr-2259	378	8	chan	chan	PROPN
amfbr-2259	378	9	,	,	PUNCT
amfbr-2259	378	10	h.	h.	PROPN
amfbr-2259	378	11	w.	w.	PROPN
amfbr-2259	378	12	,	,	PUNCT
amfbr-2259	378	13	&	&	CCONJ
amfbr-2259	378	14	baker	baker	PROPN
amfbr-2259	378	15	,	,	PUNCT
amfbr-2259	378	16	m.	m.	NOUN
amfbr-2259	378	17	a.	a.	PROPN
amfbr-2259	378	18	(	(	PUNCT
amfbr-2259	378	19	2019	2019	NUM
amfbr-2259	378	20	)	)	PUNCT
amfbr-2259	378	21	.	.	PUNCT
amfbr-2259	379	1	machine	machine	NOUN
amfbr-2259	379	2	learning	learning	PROPN
amfbr-2259	379	3	:	:	PUNCT
amfbr-2259	379	4	applications	application	NOUN
amfbr-2259	379	5	of	of	ADP
amfbr-2259	379	6	artificial	artificial	ADJ
amfbr-2259	379	7	intelligence	intelligence	NOUN
amfbr-2259	379	8	to	to	ADP
amfbr-2259	379	9	imaging	imaging	NOUN
amfbr-2259	379	10	and	and	CCONJ
amfbr-2259	379	11	diagnosis	diagnosis	NOUN
amfbr-2259	379	12	.	.	PUNCT
amfbr-2259	380	1	biophysical	biophysical	ADJ
amfbr-2259	380	2	reviews	review	NOUN
amfbr-2259	380	3	,	,	PUNCT
amfbr-2259	380	4	11	11	NUM
amfbr-2259	380	5	,	,	PUNCT
amfbr-2259	380	6	111–118	111–118	NUM
amfbr-2259	380	7	.	.	PUNCT
amfbr-2259	381	1	https://doi.org/10.1007/s12551-018-0449-9	https://doi.org/10.1007/s12551-018-0449-9	NUM
amfbr-2259	381	2	osasona	osasona	PROPN
amfbr-2259	381	3	,	,	PUNCT
amfbr-2259	381	4	f.	f.	PROPN
amfbr-2259	381	5	,	,	PUNCT
amfbr-2259	381	6	amoo	amoo	NOUN
amfbr-2259	381	7	,	,	PUNCT
amfbr-2259	381	8	o.	o.	PROPN
amfbr-2259	381	9	o.	o.	PROPN
amfbr-2259	381	10	,	,	PUNCT
amfbr-2259	381	11	atadoga	atadoga	PROPN
amfbr-2259	381	12	,	,	PUNCT
amfbr-2259	381	13	a.	a.	NOUN
amfbr-2259	381	14	,	,	PUNCT
amfbr-2259	381	15	abrahams	abrahams	NOUN
amfbr-2259	381	16	,	,	PUNCT
amfbr-2259	381	17	t.	t.	PROPN
amfbr-2259	381	18	o.	o.	PROPN
amfbr-2259	381	19	,	,	PUNCT
amfbr-2259	381	20	farayola	farayola	PROPN
amfbr-2259	381	21	,	,	PUNCT
amfbr-2259	381	22	o.	o.	PROPN
amfbr-2259	381	23	a.	a.	PROPN
amfbr-2259	381	24	,	,	PUNCT
amfbr-2259	381	25	&	&	CCONJ
amfbr-2259	381	26	ayinla	ayinla	PROPN
amfbr-2259	381	27	,	,	PUNCT
amfbr-2259	381	28	b.	b.	PROPN
amfbr-2259	381	29	s.	s.	PROPN
amfbr-2259	381	30	(	(	PUNCT
amfbr-2259	381	31	2024	2024	NUM
amfbr-2259	381	32	)	)	PUNCT
amfbr-2259	381	33	.	.	PUNCT
amfbr-2259	382	1	reviewing	review	VERB
amfbr-2259	382	2	the	the	DET
amfbr-2259	382	3	ethical	ethical	ADJ
amfbr-2259	382	4	implications	implication	NOUN
amfbr-2259	382	5	of	of	ADP
amfbr-2259	382	6	ai	ai	NOUN
amfbr-2259	382	7	in	in	ADP
amfbr-2259	382	8	decision	decision	NOUN
amfbr-2259	382	9	-	-	PUNCT
amfbr-2259	382	10	making	make	VERB
amfbr-2259	382	11	processes	process	NOUN
amfbr-2259	382	12	.	.	PUNCT
amfbr-2259	383	1	international	international	ADJ
amfbr-2259	383	2	journal	journal	PROPN
amfbr-2259	383	3	of	of	ADP
amfbr-2259	383	4	management	management	NOUN
amfbr-2259	383	5	&	&	CCONJ
amfbr-2259	383	6	entrepreneurship	entrepreneurship	NOUN
amfbr-2259	383	7	research	research	NOUN
amfbr-2259	383	8	,	,	PUNCT
amfbr-2259	383	9	6(2	6(2	NUM
amfbr-2259	383	10	)	)	PUNCT
amfbr-2259	383	11	,	,	PUNCT
amfbr-2259	383	12	322	322	NUM
amfbr-2259	383	13	-	-	SYM
amfbr-2259	383	14	335	335	NUM
amfbr-2259	383	15	.	.	PUNCT
amfbr-2259	384	1	https://doi.org/10.51594/ijmer.v6i2.773	https://doi.org/10.51594/ijmer.v6i2.773	PROPN
amfbr-2259	384	2	rane	rane	PROPN
amfbr-2259	384	3	,	,	PUNCT
amfbr-2259	384	4	n.	n.	PROPN
amfbr-2259	384	5	l.	l.	PROPN
amfbr-2259	384	6	,	,	PUNCT
amfbr-2259	384	7	choudhary	choudhary	PROPN
amfbr-2259	384	8	,	,	PUNCT
amfbr-2259	384	9	s.	s.	PROPN
amfbr-2259	384	10	p.	p.	PROPN
amfbr-2259	384	11	,	,	PUNCT
amfbr-2259	384	12	&	&	CCONJ
amfbr-2259	384	13	rane	rane	PROPN
amfbr-2259	384	14	,	,	PUNCT
amfbr-2259	384	15	j.	j.	PROPN
amfbr-2259	384	16	(	(	PUNCT
amfbr-2259	384	17	2024	2024	NUM
amfbr-2259	384	18	)	)	PUNCT
amfbr-2259	384	19	.	.	PUNCT
amfbr-2259	385	1	artificial	artificial	ADJ
amfbr-2259	385	2	intelligence	intelligence	NOUN
amfbr-2259	385	3	-	-	PUNCT
amfbr-2259	385	4	driven	drive	VERB
amfbr-2259	385	5	corporate	corporate	ADJ
amfbr-2259	385	6	finance	finance	NOUN
amfbr-2259	385	7	:	:	PUNCT
amfbr-2259	385	8	enhancing	enhance	VERB
amfbr-2259	385	9	efficiency	efficiency	NOUN
amfbr-2259	385	10	and	and	CCONJ
amfbr-2259	385	11	decision	decision	NOUN
amfbr-2259	385	12	-	-	PUNCT
amfbr-2259	385	13	making	making	NOUN
amfbr-2259	385	14	through	through	ADP
amfbr-2259	385	15	machine	machine	NOUN
amfbr-2259	385	16	learning	learning	NOUN
amfbr-2259	385	17	,	,	PUNCT
amfbr-2259	385	18	natural	natural	ADJ
amfbr-2259	385	19	language	language	NOUN
amfbr-2259	385	20	processing	processing	NOUN
amfbr-2259	385	21	,	,	PUNCT
amfbr-2259	385	22	and	and	CCONJ
amfbr-2259	385	23	robotic	robotic	ADJ
amfbr-2259	385	24	process	process	NOUN
amfbr-2259	385	25	automation	automation	NOUN
amfbr-2259	385	26	in	in	ADP
amfbr-2259	385	27	corporate	corporate	ADJ
amfbr-2259	385	28	governance	governance	NOUN
amfbr-2259	385	29	and	and	CCONJ
amfbr-2259	385	30	sustainability	sustainability	NOUN
amfbr-2259	385	31	.	.	PUNCT
amfbr-2259	386	1	studies	study	NOUN
amfbr-2259	386	2	in	in	ADP
amfbr-2259	386	3	economics	economic	NOUN
amfbr-2259	386	4	and	and	CCONJ
amfbr-2259	386	5	business	business	NOUN
amfbr-2259	386	6	relations	relation	NOUN
amfbr-2259	386	7	,	,	PUNCT
amfbr-2259	386	8	5(2	5(2	NUM
amfbr-2259	386	9	)	)	PUNCT
amfbr-2259	386	10	,	,	PUNCT
amfbr-2259	386	11	1	1	NUM
amfbr-2259	386	12	-	-	SYM
amfbr-2259	386	13	22	22	NUM
amfbr-2259	386	14	.	.	PUNCT
amfbr-2259	387	1	https://doi.org/10.48185/sebr.v5i2.1050	https://doi.org/10.48185/sebr.v5i2.1050	PROPN
amfbr-2259	387	2	rao	rao	PROPN
amfbr-2259	387	3	,	,	PUNCT
amfbr-2259	387	4	a.	a.	PROPN
amfbr-2259	387	5	,	,	PUNCT
amfbr-2259	387	6	&	&	CCONJ
amfbr-2259	387	7	hossain	hossain	PROPN
amfbr-2259	387	8	,	,	PUNCT
amfbr-2259	387	9	m.	m.	PROPN
amfbr-2259	387	10	r.	r.	PROPN
amfbr-2259	387	11	(	(	PUNCT
amfbr-2259	387	12	2024	2024	NUM
amfbr-2259	387	13	)	)	PUNCT
amfbr-2259	387	14	.	.	PUNCT
amfbr-2259	388	1	the	the	DET
amfbr-2259	388	2	future	future	NOUN
amfbr-2259	388	3	of	of	ADP
amfbr-2259	388	4	finance	finance	NOUN
amfbr-2259	388	5	:	:	PUNCT
amfbr-2259	388	6	artificial	artificial	ADJ
amfbr-2259	388	7	intelligence	intelligence	NOUN
amfbr-2259	388	8	's	's	PART
amfbr-2259	388	9	influence	influence	NOUN
amfbr-2259	388	10	on	on	ADP
amfbr-2259	388	11	behavioral	behavioral	ADJ
amfbr-2259	388	12	investment	investment	NOUN
amfbr-2259	388	13	decisions	decision	NOUN
amfbr-2259	388	14	.	.	PUNCT
amfbr-2259	389	1	in	in	ADP
amfbr-2259	389	2	leveraging	leverage	VERB
amfbr-2259	389	3	ai	ai	VERB
amfbr-2259	389	4	and	and	CCONJ
amfbr-2259	389	5	emotional	emotional	ADJ
amfbr-2259	389	6	intelligence	intelligence	NOUN
amfbr-2259	389	7	in	in	ADP
amfbr-2259	389	8	contemporary	contemporary	ADJ
amfbr-2259	389	9	business	business	NOUN
amfbr-2259	389	10	organizations	organization	NOUN
amfbr-2259	389	11	(	(	PUNCT
amfbr-2259	389	12	pp	pp	ADJ
amfbr-2259	389	13	.	.	PUNCT
amfbr-2259	389	14	166	166	NUM
amfbr-2259	389	15	-	-	SYM
amfbr-2259	389	16	186	186	NUM
amfbr-2259	389	17	)	)	PUNCT
amfbr-2259	389	18	.	.	PUNCT
amfbr-2259	390	1	igi	igi	PROPN
amfbr-2259	390	2	global	global	PROPN
amfbr-2259	390	3	.	.	PUNCT
amfbr-2259	391	1	https://doi.org/10.4018/979-8-3693-1902-4.ch010	https://doi.org/10.4018/979-8-3693-1902-4.ch010	PROPN
amfbr-2259	391	2	rath	rath	PROPN
amfbr-2259	391	3	,	,	PUNCT
amfbr-2259	391	4	s.	s.	PROPN
amfbr-2259	391	5	,	,	PUNCT
amfbr-2259	391	6	das	das	PROPN
amfbr-2259	391	7	,	,	PUNCT
amfbr-2259	391	8	n.	n.	PROPN
amfbr-2259	391	9	r.	r.	PROPN
amfbr-2259	391	10	,	,	PUNCT
amfbr-2259	391	11	&	&	CCONJ
amfbr-2259	391	12	pattanayak	pattanayak	PROPN
amfbr-2259	391	13	,	,	PUNCT
amfbr-2259	391	14	b.	b.	PROPN
amfbr-2259	391	15	k.	k.	PROPN
amfbr-2259	391	16	(	(	PUNCT
amfbr-2259	391	17	2024	2024	NUM
amfbr-2259	391	18	)	)	PUNCT
amfbr-2259	391	19	.	.	PUNCT
amfbr-2259	392	1	an	an	DET
amfbr-2259	392	2	analytic	analytic	ADJ
amfbr-2259	392	3	review	review	NOUN
amfbr-2259	392	4	on	on	ADP
amfbr-2259	392	5	stock	stock	NOUN
amfbr-2259	392	6	market	market	NOUN
amfbr-2259	392	7	price	price	NOUN
amfbr-2259	392	8	prediction	prediction	NOUN
amfbr-2259	392	9	using	use	VERB
amfbr-2259	392	10	machine	machine	NOUN
amfbr-2259	392	11	learning	learning	NOUN
amfbr-2259	392	12	and	and	CCONJ
amfbr-2259	392	13	deep	deep	ADJ
amfbr-2259	392	14	learning	learning	NOUN
amfbr-2259	392	15	techniques	technique	NOUN
amfbr-2259	392	16	.	.	PUNCT
amfbr-2259	393	1	recent	recent	ADJ
amfbr-2259	393	2	patents	patent	NOUN
amfbr-2259	393	3	on	on	ADP
amfbr-2259	393	4	engineering	engineering	NOUN
amfbr-2259	393	5	,	,	PUNCT
amfbr-2259	393	6	18(2	18(2	NUM
amfbr-2259	393	7	)	)	PUNCT
amfbr-2259	393	8	,	,	PUNCT
amfbr-2259	393	9	88	88	NUM
amfbr-2259	393	10	-	-	SYM
amfbr-2259	393	11	104	104	NUM
amfbr-2259	393	12	.	.	PUNCT
amfbr-2259	394	1	https://doi.org/10.2174/1872212118666230303154251	https://doi.org/10.2174/1872212118666230303154251	PROPN
amfbr-2259	394	2	rollins	rollin	NOUN
amfbr-2259	394	3	,	,	PUNCT
amfbr-2259	394	4	m.	m.	NOUN
amfbr-2259	394	5	,	,	PUNCT
amfbr-2259	394	6	&	&	CCONJ
amfbr-2259	394	7	cliff	cliff	PROPN
amfbr-2259	394	8	,	,	PUNCT
amfbr-2259	394	9	d.	d.	PROPN
amfbr-2259	394	10	(	(	PUNCT
amfbr-2259	394	11	2020	2020	NUM
amfbr-2259	394	12	)	)	PUNCT
amfbr-2259	394	13	.	.	PUNCT
amfbr-2259	395	1	which	which	DET
amfbr-2259	395	2	trading	trade	VERB
amfbr-2259	395	3	agent	agent	NOUN
amfbr-2259	395	4	is	be	AUX
amfbr-2259	395	5	best	good	ADJ
amfbr-2259	395	6	?	?	PUNCT
amfbr-2259	396	1	using	use	VERB
amfbr-2259	396	2	a	a	DET
amfbr-2259	396	3	threaded	thread	VERB
amfbr-2259	396	4	parallel	parallel	ADJ
amfbr-2259	396	5	simulation	simulation	NOUN
amfbr-2259	396	6	of	of	ADP
amfbr-2259	396	7	a	a	DET
amfbr-2259	396	8	financial	financial	ADJ
amfbr-2259	396	9	market	market	NOUN
amfbr-2259	396	10	changes	change	VERB
amfbr-2259	396	11	the	the	DET
amfbr-2259	396	12	pecking	pecking	NOUN
amfbr-2259	396	13	order	order	NOUN
amfbr-2259	396	14	.	.	PUNCT
amfbr-2259	397	1	arxiv	arxiv	PROPN
amfbr-2259	397	2	preprint	preprint	NOUN
amfbr-2259	397	3	arxiv:2009.06905	arxiv:2009.06905	PROPN
amfbr-2259	397	4	.	.	PUNCT
amfbr-2259	398	1	https://doi.org/10.48550/arxiv.2009.06905	https://doi.org/10.48550/arxiv.2009.06905	PROPN
amfbr-2259	398	2	romanko	romanko	PROPN
amfbr-2259	398	3	,	,	PUNCT
amfbr-2259	398	4	o.	o.	PROPN
amfbr-2259	398	5	,	,	PUNCT
amfbr-2259	398	6	narayan	narayan	PROPN
amfbr-2259	398	7	,	,	PUNCT
amfbr-2259	398	8	a.	a.	PROPN
amfbr-2259	398	9	,	,	PUNCT
amfbr-2259	398	10	&	&	CCONJ
amfbr-2259	398	11	kwon	kwon	PROPN
amfbr-2259	398	12	,	,	PUNCT
amfbr-2259	398	13	r.	r.	PROPN
amfbr-2259	398	14	h.	h.	PROPN
amfbr-2259	398	15	(	(	PUNCT
amfbr-2259	398	16	2023	2023	NUM
amfbr-2259	398	17	,	,	PUNCT
amfbr-2259	398	18	november	november	PROPN
amfbr-2259	398	19	)	)	PUNCT
amfbr-2259	398	20	.	.	PUNCT
amfbr-2259	399	1	chatgpt	chatgpt	NOUN
amfbr-2259	399	2	-	-	PUNCT
amfbr-2259	399	3	based	base	VERB
amfbr-2259	399	4	investment	investment	NOUN
amfbr-2259	399	5	portfolio	portfolio	NOUN
amfbr-2259	399	6	selection	selection	NOUN
amfbr-2259	399	7	.	.	PUNCT
amfbr-2259	400	1	in	in	ADP
amfbr-2259	400	2	operations	operation	NOUN
amfbr-2259	400	3	research	research	NOUN
amfbr-2259	400	4	forum	forum	NOUN
amfbr-2259	400	5	(	(	PUNCT
amfbr-2259	400	6	vol	vol	NOUN
amfbr-2259	400	7	.	.	PROPN
amfbr-2259	400	8	4	4	NUM
amfbr-2259	400	9	,	,	PUNCT
amfbr-2259	400	10	no	no	INTJ
amfbr-2259	400	11	.	.	NOUN
amfbr-2259	400	12	4	4	NUM
amfbr-2259	400	13	,	,	PUNCT
amfbr-2259	400	14	p.	p.	NOUN
amfbr-2259	400	15	91	91	NUM
amfbr-2259	400	16	)	)	PUNCT
amfbr-2259	400	17	.	.	PUNCT
amfbr-2259	401	1	cham	cham	PROPN
amfbr-2259	401	2	:	:	PUNCT
amfbr-2259	401	3	springer	springer	NOUN
amfbr-2259	401	4	international	international	ADJ
amfbr-2259	401	5	publishing	publishing	NOUN
amfbr-2259	401	6	.	.	PUNCT
amfbr-2259	402	1	https://doi.org/10.1007/s43069023-00277-6	https://doi.org/10.1007/s43069023-00277-6	PROPN
amfbr-2259	402	2	romero	romero	PROPN
amfbr-2259	402	3	,	,	PUNCT
amfbr-2259	402	4	p.	p.	PROPN
amfbr-2259	402	5	,	,	PUNCT
amfbr-2259	402	6	&	&	CCONJ
amfbr-2259	402	7	fitz	fitz	PROPN
amfbr-2259	402	8	,	,	PUNCT
amfbr-2259	402	9	s.	s.	PROPN
amfbr-2259	402	10	(	(	PUNCT
amfbr-2259	402	11	2021	2021	NUM
amfbr-2259	402	12	)	)	PUNCT
amfbr-2259	402	13	.	.	PUNCT
amfbr-2259	403	1	the	the	DET
amfbr-2259	403	2	use	use	NOUN
amfbr-2259	403	3	of	of	ADP
amfbr-2259	403	4	psychometrics	psychometric	NOUN
amfbr-2259	403	5	and	and	CCONJ
amfbr-2259	403	6	artificial	artificial	ADJ
amfbr-2259	403	7	intelligence	intelligence	NOUN
amfbr-2259	403	8	in	in	ADP
amfbr-2259	403	9	alternative	alternative	ADJ
amfbr-2259	403	10	finance	finance	NOUN
amfbr-2259	403	11	.	.	PUNCT
amfbr-2259	404	1	the	the	DET
amfbr-2259	404	2	palgrave	palgrave	ADJ
amfbr-2259	404	3	handbook	handbook	NOUN
amfbr-2259	404	4	of	of	ADP
amfbr-2259	404	5	technological	technological	ADJ
amfbr-2259	404	6	finance	finance	NOUN
amfbr-2259	404	7	,	,	PUNCT
amfbr-2259	404	8	511–587	511–587	NUM
amfbr-2259	404	9	.	.	PUNCT
amfbr-2259	405	1	https://doi.org/10.1007/978-3-030-65117-6_21	https://doi.org/10.1007/978-3-030-65117-6_21	PRON
amfbr-2259	405	2	rostami	rostami	NOUN
amfbr-2259	405	3	,	,	PUNCT
amfbr-2259	405	4	m.	m.	NOUN
amfbr-2259	405	5	,	,	PUNCT
amfbr-2259	405	6	berahmand	berahmand	PROPN
amfbr-2259	405	7	,	,	PUNCT
amfbr-2259	405	8	k.	k.	PROPN
amfbr-2259	405	9	,	,	PUNCT
amfbr-2259	405	10	nasiri	nasiri	ADV
amfbr-2259	405	11	,	,	PUNCT
amfbr-2259	405	12	e.	e.	PROPN
amfbr-2259	405	13	,	,	PUNCT
amfbr-2259	405	14	&	&	CCONJ
amfbr-2259	405	15	forouzandeh	forouzandeh	PROPN
amfbr-2259	405	16	,	,	PUNCT
amfbr-2259	405	17	s.	s.	PROPN
amfbr-2259	405	18	(	(	PUNCT
amfbr-2259	405	19	2021	2021	NUM
amfbr-2259	405	20	)	)	PUNCT
amfbr-2259	405	21	.	.	PUNCT
amfbr-2259	406	1	review	review	NOUN
amfbr-2259	406	2	of	of	ADP
amfbr-2259	406	3	swarm	swarm	NOUN
amfbr-2259	406	4	intelligence	intelligence	NOUN
amfbr-2259	406	5	-	-	PUNCT
amfbr-2259	406	6	based	base	VERB
amfbr-2259	406	7	feature	feature	NOUN
amfbr-2259	406	8	selection	selection	NOUN
amfbr-2259	406	9	methods	method	NOUN
amfbr-2259	406	10	.	.	PUNCT
amfbr-2259	407	1	engineering	engineering	NOUN
amfbr-2259	407	2	applications	application	NOUN
amfbr-2259	407	3	of	of	ADP
amfbr-2259	407	4	artificial	artificial	ADJ
amfbr-2259	407	5	intelligence	intelligence	NOUN
amfbr-2259	407	6	,	,	PUNCT
amfbr-2259	407	7	100	100	NUM
amfbr-2259	407	8	,	,	PUNCT
amfbr-2259	407	9	104210	104210	NUM
amfbr-2259	407	10	.	.	PUNCT
amfbr-2259	408	1	https://doi.org/10.1016/j.engappai.2021.104210	https://doi.org/10.1016/j.engappai.2021.104210	PROPN
amfbr-2259	408	2	sironi	sironi	PROPN
amfbr-2259	408	3	,	,	PUNCT
amfbr-2259	408	4	p.	p.	NOUN
amfbr-2259	408	5	(	(	PUNCT
amfbr-2259	408	6	2021	2021	NUM
amfbr-2259	408	7	)	)	PUNCT
amfbr-2259	408	8	.	.	PUNCT
amfbr-2259	409	1	banks	bank	NOUN
amfbr-2259	409	2	and	and	CCONJ
amfbr-2259	409	3	fintech	fintech	NOUN
amfbr-2259	409	4	on	on	ADP
amfbr-2259	409	5	platform	platform	NOUN
amfbr-2259	409	6	economies	economy	NOUN
amfbr-2259	409	7	:	:	PUNCT
amfbr-2259	409	8	contextual	contextual	ADJ
amfbr-2259	409	9	and	and	CCONJ
amfbr-2259	409	10	conscious	conscious	ADJ
amfbr-2259	409	11	banking	banking	NOUN
amfbr-2259	409	12	.	.	PUNCT
amfbr-2259	410	1	john	john	PROPN
amfbr-2259	410	2	wiley	wiley	PROPN
amfbr-2259	410	3	&	&	CCONJ
amfbr-2259	410	4	sons	son	NOUN
amfbr-2259	410	5	.	.	PUNCT
amfbr-2259	411	1	isbn	isbn	ADJ
amfbr-2259	411	2	:	:	PUNCT
amfbr-2259	411	3	978	978	NUM
amfbr-2259	411	4	-	-	SYM
amfbr-2259	411	5	1	1	NUM
amfbr-2259	411	6	-	-	NUM
amfbr-2259	411	7	119	119	NUM
amfbr-2259	411	8	-	-	PUNCT
amfbr-2259	411	9	75697	75697	NUM
amfbr-2259	411	10	-	-	SYM
amfbr-2259	411	11	2	2	NUM
amfbr-2259	411	12	.	.	PUNCT
amfbr-2259	411	13	tao	tao	PROPN
amfbr-2259	411	14	,	,	PUNCT
amfbr-2259	411	15	r.	r.	PROPN
amfbr-2259	411	16	,	,	PUNCT
amfbr-2259	411	17	su	su	PROPN
amfbr-2259	411	18	,	,	PUNCT
amfbr-2259	411	19	c.	c.	PROPN
amfbr-2259	411	20	w.	w.	PROPN
amfbr-2259	411	21	,	,	PUNCT
amfbr-2259	411	22	xiao	xiao	PROPN
amfbr-2259	411	23	,	,	PUNCT
amfbr-2259	411	24	y.	y.	PROPN
amfbr-2259	411	25	,	,	PUNCT
amfbr-2259	411	26	dai	dai	PROPN
amfbr-2259	411	27	,	,	PUNCT
amfbr-2259	411	28	k.	k.	PROPN
amfbr-2259	411	29	,	,	PUNCT
amfbr-2259	411	30	&	&	CCONJ
amfbr-2259	411	31	khalid	khalid	PROPN
amfbr-2259	411	32	,	,	PUNCT
amfbr-2259	411	33	f.	f.	PROPN
amfbr-2259	411	34	(	(	PUNCT
amfbr-2259	411	35	2021	2021	NUM
amfbr-2259	411	36	)	)	PUNCT
amfbr-2259	411	37	.	.	PUNCT
amfbr-2259	412	1	robo	robo	NOUN
amfbr-2259	412	2	advisors	advisor	NOUN
amfbr-2259	412	3	,	,	PUNCT
amfbr-2259	412	4	algorithmic	algorithmic	ADJ
amfbr-2259	412	5	trading	trading	NOUN
amfbr-2259	412	6	and	and	CCONJ
amfbr-2259	412	7	investment	investment	NOUN
amfbr-2259	412	8	management	management	NOUN
amfbr-2259	412	9	:	:	PUNCT
amfbr-2259	412	10	wonders	wonder	NOUN
amfbr-2259	412	11	of	of	ADP
amfbr-2259	412	12	fourth	fourth	ADJ
amfbr-2259	412	13	industrial	industrial	ADJ
amfbr-2259	412	14	revolution	revolution	NOUN
amfbr-2259	412	15	in	in	ADP
amfbr-2259	412	16	financial	financial	ADJ
amfbr-2259	412	17	markets	market	NOUN
amfbr-2259	412	18	.	.	PUNCT
amfbr-2259	413	1	technological	technological	ADJ
amfbr-2259	413	2	forecasting	forecasting	NOUN
amfbr-2259	413	3	and	and	CCONJ
amfbr-2259	413	4	social	social	ADJ
amfbr-2259	413	5	change	change	NOUN
amfbr-2259	413	6	,	,	PUNCT
amfbr-2259	413	7	163	163	NUM
amfbr-2259	413	8	,	,	PUNCT
amfbr-2259	413	9	120421	120421	NUM
amfbr-2259	413	10	.	.	PUNCT
amfbr-2259	414	1	https://doi.org/10.1016/j.techfore.2020.120421	https://doi.org/10.1016/j.techfore.2020.120421	NOUN
amfbr-2259	414	2	truby	truby	PROPN
amfbr-2259	414	3	,	,	PUNCT
amfbr-2259	414	4	j.	j.	PROPN
amfbr-2259	414	5	(	(	PUNCT
amfbr-2259	414	6	2020	2020	NUM
amfbr-2259	414	7	)	)	PUNCT
amfbr-2259	414	8	.	.	PUNCT
amfbr-2259	415	1	governing	govern	VERB
amfbr-2259	415	2	artificial	artificial	ADJ
amfbr-2259	415	3	intelligence	intelligence	NOUN
amfbr-2259	415	4	to	to	PART
amfbr-2259	415	5	benefit	benefit	VERB
amfbr-2259	415	6	the	the	DET
amfbr-2259	415	7	un	un	PROPN
amfbr-2259	415	8	sustainable	sustainable	ADJ
amfbr-2259	415	9	development	development	NOUN
amfbr-2259	415	10	goals	goal	NOUN
amfbr-2259	415	11	.	.	PUNCT
amfbr-2259	416	1	sustainable	sustainable	ADJ
amfbr-2259	416	2	development	development	NOUN
amfbr-2259	416	3	,	,	PUNCT
amfbr-2259	416	4	28(4	28(4	NUM
amfbr-2259	416	5	)	)	PUNCT
amfbr-2259	416	6	,	,	PUNCT
amfbr-2259	416	7	946–959	946–959	NUM
amfbr-2259	416	8	.	.	PUNCT
amfbr-2259	417	1	https://doi.org/10.1002/sd.2048	https://doi.org/10.1002/sd.2048	PROPN
amfbr-2259	417	2	valle	valle	NOUN
amfbr-2259	417	3	-	-	PUNCT
amfbr-2259	417	4	cruz	cruz	PROPN
amfbr-2259	417	5	,	,	PUNCT
amfbr-2259	417	6	d.	d.	PROPN
amfbr-2259	417	7	,	,	PUNCT
amfbr-2259	417	8	fernandez	fernandez	PROPN
amfbr-2259	417	9	-	-	PUNCT
amfbr-2259	417	10	cortez	cortez	PROPN
amfbr-2259	417	11	,	,	PUNCT
amfbr-2259	417	12	v.	v.	NOUN
amfbr-2259	417	13	,	,	PUNCT
amfbr-2259	417	14	lópez	lópez	NOUN
amfbr-2259	417	15	-	-	PUNCT
amfbr-2259	417	16	chau	chau	NOUN
amfbr-2259	417	17	,	,	PUNCT
amfbr-2259	417	18	a.	a.	NOUN
amfbr-2259	417	19	,	,	PUNCT
amfbr-2259	417	20	&	&	CCONJ
amfbr-2259	417	21	sandoval	sandoval	PROPN
amfbr-2259	417	22	-	-	PUNCT
amfbr-2259	417	23	almazán	almazán	PROPN
amfbr-2259	417	24	,	,	PUNCT
amfbr-2259	417	25	r.	r.	PROPN
amfbr-2259	417	26	(	(	PUNCT
amfbr-2259	417	27	2022	2022	NUM
amfbr-2259	417	28	)	)	PUNCT
amfbr-2259	417	29	.	.	PUNCT
amfbr-2259	418	1	does	do	AUX
amfbr-2259	418	2	twitter	twitter	NOUN
amfbr-2259	418	3	affect	affect	VERB
amfbr-2259	418	4	stock	stock	NOUN
amfbr-2259	418	5	market	market	NOUN
amfbr-2259	418	6	decisions	decision	NOUN
amfbr-2259	418	7	?	?	PUNCT
amfbr-2259	419	1	financial	financial	ADJ
amfbr-2259	419	2	sentiment	sentiment	NOUN
amfbr-2259	419	3	analysis	analysis	NOUN
amfbr-2259	419	4	during	during	ADP
amfbr-2259	419	5	pandemics	pandemic	NOUN
amfbr-2259	419	6	:	:	PUNCT
amfbr-2259	419	7	a	a	DET
amfbr-2259	419	8	comparative	comparative	ADJ
amfbr-2259	419	9	study	study	NOUN
amfbr-2259	419	10	of	of	ADP
amfbr-2259	419	11	the	the	DET
amfbr-2259	419	12	h1n1	h1n1	NOUN
amfbr-2259	419	13	and	and	CCONJ
amfbr-2259	419	14	the	the	DET
amfbr-2259	419	15	covid-19	covid-19	PROPN
amfbr-2259	419	16	periods	period	NOUN
amfbr-2259	419	17	.	.	PUNCT
amfbr-2259	420	1	cognitive	cognitive	ADJ
amfbr-2259	420	2	computation	computation	NOUN
amfbr-2259	420	3	,	,	PUNCT
amfbr-2259	420	4	14(1	14(1	NUM
amfbr-2259	420	5	)	)	PUNCT
amfbr-2259	420	6	,	,	PUNCT
amfbr-2259	420	7	372	372	NUM
amfbr-2259	420	8	-	-	SYM
amfbr-2259	420	9	387	387	NUM
amfbr-2259	420	10	.	.	PUNCT
amfbr-2259	420	11	https://doi.org/10.1007/s12559-021-09819-8	https://doi.org/10.1007/s12559-021-09819-8	NUM
amfbr-2259	420	12	vincent	vincent	PROPN
amfbr-2259	420	13	,	,	PUNCT
amfbr-2259	420	14	v.	v.	PROPN
amfbr-2259	420	15	u.	u.	PROPN
amfbr-2259	420	16	(	(	PUNCT
amfbr-2259	420	17	2021	2021	NUM
amfbr-2259	420	18	)	)	PUNCT
amfbr-2259	420	19	.	.	PUNCT
amfbr-2259	421	1	integrating	integrate	VERB
amfbr-2259	421	2	intuition	intuition	NOUN
amfbr-2259	421	3	and	and	CCONJ
amfbr-2259	421	4	artificial	artificial	ADJ
amfbr-2259	421	5	intelligence	intelligence	NOUN
amfbr-2259	421	6	in	in	ADP
amfbr-2259	421	7	organizational	organizational	ADJ
amfbr-2259	421	8	decision	decision	NOUN
amfbr-2259	421	9	-	-	PUNCT
amfbr-2259	421	10	making	making	NOUN
amfbr-2259	421	11	.	.	PUNCT
amfbr-2259	422	1	business	business	NOUN
amfbr-2259	422	2	horizons	horizon	NOUN
amfbr-2259	422	3	,	,	PUNCT
amfbr-2259	422	4	64(4	64(4	NUM
amfbr-2259	422	5	)	)	PUNCT
amfbr-2259	422	6	,	,	PUNCT
amfbr-2259	422	7	425	425	NUM
amfbr-2259	422	8	-	-	SYM
amfbr-2259	422	9	438	438	NUM
amfbr-2259	422	10	.	.	PUNCT
amfbr-2259	423	1	https://doi.org/10.1016/j.bushor.2021.02.008	https://doi.org/10.1016/j.bushor.2021.02.008	NOUN
amfbr-2259	423	2	monira	monira	PROPN
amfbr-2259	423	3	,	,	PUNCT
amfbr-2259	423	4	american	american	PROPN
amfbr-2259	423	5	finance	finance	PROPN
amfbr-2259	423	6	&	&	CCONJ
amfbr-2259	423	7	banking	banking	PROPN
amfbr-2259	423	8	review	review	NOUN
amfbr-2259	423	9	9(1	9(1	NUM
amfbr-2259	423	10	)	)	PUNCT
amfbr-2259	423	11	(	(	PUNCT
amfbr-2259	423	12	2024	2024	NUM
amfbr-2259	423	13	)	)	PUNCT
amfbr-2259	423	14	,	,	PUNCT
amfbr-2259	423	15	1	1	NUM
amfbr-2259	423	16	-	-	SYM
amfbr-2259	423	17	10	10	NUM
amfbr-2259	423	18	10	10	NUM
amfbr-2259	423	19	vinichenko	vinichenko	PROPN
amfbr-2259	423	20	,	,	PUNCT
amfbr-2259	423	21	o.	o.	PROPN
amfbr-2259	423	22	,	,	PUNCT
amfbr-2259	423	23	&	&	CCONJ
amfbr-2259	423	24	hrybkova	hrybkova	PROPN
amfbr-2259	423	25	,	,	PUNCT
amfbr-2259	423	26	m.	m.	NOUN
amfbr-2259	423	27	(	(	PUNCT
amfbr-2259	423	28	2021	2021	NUM
amfbr-2259	423	29	)	)	PUNCT
amfbr-2259	423	30	.	.	PUNCT
amfbr-2259	424	1	analysis	analysis	NOUN
amfbr-2259	424	2	of	of	ADP
amfbr-2259	424	3	the	the	DET
amfbr-2259	424	4	hedge	hedge	NOUN
amfbr-2259	424	5	fund	fund	NOUN
amfbr-2259	424	6	industry	industry	NOUN
amfbr-2259	424	7	for	for	ADP
amfbr-2259	424	8	the	the	DET
amfbr-2259	424	9	purpose	purpose	NOUN
amfbr-2259	424	10	of	of	ADP
amfbr-2259	424	11	implementation	implementation	NOUN
amfbr-2259	424	12	in	in	ADP
amfbr-2259	424	13	the	the	DET
amfbr-2259	424	14	financial	financial	ADJ
amfbr-2259	424	15	system	system	NOUN
amfbr-2259	424	16	of	of	ADP
amfbr-2259	424	17	ukraine	ukraine	NOUN
amfbr-2259	424	18	.	.	PUNCT
amfbr-2259	425	1	issn	issn	PROPN
amfbr-2259	425	2	2415	2415	NUM
amfbr-2259	425	3	-	-	SYM
amfbr-2259	425	4	3974	3974	NUM
amfbr-2259	425	5	.	.	PUNCT
amfbr-2259	426	1	https://doi.org/10.32434/2415-3974-2021-13-1-49-61	https://doi.org/10.32434/2415-3974-2021-13-1-49-61	NOUN
amfbr-2259	426	2	youvan	youvan	PROPN
amfbr-2259	426	3	,	,	PUNCT
amfbr-2259	426	4	d.	d.	PROPN
amfbr-2259	426	5	c.	c.	PROPN
amfbr-2259	426	6	(	(	PUNCT
amfbr-2259	426	7	2024	2024	NUM
amfbr-2259	426	8	)	)	PUNCT
amfbr-2259	426	9	.	.	PUNCT
amfbr-2259	427	1	emergent	emergent	ADJ
amfbr-2259	427	2	phenomena	phenomenon	NOUN
amfbr-2259	427	3	in	in	ADP
amfbr-2259	427	4	modern	modern	ADJ
amfbr-2259	427	5	financial	financial	ADJ
amfbr-2259	427	6	systems	system	NOUN
amfbr-2259	427	7	:	:	PUNCT
amfbr-2259	427	8	unanticipated	unanticipated	ADJ
amfbr-2259	427	9	risks	risk	NOUN
amfbr-2259	427	10	and	and	CCONJ
amfbr-2259	427	11	their	their	PRON
amfbr-2259	427	12	mitigation	mitigation	NOUN
amfbr-2259	427	13	.	.	PUNCT
amfbr-2259	428	1	https://doi.org/10.13140/rg.2.2.28648.48646	https://doi.org/10.13140/rg.2.2.28648.48646	PROPN
amfbr-2259	428	2	publisher	publisher	PROPN
amfbr-2259	428	3	’s	’s	PART
amfbr-2259	428	4	note	note	NOUN
amfbr-2259	428	5	:	:	PUNCT
amfbr-2259	428	6	american	american	PROPN
amfbr-2259	428	7	finance	finance	PROPN
amfbr-2259	428	8	&	&	CCONJ
amfbr-2259	428	9	banking	banking	PROPN
amfbr-2259	428	10	society	society	NOUN
amfbr-2259	428	11	stays	stay	VERB
amfbr-2259	428	12	neutral	neutral	ADJ
amfbr-2259	428	13	with	with	ADP
amfbr-2259	428	14	regard	regard	NOUN
amfbr-2259	428	15	to	to	ADP
amfbr-2259	428	16	jurisdictional	jurisdictional	ADJ
amfbr-2259	428	17	claims	claim	NOUN
amfbr-2259	428	18	in	in	ADP
amfbr-2259	428	19	published	publish	VERB
amfbr-2259	428	20	maps	map	NOUN
amfbr-2259	428	21	and	and	CCONJ
amfbr-2259	428	22	institutional	institutional	ADJ
amfbr-2259	428	23	affiliations	affiliation	NOUN
amfbr-2259	428	24	.	.	PUNCT
amfbr-2259	429	1	©	©	ADP
amfbr-2259	429	2	2024	2024	NUM
amfbr-2259	429	3	by	by	ADP
amfbr-2259	429	4	the	the	DET
amfbr-2259	429	5	authors	author	NOUN
amfbr-2259	429	6	.	.	PUNCT
amfbr-2259	430	1	licensee	licensee	PROPN
amfbr-2259	430	2	american	american	PROPN
amfbr-2259	430	3	finance	finance	PROPN
amfbr-2259	430	4	&	&	CCONJ
amfbr-2259	430	5	banking	banking	PROPN
amfbr-2259	430	6	society	society	PROPN
amfbr-2259	430	7	,	,	PUNCT
amfbr-2259	430	8	usa	usa	PROPN
amfbr-2259	430	9	.	.	PROPN
amfbr-2259	431	1	this	this	DET
amfbr-2259	431	2	article	article	NOUN
amfbr-2259	431	3	is	be	AUX
amfbr-2259	431	4	an	an	DET
amfbr-2259	431	5	open	open	ADJ
amfbr-2259	431	6	-	-	PUNCT
amfbr-2259	431	7	access	access	NOUN
amfbr-2259	431	8	article	article	NOUN
amfbr-2259	431	9	distributed	distribute	VERB
amfbr-2259	431	10	under	under	ADP
amfbr-2259	431	11	the	the	DET
amfbr-2259	431	12	terms	term	NOUN
amfbr-2259	431	13	and	and	CCONJ
amfbr-2259	431	14	conditions	condition	NOUN
amfbr-2259	431	15	of	of	ADP
amfbr-2259	431	16	the	the	DET
amfbr-2259	431	17	creative	creative	ADJ
amfbr-2259	431	18	commons	common	NOUN
amfbr-2259	431	19	attribution	attribution	NOUN
amfbr-2259	431	20	(	(	PUNCT
amfbr-2259	431	21	cc	cc	NOUN
amfbr-2259	431	22	by	by	ADP
amfbr-2259	431	23	)	)	PUNCT
amfbr-2259	431	24	license	license	NOUN
amfbr-2259	431	25	(	(	PUNCT
amfbr-2259	431	26	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	431	27	)	)	PUNCT
amfbr-2259	431	28	.	.	PUNCT
amfbr-2259	432	1	american	american	PROPN
amfbr-2259	432	2	finance	finance	PROPN
amfbr-2259	432	3	&	&	CCONJ
amfbr-2259	432	4	banking	banking	PROPN
amfbr-2259	432	5	review	review	NOUN
amfbr-2259	432	6	(	(	PUNCT
amfbr-2259	432	7	p	p	X
amfbr-2259	432	8	-	-	PUNCT
amfbr-2259	432	9	issn	issn	NOUN
amfbr-2259	432	10	:	:	PUNCT
amfbr-2259	432	11	2576–1226	2576–1226	NUM
amfbr-2259	432	12	;	;	PUNCT
amfbr-2259	432	13	e	e	X
amfbr-2259	432	14	-	-	PUNCT
amfbr-2259	432	15	issn	issn	NOUN
amfbr-2259	432	16	:	:	PUNCT
amfbr-2259	432	17	2576–1234	2576–1234	NUM
amfbr-2259	432	18	)	)	PUNCT
amfbr-2259	432	19	by	by	ADP
amfbr-2259	432	20	american	american	PROPN
amfbr-2259	432	21	finance	finance	PROPN
amfbr-2259	432	22	&	&	CCONJ
amfbr-2259	432	23	banking	banking	NOUN
amfbr-2259	432	24	society	society	NOUN
amfbr-2259	432	25	is	be	AUX
amfbr-2259	432	26	licensed	license	VERB
amfbr-2259	432	27	under	under	ADP
amfbr-2259	432	28	a	a	DET
amfbr-2259	432	29	creative	creative	ADJ
amfbr-2259	432	30	commons	common	NOUN
amfbr-2259	432	31	attribution	attribution	NOUN
amfbr-2259	432	32	4.0	4.0	NUM
amfbr-2259	432	33	international	international	ADJ
amfbr-2259	432	34	license	license	NOUN
amfbr-2259	432	35	.	.	PUNCT
amfbr-2259	433	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	433	2	)	)	PUNCT
amfbr-2259	434	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	434	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
amfbr-2259	434	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN