id	sid	tid	token	lemma	pos
cana-8	1	1	communications	communication	NOUN
cana-8	1	2	on	on	ADP
cana-8	1	3	applied	apply	VERB
cana-8	1	4	nonlinear	nonlinear	ADJ
cana-8	1	5	analysis	analysis	NOUN
cana-8	1	6	issn	issn	NOUN
cana-8	1	7	:	:	PUNCT
cana-8	1	8	1074	1074	NUM
cana-8	1	9	-	-	PUNCT
cana-8	1	10	133x	133x	NUM
cana-8	1	11	vol	vol	NOUN
cana-8	1	12	29	29	NUM
cana-8	1	13	no	no	NOUN
cana-8	1	14	.	.	NOUN
cana-8	1	15	4	4	NUM
cana-8	1	16	(	(	PUNCT
cana-8	1	17	2022	2022	NUM
cana-8	1	18	)	)	PUNCT
cana-8	1	19	6	6	NUM
cana-8	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-8	1	21	nonlinear	nonlinear	ADJ
cana-8	1	22	analysis	analysis	NOUN
cana-8	1	23	of	of	ADP
cana-8	1	24	financial	financial	ADJ
cana-8	1	25	time	time	NOUN
cana-8	1	26	series	series	PROPN
cana-8	1	27	data	data	PROPN
cana-8	1	28	johnny	johnny	PROPN
cana-8	1	29	henderson	henderson	PROPN
cana-8	1	30	department	department	PROPN
cana-8	1	31	of	of	ADP
cana-8	1	32	mathematical	mathematical	ADJ
cana-8	1	33	and	and	CCONJ
cana-8	1	34	computational	computational	ADJ
cana-8	1	35	sciences	science	NOUN
cana-8	1	36	,	,	PUNCT
cana-8	1	37	princeton	princeton	PROPN
cana-8	1	38	university	university	PROPN
cana-8	1	39	,	,	PUNCT
cana-8	1	40	princeton	princeton	PROPN
cana-8	1	41	,	,	PUNCT
cana-8	1	42	usa	usa	PROPN
cana-8	1	43	article	article	PROPN
cana-8	1	44	history	history	NOUN
cana-8	1	45	:	:	PUNCT
cana-8	1	46	received	receive	VERB
cana-8	1	47	:	:	PUNCT
cana-8	1	48	23	23	NUM
cana-8	1	49	-	-	SYM
cana-8	1	50	09	09	NUM
cana-8	1	51	-	-	PUNCT
cana-8	1	52	2022	2022	NUM
cana-8	1	53	revised	revise	VERB
cana-8	1	54	:	:	PUNCT
cana-8	1	55	20	20	NUM
cana-8	1	56	-	-	SYM
cana-8	1	57	11	11	NUM
cana-8	1	58	-	-	PUNCT
cana-8	1	59	2022	2022	NUM
cana-8	1	60	accepted	accept	VERB
cana-8	1	61	:	:	PUNCT
cana-8	1	62	21	21	NUM
cana-8	1	63	-	-	SYM
cana-8	1	64	12	12	NUM
cana-8	1	65	-	-	PUNCT
cana-8	1	66	2022	2022	NUM
cana-8	1	67	abstract	abstract	NOUN
cana-8	1	68	:	:	PUNCT
cana-8	1	69	financial	financial	ADJ
cana-8	1	70	markets	market	NOUN
cana-8	1	71	are	be	AUX
cana-8	1	72	complex	complex	ADJ
cana-8	1	73	systems	system	NOUN
cana-8	1	74	characterized	characterize	VERB
cana-8	1	75	by	by	ADP
cana-8	1	76	intricate	intricate	ADJ
cana-8	1	77	dynamics	dynamic	NOUN
cana-8	1	78	.	.	PUNCT
cana-8	2	1	this	this	DET
cana-8	2	2	article	article	NOUN
cana-8	2	3	investigates	investigate	VERB
cana-8	2	4	the	the	DET
cana-8	2	5	application	application	NOUN
cana-8	2	6	of	of	ADP
cana-8	2	7	nonlinear	nonlinear	ADJ
cana-8	2	8	analysis	analysis	NOUN
cana-8	2	9	to	to	ADP
cana-8	2	10	financial	financial	ADJ
cana-8	2	11	time	time	NOUN
cana-8	2	12	series	series	PROPN
cana-8	2	13	data	data	PROPN
cana-8	2	14	.	.	PUNCT
cana-8	3	1	it	it	PRON
cana-8	3	2	delves	delve	VERB
cana-8	3	3	into	into	ADP
cana-8	3	4	the	the	DET
cana-8	3	5	mathematical	mathematical	ADJ
cana-8	3	6	foundations	foundation	NOUN
cana-8	3	7	,	,	PUNCT
cana-8	3	8	methodologies	methodology	NOUN
cana-8	3	9	,	,	PUNCT
cana-8	3	10	and	and	CCONJ
cana-8	3	11	real	real	ADJ
cana-8	3	12	-	-	PUNCT
cana-8	3	13	world	world	NOUN
cana-8	3	14	applications	application	NOUN
cana-8	3	15	of	of	ADP
cana-8	3	16	nonlinear	nonlinear	ADJ
cana-8	3	17	analysis	analysis	NOUN
cana-8	3	18	,	,	PUNCT
cana-8	3	19	emphasizing	emphasize	VERB
cana-8	3	20	its	its	PRON
cana-8	3	21	crucial	crucial	ADJ
cana-8	3	22	role	role	NOUN
cana-8	3	23	in	in	ADP
cana-8	3	24	understanding	understanding	NOUN
cana-8	3	25	and	and	CCONJ
cana-8	3	26	predicting	predict	VERB
cana-8	3	27	the	the	DET
cana-8	3	28	nonlinear	nonlinear	ADJ
cana-8	3	29	behavior	behavior	NOUN
cana-8	3	30	of	of	ADP
cana-8	3	31	financial	financial	ADJ
cana-8	3	32	markets	market	NOUN
cana-8	3	33	.	.	PUNCT
cana-8	4	1	keywords	keyword	NOUN
cana-8	4	2	:	:	PUNCT
cana-8	4	3	financial	financial	ADJ
cana-8	4	4	time	time	NOUN
cana-8	4	5	series	series	PROPN
cana-8	4	6	data	data	PROPN
cana-8	4	7	,	,	PUNCT
cana-8	4	8	nonlinear	nonlinear	ADJ
cana-8	4	9	dynamics	dynamic	NOUN
cana-8	4	10	etc	etc	X
cana-8	4	11	.	.	X
cana-8	4	12	1	1	X
cana-8	4	13	.	.	X
cana-8	5	1	introduction	introduction	NOUN
cana-8	5	2	financial	financial	ADJ
cana-8	5	3	markets	market	NOUN
cana-8	5	4	are	be	AUX
cana-8	5	5	influenced	influence	VERB
cana-8	5	6	by	by	ADP
cana-8	5	7	a	a	DET
cana-8	5	8	multitude	multitude	NOUN
cana-8	5	9	of	of	ADP
cana-8	5	10	factors	factor	NOUN
cana-8	5	11	,	,	PUNCT
cana-8	5	12	resulting	result	VERB
cana-8	5	13	in	in	ADP
cana-8	5	14	intricate	intricate	ADJ
cana-8	5	15	and	and	CCONJ
cana-8	5	16	often	often	ADV
cana-8	5	17	nonlinear	nonlinear	ADJ
cana-8	5	18	dynamics	dynamic	NOUN
cana-8	5	19	.	.	PUNCT
cana-8	6	1	nonlinear	nonlinear	ADJ
cana-8	6	2	analysis	analysis	NOUN
cana-8	6	3	provides	provide	VERB
cana-8	6	4	a	a	DET
cana-8	6	5	valuable	valuable	ADJ
cana-8	6	6	framework	framework	NOUN
cana-8	6	7	for	for	ADP
cana-8	6	8	comprehending	comprehend	VERB
cana-8	6	9	these	these	DET
cana-8	6	10	complexities	complexity	NOUN
cana-8	6	11	and	and	CCONJ
cana-8	6	12	extracting	extract	VERB
cana-8	6	13	meaningful	meaningful	ADJ
cana-8	6	14	insights	insight	NOUN
cana-8	6	15	from	from	ADP
cana-8	6	16	financial	financial	ADJ
cana-8	6	17	time	time	NOUN
cana-8	6	18	series	series	PROPN
cana-8	6	19	data	data	PROPN
cana-8	6	20	.	.	PUNCT
cana-8	7	1	2	2	X
cana-8	7	2	.	.	X
cana-8	7	3	mathematical	mathematical	ADJ
cana-8	7	4	foundations	foundation	NOUN
cana-8	7	5	2.1	2.1	NUM
cana-8	7	6	nonlinear	nonlinear	ADJ
cana-8	7	7	dynamics	dynamic	NOUN
cana-8	7	8	nonlinear	nonlinear	ADJ
cana-8	7	9	dynamics	dynamic	NOUN
cana-8	7	10	is	be	AUX
cana-8	7	11	a	a	DET
cana-8	7	12	field	field	NOUN
cana-8	7	13	of	of	ADP
cana-8	7	14	study	study	NOUN
cana-8	7	15	that	that	PRON
cana-8	7	16	deals	deal	VERB
cana-8	7	17	with	with	ADP
cana-8	7	18	the	the	DET
cana-8	7	19	behavior	behavior	NOUN
cana-8	7	20	of	of	ADP
cana-8	7	21	systems	system	NOUN
cana-8	7	22	where	where	SCONJ
cana-8	7	23	small	small	ADJ
cana-8	7	24	changes	change	NOUN
cana-8	7	25	in	in	ADP
cana-8	7	26	initial	initial	ADJ
cana-8	7	27	conditions	condition	NOUN
cana-8	7	28	can	can	AUX
cana-8	7	29	lead	lead	VERB
cana-8	7	30	to	to	ADP
cana-8	7	31	significantly	significantly	ADV
cana-8	7	32	different	different	ADJ
cana-8	7	33	outcomes	outcome	NOUN
cana-8	7	34	.	.	PUNCT
cana-8	8	1	key	key	ADJ
cana-8	8	2	concepts	concept	NOUN
cana-8	8	3	include	include	VERB
cana-8	8	4	:	:	PUNCT
cana-8	8	5	•	•	NUM
cana-8	8	6	chaos	chaos	NOUN
cana-8	8	7	theory	theory	NOUN
cana-8	8	8	:	:	PUNCT
cana-8	8	9	understanding	understand	VERB
cana-8	8	10	complex	complex	ADJ
cana-8	8	11	,	,	PUNCT
cana-8	8	12	unpredictable	unpredictable	ADJ
cana-8	8	13	behavior	behavior	NOUN
cana-8	8	14	in	in	ADP
cana-8	8	15	nonlinear	nonlinear	ADJ
cana-8	8	16	systems	system	NOUN
cana-8	8	17	.	.	PUNCT
cana-8	9	1	•	•	NUM
cana-8	9	2	bifurcations	bifurcation	NOUN
cana-8	9	3	:	:	PUNCT
cana-8	9	4	exploring	explore	VERB
cana-8	9	5	qualitative	qualitative	ADJ
cana-8	9	6	changes	change	NOUN
cana-8	9	7	in	in	ADP
cana-8	9	8	system	system	NOUN
cana-8	9	9	behavior	behavior	NOUN
cana-8	9	10	.	.	PUNCT
cana-8	10	1	•	•	NOUN
cana-8	10	2	fractals	fractal	NOUN
cana-8	10	3	:	:	PUNCT
cana-8	10	4	analyzing	analyze	VERB
cana-8	10	5	self	self	NOUN
cana-8	10	6	-	-	PUNCT
cana-8	10	7	similar	similar	ADJ
cana-8	10	8	and	and	CCONJ
cana-8	10	9	complex	complex	ADJ
cana-8	10	10	structures	structure	NOUN
cana-8	10	11	in	in	ADP
cana-8	10	12	financial	financial	ADJ
cana-8	10	13	data	datum	NOUN
cana-8	10	14	.	.	PUNCT
cana-8	11	1	2.2	2.2	NUM
cana-8	11	2	time	time	NOUN
cana-8	11	3	series	series	NOUN
cana-8	11	4	analysis	analysis	NOUN
cana-8	11	5	time	time	NOUN
cana-8	11	6	series	series	PROPN
cana-8	11	7	analysis	analysis	NOUN
cana-8	11	8	focuses	focus	VERB
cana-8	11	9	on	on	ADP
cana-8	11	10	the	the	DET
cana-8	11	11	study	study	NOUN
cana-8	11	12	of	of	ADP
cana-8	11	13	data	datum	NOUN
cana-8	11	14	points	point	NOUN
cana-8	11	15	collected	collect	VERB
cana-8	11	16	or	or	CCONJ
cana-8	11	17	recorded	record	VERB
cana-8	11	18	at	at	ADP
cana-8	11	19	regular	regular	ADJ
cana-8	11	20	intervals	interval	NOUN
cana-8	11	21	over	over	ADP
cana-8	11	22	time	time	NOUN
cana-8	11	23	.	.	PUNCT
cana-8	12	1	in	in	ADP
cana-8	12	2	financial	financial	ADJ
cana-8	12	3	markets	market	NOUN
cana-8	12	4	,	,	PUNCT
cana-8	12	5	time	time	NOUN
cana-8	12	6	series	series	PROPN
cana-8	12	7	data	data	PROPN
cana-8	12	8	reveals	reveal	VERB
cana-8	12	9	historical	historical	ADJ
cana-8	12	10	price	price	NOUN
cana-8	12	11	movements	movement	NOUN
cana-8	12	12	and	and	CCONJ
cana-8	12	13	volatility	volatility	NOUN
cana-8	12	14	.	.	PUNCT
cana-8	13	1	3	3	X
cana-8	13	2	.	.	NOUN
cana-8	13	3	methodologies	methodology	NOUN
cana-8	13	4	for	for	ADP
cana-8	13	5	nonlinear	nonlinear	ADJ
cana-8	13	6	analysis	analysis	NOUN
cana-8	13	7	3.1	3.1	NUM
cana-8	13	8	chaos	chaos	NOUN
cana-8	13	9	theory	theory	NOUN
cana-8	13	10	in	in	ADP
cana-8	13	11	financial	financial	ADJ
cana-8	13	12	markets	market	NOUN
cana-8	13	13	chaos	chaos	NOUN
cana-8	13	14	theory	theory	NOUN
cana-8	13	15	is	be	AUX
cana-8	13	16	applied	apply	VERB
cana-8	13	17	to	to	ADP
cana-8	13	18	financial	financial	ADJ
cana-8	13	19	markets	market	NOUN
cana-8	13	20	to	to	PART
cana-8	13	21	identify	identify	VERB
cana-8	13	22	chaotic	chaotic	ADJ
cana-8	13	23	behavior	behavior	NOUN
cana-8	13	24	,	,	PUNCT
cana-8	13	25	detect	detect	VERB
cana-8	13	26	nonlinear	nonlinear	ADJ
cana-8	13	27	patterns	pattern	NOUN
cana-8	13	28	,	,	PUNCT
cana-8	13	29	and	and	CCONJ
cana-8	13	30	understand	understand	VERB
cana-8	13	31	market	market	NOUN
cana-8	13	32	unpredictability	unpredictability	NOUN
cana-8	13	33	.	.	PUNCT
cana-8	14	1	communications	communication	NOUN
cana-8	14	2	on	on	ADP
cana-8	14	3	applied	apply	VERB
cana-8	14	4	nonlinear	nonlinear	ADJ
cana-8	14	5	analysis	analysis	NOUN
cana-8	14	6	issn	issn	NOUN
cana-8	14	7	:	:	PUNCT
cana-8	14	8	1074	1074	NUM
cana-8	14	9	-	-	PUNCT
cana-8	14	10	133x	133x	NUM
cana-8	14	11	vol	vol	NOUN
cana-8	14	12	29	29	NUM
cana-8	14	13	no	no	NOUN
cana-8	14	14	.	.	NOUN
cana-8	14	15	4	4	NUM
cana-8	14	16	(	(	PUNCT
cana-8	14	17	2022	2022	NUM
cana-8	14	18	)	)	PUNCT
cana-8	14	19	7	7	NUM
cana-8	14	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-8	14	21	3.2	3.2	NUM
cana-8	14	22	arch	arch	ADJ
cana-8	14	23	/	/	SYM
cana-8	14	24	garch	garch	NOUN
cana-8	14	25	models	model	NOUN
cana-8	14	26	autoregressive	autoregressive	ADJ
cana-8	14	27	conditional	conditional	ADJ
cana-8	14	28	heteroskedasticity	heteroskedasticity	NOUN
cana-8	14	29	(	(	PUNCT
cana-8	14	30	arch	arch	NOUN
cana-8	14	31	)	)	PUNCT
cana-8	14	32	and	and	CCONJ
cana-8	14	33	generalized	generalized	ADJ
cana-8	14	34	arch	arch	NOUN
cana-8	14	35	(	(	PUNCT
cana-8	14	36	garch	garch	NOUN
cana-8	14	37	)	)	PUNCT
cana-8	14	38	models	model	NOUN
cana-8	14	39	are	be	AUX
cana-8	14	40	used	use	VERB
cana-8	14	41	to	to	PART
cana-8	14	42	capture	capture	VERB
cana-8	14	43	time	time	NOUN
cana-8	14	44	-	-	PUNCT
cana-8	14	45	varying	vary	VERB
cana-8	14	46	volatility	volatility	NOUN
cana-8	14	47	in	in	ADP
cana-8	14	48	financial	financial	ADJ
cana-8	14	49	time	time	NOUN
cana-8	14	50	series	series	PROPN
cana-8	14	51	data	data	PROPN
cana-8	14	52	.	.	PUNCT
cana-8	15	1	3.3	3.3	NUM
cana-8	15	2	fractal	fractal	ADJ
cana-8	15	3	analysis	analysis	NOUN
cana-8	15	4	fractal	fractal	ADJ
cana-8	15	5	analysis	analysis	NOUN
cana-8	15	6	helps	help	VERB
cana-8	15	7	uncover	uncover	VERB
cana-8	15	8	self	self	NOUN
cana-8	15	9	-	-	PUNCT
cana-8	15	10	similarity	similarity	NOUN
cana-8	15	11	and	and	CCONJ
cana-8	15	12	long	long	ADJ
cana-8	15	13	-	-	PUNCT
cana-8	15	14	range	range	NOUN
cana-8	15	15	dependence	dependence	NOUN
cana-8	15	16	in	in	ADP
cana-8	15	17	financial	financial	ADJ
cana-8	15	18	data	datum	NOUN
cana-8	15	19	,	,	PUNCT
cana-8	15	20	offering	offer	VERB
cana-8	15	21	insights	insight	NOUN
cana-8	15	22	into	into	ADP
cana-8	15	23	market	market	NOUN
cana-8	15	24	efficiency	efficiency	NOUN
cana-8	15	25	and	and	CCONJ
cana-8	15	26	irregularities	irregularity	NOUN
cana-8	15	27	.	.	PUNCT
cana-8	16	1	4	4	X
cana-8	16	2	.	.	X
cana-8	16	3	applications	application	NOUN
cana-8	16	4	4.1	4.1	NUM
cana-8	16	5	risk	risk	NOUN
cana-8	16	6	assessment	assessment	NOUN
cana-8	16	7	and	and	CCONJ
cana-8	16	8	management	management	NOUN
cana-8	16	9	nonlinear	nonlinear	NOUN
cana-8	16	10	analysis	analysis	NOUN
cana-8	16	11	aids	aid	NOUN
cana-8	16	12	in	in	ADP
cana-8	16	13	assessing	assess	VERB
cana-8	16	14	and	and	CCONJ
cana-8	16	15	managing	manage	VERB
cana-8	16	16	financial	financial	ADJ
cana-8	16	17	risk	risk	NOUN
cana-8	16	18	by	by	ADP
cana-8	16	19	identifying	identify	VERB
cana-8	16	20	extreme	extreme	ADJ
cana-8	16	21	events	event	NOUN
cana-8	16	22	,	,	PUNCT
cana-8	16	23	volatility	volatility	NOUN
cana-8	16	24	clusters	cluster	NOUN
cana-8	16	25	,	,	PUNCT
cana-8	16	26	and	and	CCONJ
cana-8	16	27	tail	tail	NOUN
cana-8	16	28	risks	risk	NOUN
cana-8	16	29	.	.	PUNCT
cana-8	17	1	4.2	4.2	NUM
cana-8	17	2	portfolio	portfolio	NOUN
cana-8	17	3	optimization	optimization	NOUN
cana-8	17	4	investment	investment	NOUN
cana-8	17	5	strategies	strategy	NOUN
cana-8	17	6	benefit	benefit	VERB
cana-8	17	7	from	from	ADP
cana-8	17	8	nonlinear	nonlinear	ADJ
cana-8	17	9	analysis	analysis	NOUN
cana-8	17	10	by	by	ADP
cana-8	17	11	incorporating	incorporate	VERB
cana-8	17	12	dynamic	dynamic	ADJ
cana-8	17	13	asset	asset	NOUN
cana-8	17	14	allocation	allocation	NOUN
cana-8	17	15	strategies	strategy	NOUN
cana-8	17	16	that	that	PRON
cana-8	17	17	consider	consider	VERB
cana-8	17	18	nonlinear	nonlinear	ADJ
cana-8	17	19	market	market	NOUN
cana-8	17	20	dynamics	dynamic	NOUN
cana-8	17	21	.	.	PUNCT
cana-8	18	1	4.3	4.3	NUM
cana-8	18	2	forecasting	forecasting	NOUN
cana-8	18	3	market	market	NOUN
cana-8	18	4	trends	trend	NOUN
cana-8	18	5	nonlinear	nonlinear	NOUN
cana-8	18	6	models	model	NOUN
cana-8	18	7	are	be	AUX
cana-8	18	8	used	use	VERB
cana-8	18	9	to	to	PART
cana-8	18	10	predict	predict	VERB
cana-8	18	11	financial	financial	ADJ
cana-8	18	12	market	market	NOUN
cana-8	18	13	trends	trend	NOUN
cana-8	18	14	,	,	PUNCT
cana-8	18	15	offering	offer	VERB
cana-8	18	16	a	a	DET
cana-8	18	17	more	more	ADV
cana-8	18	18	accurate	accurate	ADJ
cana-8	18	19	representation	representation	NOUN
cana-8	18	20	of	of	ADP
cana-8	18	21	market	market	NOUN
cana-8	18	22	dynamics	dynamic	NOUN
cana-8	18	23	than	than	ADP
cana-8	18	24	linear	linear	ADJ
cana-8	18	25	models	model	NOUN
cana-8	18	26	.	.	PUNCT
cana-8	19	1	5	5	NUM
cana-8	19	2	.	.	NOUN
cana-8	19	3	significance	significance	NOUN
cana-8	19	4	and	and	CCONJ
cana-8	19	5	future	future	ADJ
cana-8	19	6	directions	direction	NOUN
cana-8	19	7	nonlinear	nonlinear	ADJ
cana-8	19	8	analysis	analysis	NOUN
cana-8	19	9	is	be	AUX
cana-8	19	10	crucial	crucial	ADJ
cana-8	19	11	for	for	ADP
cana-8	19	12	understanding	understand	VERB
cana-8	19	13	the	the	DET
cana-8	19	14	complex	complex	ADJ
cana-8	19	15	behavior	behavior	NOUN
cana-8	19	16	of	of	ADP
cana-8	19	17	financial	financial	ADJ
cana-8	19	18	markets	market	NOUN
cana-8	19	19	.	.	PUNCT
cana-8	20	1	future	future	ADJ
cana-8	20	2	directions	direction	NOUN
cana-8	20	3	include	include	VERB
cana-8	20	4	incorporating	incorporate	VERB
cana-8	20	5	machine	machine	NOUN
cana-8	20	6	learning	learning	NOUN
cana-8	20	7	and	and	CCONJ
cana-8	20	8	artificial	artificial	ADJ
cana-8	20	9	intelligence	intelligence	NOUN
cana-8	20	10	to	to	PART
cana-8	20	11	improve	improve	VERB
cana-8	20	12	predictive	predictive	ADJ
cana-8	20	13	accuracy	accuracy	NOUN
cana-8	20	14	and	and	CCONJ
cana-8	20	15	risk	risk	NOUN
cana-8	20	16	assessment	assessment	NOUN
cana-8	20	17	.	.	PUNCT
cana-8	21	1	6	6	X
cana-8	21	2	.	.	X
cana-8	21	3	conclusion	conclusion	NOUN
cana-8	21	4	nonlinear	nonlinear	ADJ
cana-8	21	5	analysis	analysis	NOUN
cana-8	21	6	of	of	ADP
cana-8	21	7	financial	financial	ADJ
cana-8	21	8	time	time	NOUN
cana-8	21	9	series	series	PROPN
cana-8	21	10	data	data	PROPN
cana-8	21	11	plays	play	VERB
cana-8	21	12	a	a	DET
cana-8	21	13	pivotal	pivotal	ADJ
cana-8	21	14	role	role	NOUN
cana-8	21	15	in	in	ADP
cana-8	21	16	unraveling	unravel	VERB
cana-8	21	17	the	the	DET
cana-8	21	18	complexities	complexity	NOUN
cana-8	21	19	of	of	ADP
cana-8	21	20	financial	financial	ADJ
cana-8	21	21	markets	market	NOUN
cana-8	21	22	.	.	PUNCT
cana-8	22	1	by	by	ADP
cana-8	22	2	embracing	embrace	VERB
cana-8	22	3	the	the	DET
cana-8	22	4	mathematical	mathematical	ADJ
cana-8	22	5	foundations	foundation	NOUN
cana-8	22	6	and	and	CCONJ
cana-8	22	7	methodologies	methodology	NOUN
cana-8	22	8	of	of	ADP
cana-8	22	9	nonlinear	nonlinear	ADJ
cana-8	22	10	dynamics	dynamic	NOUN
cana-8	22	11	,	,	PUNCT
cana-8	22	12	researchers	researcher	NOUN
cana-8	22	13	and	and	CCONJ
cana-8	22	14	financial	financial	ADJ
cana-8	22	15	analysts	analyst	NOUN
cana-8	22	16	can	can	AUX
cana-8	22	17	make	make	VERB
cana-8	22	18	informed	informed	ADJ
cana-8	22	19	decisions	decision	NOUN
cana-8	22	20	,	,	PUNCT
cana-8	22	21	mitigate	mitigate	VERB
cana-8	22	22	risks	risk	NOUN
cana-8	22	23	,	,	PUNCT
cana-8	22	24	and	and	CCONJ
cana-8	22	25	optimize	optimize	VERB
cana-8	22	26	investment	investment	NOUN
cana-8	22	27	strategies	strategy	NOUN
cana-8	22	28	in	in	ADP
cana-8	22	29	an	an	DET
cana-8	22	30	ever	ever	ADV
cana-8	22	31	-	-	PUNCT
cana-8	22	32	evolving	evolve	VERB
cana-8	22	33	financial	financial	ADJ
cana-8	22	34	landscape	landscape	NOUN
cana-8	22	35	.	.	PUNCT
cana-8	23	1	references	reference	NOUN
cana-8	23	2	:	:	PUNCT
cana-8	24	1	[	[	X
cana-8	24	2	1	1	NUM
cana-8	24	3	]	]	X
cana-8	24	4	brock	brock	PROPN
cana-8	24	5	,	,	PUNCT
cana-8	24	6	w.	w.	PROPN
cana-8	24	7	a.	a.	PROPN
cana-8	24	8	,	,	PUNCT
cana-8	24	9	hsieh	hsieh	PROPN
cana-8	24	10	,	,	PUNCT
cana-8	24	11	d.	d.	PROPN
cana-8	24	12	a.	a.	PROPN
cana-8	24	13	,	,	PUNCT
cana-8	24	14	&	&	CCONJ
cana-8	24	15	lebaron	lebaron	PROPN
cana-8	24	16	,	,	PUNCT
cana-8	24	17	b.	b.	PROPN
cana-8	24	18	(	(	PUNCT
cana-8	24	19	1991	1991	NUM
cana-8	24	20	)	)	PUNCT
cana-8	24	21	.	.	PUNCT
cana-8	25	1	nonlinear	nonlinear	ADJ
cana-8	25	2	dynamics	dynamic	NOUN
cana-8	25	3	,	,	PUNCT
cana-8	25	4	chaos	chaos	NOUN
cana-8	25	5	,	,	PUNCT
cana-8	25	6	and	and	CCONJ
cana-8	25	7	instability	instability	NOUN
cana-8	25	8	:	:	PUNCT
cana-8	25	9	statistical	statistical	ADJ
cana-8	25	10	theory	theory	NOUN
cana-8	25	11	and	and	CCONJ
cana-8	25	12	economic	economic	ADJ
cana-8	25	13	evidence	evidence	NOUN
cana-8	25	14	.	.	PUNCT
cana-8	26	1	mit	mit	PROPN
cana-8	26	2	press	press	NOUN
cana-8	26	3	.	.	PUNCT
cana-8	27	1	[	[	X
cana-8	27	2	2	2	NUM
cana-8	27	3	]	]	PUNCT
cana-8	27	4	mandelbrot	mandelbrot	PROPN
cana-8	27	5	,	,	PUNCT
cana-8	27	6	b.	b.	PROPN
cana-8	27	7	b.	b.	PROPN
cana-8	27	8	(	(	PUNCT
cana-8	27	9	1982	1982	NUM
cana-8	27	10	)	)	PUNCT
cana-8	27	11	.	.	PUNCT
cana-8	28	1	the	the	DET
cana-8	28	2	fractal	fractal	ADJ
cana-8	28	3	geometry	geometry	NOUN
cana-8	28	4	of	of	ADP
cana-8	28	5	nature	nature	NOUN
cana-8	28	6	.	.	PUNCT
cana-8	29	1	macmillan	macmillan	PROPN
cana-8	29	2	.	.	PUNCT
cana-8	30	1	[	[	X
cana-8	30	2	3	3	NUM
cana-8	30	3	]	]	X
cana-8	30	4	cont	cont	PROPN
cana-8	30	5	,	,	PUNCT
cana-8	30	6	r.	r.	PROPN
cana-8	30	7	(	(	PUNCT
cana-8	30	8	2001	2001	NUM
cana-8	30	9	)	)	PUNCT
cana-8	30	10	.	.	PUNCT
cana-8	31	1	empirical	empirical	ADJ
cana-8	31	2	properties	property	NOUN
cana-8	31	3	of	of	ADP
cana-8	31	4	asset	asset	NOUN
cana-8	31	5	returns	return	NOUN
cana-8	31	6	:	:	PUNCT
cana-8	31	7	stylized	stylize	VERB
cana-8	31	8	facts	fact	NOUN
cana-8	31	9	and	and	CCONJ
cana-8	31	10	statistical	statistical	ADJ
cana-8	31	11	issues	issue	NOUN
cana-8	31	12	.	.	PUNCT
cana-8	32	1	quantitative	quantitative	ADJ
cana-8	32	2	finance	finance	NOUN
cana-8	32	3	,	,	PUNCT
cana-8	32	4	1(2	1(2	NUM
cana-8	32	5	)	)	PUNCT
cana-8	32	6	,	,	PUNCT
cana-8	32	7	223	223	NUM
cana-8	32	8	-	-	SYM
cana-8	32	9	236	236	NUM
cana-8	32	10	.	.	PUNCT
cana-8	33	1	[	[	X
cana-8	33	2	4	4	NUM
cana-8	33	3	]	]	X
cana-8	33	4	engle	engle	PROPN
cana-8	33	5	,	,	PUNCT
cana-8	33	6	r.	r.	PROPN
cana-8	33	7	f.	f.	PROPN
cana-8	33	8	(	(	PUNCT
cana-8	33	9	1982	1982	NUM
cana-8	33	10	)	)	PUNCT
cana-8	33	11	.	.	PUNCT
cana-8	34	1	autoregressive	autoregressive	ADJ
cana-8	34	2	conditional	conditional	ADJ
cana-8	34	3	heteroscedasticity	heteroscedasticity	NOUN
cana-8	34	4	with	with	ADP
cana-8	34	5	estimates	estimate	NOUN
cana-8	34	6	of	of	ADP
cana-8	34	7	the	the	DET
cana-8	34	8	variance	variance	NOUN
cana-8	34	9	of	of	ADP
cana-8	34	10	united	united	PROPN
cana-8	34	11	kingdom	kingdom	PROPN
cana-8	34	12	inflation	inflation	NOUN
cana-8	34	13	.	.	PUNCT
cana-8	35	1	econometrica	econometrica	PROPN
cana-8	35	2	,	,	PUNCT
cana-8	35	3	50(4	50(4	NUM
cana-8	35	4	)	)	PUNCT
cana-8	35	5	,	,	PUNCT
cana-8	35	6	987	987	NUM
cana-8	35	7	-	-	SYM
cana-8	35	8	1007	1007	NUM
cana-8	35	9	.	.	PUNCT
cana-8	36	1	[	[	X
cana-8	36	2	5	5	NUM
cana-8	36	3	]	]	SYM
cana-8	36	4	tumminello	tumminello	PROPN
cana-8	36	5	,	,	PUNCT
cana-8	36	6	m.	m.	NOUN
cana-8	36	7	,	,	PUNCT
cana-8	36	8	aste	aste	NOUN
cana-8	36	9	,	,	PUNCT
cana-8	36	10	t.	t.	PROPN
cana-8	36	11	,	,	PUNCT
cana-8	36	12	di	di	PROPN
cana-8	36	13	matteo	matteo	PROPN
cana-8	36	14	,	,	PUNCT
cana-8	36	15	t.	t.	PROPN
cana-8	36	16	,	,	PUNCT
cana-8	36	17	&	&	CCONJ
cana-8	36	18	mantegna	mantegna	PROPN
cana-8	36	19	,	,	PUNCT
cana-8	36	20	r.	r.	PROPN
cana-8	36	21	n.	n.	PROPN
cana-8	36	22	(	(	PUNCT
cana-8	36	23	2007	2007	NUM
cana-8	36	24	)	)	PUNCT
cana-8	36	25	.	.	PUNCT
cana-8	37	1	correlation	correlation	NOUN
cana-8	37	2	based	base	VERB
cana-8	37	3	networks	network	NOUN
cana-8	37	4	of	of	ADP
cana-8	37	5	equity	equity	NOUN
cana-8	37	6	returns	return	NOUN
cana-8	37	7	sampled	sample	VERB
cana-8	37	8	at	at	ADP
cana-8	37	9	different	different	ADJ
cana-8	37	10	time	time	NOUN
cana-8	37	11	horizons	horizon	NOUN
cana-8	37	12	.	.	PUNCT
cana-8	38	1	the	the	DET
cana-8	38	2	european	european	PROPN
cana-8	38	3	physical	physical	PROPN
cana-8	38	4	journal	journal	PROPN
cana-8	38	5	b	b	PROPN
cana-8	38	6	,	,	PUNCT
cana-8	38	7	55(2	55(2	NUM
cana-8	38	8	)	)	PUNCT
cana-8	38	9	,	,	PUNCT
cana-8	38	10	209	209	NUM
cana-8	38	11	-	-	SYM
cana-8	38	12	217	217	NUM
cana-8	38	13	.	.	PUNCT
cana-8	39	1	communications	communication	NOUN
cana-8	39	2	on	on	ADP
cana-8	39	3	applied	apply	VERB
cana-8	39	4	nonlinear	nonlinear	ADJ
cana-8	39	5	analysis	analysis	NOUN
cana-8	39	6	issn	issn	NOUN
cana-8	39	7	:	:	PUNCT
cana-8	39	8	1074	1074	NUM
cana-8	39	9	-	-	PUNCT
cana-8	39	10	133x	133x	NUM
cana-8	39	11	vol	vol	NOUN
cana-8	39	12	29	29	NUM
cana-8	39	13	no	no	NOUN
cana-8	39	14	.	.	NOUN
cana-8	39	15	4	4	NUM
cana-8	39	16	(	(	PUNCT
cana-8	39	17	2022	2022	NUM
cana-8	39	18	)	)	PUNCT
cana-8	39	19	8	8	NUM
cana-8	39	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-8	40	1	[	[	X
cana-8	40	2	6	6	NUM
cana-8	40	3	]	]	X
cana-8	40	4	hasbrouck	hasbrouck	PROPN
cana-8	40	5	,	,	PUNCT
cana-8	40	6	j.	j.	PROPN
cana-8	40	7	,	,	PUNCT
cana-8	40	8	&	&	CCONJ
cana-8	40	9	ho	ho	PROPN
cana-8	40	10	,	,	PUNCT
cana-8	40	11	t.	t.	PROPN
cana-8	40	12	s.	s.	PROPN
cana-8	40	13	(	(	PUNCT
cana-8	40	14	1987	1987	NUM
cana-8	40	15	)	)	PUNCT
cana-8	40	16	.	.	PUNCT
cana-8	41	1	order	order	NOUN
cana-8	41	2	arrival	arrival	NOUN
cana-8	41	3	,	,	PUNCT
cana-8	41	4	quote	quote	INTJ
cana-8	41	5	behavior	behavior	NOUN
cana-8	41	6	,	,	PUNCT
cana-8	41	7	and	and	CCONJ
cana-8	41	8	the	the	DET
cana-8	41	9	return	return	NOUN
cana-8	41	10	-	-	PUNCT
cana-8	41	11	generating	generate	VERB
cana-8	41	12	process	process	NOUN
cana-8	41	13	.	.	PUNCT
cana-8	42	1	journal	journal	PROPN
cana-8	42	2	of	of	ADP
cana-8	42	3	finance	finance	NOUN
cana-8	42	4	,	,	PUNCT
cana-8	42	5	42(4	42(4	PROPN
cana-8	42	6	)	)	PUNCT
cana-8	42	7	,	,	PUNCT
cana-8	42	8	1035	1035	NUM
cana-8	42	9	-	-	SYM
cana-8	42	10	1068	1068	NUM
cana-8	42	11	.	.	PUNCT