id	sid	tid	token	lemma	pos
cana-6074	1	1	communications	communication	NOUN
cana-6074	1	2	on	on	ADP
cana-6074	1	3	applied	apply	VERB
cana-6074	1	4	nonlinear	nonlinear	ADJ
cana-6074	1	5	analysis	analysis	NOUN
cana-6074	1	6	issn	issn	NOUN
cana-6074	1	7	:	:	PUNCT
cana-6074	1	8	1074	1074	NUM
cana-6074	1	9	-	-	PUNCT
cana-6074	1	10	133x	133x	NUM
cana-6074	1	11	vol	vol	VERB
cana-6074	1	12	32	32	NUM
cana-6074	1	13	no	no	NOUN
cana-6074	1	14	.	.	PUNCT
cana-6074	2	1	10s	10	NOUN
cana-6074	2	2	(	(	PUNCT
cana-6074	2	3	2025	2025	NUM
cana-6074	2	4	)	)	PUNCT
cana-6074	2	5	3319	3319	NUM
cana-6074	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	2	7	price	price	NOUN
cana-6074	2	8	formation	formation	NOUN
cana-6074	2	9	with	with	ADP
cana-6074	2	10	interacting	interact	VERB
cana-6074	2	11	agents	agent	NOUN
cana-6074	2	12	a	a	DET
cana-6074	2	13	behavioral	behavioral	ADJ
cana-6074	2	14	and	and	CCONJ
cana-6074	2	15	information	information	NOUN
cana-6074	2	16	-	-	PUNCT
cana-6074	2	17	theoretic	theoretic	NOUN
cana-6074	2	18	approach	approach	NOUN
cana-6074	2	19	abdelali	abdelali	VERB
cana-6074	2	20	ezzebsa1	ezzebsa1	NOUN
cana-6074	2	21	and	and	CCONJ
cana-6074	2	22	chaabane	chaabane	ADJ
cana-6074	2	23	benatmane2	benatmane2	NOUN
cana-6074	3	1	1laps	1laps	NUM
cana-6074	3	2	laboratory	laboratory	NOUN
cana-6074	3	3	,	,	PUNCT
cana-6074	3	4	badji	badji	PROPN
cana-6074	3	5	mokhtar	mokhtar	PROPN
cana-6074	3	6	-	-	PUNCT
cana-6074	3	7	annaba	annaba	PROPN
cana-6074	3	8	university	university	NOUN
cana-6074	3	9	,	,	PUNCT
cana-6074	3	10	and	and	CCONJ
cana-6074	3	11	8	8	NUM
cana-6074	3	12	may	may	PROPN
cana-6074	3	13	1945	1945	NUM
cana-6074	3	14	university	university	NOUN
cana-6074	3	15	,	,	PUNCT
cana-6074	3	16	guelma	guelma	PROPN
cana-6074	3	17	,	,	PUNCT
cana-6074	3	18	algeria	algeria	PROPN
cana-6074	3	19	e	e	PROPN
cana-6074	3	20	-	-	NOUN
cana-6074	3	21	mail	mail	NOUN
cana-6074	3	22	:	:	PUNCT
cana-6074	4	1	ezzebsa.abdelali@univ-guelma.dz	ezzebsa.abdelali@univ-guelma.dz	ADP
cana-6074	4	2	2lamahis	2lamahis	NUM
cana-6074	4	3	laboratory	laboratory	NOUN
cana-6074	4	4	,	,	PUNCT
cana-6074	4	5	university	university	NOUN
cana-6074	4	6	of	of	ADP
cana-6074	4	7	20	20	NUM
cana-6074	4	8	august	august	PROPN
cana-6074	4	9	1955	1955	NUM
cana-6074	4	10	,	,	PUNCT
cana-6074	4	11	skikda	skikda	NOUN
cana-6074	4	12	,	,	PUNCT
cana-6074	4	13	algeria	algeria	PROPN
cana-6074	4	14	e	e	PROPN
cana-6074	4	15	-	-	NOUN
cana-6074	4	16	mail	mail	NOUN
cana-6074	4	17	:	:	PUNCT
cana-6074	4	18	chaabanebenatmane@yahoo.com	chaabanebenatmane@yahoo.com	X
cana-6074	4	19	article	article	NOUN
cana-6074	4	20	history	history	NOUN
cana-6074	4	21	:	:	PUNCT
cana-6074	4	22	received:01/02/2025	received:01/02/2025	PROPN
cana-6074	4	23	revised	revise	VERB
cana-6074	4	24	:	:	PUNCT
cana-6074	4	25	06/03/2025	06/03/2025	NUM
cana-6074	4	26	accepted	accept	VERB
cana-6074	4	27	:	:	PUNCT
cana-6074	4	28	30/03/2025	30/03/2025	NUM
cana-6074	4	29	abstract	abstract	NOUN
cana-6074	4	30	:	:	PUNCT
cana-6074	4	31	this	this	DET
cana-6074	4	32	paper	paper	NOUN
cana-6074	4	33	presents	present	VERB
cana-6074	4	34	a	a	DET
cana-6074	4	35	model	model	NOUN
cana-6074	4	36	of	of	ADP
cana-6074	4	37	financial	financial	ADJ
cana-6074	4	38	price	price	NOUN
cana-6074	4	39	formation	formation	NOUN
cana-6074	4	40	driven	drive	VERB
cana-6074	4	41	by	by	ADP
cana-6074	4	42	heterogeneous	heterogeneous	ADJ
cana-6074	4	43	and	and	CCONJ
cana-6074	4	44	interacting	interact	VERB
cana-6074	4	45	agents	agent	NOUN
cana-6074	4	46	.	.	PUNCT
cana-6074	5	1	we	we	PRON
cana-6074	5	2	distinguish	distinguish	VERB
cana-6074	5	3	between	between	ADP
cana-6074	5	4	rational	rational	ADJ
cana-6074	5	5	and	and	CCONJ
cana-6074	5	6	irrational	irrational	ADJ
cana-6074	5	7	agents	agent	NOUN
cana-6074	5	8	,	,	PUNCT
cana-6074	5	9	incorporating	incorporate	VERB
cana-6074	5	10	behavioral	behavioral	ADJ
cana-6074	5	11	biases	bias	NOUN
cana-6074	5	12	and	and	CCONJ
cana-6074	5	13	opinion	opinion	NOUN
cana-6074	5	14	dynamics	dynamic	NOUN
cana-6074	5	15	.	.	PUNCT
cana-6074	6	1	the	the	DET
cana-6074	6	2	evolution	evolution	NOUN
cana-6074	6	3	of	of	ADP
cana-6074	6	4	market	market	NOUN
cana-6074	6	5	prices	price	NOUN
cana-6074	6	6	is	be	AUX
cana-6074	6	7	governed	govern	VERB
cana-6074	6	8	by	by	ADP
cana-6074	6	9	random	random	ADJ
cana-6074	6	10	aggregation	aggregation	NOUN
cana-6074	6	11	of	of	ADP
cana-6074	6	12	individual	individual	ADJ
cana-6074	6	13	demands	demand	NOUN
cana-6074	6	14	,	,	PUNCT
cana-6074	6	15	which	which	PRON
cana-6074	6	16	are	be	AUX
cana-6074	6	17	influenced	influence	VERB
cana-6074	6	18	by	by	ADP
cana-6074	6	19	both	both	PRON
cana-6074	6	20	fundamental	fundamental	ADJ
cana-6074	6	21	information	information	NOUN
cana-6074	6	22	and	and	CCONJ
cana-6074	6	23	social	social	ADJ
cana-6074	6	24	interactions	interaction	NOUN
cana-6074	6	25	.	.	PUNCT
cana-6074	7	1	we	we	PRON
cana-6074	7	2	also	also	ADV
cana-6074	7	3	introduce	introduce	VERB
cana-6074	7	4	an	an	DET
cana-6074	7	5	information	information	NOUN
cana-6074	7	6	-	-	PUNCT
cana-6074	7	7	theoretic	theoretic	NOUN
cana-6074	7	8	framework	framework	NOUN
cana-6074	7	9	to	to	PART
cana-6074	7	10	quantify	quantify	VERB
cana-6074	7	11	uncertainty	uncertainty	NOUN
cana-6074	7	12	and	and	CCONJ
cana-6074	7	13	surprise	surprise	NOUN
cana-6074	7	14	in	in	ADP
cana-6074	7	15	agent	agent	NOUN
cana-6074	7	16	decisions	decision	NOUN
cana-6074	7	17	and	and	CCONJ
cana-6074	7	18	price	price	NOUN
cana-6074	7	19	fluctuations	fluctuation	NOUN
cana-6074	7	20	.	.	PUNCT
cana-6074	8	1	introduction	introduction	NOUN
cana-6074	8	2	financial	financial	ADJ
cana-6074	8	3	markets	market	NOUN
cana-6074	8	4	are	be	AUX
cana-6074	8	5	widely	widely	ADV
cana-6074	8	6	recognized	recognize	VERB
cana-6074	8	7	as	as	ADP
cana-6074	8	8	complex	complex	ADJ
cana-6074	8	9	adaptive	adaptive	ADJ
cana-6074	8	10	systems	system	NOUN
cana-6074	8	11	,	,	PUNCT
cana-6074	8	12	where	where	SCONJ
cana-6074	8	13	prices	price	NOUN
cana-6074	8	14	emerge	emerge	VERB
cana-6074	8	15	from	from	ADP
cana-6074	8	16	the	the	DET
cana-6074	8	17	interactions	interaction	NOUN
cana-6074	8	18	of	of	ADP
cana-6074	8	19	heterogeneous	heterogeneous	ADJ
cana-6074	8	20	agents	agent	NOUN
cana-6074	8	21	rather	rather	ADV
cana-6074	8	22	than	than	ADP
cana-6074	8	23	from	from	ADP
cana-6074	8	24	a	a	DET
cana-6074	8	25	single	single	ADJ
cana-6074	8	26	representative	representative	ADJ
cana-6074	8	27	investor	investor	NOUN
cana-6074	8	28	(	(	PUNCT
cana-6074	8	29	arthur	arthur	PROPN
cana-6074	8	30	,	,	PUNCT
cana-6074	8	31	1999	1999	NUM
cana-6074	8	32	;	;	PUNCT
cana-6074	8	33	lebaron	lebaron	PROPN
cana-6074	8	34	,	,	PUNCT
cana-6074	8	35	2006	2006	NUM
cana-6074	8	36	)	)	PUNCT
cana-6074	8	37	.	.	PUNCT
cana-6074	9	1	traditional	traditional	ADJ
cana-6074	9	2	models	model	NOUN
cana-6074	9	3	rooted	root	VERB
cana-6074	9	4	in	in	ADP
cana-6074	9	5	the	the	DET
cana-6074	9	6	efficient	efficient	ADJ
cana-6074	9	7	market	market	NOUN
cana-6074	9	8	hypothesis	hypothesis	NOUN
cana-6074	9	9	(	(	PUNCT
cana-6074	9	10	emh	emh	PROPN
cana-6074	9	11	)	)	PUNCT
cana-6074	9	12	assume	assume	VERB
cana-6074	9	13	that	that	SCONJ
cana-6074	9	14	prices	price	NOUN
cana-6074	9	15	fully	fully	ADV
cana-6074	9	16	reflect	reflect	VERB
cana-6074	9	17	all	all	DET
cana-6074	9	18	available	available	ADJ
cana-6074	9	19	information	information	NOUN
cana-6074	9	20	through	through	ADP
cana-6074	9	21	rational	rational	ADJ
cana-6074	9	22	expectations	expectation	NOUN
cana-6074	9	23	(	(	PUNCT
cana-6074	9	24	fama	fama	NOUN
cana-6074	9	25	,	,	PUNCT
cana-6074	9	26	1970	1970	NUM
cana-6074	9	27	)	)	PUNCT
cana-6074	9	28	.	.	PUNCT
cana-6074	10	1	however	however	ADV
cana-6074	10	2	,	,	PUNCT
cana-6074	10	3	increasing	increase	VERB
cana-6074	10	4	empirical	empirical	ADJ
cana-6074	10	5	evidence	evidence	NOUN
cana-6074	10	6	shows	show	VERB
cana-6074	10	7	that	that	SCONJ
cana-6074	10	8	markets	market	NOUN
cana-6074	10	9	often	often	ADV
cana-6074	10	10	deviate	deviate	VERB
cana-6074	10	11	from	from	ADP
cana-6074	10	12	fundamental	fundamental	ADJ
cana-6074	10	13	values	value	NOUN
cana-6074	10	14	,	,	PUNCT
cana-6074	10	15	exhibiting	exhibit	VERB
cana-6074	10	16	excess	excess	ADJ
cana-6074	10	17	volatility	volatility	NOUN
cana-6074	10	18	,	,	PUNCT
cana-6074	10	19	fat	fat	ADJ
cana-6074	10	20	-	-	PUNCT
cana-6074	10	21	tailed	tail	VERB
cana-6074	10	22	return	return	NOUN
cana-6074	10	23	distributions	distribution	NOUN
cana-6074	10	24	,	,	PUNCT
cana-6074	10	25	and	and	CCONJ
cana-6074	10	26	persistent	persistent	ADJ
cana-6074	10	27	herding	herding	NOUN
cana-6074	10	28	behaviors	behavior	NOUN
cana-6074	10	29	(	(	PUNCT
cana-6074	10	30	shiller	shiller	PROPN
cana-6074	10	31	,	,	PUNCT
cana-6074	10	32	2003	2003	NUM
cana-6074	10	33	;	;	PUNCT
cana-6074	10	34	lux	lux	PROPN
cana-6074	10	35	,	,	PUNCT
cana-6074	10	36	2009	2009	NUM
cana-6074	10	37	)	)	PUNCT
cana-6074	10	38	.	.	PUNCT
cana-6074	11	1	to	to	PART
cana-6074	11	2	account	account	VERB
cana-6074	11	3	for	for	ADP
cana-6074	11	4	such	such	ADJ
cana-6074	11	5	anomalies	anomaly	NOUN
cana-6074	11	6	,	,	PUNCT
cana-6074	11	7	agent	agent	NOUN
cana-6074	11	8	-	-	PUNCT
cana-6074	11	9	based	base	VERB
cana-6074	11	10	models	model	NOUN
cana-6074	11	11	(	(	PUNCT
cana-6074	11	12	abms	abms	VERB
cana-6074	11	13	)	)	PUNCT
cana-6074	11	14	have	have	AUX
cana-6074	11	15	gained	gain	VERB
cana-6074	11	16	prominence	prominence	NOUN
cana-6074	11	17	as	as	ADP
cana-6074	11	18	a	a	DET
cana-6074	11	19	methodological	methodological	ADJ
cana-6074	11	20	alternative	alternative	NOUN
cana-6074	11	21	.	.	PUNCT
cana-6074	12	1	abms	abms	PROPN
cana-6074	12	2	emphasize	emphasize	VERB
cana-6074	12	3	the	the	DET
cana-6074	12	4	role	role	NOUN
cana-6074	12	5	of	of	ADP
cana-6074	12	6	bounded	bounded	ADJ
cana-6074	12	7	rationality	rationality	NOUN
cana-6074	12	8	,	,	PUNCT
cana-6074	12	9	behavioral	behavioral	ADJ
cana-6074	12	10	biases	bias	NOUN
cana-6074	12	11	,	,	PUNCT
cana-6074	12	12	and	and	CCONJ
cana-6074	12	13	localized	localized	ADJ
cana-6074	12	14	interactions	interaction	NOUN
cana-6074	12	15	in	in	ADP
cana-6074	12	16	shaping	shape	VERB
cana-6074	12	17	aggregate	aggregate	ADJ
cana-6074	12	18	market	market	NOUN
cana-6074	12	19	outcomes	outcome	NOUN
cana-6074	12	20	(	(	PUNCT
cana-6074	12	21	tesfatsion	tesfatsion	NOUN
cana-6074	12	22	&	&	CCONJ
cana-6074	12	23	judd	judd	PROPN
cana-6074	12	24	,	,	PUNCT
cana-6074	12	25	2006	2006	NUM
cana-6074	12	26	;	;	PUNCT
cana-6074	12	27	hommes	homme	NOUN
cana-6074	12	28	,	,	PUNCT
cana-6074	12	29	2006	2006	NUM
cana-6074	12	30	)	)	PUNCT
cana-6074	12	31	.	.	PUNCT
cana-6074	13	1	these	these	DET
cana-6074	13	2	models	model	NOUN
cana-6074	13	3	move	move	VERB
cana-6074	13	4	beyond	beyond	ADP
cana-6074	13	5	equilibrium	equilibrium	NOUN
cana-6074	13	6	assumptions	assumption	NOUN
cana-6074	13	7	,	,	PUNCT
cana-6074	13	8	allowing	allow	VERB
cana-6074	13	9	for	for	ADP
cana-6074	13	10	the	the	DET
cana-6074	13	11	coexistence	coexistence	NOUN
cana-6074	13	12	of	of	ADP
cana-6074	13	13	rational	rational	ADJ
cana-6074	13	14	traders	trader	NOUN
cana-6074	13	15	—	—	PUNCT
cana-6074	13	16	often	often	ADV
cana-6074	13	17	termed	term	VERB
cana-6074	13	18	fundamentalists	fundamentalist	NOUN
cana-6074	13	19	—	—	PUNCT
cana-6074	13	20	and	and	CCONJ
cana-6074	13	21	irrational	irrational	ADJ
cana-6074	13	22	or	or	CCONJ
cana-6074	13	23	trendfollowing	trendfollowe	VERB
cana-6074	13	24	traders	trader	NOUN
cana-6074	13	25	whose	whose	DET
cana-6074	13	26	decisions	decision	NOUN
cana-6074	13	27	are	be	AUX
cana-6074	13	28	influenced	influence	VERB
cana-6074	13	29	by	by	ADP
cana-6074	13	30	heuristics	heuristic	NOUN
cana-6074	13	31	,	,	PUNCT
cana-6074	13	32	emotions	emotion	NOUN
cana-6074	13	33	,	,	PUNCT
cana-6074	13	34	or	or	CCONJ
cana-6074	13	35	social	social	ADJ
cana-6074	13	36	imitation	imitation	NOUN
cana-6074	13	37	(	(	PUNCT
cana-6074	13	38	de	de	X
cana-6074	13	39	long	long	ADV
cana-6074	13	40	et	et	PROPN
cana-6074	13	41	al	al	PROPN
cana-6074	13	42	.	.	PROPN
cana-6074	13	43	,	,	PUNCT
cana-6074	13	44	1990	1990	NUM
cana-6074	13	45	;	;	PUNCT
cana-6074	13	46	kirman	kirman	ADJ
cana-6074	13	47	,	,	PUNCT
cana-6074	13	48	1993	1993	NUM
cana-6074	13	49	)	)	PUNCT
cana-6074	13	50	.	.	PUNCT
cana-6074	14	1	the	the	DET
cana-6074	14	2	dynamics	dynamic	NOUN
cana-6074	14	3	of	of	ADP
cana-6074	14	4	opinion	opinion	NOUN
cana-6074	14	5	formation	formation	NOUN
cana-6074	14	6	and	and	CCONJ
cana-6074	14	7	diffusion	diffusion	NOUN
cana-6074	14	8	are	be	AUX
cana-6074	14	9	central	central	ADJ
cana-6074	14	10	to	to	ADP
cana-6074	14	11	understanding	understand	VERB
cana-6074	14	12	financial	financial	ADJ
cana-6074	14	13	price	price	NOUN
cana-6074	14	14	formation	formation	NOUN
cana-6074	14	15	.	.	PUNCT
cana-6074	15	1	social	social	ADJ
cana-6074	15	2	interaction	interaction	NOUN
cana-6074	15	3	models	model	NOUN
cana-6074	15	4	,	,	PUNCT
cana-6074	15	5	such	such	ADJ
cana-6074	15	6	as	as	ADP
cana-6074	15	7	the	the	DET
cana-6074	15	8	contact	contact	NOUN
cana-6074	15	9	process	process	NOUN
cana-6074	15	10	or	or	CCONJ
cana-6074	15	11	ising	ise	VERB
cana-6074	15	12	-	-	PUNCT
cana-6074	15	13	type	type	NOUN
cana-6074	15	14	dynamics	dynamic	NOUN
cana-6074	15	15	,	,	PUNCT
cana-6074	15	16	provide	provide	VERB
cana-6074	15	17	theoretical	theoretical	ADJ
cana-6074	15	18	foundations	foundation	NOUN
cana-6074	15	19	for	for	ADP
cana-6074	15	20	how	how	SCONJ
cana-6074	15	21	individual	individual	ADJ
cana-6074	15	22	beliefs	belief	NOUN
cana-6074	15	23	propagate	propagate	VERB
cana-6074	15	24	through	through	ADP
cana-6074	15	25	networks	network	NOUN
cana-6074	15	26	,	,	PUNCT
cana-6074	15	27	ultimately	ultimately	ADV
cana-6074	15	28	shaping	shape	VERB
cana-6074	15	29	collective	collective	ADJ
cana-6074	15	30	market	market	NOUN
cana-6074	15	31	behavior	behavior	NOUN
cana-6074	15	32	(	(	PUNCT
cana-6074	15	33	weidlich	weidlich	X
cana-6074	15	34	&	&	CCONJ
cana-6074	15	35	haag	haag	PROPN
cana-6074	15	36	,	,	PUNCT
cana-6074	15	37	1983	1983	NUM
cana-6074	15	38	;	;	PUNCT
cana-6074	15	39	sornette	sornette	NOUN
cana-6074	15	40	,	,	PUNCT
cana-6074	15	41	2014	2014	NUM
cana-6074	15	42	)	)	PUNCT
cana-6074	15	43	.	.	PUNCT
cana-6074	16	1	when	when	SCONJ
cana-6074	16	2	combined	combine	VERB
cana-6074	16	3	with	with	ADP
cana-6074	16	4	behavioral	behavioral	ADJ
cana-6074	16	5	finance	finance	NOUN
cana-6074	16	6	insights	insight	NOUN
cana-6074	16	7	—	—	PUNCT
cana-6074	16	8	such	such	ADJ
cana-6074	16	9	as	as	ADP
cana-6074	16	10	representativeness	representativeness	ADJ
cana-6074	16	11	,	,	PUNCT
cana-6074	16	12	anchoring	anchoring	NOUN
cana-6074	16	13	,	,	PUNCT
cana-6074	16	14	and	and	CCONJ
cana-6074	16	15	overconfidence	overconfidence	NOUN
cana-6074	16	16	(	(	PUNCT
cana-6074	16	17	tversky	tversky	PROPN
cana-6074	16	18	&	&	CCONJ
cana-6074	16	19	kahneman	kahneman	PROPN
cana-6074	16	20	,	,	PUNCT
cana-6074	16	21	1974	1974	NUM
cana-6074	16	22	;	;	PUNCT
cana-6074	16	23	barberis	barberis	PROPN
cana-6074	16	24	&	&	CCONJ
cana-6074	16	25	thaler	thaler	PROPN
cana-6074	16	26	,	,	PUNCT
cana-6074	16	27	2003)—these	2003)—these	PRON
cana-6074	16	28	frameworks	framework	NOUN
cana-6074	16	29	offer	offer	VERB
cana-6074	16	30	a	a	DET
cana-6074	16	31	richer	rich	ADJ
cana-6074	16	32	explanation	explanation	NOUN
cana-6074	16	33	of	of	ADP
cana-6074	16	34	phenomena	phenomenon	NOUN
cana-6074	16	35	like	like	ADP
cana-6074	16	36	bubbles	bubble	NOUN
cana-6074	16	37	,	,	PUNCT
cana-6074	16	38	crashes	crash	NOUN
cana-6074	16	39	,	,	PUNCT
cana-6074	16	40	and	and	CCONJ
cana-6074	16	41	volatility	volatility	NOUN
cana-6074	16	42	clustering	clustering	NOUN
cana-6074	16	43	.	.	PUNCT
cana-6074	17	1	another	another	DET
cana-6074	17	2	promising	promising	ADJ
cana-6074	17	3	perspective	perspective	NOUN
cana-6074	17	4	comes	come	VERB
cana-6074	17	5	from	from	ADP
cana-6074	17	6	information	information	NOUN
cana-6074	17	7	theory	theory	NOUN
cana-6074	17	8	,	,	PUNCT
cana-6074	17	9	which	which	PRON
cana-6074	17	10	quantifies	quantify	VERB
cana-6074	17	11	uncertainty	uncertainty	NOUN
cana-6074	17	12	and	and	CCONJ
cana-6074	17	13	surprise	surprise	NOUN
cana-6074	17	14	in	in	ADP
cana-6074	17	15	decision	decision	NOUN
cana-6074	17	16	-	-	PUNCT
cana-6074	17	17	making	make	VERB
cana-6074	17	18	processes	process	NOUN
cana-6074	17	19	(	(	PUNCT
cana-6074	17	20	shannon	shannon	NOUN
cana-6074	17	21	,	,	PUNCT
cana-6074	17	22	1948	1948	NUM
cana-6074	17	23	;	;	PUNCT
cana-6074	17	24	cover	cover	NOUN
cana-6074	17	25	&	&	CCONJ
cana-6074	17	26	thomas	thomas	PROPN
cana-6074	17	27	,	,	PUNCT
cana-6074	17	28	2006	2006	NUM
cana-6074	17	29	)	)	PUNCT
cana-6074	17	30	.	.	PUNCT
cana-6074	18	1	entropybased	entropybase	VERB
cana-6074	18	2	measures	measure	NOUN
cana-6074	18	3	have	have	AUX
cana-6074	18	4	been	be	AUX
cana-6074	18	5	increasingly	increasingly	ADV
cana-6074	18	6	applied	apply	VERB
cana-6074	18	7	to	to	ADP
cana-6074	18	8	financial	financial	ADJ
cana-6074	18	9	markets	market	NOUN
cana-6074	18	10	as	as	ADP
cana-6074	18	11	indicators	indicator	NOUN
cana-6074	18	12	of	of	ADP
cana-6074	18	13	systemic	systemic	ADJ
cana-6074	18	14	risk	risk	NOUN
cana-6074	18	15	,	,	PUNCT
cana-6074	18	16	opinion	opinion	NOUN
cana-6074	18	17	diversity	diversity	NOUN
cana-6074	18	18	,	,	PUNCT
cana-6074	18	19	and	and	CCONJ
cana-6074	18	20	information	information	NOUN
cana-6074	18	21	efficiency	efficiency	NOUN
cana-6074	18	22	(	(	PUNCT
cana-6074	18	23	marsili	marsili	NOUN
cana-6074	18	24	,	,	PUNCT
cana-6074	18	25	2002	2002	NUM
cana-6074	18	26	;	;	PUNCT
cana-6074	18	27	maasoumi	maasoumi	PROPN
cana-6074	18	28	&	&	CCONJ
cana-6074	18	29	racine	racine	PROPN
cana-6074	18	30	,	,	PUNCT
cana-6074	18	31	2002	2002	NUM
cana-6074	18	32	)	)	PUNCT
cana-6074	18	33	.	.	PUNCT
cana-6074	19	1	mailto:ezzebsa.abdelali@univ-guelma.dz	mailto:ezzebsa.abdelali@univ-guelma.dz	PROPN
cana-6074	19	2	mailto:chaabanebenatmane@yahoo.com	mailto:chaabanebenatmane@yahoo.com	PROPN
cana-6074	19	3	communications	communication	NOUN
cana-6074	19	4	on	on	ADP
cana-6074	19	5	applied	apply	VERB
cana-6074	19	6	nonlinear	nonlinear	ADJ
cana-6074	19	7	analysis	analysis	NOUN
cana-6074	19	8	issn	issn	NOUN
cana-6074	19	9	:	:	PUNCT
cana-6074	19	10	1074	1074	NUM
cana-6074	19	11	-	-	PUNCT
cana-6074	19	12	133x	133x	NUM
cana-6074	19	13	vol	vol	VERB
cana-6074	19	14	32	32	NUM
cana-6074	19	15	no	no	NOUN
cana-6074	19	16	.	.	PUNCT
cana-6074	20	1	10s	10	NOUN
cana-6074	20	2	(	(	PUNCT
cana-6074	20	3	2025	2025	NUM
cana-6074	20	4	)	)	PUNCT
cana-6074	20	5	3320	3320	NUM
cana-6074	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	20	7	by	by	ADP
cana-6074	20	8	integrating	integrate	VERB
cana-6074	20	9	entropy	entropy	NOUN
cana-6074	20	10	into	into	ADP
cana-6074	20	11	agent	agent	NOUN
cana-6074	20	12	-	-	PUNCT
cana-6074	20	13	based	base	VERB
cana-6074	20	14	models	model	NOUN
cana-6074	20	15	,	,	PUNCT
cana-6074	20	16	researchers	researcher	NOUN
cana-6074	20	17	can	can	AUX
cana-6074	20	18	capture	capture	VERB
cana-6074	20	19	not	not	PART
cana-6074	20	20	only	only	ADV
cana-6074	20	21	price	price	NOUN
cana-6074	20	22	fluctuations	fluctuation	NOUN
cana-6074	20	23	but	but	CCONJ
cana-6074	20	24	also	also	ADV
cana-6074	20	25	the	the	DET
cana-6074	20	26	underlying	underlie	VERB
cana-6074	20	27	informational	informational	ADJ
cana-6074	20	28	complexity	complexity	NOUN
cana-6074	20	29	of	of	ADP
cana-6074	20	30	collective	collective	ADJ
cana-6074	20	31	behavior	behavior	NOUN
cana-6074	20	32	.	.	PUNCT
cana-6074	21	1	this	this	DET
cana-6074	21	2	paper	paper	NOUN
cana-6074	21	3	proposes	propose	VERB
cana-6074	21	4	a	a	DET
cana-6074	21	5	behavioral	behavioral	ADJ
cana-6074	21	6	and	and	CCONJ
cana-6074	21	7	information	information	NOUN
cana-6074	21	8	-	-	PUNCT
cana-6074	21	9	theoretic	theoretic	NOUN
cana-6074	21	10	agent	agent	NOUN
cana-6074	21	11	-	-	PUNCT
cana-6074	21	12	based	base	VERB
cana-6074	21	13	model	model	NOUN
cana-6074	21	14	of	of	ADP
cana-6074	21	15	financial	financial	ADJ
cana-6074	21	16	price	price	NOUN
cana-6074	21	17	formation	formation	NOUN
cana-6074	21	18	.	.	PUNCT
cana-6074	22	1	the	the	DET
cana-6074	22	2	framework	framework	NOUN
cana-6074	22	3	distinguishes	distinguish	VERB
cana-6074	22	4	between	between	ADP
cana-6074	22	5	rational	rational	ADJ
cana-6074	22	6	and	and	CCONJ
cana-6074	22	7	irrational	irrational	ADJ
cana-6074	22	8	traders	trader	NOUN
cana-6074	22	9	,	,	PUNCT
cana-6074	22	10	incorporates	incorporate	VERB
cana-6074	22	11	opinion	opinion	NOUN
cana-6074	22	12	dynamics	dynamic	NOUN
cana-6074	22	13	through	through	ADP
cana-6074	22	14	social	social	ADJ
cana-6074	22	15	interactions	interaction	NOUN
cana-6074	22	16	,	,	PUNCT
cana-6074	22	17	and	and	CCONJ
cana-6074	22	18	uses	use	VERB
cana-6074	22	19	entropy	entropy	NOUN
cana-6074	22	20	to	to	PART
cana-6074	22	21	quantify	quantify	VERB
cana-6074	22	22	uncertainty	uncertainty	NOUN
cana-6074	22	23	in	in	ADP
cana-6074	22	24	collective	collective	ADJ
cana-6074	22	25	beliefs	belief	NOUN
cana-6074	22	26	.	.	PUNCT
cana-6074	23	1	we	we	PRON
cana-6074	23	2	validate	validate	VERB
cana-6074	23	3	the	the	DET
cana-6074	23	4	model	model	NOUN
cana-6074	23	5	through	through	ADP
cana-6074	23	6	simulations	simulation	NOUN
cana-6074	23	7	and	and	CCONJ
cana-6074	23	8	apply	apply	VERB
cana-6074	23	9	it	it	PRON
cana-6074	23	10	to	to	PART
cana-6074	23	11	bitcoin	bitcoin	VERB
cana-6074	23	12	market	market	NOUN
cana-6074	23	13	data	datum	NOUN
cana-6074	23	14	from	from	ADP
cana-6074	23	15	2021–2022	2021–2022	NUM
cana-6074	23	16	,	,	PUNCT
cana-6074	23	17	showing	show	VERB
cana-6074	23	18	its	its	PRON
cana-6074	23	19	ability	ability	NOUN
cana-6074	23	20	to	to	PART
cana-6074	23	21	replicate	replicate	VERB
cana-6074	23	22	stylized	stylize	VERB
cana-6074	23	23	facts	fact	NOUN
cana-6074	23	24	such	such	ADJ
cana-6074	23	25	as	as	ADP
cana-6074	23	26	volatility	volatility	NOUN
cana-6074	23	27	clustering	clustering	NOUN
cana-6074	23	28	and	and	CCONJ
cana-6074	23	29	fat	fat	ADJ
cana-6074	23	30	-	-	PUNCT
cana-6074	23	31	tailed	tail	VERB
cana-6074	23	32	return	return	NOUN
cana-6074	23	33	distributions	distribution	NOUN
cana-6074	23	34	.	.	PUNCT
cana-6074	24	1	an	an	DET
cana-6074	24	2	out	out	ADV
cana-6074	24	3	-	-	PUNCT
cana-6074	24	4	of	of	ADP
cana-6074	24	5	-	-	PUNCT
cana-6074	24	6	sample	sample	NOUN
cana-6074	24	7	forecasting	forecasting	NOUN
cana-6074	24	8	experiment	experiment	NOUN
cana-6074	24	9	further	far	ADV
cana-6074	24	10	demonstrates	demonstrate	VERB
cana-6074	24	11	the	the	DET
cana-6074	24	12	model	model	NOUN
cana-6074	24	13	’s	’s	PART
cana-6074	24	14	predictive	predictive	ADJ
cana-6074	24	15	power	power	NOUN
cana-6074	24	16	and	and	CCONJ
cana-6074	24	17	its	its	PRON
cana-6074	24	18	potential	potential	NOUN
cana-6074	24	19	for	for	ADP
cana-6074	24	20	stress	stress	NOUN
cana-6074	24	21	testing	testing	NOUN
cana-6074	24	22	and	and	CCONJ
cana-6074	24	23	real	real	ADJ
cana-6074	24	24	-	-	PUNCT
cana-6074	24	25	time	time	NOUN
cana-6074	24	26	risk	risk	NOUN
cana-6074	24	27	management	management	NOUN
cana-6074	24	28	.	.	PUNCT
cana-6074	25	1	1model	1model	NUM
cana-6074	25	2	overview	overview	NOUN
cana-6074	25	3	we	we	PRON
cana-6074	25	4	consider	consider	VERB
cana-6074	25	5	a	a	DET
cana-6074	25	6	financial	financial	ADJ
cana-6074	25	7	market	market	NOUN
cana-6074	25	8	composed	compose	VERB
cana-6074	25	9	of	of	ADP
cana-6074	25	10	a	a	DET
cana-6074	25	11	large	large	ADJ
cana-6074	25	12	number	number	NOUN
cana-6074	25	13	of	of	ADP
cana-6074	25	14	agents	agent	NOUN
cana-6074	25	15	indexed	index	VERB
cana-6074	25	16	by	by	ADP
cana-6074	25	17	𝑖	𝑖	SYM
cana-6074	25	18	∈	∈	PROPN
cana-6074	25	19	{	{	PUNCT
cana-6074	25	20	1,2	1,2	NUM
cana-6074	25	21	,	,	PUNCT
cana-6074	25	22	…	…	PUNCT
cana-6074	25	23	,	,	PUNCT
cana-6074	25	24	𝑁	𝑁	NOUN
cana-6074	25	25	}	}	PUNCT
cana-6074	25	26	.	.	PUNCT
cana-6074	26	1	each	each	DET
cana-6074	26	2	agent	agent	NOUN
cana-6074	26	3	occupies	occupy	VERB
cana-6074	26	4	a	a	DET
cana-6074	26	5	position	position	NOUN
cana-6074	26	6	within	within	ADP
cana-6074	26	7	an	an	DET
cana-6074	26	8	interactive	interactive	ADJ
cana-6074	26	9	system	system	NOUN
cana-6074	26	10	,	,	PUNCT
cana-6074	26	11	reflecting	reflect	VERB
cana-6074	26	12	the	the	DET
cana-6074	26	13	structure	structure	NOUN
cana-6074	26	14	of	of	ADP
cana-6074	26	15	a	a	DET
cana-6074	26	16	trading	trading	NOUN
cana-6074	26	17	floor	floor	NOUN
cana-6074	26	18	or	or	CCONJ
cana-6074	26	19	market	market	NOUN
cana-6074	26	20	environment	environment	NOUN
cana-6074	26	21	.	.	PUNCT
cana-6074	27	1	at	at	ADP
cana-6074	27	2	each	each	DET
cana-6074	27	3	time	time	NOUN
cana-6074	27	4	𝑡	𝑡	PROPN
cana-6074	27	5	,	,	PUNCT
cana-6074	27	6	agent	agent	NOUN
cana-6074	27	7	𝑖	𝑖	NOUN
cana-6074	27	8	holds	hold	VERB
cana-6074	27	9	a	a	DET
cana-6074	27	10	personal	personal	ADJ
cana-6074	27	11	opinion	opinion	NOUN
cana-6074	27	12	regarding	regard	VERB
cana-6074	27	13	the	the	DET
cana-6074	27	14	future	future	ADJ
cana-6074	27	15	value	value	NOUN
cana-6074	27	16	of	of	ADP
cana-6074	27	17	a	a	DET
cana-6074	27	18	risky	risky	ADJ
cana-6074	27	19	asset	asset	NOUN
cana-6074	27	20	,	,	PUNCT
cana-6074	27	21	denoted	denote	VERB
cana-6074	27	22	by	by	ADP
cana-6074	27	23	the	the	DET
cana-6074	27	24	random	random	ADJ
cana-6074	27	25	variable	variable	NOUN
cana-6074	27	26	𝜇𝑖(𝑡	𝜇𝑖(𝑡	PUNCT
cana-6074	27	27	)	)	PUNCT
cana-6074	27	28	,	,	PUNCT
cana-6074	27	29	taking	take	VERB
cana-6074	27	30	values	value	NOUN
cana-6074	27	31	in	in	ADP
cana-6074	27	32	a	a	DET
cana-6074	27	33	finite	finite	NOUN
cana-6074	27	34	set	set	VERB
cana-6074	27	35	𝐵	𝐵	PROPN
cana-6074	27	36	.	.	PUNCT
cana-6074	28	1	this	this	DET
cana-6074	28	2	opinion	opinion	NOUN
cana-6074	28	3	influences	influence	VERB
cana-6074	28	4	the	the	DET
cana-6074	28	5	agent	agent	NOUN
cana-6074	28	6	’s	’s	PART
cana-6074	28	7	trading	trading	NOUN
cana-6074	28	8	decision	decision	NOUN
cana-6074	28	9	.	.	PUNCT
cana-6074	29	1	1	1	NUM
cana-6074	29	2	-	-	SYM
cana-6074	29	3	1types	1types	NUM
cana-6074	29	4	of	of	ADP
cana-6074	29	5	agents	agent	NOUN
cana-6074	29	6	we	we	PRON
cana-6074	29	7	assume	assume	VERB
cana-6074	29	8	the	the	DET
cana-6074	29	9	existence	existence	NOUN
cana-6074	29	10	of	of	ADP
cana-6074	29	11	two	two	NUM
cana-6074	29	12	distinct	distinct	ADJ
cana-6074	29	13	classes	class	NOUN
cana-6074	29	14	of	of	ADP
cana-6074	29	15	agents	agent	NOUN
cana-6074	29	16	,	,	PUNCT
cana-6074	29	17	characterized	characterize	VERB
cana-6074	29	18	by	by	ADP
cana-6074	29	19	their	their	PRON
cana-6074	29	20	decisionmaking	decisionmake	VERB
cana-6074	29	21	behavior	behavior	NOUN
cana-6074	29	22	:	:	PUNCT
cana-6074	29	23	•	•	NUM
cana-6074	29	24	fundamentalists	fundamentalist	NOUN
cana-6074	29	25	(	(	PUNCT
cana-6074	29	26	f	f	X
cana-6074	29	27	):	):	PUNCT
cana-6074	29	28	rational	rational	ADJ
cana-6074	29	29	agents	agent	NOUN
cana-6074	29	30	who	who	PRON
cana-6074	29	31	base	base	VERB
cana-6074	29	32	their	their	PRON
cana-6074	29	33	expectations	expectation	NOUN
cana-6074	29	34	on	on	ADP
cana-6074	29	35	fundamental	fundamental	ADJ
cana-6074	29	36	market	market	NOUN
cana-6074	29	37	information	information	NOUN
cana-6074	29	38	.	.	PUNCT
cana-6074	30	1	•	•	NUM
cana-6074	30	2	irrational	irrational	ADJ
cana-6074	30	3	agents	agent	NOUN
cana-6074	30	4	(	(	PUNCT
cana-6074	30	5	i	i	NOUN
cana-6074	30	6	):	):	PUNCT
cana-6074	30	7	agents	agent	NOUN
cana-6074	30	8	affected	affect	VERB
cana-6074	30	9	by	by	ADP
cana-6074	30	10	cognitive	cognitive	ADJ
cana-6074	30	11	biases	bias	NOUN
cana-6074	30	12	such	such	ADJ
cana-6074	30	13	as	as	ADP
cana-6074	30	14	representativeness	representativeness	ADJ
cana-6074	30	15	and	and	CCONJ
cana-6074	30	16	anchoring	anchoring	NOUN
cana-6074	30	17	,	,	PUNCT
cana-6074	30	18	who	who	PRON
cana-6074	30	19	instead	instead	ADV
cana-6074	30	20	follow	follow	VERB
cana-6074	30	21	market	market	NOUN
cana-6074	30	22	trends	trend	NOUN
cana-6074	30	23	and	and	CCONJ
cana-6074	30	24	heuristics	heuristic	NOUN
cana-6074	30	25	.	.	PUNCT
cana-6074	31	1	the	the	DET
cana-6074	31	2	population	population	NOUN
cana-6074	31	3	proportions	proportion	NOUN
cana-6074	31	4	of	of	ADP
cana-6074	31	5	each	each	DET
cana-6074	31	6	group	group	NOUN
cana-6074	31	7	are	be	AUX
cana-6074	31	8	denoted	denote	VERB
cana-6074	31	9	𝑃1	𝑃1	NOUN
cana-6074	31	10	and	and	CCONJ
cana-6074	31	11	𝑃2	𝑃2	NOUN
cana-6074	31	12	respectively	respectively	ADV
cana-6074	31	13	,	,	PUNCT
cana-6074	31	14	with	with	ADP
cana-6074	31	15	𝑃1	𝑃1	NOUN
cana-6074	31	16	+	+	CCONJ
cana-6074	31	17	𝑃2	𝑃2	NOUN
cana-6074	31	18	=	=	SYM
cana-6074	31	19	1	1	NUM
cana-6074	31	20	.	.	X
cana-6074	32	1	1	1	NUM
cana-6074	32	2	-	-	SYM
cana-6074	32	3	2opinion	2opinion	NUM
cana-6074	32	4	encoding	encode	VERB
cana-6074	32	5	each	each	DET
cana-6074	32	6	agent	agent	NOUN
cana-6074	32	7	's	's	PART
cana-6074	32	8	opinion	opinion	NOUN
cana-6074	32	9	type	type	NOUN
cana-6074	32	10	is	be	AUX
cana-6074	32	11	encoded	encode	VERB
cana-6074	32	12	as	as	ADP
cana-6074	32	13	a	a	DET
cana-6074	32	14	binary	binary	ADJ
cana-6074	32	15	variable	variable	NOUN
cana-6074	32	16	:	:	PUNCT
cana-6074	32	17	𝑧𝑖(𝑡	𝑧𝑖(𝑡	NUM
cana-6074	32	18	)	)	PUNCT
cana-6074	33	1	=	=	PRON
cana-6074	33	2	{	{	PUNCT
cana-6074	33	3	1	1	NUM
cana-6074	33	4	if	if	SCONJ
cana-6074	33	5	agent	agent	NOUN
cana-6074	33	6	𝑖	𝑖	PRON
cana-6074	33	7	follows	follow	VERB
cana-6074	33	8	fundamentalists	fundamentalist	NOUN
cana-6074	33	9	(	(	PUNCT
cana-6074	33	10	𝐹	𝐹	PROPN
cana-6074	33	11	)	)	PUNCT
cana-6074	33	12	,	,	PUNCT
cana-6074	33	13	0	0	PUNCT
cana-6074	33	14	if	if	SCONJ
cana-6074	33	15	agent	agent	NOUN
cana-6074	33	16	𝑖	𝑖	ADP
cana-6074	33	17	follows	follow	VERB
cana-6074	33	18	irrational	irrational	ADJ
cana-6074	33	19	trend	trend	NOUN
cana-6074	33	20	(	(	PUNCT
cana-6074	33	21	𝐼	𝐼	PROPN
cana-6074	33	22	)	)	PUNCT
cana-6074	33	23	.	.	PUNCT
cana-6074	34	1	2aggregate	2aggregate	NUM
cana-6074	34	2	demand	demand	NOUN
cana-6074	34	3	and	and	CCONJ
cana-6074	34	4	price	price	NOUN
cana-6074	34	5	dynamics	dynamic	NOUN
cana-6074	34	6	each	each	DET
cana-6074	34	7	agent	agent	NOUN
cana-6074	34	8	makes	make	VERB
cana-6074	34	9	a	a	DET
cana-6074	34	10	trading	trading	NOUN
cana-6074	34	11	decision	decision	NOUN
cana-6074	34	12	𝜑𝑖(𝑡	𝜑𝑖(𝑡	PUNCT
cana-6074	34	13	)	)	PUNCT
cana-6074	34	14	at	at	ADP
cana-6074	34	15	time	time	NOUN
cana-6074	34	16	𝑡	𝑡	X
cana-6074	34	17	:	:	PUNCT
cana-6074	34	18	𝜑𝑖(𝑡	𝜑𝑖(𝑡	NUM
cana-6074	34	19	)	)	PUNCT
cana-6074	34	20	∈	∈	NOUN
cana-6074	34	21	{	{	PUNCT
cana-6074	34	22	−1,0	−1,0	NOUN
cana-6074	34	23	,	,	PUNCT
cana-6074	34	24	+1	+1	PROPN
cana-6074	34	25	}	}	PUNCT
cana-6074	34	26	where	where	SCONJ
cana-6074	34	27	:	:	PUNCT
cana-6074	34	28	•	•	X
cana-6074	34	29	𝜑𝑖	𝜑𝑖	NOUN
cana-6074	34	30	=	=	X
cana-6074	34	31	+1	+1	NOUN
cana-6074	34	32	:	:	PUNCT
cana-6074	34	33	agent	agent	NOUN
cana-6074	34	34	chooses	choose	VERB
cana-6074	34	35	to	to	PART
cana-6074	34	36	buy	buy	VERB
cana-6074	34	37	,	,	PUNCT
cana-6074	34	38	•	•	ADV
cana-6074	34	39	𝜑𝑖	𝜑𝑖	NOUN
cana-6074	34	40	=	=	NOUN
cana-6074	34	41	−1	−1	NOUN
cana-6074	34	42	:	:	PUNCT
cana-6074	34	43	agent	agent	NOUN
cana-6074	34	44	chooses	choose	VERB
cana-6074	34	45	to	to	PART
cana-6074	34	46	sell	sell	VERB
cana-6074	34	47	,	,	PUNCT
cana-6074	34	48	•	•	ADV
cana-6074	34	49	𝜑𝑖	𝜑𝑖	NOUN
cana-6074	34	50	=	=	NOUN
cana-6074	34	51	0	0	NUM
cana-6074	34	52	:	:	PUNCT
cana-6074	34	53	agent	agent	NOUN
cana-6074	34	54	remains	remain	VERB
cana-6074	34	55	inactive	inactive	ADJ
cana-6074	34	56	.	.	PUNCT
cana-6074	35	1	communications	communication	NOUN
cana-6074	35	2	on	on	ADP
cana-6074	35	3	applied	apply	VERB
cana-6074	35	4	nonlinear	nonlinear	ADJ
cana-6074	35	5	analysis	analysis	NOUN
cana-6074	35	6	issn	issn	NOUN
cana-6074	35	7	:	:	PUNCT
cana-6074	35	8	1074	1074	NUM
cana-6074	35	9	-	-	PUNCT
cana-6074	35	10	133x	133x	NUM
cana-6074	35	11	vol	vol	VERB
cana-6074	35	12	32	32	NUM
cana-6074	35	13	no	no	NOUN
cana-6074	35	14	.	.	PUNCT
cana-6074	36	1	10s	10	NOUN
cana-6074	36	2	(	(	PUNCT
cana-6074	36	3	2025	2025	NUM
cana-6074	36	4	)	)	PUNCT
cana-6074	36	5	3321	3321	NUM
cana-6074	36	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	36	7	2	2	NUM
cana-6074	36	8	-	-	SYM
cana-6074	36	9	1demand	1demand	NUM
cana-6074	36	10	distribution	distribution	NOUN
cana-6074	36	11	the	the	DET
cana-6074	36	12	marginal	marginal	ADJ
cana-6074	36	13	distribution	distribution	NOUN
cana-6074	36	14	of	of	ADP
cana-6074	36	15	individual	individual	ADJ
cana-6074	36	16	demands	demand	NOUN
cana-6074	36	17	is	be	AUX
cana-6074	36	18	given	give	VERB
cana-6074	36	19	by	by	ADP
cana-6074	36	20	:	:	PUNCT
cana-6074	36	21	𝑃(𝜑𝑖	𝑃(𝜑𝑖	NOUN
cana-6074	36	22	=	=	SYM
cana-6074	36	23	+1	+1	ADJ
cana-6074	36	24	)	)	PUNCT
cana-6074	36	25	=	=	SYM
cana-6074	36	26	𝑃(𝜑𝑖	𝑃(𝜑𝑖	NOUN
cana-6074	36	27	=	=	SYM
cana-6074	36	28	−1	−1	NOUN
cana-6074	36	29	)	)	PUNCT
cana-6074	36	30	=	=	SYM
cana-6074	37	1	𝑎	𝑎	X
cana-6074	37	2	,	,	PUNCT
cana-6074	37	3	  	  	SPACE
cana-6074	37	4	𝑃(𝜑𝑖	𝑃(𝜑𝑖	NOUN
cana-6074	37	5	=	=	NOUN
cana-6074	37	6	0	0	NUM
cana-6074	37	7	)	)	PUNCT
cana-6074	37	8	=	=	SYM
cana-6074	37	9	1	1	NUM
cana-6074	37	10	−	−	NOUN
cana-6074	37	11	2𝑎	2𝑎	NUM
cana-6074	37	12	assuming	assume	VERB
cana-6074	37	13	independence	independence	NOUN
cana-6074	37	14	across	across	ADP
cana-6074	37	15	agents	agent	NOUN
cana-6074	37	16	,	,	PUNCT
cana-6074	37	17	the	the	DET
cana-6074	37	18	total	total	ADJ
cana-6074	37	19	aggregate	aggregate	ADJ
cana-6074	37	20	demand	demand	NOUN
cana-6074	37	21	is	be	AUX
cana-6074	37	22	:	:	PUNCT
cana-6074	37	23	𝐷(𝑡	𝐷(𝑡	NOUN
cana-6074	37	24	)	)	PUNCT
cana-6074	37	25	=	=	SYM
cana-6074	37	26	∑	∑	PUNCT
cana-6074	37	27	𝜑𝑖(𝑡	𝜑𝑖(𝑡	NUM
cana-6074	37	28	)	)	PUNCT
cana-6074	37	29	𝑁	𝑁	PROPN
cana-6074	37	30	𝑖=1	𝑖=1	PROPN
cana-6074	37	31	2	2	NUM
cana-6074	37	32	-	-	PUNCT
cana-6074	37	33	2price	2price	PROPN
cana-6074	37	34	adjustment	adjustment	NOUN
cana-6074	37	35	mechanism	mechanism	NOUN
cana-6074	37	36	price	price	NOUN
cana-6074	37	37	changes	change	NOUN
cana-6074	37	38	are	be	AUX
cana-6074	37	39	driven	drive	VERB
cana-6074	37	40	by	by	ADP
cana-6074	37	41	the	the	DET
cana-6074	37	42	aggregate	aggregate	ADJ
cana-6074	37	43	demand	demand	NOUN
cana-6074	37	44	.	.	PUNCT
cana-6074	38	1	the	the	DET
cana-6074	38	2	price	price	NOUN
cana-6074	38	3	increment	increment	NOUN
cana-6074	38	4	at	at	ADP
cana-6074	38	5	time	time	NOUN
cana-6074	38	6	𝑡	𝑡	PROPN
cana-6074	38	7	is	be	AUX
cana-6074	38	8	modeled	model	VERB
cana-6074	38	9	as	as	ADP
cana-6074	38	10	:	:	PUNCT
cana-6074	38	11	∆𝑋𝑡	∆𝑋𝑡	NUM
cana-6074	38	12	=	=	NOUN
cana-6074	38	13	𝑋𝑡+1	𝑋𝑡+1	NOUN
cana-6074	38	14	−	−	PROPN
cana-6074	38	15	𝑋𝑡	𝑋𝑡	NOUN
cana-6074	38	16	=	=	SYM
cana-6074	38	17	1	1	NUM
cana-6074	38	18	𝜆	𝜆	NOUN
cana-6074	38	19	∑	∑	PUNCT
cana-6074	38	20	𝜑𝑖(𝑡	𝜑𝑖(𝑡	NUM
cana-6074	38	21	)	)	PUNCT
cana-6074	38	22	=	=	SYM
cana-6074	38	23	�	�	PROPN
cana-6074	38	24	̌	̌	NUM
cana-6074	38	25	�	�	NOUN
cana-6074	38	26	𝐻(𝐷	𝐻(𝐷	NOUN
cana-6074	38	27	)	)	PUNCT
cana-6074	38	28	𝑁	𝑁	PROPN
cana-6074	38	29	𝑖=1	𝑖=1	PROPN
cana-6074	38	30	where	where	SCONJ
cana-6074	38	31	:	:	PUNCT
cana-6074	38	32	•	•	X
cana-6074	38	33	𝜆	𝜆	X
cana-6074	38	34	>	>	X
cana-6074	38	35	0	0	PUNCT
cana-6074	38	36	is	be	AUX
cana-6074	38	37	a	a	DET
cana-6074	38	38	liquidity	liquidity	NOUN
cana-6074	38	39	parameter	parameter	NOUN
cana-6074	38	40	,	,	PUNCT
cana-6074	38	41	•	•	NUM
cana-6074	38	42	�	�	PROPN
cana-6074	38	43	̌	̌	NUM
cana-6074	38	44	�	�	NOUN
cana-6074	38	45	=	=	SYM
cana-6074	39	1	1	1	NUM
cana-6074	39	2	𝜆	𝜆	NOUN
cana-6074	39	3	,	,	PUNCT
cana-6074	39	4	•	•	NUM
cana-6074	39	5	𝐻(𝐷	𝐻(𝐷	NOUN
cana-6074	39	6	)	)	PUNCT
cana-6074	39	7	is	be	AUX
cana-6074	39	8	a	a	DET
cana-6074	39	9	decreasing	decrease	VERB
cana-6074	39	10	function	function	NOUN
cana-6074	39	11	of	of	ADP
cana-6074	39	12	demand	demand	NOUN
cana-6074	39	13	,	,	PUNCT
cana-6074	39	14	typically	typically	ADV
cana-6074	39	15	assumed	assume	VERB
cana-6074	39	16	linear	linear	NOUN
cana-6074	39	17	:	:	PUNCT
cana-6074	39	18	𝐻(𝐷	𝐻(𝐷	NOUN
cana-6074	39	19	)	)	PUNCT
cana-6074	39	20	=	=	PUNCT
cana-6074	40	1	−𝛼𝐷	−𝛼𝐷	NOUN
cana-6074	40	2	for	for	ADP
cana-6074	40	3	some	some	DET
cana-6074	40	4	𝛼	𝛼	NOUN
cana-6074	40	5	>	>	X
cana-6074	40	6	0	0	NUM
cana-6074	40	7	.	.	PUNCT
cana-6074	41	1	2	2	NUM
cana-6074	41	2	-	-	SYM
cana-6074	41	3	3gaussian	3gaussian	NUM
cana-6074	41	4	approximation	approximation	NOUN
cana-6074	41	5	under	under	ADP
cana-6074	41	6	the	the	DET
cana-6074	41	7	assumption	assumption	NOUN
cana-6074	41	8	that	that	SCONJ
cana-6074	41	9	𝜑𝑖	𝜑𝑖	NOUN
cana-6074	41	10	are	be	AUX
cana-6074	41	11	i.i.d	i.i.d	ADJ
cana-6074	41	12	.	.	PUNCT
cana-6074	42	1	with	with	ADP
cana-6074	42	2	finite	finite	ADJ
cana-6074	42	3	variance	variance	NOUN
cana-6074	42	4	𝜎2	𝜎2	NOUN
cana-6074	42	5	,	,	PUNCT
cana-6074	42	6	by	by	ADP
cana-6074	42	7	the	the	DET
cana-6074	42	8	central	central	ADJ
cana-6074	42	9	limit	limit	NOUN
cana-6074	42	10	theorem	theorem	VERB
cana-6074	42	11	:	:	PUNCT
cana-6074	42	12	𝐷(𝑡	𝐷(𝑡	NOUN
cana-6074	42	13	)	)	PUNCT
cana-6074	42	14	∼	∼	NOUN
cana-6074	42	15	𝑁(0	𝑁(0	VERB
cana-6074	42	16	,	,	PUNCT
cana-6074	42	17	𝑁𝜎2	𝑁𝜎2	ADJ
cana-6074	42	18	)	)	PUNCT
cana-6074	43	1	⇒	⇒	NOUN
cana-6074	43	2	𝛥𝑋𝑡	𝛥𝑋𝑡	NOUN
cana-6074	43	3	∼	∼	NOUN
cana-6074	43	4	𝑁(0	𝑁(0	NUM
cana-6074	43	5	,	,	PUNCT
cana-6074	43	6	𝑁𝜎2	𝑁𝜎2	ADJ
cana-6074	43	7	𝜆2	𝜆2	NOUN
cana-6074	43	8	)	)	PUNCT
cana-6074	43	9	hence	hence	ADV
cana-6074	43	10	,	,	PUNCT
cana-6074	43	11	price	price	NOUN
cana-6074	43	12	fluctuations	fluctuation	NOUN
cana-6074	43	13	follow	follow	VERB
cana-6074	43	14	a	a	DET
cana-6074	43	15	gaussian	gaussian	ADJ
cana-6074	43	16	distribution	distribution	NOUN
cana-6074	43	17	under	under	ADP
cana-6074	43	18	idealized	idealized	ADJ
cana-6074	43	19	conditions	condition	NOUN
cana-6074	43	20	.	.	PUNCT
cana-6074	44	1	3price	3price	NUM
cana-6074	44	2	evolution	evolution	NOUN
cana-6074	44	3	with	with	ADP
cana-6074	44	4	sequential	sequential	ADJ
cana-6074	44	5	information	information	NOUN
cana-6074	44	6	we	we	PRON
cana-6074	44	7	consider	consider	VERB
cana-6074	44	8	a	a	DET
cana-6074	44	9	discrete	discrete	ADJ
cana-6074	44	10	-	-	PUNCT
cana-6074	44	11	time	time	NOUN
cana-6074	44	12	market	market	NOUN
cana-6074	44	13	with	with	ADP
cana-6074	44	14	four	four	NUM
cana-6074	44	15	time	time	NOUN
cana-6074	44	16	points	point	NOUN
cana-6074	44	17	:	:	PUNCT
cana-6074	44	18	𝑡	𝑡	X
cana-6074	44	19	=	=	NOUN
cana-6074	44	20	0,1,2,3	0,1,2,3	NUM
cana-6074	44	21	.	.	PUNCT
cana-6074	45	1	let	let	VERB
cana-6074	45	2	agents	agent	NOUN
cana-6074	45	3	a	a	PRON
cana-6074	45	4	and	and	CCONJ
cana-6074	45	5	b	b	NOUN
cana-6074	45	6	be	be	AUX
cana-6074	45	7	two	two	NUM
cana-6074	45	8	irrational	irrational	ADJ
cana-6074	45	9	investors	investor	NOUN
cana-6074	45	10	observing	observe	VERB
cana-6074	45	11	sequential	sequential	ADJ
cana-6074	45	12	price	price	NOUN
cana-6074	45	13	signals	signal	NOUN
cana-6074	45	14	𝑆𝐴	𝑆𝐴	PROPN
cana-6074	45	15	and	and	CCONJ
cana-6074	45	16	𝑆𝐵	𝑆𝐵	PROPN
cana-6074	45	17	respectively	respectively	ADV
cana-6074	45	18	.	.	PUNCT
cana-6074	46	1	in	in	ADP
cana-6074	46	2	addition	addition	NOUN
cana-6074	46	3	,	,	PUNCT
cana-6074	46	4	a	a	DET
cana-6074	46	5	group	group	NOUN
cana-6074	46	6	of	of	ADP
cana-6074	46	7	fundamentalists	fundamentalist	NOUN
cana-6074	46	8	forms	form	VERB
cana-6074	46	9	a	a	DET
cana-6074	46	10	rational	rational	ADJ
cana-6074	46	11	basis	basis	NOUN
cana-6074	46	12	for	for	ADP
cana-6074	46	13	valuation	valuation	NOUN
cana-6074	46	14	.	.	PUNCT
cana-6074	47	1	at	at	ADP
cana-6074	47	2	𝒕	𝒕	NOUN
cana-6074	47	3	=	=	SYM
cana-6074	47	4	𝟎	𝟎	PROPN
cana-6074	47	5	the	the	DET
cana-6074	47	6	initial	initial	ADJ
cana-6074	47	7	price	price	NOUN
cana-6074	47	8	is	be	AUX
cana-6074	47	9	a	a	DET
cana-6074	47	10	weighted	weighted	ADJ
cana-6074	47	11	sum	sum	NOUN
cana-6074	47	12	of	of	ADP
cana-6074	47	13	external	external	ADJ
cana-6074	47	14	uncertainty	uncertainty	NOUN
cana-6074	47	15	and	and	CCONJ
cana-6074	47	16	opinion	opinion	NOUN
cana-6074	47	17	heterogeneity	heterogeneity	NOUN
cana-6074	47	18	:	:	PUNCT
cana-6074	47	19	𝑃0	𝑃0	NOUN
cana-6074	47	20	=	=	SYM
cana-6074	47	21	𝑉	𝑉	PROPN
cana-6074	47	22	+	+	NOUN
cana-6074	47	23	𝐻	𝐻	PROPN
cana-6074	47	24	2	2	NUM
cana-6074	47	25	where	where	SCONJ
cana-6074	47	26	:	:	PUNCT
cana-6074	47	27	•	•	X
cana-6074	47	28	𝑉	𝑉	PROPN
cana-6074	47	29	is	be	AUX
cana-6074	47	30	the	the	DET
cana-6074	47	31	variance	variance	NOUN
cana-6074	47	32	due	due	ADP
cana-6074	47	33	to	to	ADP
cana-6074	47	34	external	external	ADJ
cana-6074	47	35	signals	signal	NOUN
cana-6074	47	36	(	(	PUNCT
cana-6074	47	37	news	news	NOUN
cana-6074	47	38	)	)	PUNCT
cana-6074	47	39	,	,	PUNCT
cana-6074	47	40	•	•	X
cana-6074	47	41	𝐻	𝐻	PROPN
cana-6074	47	42	is	be	AUX
cana-6074	47	43	a	a	DET
cana-6074	47	44	measure	measure	NOUN
cana-6074	47	45	of	of	ADP
cana-6074	47	46	heterogeneity	heterogeneity	NOUN
cana-6074	47	47	in	in	ADP
cana-6074	47	48	agent	agent	NOUN
cana-6074	47	49	opinions	opinion	NOUN
cana-6074	47	50	.	.	PUNCT
cana-6074	48	1	at	at	ADP
cana-6074	48	2	𝒕	𝒕	NOUN
cana-6074	48	3	=	=	SYM
cana-6074	48	4	𝟏	𝟏	PROPN
cana-6074	48	5	and	and	CCONJ
cana-6074	48	6	𝒕	𝒕	NOUN
cana-6074	48	7	=	=	SYM
cana-6074	48	8	𝟐	𝟐	NUM
cana-6074	48	9	agent	agent	NOUN
cana-6074	48	10	a	a	PRON
cana-6074	48	11	observes	observe	VERB
cana-6074	48	12	𝑆𝐴	𝑆𝐴	PROPN
cana-6074	48	13	at	at	ADP
cana-6074	48	14	𝑡	𝑡	NOUN
cana-6074	48	15	=	=	SYM
cana-6074	48	16	1	1	NUM
cana-6074	48	17	and	and	CCONJ
cana-6074	48	18	forms	form	VERB
cana-6074	48	19	a	a	DET
cana-6074	48	20	new	new	ADJ
cana-6074	48	21	price	price	NOUN
cana-6074	48	22	:	:	PUNCT
cana-6074	48	23	communications	communication	NOUN
cana-6074	48	24	on	on	ADP
cana-6074	48	25	applied	apply	VERB
cana-6074	48	26	nonlinear	nonlinear	ADJ
cana-6074	48	27	analysis	analysis	NOUN
cana-6074	48	28	issn	issn	NOUN
cana-6074	48	29	:	:	PUNCT
cana-6074	48	30	1074	1074	NUM
cana-6074	48	31	-	-	PUNCT
cana-6074	48	32	133x	133x	NUM
cana-6074	48	33	vol	vol	VERB
cana-6074	48	34	32	32	NUM
cana-6074	48	35	no	no	NOUN
cana-6074	48	36	.	.	PUNCT
cana-6074	49	1	10s	10	NOUN
cana-6074	49	2	(	(	PUNCT
cana-6074	49	3	2025	2025	NUM
cana-6074	49	4	)	)	PUNCT
cana-6074	49	5	3322	3322	NUM
cana-6074	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	49	7	𝑃1	𝑃1	NOUN
cana-6074	49	8	=	=	SYM
cana-6074	49	9	𝑉	𝑉	PROPN
cana-6074	49	10	+	+	NOUN
cana-6074	49	11	𝐻	𝐻	PROPN
cana-6074	49	12	+	+	NOUN
cana-6074	49	13	𝑆𝐴	𝑆𝐴	PROPN
cana-6074	49	14	2	2	NUM
cana-6074	49	15	agent	agent	NOUN
cana-6074	49	16	b	b	PROPN
cana-6074	49	17	observes	observe	VERB
cana-6074	49	18	𝑆𝐵	𝑆𝐵	PROPN
cana-6074	49	19	at	at	ADP
cana-6074	49	20	𝑡	𝑡	NOUN
cana-6074	49	21	=	=	SYM
cana-6074	49	22	2	2	NUM
cana-6074	49	23	and	and	CCONJ
cana-6074	49	24	updates	update	VERB
cana-6074	49	25	the	the	DET
cana-6074	49	26	price	price	NOUN
cana-6074	49	27	:	:	PUNCT
cana-6074	49	28	𝑃2	𝑃2	NOUN
cana-6074	49	29	=	=	PUNCT
cana-6074	50	1	𝑆𝐴	𝑆𝐴	PROPN
cana-6074	50	2	+	+	CCONJ
cana-6074	50	3	𝑆𝐵	𝑆𝐵	PROPN
cana-6074	50	4	2	2	NUM
cana-6074	50	5	these	these	DET
cana-6074	50	6	dynamics	dynamic	NOUN
cana-6074	50	7	capture	capture	VERB
cana-6074	50	8	sequential	sequential	ADJ
cana-6074	50	9	belief	belief	NOUN
cana-6074	50	10	updating	update	VERB
cana-6074	50	11	in	in	ADP
cana-6074	50	12	the	the	DET
cana-6074	50	13	presence	presence	NOUN
cana-6074	50	14	of	of	ADP
cana-6074	50	15	limited	limited	ADJ
cana-6074	50	16	and	and	CCONJ
cana-6074	50	17	asymmetric	asymmetric	ADJ
cana-6074	50	18	information	information	NOUN
cana-6074	50	19	.	.	PUNCT
cana-6074	51	1	4interacting	4interacting	NUM
cana-6074	51	2	opinion	opinion	NOUN
cana-6074	51	3	dynamics	dynamic	NOUN
cana-6074	51	4	agents	agent	NOUN
cana-6074	51	5	may	may	AUX
cana-6074	51	6	change	change	VERB
cana-6074	51	7	opinions	opinion	NOUN
cana-6074	51	8	due	due	ADP
cana-6074	51	9	to	to	ADP
cana-6074	51	10	influence	influence	NOUN
cana-6074	51	11	from	from	ADP
cana-6074	51	12	neighboring	neighboring	NOUN
cana-6074	51	13	agents	agent	NOUN
cana-6074	51	14	.	.	PUNCT
cana-6074	52	1	let	let	VERB
cana-6074	52	2	𝑥	𝑥	PRON
cana-6074	52	3	denote	denote	VERB
cana-6074	52	4	a	a	DET
cana-6074	52	5	position	position	NOUN
cana-6074	52	6	occupied	occupy	VERB
cana-6074	52	7	by	by	ADP
cana-6074	52	8	agent	agent	NOUN
cana-6074	52	9	𝑖	𝑖	SYM
cana-6074	52	10	.	.	PUNCT
cana-6074	53	1	define	define	NOUN
cana-6074	53	2	:	:	PUNCT
cana-6074	53	3	𝑧(𝑥	𝑧(𝑥	NOUN
cana-6074	53	4	)	)	PUNCT
cana-6074	53	5	=	=	PRON
cana-6074	53	6	{	{	PUNCT
cana-6074	53	7	1	1	NUM
cana-6074	53	8	agent	agent	NOUN
cana-6074	53	9	has	have	AUX
cana-6074	53	10	personal	personal	ADJ
cana-6074	53	11	(	(	PUNCT
cana-6074	53	12	informed	informed	ADJ
cana-6074	53	13	)	)	PUNCT
cana-6074	53	14	opinion	opinion	NOUN
cana-6074	53	15	,	,	PUNCT
cana-6074	53	16	0	0	NUM
cana-6074	53	17	agent	agent	NOUN
cana-6074	53	18	lacks	lack	VERB
cana-6074	53	19	a	a	DET
cana-6074	53	20	firm	firm	ADJ
cana-6074	53	21	opinion	opinion	NOUN
cana-6074	53	22	.	.	PUNCT
cana-6074	54	1	we	we	PRON
cana-6074	54	2	model	model	VERB
cana-6074	54	3	opinion	opinion	NOUN
cana-6074	54	4	dynamics	dynamic	NOUN
cana-6074	54	5	as	as	ADP
cana-6074	54	6	a	a	DET
cana-6074	54	7	stochastic	stochastic	ADJ
cana-6074	54	8	process	process	NOUN
cana-6074	54	9	governed	govern	VERB
cana-6074	54	10	by	by	ADP
cana-6074	54	11	transition	transition	NOUN
cana-6074	54	12	rates	rate	NOUN
cana-6074	54	13	.	.	PUNCT
cana-6074	55	1	4	4	NUM
cana-6074	55	2	-	-	SYM
cana-6074	55	3	1contact	1contact	NUM
cana-6074	55	4	process	process	NOUN
cana-6074	55	5	model	model	NOUN
cana-6074	55	6	let	let	VERB
cana-6074	55	7	𝑧0(𝑥	𝑧0(𝑥	NUM
cana-6074	55	8	)	)	PUNCT
cana-6074	55	9	be	be	AUX
cana-6074	55	10	the	the	DET
cana-6074	55	11	initial	initial	ADJ
cana-6074	55	12	state	state	NOUN
cana-6074	55	13	at	at	ADP
cana-6074	55	14	𝑡	𝑡	X
cana-6074	55	15	=	=	NOUN
cana-6074	55	16	0	0	NUM
cana-6074	55	17	,	,	PUNCT
cana-6074	55	18	and	and	CCONJ
cana-6074	55	19	𝜕𝑥	𝜕𝑥	X
cana-6074	55	20	denote	denote	VERB
cana-6074	55	21	the	the	DET
cana-6074	55	22	neighborhood	neighborhood	NOUN
cana-6074	55	23	of	of	ADP
cana-6074	55	24	𝑥	𝑥	PROPN
cana-6074	55	25	.	.	PUNCT
cana-6074	56	1	the	the	DET
cana-6074	56	2	probability	probability	NOUN
cana-6074	56	3	of	of	ADP
cana-6074	56	4	state	state	NOUN
cana-6074	56	5	change	change	NOUN
cana-6074	56	6	is	be	AUX
cana-6074	56	7	:	:	PUNCT
cana-6074	56	8	𝑃(𝑍𝑡(𝑥	𝑃(𝑍𝑡(𝑥	ADJ
cana-6074	56	9	)	)	PUNCT
cana-6074	56	10	=	=	PUNCT
cana-6074	57	1	𝑖	𝑖	VERB
cana-6074	57	2	 	 	SPACE
cana-6074	57	3	|	|	ADV
cana-6074	57	4	 	 	SPACE
cana-6074	57	5	𝑧0	𝑧0	PROPN
cana-6074	57	6	)	)	PUNCT
cana-6074	58	1	=	=	SYM
cana-6074	59	1	𝑐𝑖(𝑥	𝑐𝑖(𝑥	X
cana-6074	59	2	,	,	PUNCT
cana-6074	59	3	𝑧0(𝜕𝑥))𝑡	𝑧0(𝜕𝑥))𝑡	PROPN
cana-6074	59	4	+	+	PUNCT
cana-6074	59	5	𝑜(𝑡	𝑜(𝑡	NOUN
cana-6074	59	6	)	)	PUNCT
cana-6074	59	7	the	the	DET
cana-6074	59	8	transition	transition	NOUN
cana-6074	59	9	rates	rate	NOUN
cana-6074	59	10	are	be	AUX
cana-6074	59	11	defined	define	VERB
cana-6074	59	12	as	as	ADP
cana-6074	59	13	:	:	PUNCT
cana-6074	59	14	{	{	PUNCT
cana-6074	59	15	𝑐0(𝑥	𝑐0(𝑥	NUM
cana-6074	59	16	,	,	PUNCT
cana-6074	59	17	𝑧0(𝜕𝑥	𝑧0(𝜕𝑥	PROPN
cana-6074	59	18	)	)	PUNCT
cana-6074	59	19	)	)	PUNCT
cana-6074	60	1	=	=	PUNCT
cana-6074	61	1	𝛿	𝛿	ADJ
cana-6074	61	2	if	if	SCONJ
cana-6074	61	3	𝑧0(𝑥	𝑧0(𝑥	NUM
cana-6074	61	4	)	)	PUNCT
cana-6074	61	5	=	=	SYM
cana-6074	61	6	1	1	NUM
cana-6074	61	7	  	  	SPACE
cana-6074	61	8	(	(	PUNCT
cana-6074	61	9	loss	loss	NOUN
cana-6074	61	10	of	of	ADP
cana-6074	61	11	opinion	opinion	NOUN
cana-6074	61	12	)	)	PUNCT
cana-6074	61	13	𝑐1(𝑥	𝑐1(𝑥	NUM
cana-6074	61	14	,	,	PUNCT
cana-6074	61	15	𝑧0(𝜕𝑥	𝑧0(𝜕𝑥	PROPN
cana-6074	61	16	)	)	PUNCT
cana-6074	61	17	)	)	PUNCT
cana-6074	62	1	=	=	SYM
cana-6074	62	2	𝜆𝑛1(𝑧0(𝜕𝑥	𝜆𝑛1(𝑧0(𝜕𝑥	NOUN
cana-6074	62	3	)	)	PUNCT
cana-6074	62	4	)	)	PUNCT
cana-6074	63	1	if	if	SCONJ
cana-6074	63	2	𝑧0(𝑥	𝑧0(𝑥	NUM
cana-6074	63	3	)	)	PUNCT
cana-6074	63	4	=	=	SYM
cana-6074	63	5	0	0	NUM
cana-6074	63	6	  	  	SPACE
cana-6074	63	7	(	(	PUNCT
cana-6074	63	8	gain	gain	NOUN
cana-6074	63	9	of	of	ADP
cana-6074	63	10	opinion	opinion	NOUN
cana-6074	63	11	)	)	PUNCT
cana-6074	63	12	where	where	SCONJ
cana-6074	63	13	𝑛1(𝑧0(𝜕𝑥	𝑛1(𝑧0(𝜕𝑥	NOUN
cana-6074	63	14	)	)	PUNCT
cana-6074	63	15	)	)	PUNCT
cana-6074	63	16	is	be	AUX
cana-6074	63	17	the	the	DET
cana-6074	63	18	number	number	NOUN
cana-6074	63	19	of	of	ADP
cana-6074	63	20	informed	informed	ADJ
cana-6074	63	21	neighbors	neighbor	NOUN
cana-6074	63	22	.	.	PUNCT
cana-6074	64	1	5entropy	5entropy	NUM
cana-6074	64	2	,	,	PUNCT
cana-6074	64	3	surprise	surprise	NOUN
cana-6074	64	4	,	,	PUNCT
cana-6074	64	5	and	and	CCONJ
cana-6074	64	6	uncertainty	uncertainty	NOUN
cana-6074	64	7	let	let	VERB
cana-6074	64	8	𝐸	𝐸	PRON
cana-6074	64	9	be	be	AUX
cana-6074	64	10	an	an	DET
cana-6074	64	11	event	event	NOUN
cana-6074	64	12	with	with	ADP
cana-6074	64	13	probability	probability	NOUN
cana-6074	64	14	𝑝	𝑝	PROPN
cana-6074	64	15	.	.	PUNCT
cana-6074	65	1	the	the	DET
cana-6074	65	2	surprise	surprise	NOUN
cana-6074	65	3	associated	associate	VERB
cana-6074	65	4	with	with	ADP
cana-6074	65	5	its	its	PRON
cana-6074	65	6	realization	realization	NOUN
cana-6074	65	7	is	be	AUX
cana-6074	65	8	modeled	model	VERB
cana-6074	65	9	by	by	ADP
cana-6074	65	10	a	a	DET
cana-6074	65	11	function	function	NOUN
cana-6074	65	12	𝑆(𝑝	𝑆(𝑝	NOUN
cana-6074	65	13	)	)	PUNCT
cana-6074	65	14	satisfying	satisfying	NOUN
cana-6074	65	15	:	:	PUNCT
cana-6074	65	16	•	•	NUM
cana-6074	65	17	axiom	axiom	NOUN
cana-6074	65	18	1	1	NUM
cana-6074	65	19	:	:	PUNCT
cana-6074	65	20	𝑆(1	𝑆(1	X
cana-6074	65	21	)	)	PUNCT
cana-6074	65	22	=	=	SYM
cana-6074	65	23	0	0	PUNCT
cana-6074	66	1	(	(	PUNCT
cana-6074	66	2	no	no	DET
cana-6074	66	3	surprise	surprise	NOUN
cana-6074	66	4	for	for	ADP
cana-6074	66	5	certain	certain	ADJ
cana-6074	66	6	events	event	NOUN
cana-6074	66	7	)	)	PUNCT
cana-6074	66	8	,	,	PUNCT
cana-6074	66	9	•	•	NUM
cana-6074	66	10	axiom	axiom	NOUN
cana-6074	66	11	2	2	NUM
cana-6074	66	12	:	:	PUNCT
cana-6074	66	13	𝑆	𝑆	PROPN
cana-6074	66	14	is	be	AUX
cana-6074	66	15	strictly	strictly	ADV
cana-6074	66	16	decreasing	decrease	VERB
cana-6074	66	17	,	,	PUNCT
cana-6074	66	18	•	•	ADJ
cana-6074	66	19	axiom	axiom	NOUN
cana-6074	66	20	3	3	NUM
cana-6074	66	21	:	:	PUNCT
cana-6074	66	22	𝑆	𝑆	PROPN
cana-6074	66	23	is	be	AUX
cana-6074	66	24	continuous	continuous	ADJ
cana-6074	66	25	,	,	PUNCT
cana-6074	66	26	•	•	ADJ
cana-6074	66	27	axiom	axiom	NOUN
cana-6074	66	28	4	4	NUM
cana-6074	66	29	:	:	SYM
cana-6074	66	30	𝑆(𝑝𝑞	𝑆(𝑝𝑞	X
cana-6074	66	31	)	)	PUNCT
cana-6074	67	1	=	=	SYM
cana-6074	67	2	𝑆(𝑝	𝑆(𝑝	X
cana-6074	67	3	)	)	PUNCT
cana-6074	67	4	+	+	NUM
cana-6074	67	5	𝑆(𝑞	𝑆(𝑞	PROPN
cana-6074	67	6	)	)	PUNCT
cana-6074	67	7	(	(	PUNCT
cana-6074	67	8	additivity	additivity	NOUN
cana-6074	67	9	)	)	PUNCT
cana-6074	67	10	.	.	PUNCT
cana-6074	68	1	if	if	SCONJ
cana-6074	68	2	𝑆	𝑆	PROPN
cana-6074	68	3	satisfies	satisfy	VERB
cana-6074	68	4	axioms	axiom	VERB
cana-6074	68	5	1–4	1–4	NUM
cana-6074	68	6	,	,	PUNCT
cana-6074	68	7	then	then	ADV
cana-6074	68	8	:	:	PUNCT
cana-6074	68	9	𝑆(𝑝	𝑆(𝑝	X
cana-6074	68	10	)	)	PUNCT
cana-6074	68	11	=	=	SYM
cana-6074	68	12	−𝑘	−𝑘	NOUN
cana-6074	68	13	(	(	PUNCT
cana-6074	68	14	𝑝	𝑝	NOUN
cana-6074	68	15	)	)	PUNCT
cana-6074	68	16	,	,	PUNCT
cana-6074	68	17	for	for	ADP
cana-6074	68	18	some	some	PRON
cana-6074	68	19	𝑘	𝑘	PROPN
cana-6074	68	20	>	>	X
cana-6074	68	21	0	0	NUM
cana-6074	68	22	5	5	NUM
cana-6074	68	23	-	-	SYM
cana-6074	68	24	1	1	NUM
cana-6074	68	25	entropy	entropy	NOUN
cana-6074	68	26	of	of	ADP
cana-6074	68	27	an	an	DET
cana-6074	68	28	opinion	opinion	NOUN
cana-6074	68	29	distribution	distribution	NOUN
cana-6074	68	30	let	let	VERB
cana-6074	68	31	𝑍	𝑍	NOUN
cana-6074	68	32	be	be	AUX
cana-6074	68	33	a	a	DET
cana-6074	68	34	discrete	discrete	ADJ
cana-6074	68	35	random	random	ADJ
cana-6074	68	36	variable	variable	NOUN
cana-6074	68	37	over	over	ADP
cana-6074	68	38	{	{	PUNCT
cana-6074	68	39	𝑧1	𝑧1	NOUN
cana-6074	68	40	,	,	PUNCT
cana-6074	68	41	.	.	PUNCT
cana-6074	68	42	.	.	PUNCT
cana-6074	69	1	.	.	PUNCT
cana-6074	70	1	,	,	PUNCT
cana-6074	70	2	𝑧𝑛	𝑧𝑛	ADP
cana-6074	70	3	}	}	PUNCT
cana-6074	70	4	with	with	ADP
cana-6074	70	5	probabilities	probability	NOUN
cana-6074	70	6	𝑝1	𝑝1	NOUN
cana-6074	70	7	,	,	PUNCT
cana-6074	70	8	.	.	PUNCT
cana-6074	70	9	.	.	PUNCT
cana-6074	71	1	.	.	PUNCT
cana-6074	72	1	,	,	PUNCT
cana-6074	72	2	𝑝𝑛	𝑝𝑛	INTJ
cana-6074	72	3	.	.	PUNCT
cana-6074	73	1	then	then	ADV
cana-6074	73	2	the	the	DET
cana-6074	73	3	entropy	entropy	NOUN
cana-6074	73	4	(	(	PUNCT
cana-6074	73	5	average	average	ADJ
cana-6074	73	6	surprise	surprise	NOUN
cana-6074	73	7	)	)	PUNCT
cana-6074	73	8	is	be	AUX
cana-6074	73	9	:	:	PUNCT
cana-6074	73	10	𝐻(𝑍	𝐻(𝑍	ADJ
cana-6074	73	11	)	)	PUNCT
cana-6074	73	12	=	=	SYM
cana-6074	74	1	−	−	PROPN
cana-6074	74	2	∑	∑	PUNCT
cana-6074	74	3	𝑝𝑖	𝑝𝑖	PROPN
cana-6074	74	4	𝑙𝑜𝑔2	𝑙𝑜𝑔2	PROPN
cana-6074	74	5	𝑝𝑖	𝑝𝑖	PROPN
cana-6074	74	6	𝑛	𝑛	PROPN
cana-6074	74	7	𝑖=1	𝑖=1	PROPN
cana-6074	75	1	this	this	DET
cana-6074	75	2	quantity	quantity	NOUN
cana-6074	75	3	measures	measure	VERB
cana-6074	75	4	the	the	DET
cana-6074	75	5	uncertainty	uncertainty	NOUN
cana-6074	75	6	or	or	CCONJ
cana-6074	75	7	diversity	diversity	NOUN
cana-6074	75	8	of	of	ADP
cana-6074	75	9	opinions	opinion	NOUN
cana-6074	75	10	in	in	ADP
cana-6074	75	11	the	the	DET
cana-6074	75	12	agent	agent	NOUN
cana-6074	75	13	population	population	NOUN
cana-6074	75	14	.	.	PUNCT
cana-6074	76	1	high	high	ADJ
cana-6074	76	2	communications	communication	NOUN
cana-6074	76	3	on	on	ADP
cana-6074	76	4	applied	apply	VERB
cana-6074	76	5	nonlinear	nonlinear	ADJ
cana-6074	76	6	analysis	analysis	NOUN
cana-6074	76	7	issn	issn	NOUN
cana-6074	76	8	:	:	PUNCT
cana-6074	76	9	1074	1074	NUM
cana-6074	76	10	-	-	PUNCT
cana-6074	76	11	133x	133x	NUM
cana-6074	76	12	vol	vol	VERB
cana-6074	76	13	32	32	NUM
cana-6074	76	14	no	no	NOUN
cana-6074	76	15	.	.	PUNCT
cana-6074	77	1	10s	10	NOUN
cana-6074	77	2	(	(	PUNCT
cana-6074	77	3	2025	2025	NUM
cana-6074	77	4	)	)	PUNCT
cana-6074	77	5	3323	3323	NUM
cana-6074	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	77	7	entropy	entropy	NOUN
cana-6074	77	8	indicates	indicate	VERB
cana-6074	77	9	diverse	diverse	ADJ
cana-6074	77	10	beliefs	belief	NOUN
cana-6074	77	11	;	;	PUNCT
cana-6074	77	12	low	low	ADJ
cana-6074	77	13	entropy	entropy	NOUN
cana-6074	77	14	indicates	indicate	VERB
cana-6074	77	15	consensus	consensus	NOUN
cana-6074	77	16	.	.	PUNCT
cana-6074	78	1	6conclusion	6conclusion	NUM
cana-6074	78	2	we	we	PRON
cana-6074	78	3	have	have	AUX
cana-6074	78	4	developed	develop	VERB
cana-6074	78	5	a	a	DET
cana-6074	78	6	multi	multi	ADJ
cana-6074	78	7	-	-	ADJ
cana-6074	78	8	agent	agent	ADJ
cana-6074	78	9	model	model	NOUN
cana-6074	78	10	of	of	ADP
cana-6074	78	11	price	price	NOUN
cana-6074	78	12	formation	formation	NOUN
cana-6074	78	13	that	that	PRON
cana-6074	78	14	integrates	integrate	VERB
cana-6074	78	15	:	:	PUNCT
cana-6074	78	16	•	•	NUM
cana-6074	78	17	heterogeneous	heterogeneous	ADJ
cana-6074	78	18	agent	agent	NOUN
cana-6074	78	19	behavior	behavior	NOUN
cana-6074	78	20	(	(	PUNCT
cana-6074	78	21	rational	rational	ADJ
cana-6074	78	22	vs	vs	ADP
cana-6074	78	23	irrational	irrational	ADJ
cana-6074	78	24	)	)	PUNCT
cana-6074	78	25	,	,	PUNCT
cana-6074	78	26	•	•	NUM
cana-6074	78	27	stochastic	stochastic	ADJ
cana-6074	78	28	demand	demand	NOUN
cana-6074	78	29	aggregation	aggregation	NOUN
cana-6074	78	30	,	,	PUNCT
cana-6074	78	31	•	•	ADV
cana-6074	78	32	interacting	interact	VERB
cana-6074	78	33	opinion	opinion	NOUN
cana-6074	78	34	dynamics	dynamic	NOUN
cana-6074	78	35	,	,	PUNCT
cana-6074	78	36	•	•	X
cana-6074	78	37	sequential	sequential	ADJ
cana-6074	78	38	information	information	NOUN
cana-6074	78	39	processing	processing	NOUN
cana-6074	78	40	,	,	PUNCT
cana-6074	78	41	•	•	NOUN
cana-6074	78	42	and	and	CCONJ
cana-6074	78	43	an	an	DET
cana-6074	78	44	information	information	NOUN
cana-6074	78	45	-	-	PUNCT
cana-6074	78	46	theoretic	theoretic	NOUN
cana-6074	78	47	perspective	perspective	NOUN
cana-6074	78	48	on	on	ADP
cana-6074	78	49	uncertainty	uncertainty	NOUN
cana-6074	78	50	.	.	PUNCT
cana-6074	79	1	this	this	DET
cana-6074	79	2	framework	framework	NOUN
cana-6074	79	3	provides	provide	VERB
cana-6074	79	4	a	a	DET
cana-6074	79	5	basis	basis	NOUN
cana-6074	79	6	for	for	ADP
cana-6074	79	7	exploring	explore	VERB
cana-6074	79	8	how	how	SCONJ
cana-6074	79	9	market	market	NOUN
cana-6074	79	10	prices	price	NOUN
cana-6074	79	11	emerge	emerge	VERB
cana-6074	79	12	from	from	ADP
cana-6074	79	13	individual	individual	ADJ
cana-6074	79	14	decisions	decision	NOUN
cana-6074	79	15	influenced	influence	VERB
cana-6074	79	16	by	by	ADP
cana-6074	79	17	behavioral	behavioral	ADJ
cana-6074	79	18	biases	bias	NOUN
cana-6074	79	19	and	and	CCONJ
cana-6074	79	20	social	social	ADJ
cana-6074	79	21	interactions	interaction	NOUN
cana-6074	79	22	.	.	PUNCT
cana-6074	80	1	7simulation	7simulation	NUM
cana-6074	80	2	and	and	CCONJ
cana-6074	80	3	results	result	NOUN
cana-6074	80	4	to	to	PART
cana-6074	80	5	validate	validate	VERB
cana-6074	80	6	the	the	DET
cana-6074	80	7	proposed	propose	VERB
cana-6074	80	8	theoretical	theoretical	ADJ
cana-6074	80	9	framework	framework	NOUN
cana-6074	80	10	,	,	PUNCT
cana-6074	80	11	we	we	PRON
cana-6074	80	12	perform	perform	VERB
cana-6074	80	13	simulations	simulation	NOUN
cana-6074	80	14	of	of	ADP
cana-6074	80	15	the	the	DET
cana-6074	80	16	market	market	NOUN
cana-6074	80	17	with	with	ADP
cana-6074	80	18	𝑁	𝑁	PROPN
cana-6074	80	19	=	=	SYM
cana-6074	80	20	1000	1000	NUM
cana-6074	80	21	agents	agent	NOUN
cana-6074	80	22	over	over	ADP
cana-6074	80	23	𝑇	𝑇	PROPN
cana-6074	80	24	=	=	PUNCT
cana-6074	80	25	100	100	NUM
cana-6074	80	26	time	time	NOUN
cana-6074	80	27	steps	step	NOUN
cana-6074	80	28	.	.	PUNCT
cana-6074	81	1	we	we	PRON
cana-6074	81	2	explore	explore	VERB
cana-6074	81	3	how	how	SCONJ
cana-6074	81	4	different	different	ADJ
cana-6074	81	5	configurations	configuration	NOUN
cana-6074	81	6	of	of	ADP
cana-6074	81	7	agent	agent	NOUN
cana-6074	81	8	behaviors	behavior	NOUN
cana-6074	81	9	and	and	CCONJ
cana-6074	81	10	interactions	interaction	NOUN
cana-6074	81	11	affect	affect	VERB
cana-6074	81	12	price	price	NOUN
cana-6074	81	13	formation	formation	NOUN
cana-6074	81	14	and	and	CCONJ
cana-6074	81	15	opinion	opinion	NOUN
cana-6074	81	16	dynamics	dynamic	NOUN
cana-6074	81	17	.	.	PUNCT
cana-6074	82	1	the	the	DET
cana-6074	82	2	simulations	simulation	NOUN
cana-6074	82	3	are	be	AUX
cana-6074	82	4	based	base	VERB
cana-6074	82	5	on	on	ADP
cana-6074	82	6	the	the	DET
cana-6074	82	7	following	follow	VERB
cana-6074	82	8	components	component	NOUN
cana-6074	82	9	:	:	PUNCT
cana-6074	82	10	•	•	ADP
cana-6074	82	11	each	each	DET
cana-6074	82	12	agent	agent	NOUN
cana-6074	82	13	𝑖	𝑖	X
cana-6074	82	14	at	at	ADP
cana-6074	82	15	time	time	NOUN
cana-6074	82	16	𝑡	𝑡	PROPN
cana-6074	82	17	selects	select	VERB
cana-6074	82	18	an	an	DET
cana-6074	82	19	action	action	NOUN
cana-6074	82	20	𝜑𝑖(𝑡	𝜑𝑖(𝑡	NOUN
cana-6074	82	21	)	)	PUNCT
cana-6074	82	22	∈	∈	NOUN
cana-6074	82	23	{	{	PUNCT
cana-6074	82	24	−1,0	−1,0	NOUN
cana-6074	82	25	,	,	PUNCT
cana-6074	82	26	+1	+1	PROPN
cana-6074	82	27	}	}	PUNCT
cana-6074	82	28	.	.	PUNCT
cana-6074	83	1	•	•	NOUN
cana-6074	83	2	the	the	DET
cana-6074	83	3	proportion	proportion	NOUN
cana-6074	83	4	of	of	ADP
cana-6074	83	5	irrational	irrational	ADJ
cana-6074	83	6	agents	agent	NOUN
cana-6074	83	7	is	be	AUX
cana-6074	83	8	varied	varied	ADJ
cana-6074	83	9	:	:	PUNCT
cana-6074	83	10	𝑃2	𝑃2	PROPN
cana-6074	83	11	∈	∈	PROPN
cana-6074	83	12	{	{	PUNCT
cana-6074	83	13	0.2,0.4,0.6,0.8	0.2,0.4,0.6,0.8	ADV
cana-6074	83	14	}	}	PUNCT
cana-6074	83	15	.	.	PUNCT
cana-6074	84	1	•	•	NOUN
cana-6074	84	2	the	the	DET
cana-6074	84	3	demand	demand	NOUN
cana-6074	84	4	aggregation	aggregation	NOUN
cana-6074	84	5	affects	affect	VERB
cana-6074	84	6	the	the	DET
cana-6074	84	7	price	price	NOUN
cana-6074	84	8	:	:	PUNCT
cana-6074	84	9	xt	xt	PROPN
cana-6074	84	10			PROPN
cana-6074	84	11			NOUN
cana-6074	84	12	hdt	hdt	X
cana-6074	84	13	.	.	PUNCT
cana-6074	85	1	•	•	NUM
cana-6074	85	2	inter	inter	ADJ
cana-6074	85	3	-	-	ADJ
cana-6074	85	4	agent	agent	ADJ
cana-6074	85	5	opinion	opinion	NOUN
cana-6074	85	6	transitions	transition	NOUN
cana-6074	85	7	follow	follow	VERB
cana-6074	85	8	a	a	DET
cana-6074	85	9	contact	contact	NOUN
cana-6074	85	10	process	process	NOUN
cana-6074	85	11	model	model	NOUN
cana-6074	85	12	.	.	PUNCT
cana-6074	86	1	•	•	NUM
cana-6074	86	2	entropy	entropy	NOUN
cana-6074	86	3	of	of	ADP
cana-6074	86	4	the	the	DET
cana-6074	86	5	opinion	opinion	NOUN
cana-6074	86	6	distribution	distribution	NOUN
cana-6074	86	7	is	be	AUX
cana-6074	86	8	computed	compute	VERB
cana-6074	86	9	at	at	ADP
cana-6074	86	10	each	each	DET
cana-6074	86	11	step	step	NOUN
cana-6074	86	12	.	.	PUNCT
cana-6074	87	1	7	7	NUM
cana-6074	87	2	-	-	SYM
cana-6074	87	3	1table	1table	NUM
cana-6074	87	4	1	1	NUM
cana-6074	87	5	:	:	PUNCT
cana-6074	87	6	initial	initial	ADJ
cana-6074	87	7	agent	agent	NOUN
cana-6074	87	8	distribution	distribution	NOUN
cana-6074	87	9	agent	agent	NOUN
cana-6074	87	10	type	type	NOUN
cana-6074	87	11	proportion	proportion	NOUN
cana-6074	87	12	description	description	NOUN
cana-6074	87	13	fundamentalists	fundamentalist	NOUN
cana-6074	87	14	(	(	PUNCT
cana-6074	87	15	f	f	X
cana-6074	87	16	)	)	PUNCT
cana-6074	87	17	irrational	irrational	ADJ
cana-6074	87	18	(	(	PUNCT
cana-6074	87	19	i	i	NOUN
cana-6074	87	20	)	)	PUNCT
cana-6074	87	21	p1	p1	NOUN
cana-6074	87	22	=	=	NOUN
cana-6074	87	23	1	1	NUM
cana-6074	87	24	−	−	NOUN
cana-6074	87	25	p2	p2	NOUN
cana-6074	87	26	p2	p2	NOUN
cana-6074	87	27	rational	rational	ADJ
cana-6074	87	28	,	,	PUNCT
cana-6074	87	29	based	base	VERB
cana-6074	87	30	on	on	ADP
cana-6074	87	31	fundamentals	fundamental	NOUN
cana-6074	87	32	influenced	influence	VERB
cana-6074	87	33	by	by	ADP
cana-6074	87	34	biases	bias	NOUN
cana-6074	87	35	and	and	CCONJ
cana-6074	87	36	neighbors	neighbor	NOUN
cana-6074	87	37	table	table	VERB
cana-6074	87	38	1	1	NUM
cana-6074	87	39	:	:	PUNCT
cana-6074	87	40	initial	initial	ADJ
cana-6074	87	41	distribution	distribution	NOUN
cana-6074	87	42	of	of	ADP
cana-6074	87	43	agent	agent	NOUN
cana-6074	87	44	types	type	NOUN
cana-6074	87	45	for	for	ADP
cana-6074	87	46	different	different	ADJ
cana-6074	87	47	simulation	simulation	NOUN
cana-6074	87	48	runs	run	NOUN
cana-6074	87	49	.	.	PUNCT
cana-6074	88	1	7	7	X
cana-6074	88	2	-	-	SYM
cana-6074	88	3	2table	2table	NUM
cana-6074	88	4	2	2	NUM
cana-6074	88	5	:	:	PUNCT
cana-6074	88	6	demand	demand	VERB
cana-6074	88	7	probability	probability	NOUN
cana-6074	88	8	parameters	parameter	NOUN
cana-6074	88	9	parameter	parameter	NOUN
cana-6074	88	10	value	value	NOUN
cana-6074	88	11	meaning	mean	VERB
cana-6074	88	12	comment	comment	NOUN
cana-6074	88	13	a	a	DET
cana-6074	88	14	1	1	NUM
cana-6074	88	15	−	−	PROPN
cana-6074	88	16	2a	2a	NUM
cana-6074	88	17	0.3	0.3	NUM
cana-6074	88	18	0.4	0.4	NUM
cana-6074	88	19	prob	prob	NOUN
cana-6074	88	20	.	.	PUNCT
cana-6074	89	1	of	of	ADP
cana-6074	89	2	buy	buy	VERB
cana-6074	89	3	/	/	SYM
cana-6074	89	4	sell	sell	NOUN
cana-6074	89	5	prob	prob	NOUN
cana-6074	89	6	.	.	PUNCT
cana-6074	90	1	of	of	ADP
cana-6074	90	2	no	no	DET
cana-6074	90	3	action	action	NOUN
cana-6074	90	4	p	p	NOUN
cana-6074	90	5	(	(	PUNCT
cana-6074	90	6	ϕi	ϕi	ADP
cana-6074	90	7	=	=	PUNCT
cana-6074	90	8	±1	±1	PROPN
cana-6074	90	9	)	)	PUNCT
cana-6074	90	10	=	=	PUNCT
cana-6074	91	1	a	a	DET
cana-6074	91	2	inaction	inaction	NOUN
cana-6074	91	3	rate	rate	NOUN
cana-6074	91	4	table	table	NOUN
cana-6074	91	5	2	2	NUM
cana-6074	91	6	:	:	PUNCT
cana-6074	91	7	demand	demand	VERB
cana-6074	91	8	distribution	distribution	NOUN
cana-6074	91	9	probabilities	probability	NOUN
cana-6074	91	10	used	use	VERB
cana-6074	91	11	in	in	ADP
cana-6074	91	12	simulations	simulation	NOUN
cana-6074	91	13	7	7	NUM
cana-6074	91	14	-	-	SYM
cana-6074	91	15	3table	3table	NUM
cana-6074	91	16	3	3	NUM
cana-6074	91	17	:	:	PUNCT
cana-6074	91	18	interaction	interaction	NOUN
cana-6074	91	19	model	model	NOUN
cana-6074	91	20	parameters	parameter	NOUN
cana-6074	91	21	table	table	NOUN
cana-6074	91	22	parameter	parameter	NOUN
cana-6074	91	23	value	value	NOUN
cana-6074	91	24	description	description	NOUN
cana-6074	91	25	δ	δ	NOUN
cana-6074	91	26	0.05	0.05	NUM
cana-6074	91	27	rate	rate	NOUN
cana-6074	91	28	of	of	ADP
cana-6074	91	29	losing	lose	VERB
cana-6074	91	30	opinion	opinion	NOUN
cana-6074	91	31	(	(	PUNCT
cana-6074	91	32	independent	independent	ADJ
cana-6074	91	33	decay	decay	NOUN
cana-6074	91	34	)	)	PUNCT
cana-6074	91	35	λ	λ	NOUN
cana-6074	91	36	0.1	0.1	NUM
cana-6074	91	37	–	–	PUNCT
cana-6074	91	38	1.0	1.0	NUM
cana-6074	91	39	interaction	interaction	NOUN
cana-6074	91	40	strength	strength	NOUN
cana-6074	91	41	(	(	PUNCT
cana-6074	91	42	spread	spread	NOUN
cana-6074	91	43	of	of	ADP
cana-6074	91	44	opinions	opinion	NOUN
cana-6074	91	45	)	)	PUNCT
cana-6074	91	46	neighborhood	neighborhood	NOUN
cana-6074	91	47	size	size	NOUN
cana-6074	91	48	4	4	NUM
cana-6074	91	49	(	(	PUNCT
cana-6074	91	50	von	von	PROPN
cana-6074	91	51	neumann	neumann	PROPN
cana-6074	91	52	)	)	PUNCT
cana-6074	91	53	number	number	NOUN
cana-6074	91	54	of	of	ADP
cana-6074	91	55	neighbors	neighbor	NOUN
cana-6074	91	56	influencing	influence	VERB
cana-6074	91	57	opinion	opinion	NOUN
cana-6074	91	58	table	table	NOUN
cana-6074	91	59	3	3	NUM
cana-6074	91	60	:	:	PUNCT
cana-6074	91	61	parameters	parameter	NOUN
cana-6074	91	62	for	for	ADP
cana-6074	91	63	the	the	DET
cana-6074	91	64	opinion	opinion	NOUN
cana-6074	91	65	contact	contact	NOUN
cana-6074	91	66	process	process	NOUN
cana-6074	91	67	model	model	NOUN
cana-6074	91	68	.	.	PUNCT
cana-6074	91	69	table	table	NOUN
cana-6074	91	70	table	table	NOUN
cana-6074	91	71	communications	communication	NOUN
cana-6074	91	72	on	on	ADP
cana-6074	91	73	applied	apply	VERB
cana-6074	91	74	nonlinear	nonlinear	ADJ
cana-6074	91	75	analysis	analysis	NOUN
cana-6074	91	76	issn	issn	NOUN
cana-6074	91	77	:	:	PUNCT
cana-6074	91	78	1074	1074	NUM
cana-6074	91	79	-	-	PUNCT
cana-6074	91	80	133x	133x	NUM
cana-6074	91	81	vol	vol	VERB
cana-6074	91	82	32	32	NUM
cana-6074	91	83	no	no	NOUN
cana-6074	91	84	.	.	PUNCT
cana-6074	92	1	10s	10	NOUN
cana-6074	92	2	(	(	PUNCT
cana-6074	92	3	2025	2025	NUM
cana-6074	92	4	)	)	PUNCT
cana-6074	92	5	3324	3324	NUM
cana-6074	92	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	92	7	7	7	NUM
cana-6074	92	8	-	-	SYM
cana-6074	92	9	4table	4table	NUM
cana-6074	92	10	4	4	NUM
cana-6074	92	11	:	:	PUNCT
cana-6074	92	12	summary	summary	NOUN
cana-6074	92	13	of	of	ADP
cana-6074	92	14	price	price	NOUN
cana-6074	92	15	dynamics	dynamic	NOUN
cana-6074	92	16	p2	p2	NOUN
cana-6074	92	17	mean	mean	ADJ
cana-6074	92	18	price	price	NOUN
cana-6074	92	19	change	change	NOUN
cana-6074	92	20	∆xt	∆xt	PROPN
cana-6074	92	21	std	std	PROPN
cana-6074	92	22	dev	dev	PROPN
cana-6074	92	23	of	of	ADP
cana-6074	92	24	price	price	NOUN
cana-6074	92	25	max	max	PROPN
cana-6074	92	26	drawdown	drawdown	VERB
cana-6074	92	27	0.2	0.2	NUM
cana-6074	92	28	0.002	0.002	NUM
cana-6074	92	29	0.011	0.011	NUM
cana-6074	92	30	0.06	0.06	NUM
cana-6074	92	31	0.4	0.4	NUM
cana-6074	92	32	0.004	0.004	NUM
cana-6074	92	33	0.020	0.020	NUM
cana-6074	92	34	0.12	0.12	NUM
cana-6074	92	35	0.6	0.6	NUM
cana-6074	92	36	0.006	0.006	NUM
cana-6074	92	37	0.028	0.028	NUM
cana-6074	92	38	0.17	0.17	NUM
cana-6074	92	39	0.8	0.8	NUM
cana-6074	92	40	0.008	0.008	NUM
cana-6074	92	41	0.035	0.035	NUM
cana-6074	92	42	0.22	0.22	NUM
cana-6074	92	43	table	table	NOUN
cana-6074	92	44	4	4	NUM
cana-6074	92	45	:	:	PUNCT
cana-6074	92	46	price	price	NOUN
cana-6074	92	47	volatility	volatility	NOUN
cana-6074	92	48	increases	increase	VERB
cana-6074	92	49	with	with	ADP
cana-6074	92	50	more	more	ADJ
cana-6074	92	51	irrational	irrational	ADJ
cana-6074	92	52	agents	agent	NOUN
cana-6074	92	53	table	table	VERB
cana-6074	92	54	5	5	NUM
cana-6074	92	55	:	:	PUNCT
cana-6074	92	56	average	average	ADJ
cana-6074	92	57	opinion	opinion	NOUN
cana-6074	92	58	entropy	entropy	NOUN
cana-6074	92	59	over	over	ADP
cana-6074	92	60	time	time	NOUN
cana-6074	92	61	8p	8p	NUM
cana-6074	92	62	2	2	NUM
cana-6074	92	63	initial	initial	ADJ
cana-6074	92	64	entropy	entropy	NOUN
cana-6074	92	65	h(z0	h(z0	NOUN
cana-6074	92	66	)	)	PUNCT
cana-6074	92	67	final	final	ADJ
cana-6074	92	68	entropy	entropy	NOUN
cana-6074	92	69	h(zt	h(zt	PROPN
cana-6074	92	70	)	)	PUNCT
cana-6074	92	71	entropy	entropy	PROPN
cana-6074	92	72	change	change	VERB
cana-6074	92	73	∆h	∆h	PROPN
cana-6074	92	74	0.2	0.2	NUM
cana-6074	92	75	0.89	0.89	NUM
cana-6074	92	76	0.75	0.75	NUM
cana-6074	92	77	-0.14	-0.14	NUM
cana-6074	92	78	0.4	0.4	NUM
cana-6074	92	79	0.97	0.97	NUM
cana-6074	92	80	0.83	0.83	NUM
cana-6074	92	81	-0.14	-0.14	NUM
cana-6074	92	82	0.6	0.6	NUM
cana-6074	92	83	0.98	0.98	NUM
cana-6074	92	84	0.91	0.91	NUM
cana-6074	92	85	-0.07	-0.07	NUM
cana-6074	92	86	0.8	0.8	NUM
cana-6074	92	87	0.99	0.99	NUM
cana-6074	92	88	0.98	0.98	NUM
cana-6074	92	89	-0.01	-0.01	NUM
cana-6074	92	90	table	table	NOUN
cana-6074	92	91	5	5	NUM
cana-6074	92	92	:	:	PUNCT
cana-6074	92	93	opinion	opinion	NOUN
cana-6074	92	94	entropy	entropy	NOUN
cana-6074	92	95	decreases	decrease	VERB
cana-6074	92	96	as	as	SCONJ
cana-6074	92	97	rational	rational	ADJ
cana-6074	92	98	agents	agent	NOUN
cana-6074	92	99	dominate	dominate	VERB
cana-6074	92	100	.	.	PUNCT
cana-6074	93	1	high	high	ADJ
cana-6074	93	2	irrationality	irrationality	NOUN
cana-6074	93	3	sustains	sustain	VERB
cana-6074	93	4	entropy	entropy	NOUN
cana-6074	93	5	.	.	PUNCT
cana-6074	94	1	7	7	NUM
cana-6074	94	2	-	-	SYM
cana-6074	94	3	6table	6table	NUM
cana-6074	94	4	6	6	NUM
cana-6074	94	5	:	:	PUNCT
cana-6074	94	6	influence	influence	NOUN
cana-6074	94	7	of	of	ADP
cana-6074	94	8	interaction	interaction	NOUN
cana-6074	94	9	strength	strength	NOUN
cana-6074	94	10	𝝀	𝝀	PROPN
cana-6074	94	11	8λ	8λ	PROPN
cana-6074	94	12	avg	avg	PROPN
cana-6074	94	13	.	.	PUNCT
cana-6074	95	1	inform	inform	VERB
cana-6074	95	2	opinion	opinion	NOUN
cana-6074	95	3	adoption	adoption	NOUN
cana-6074	95	4	time	time	NOUN
cana-6074	95	5	to	to	PART
cana-6074	95	6	consensus	consensus	NOUN
cana-6074	95	7	entropy	entropy	NOUN
cana-6074	95	8	at	at	ADP
cana-6074	95	9	t	t	PROPN
cana-6074	95	10	0.1	0.1	NUM
cana-6074	95	11	38	38	NUM
cana-6074	95	12	%	%	NOUN
cana-6074	95	13	>	>	SYM
cana-6074	95	14	100	100	NUM
cana-6074	95	15	steps	step	NOUN
cana-6074	95	16	0.95	0.95	NUM
cana-6074	95	17	0.5	0.5	NUM
cana-6074	95	18	64	64	NUM
cana-6074	95	19	%	%	NOUN
cana-6074	95	20	70	70	NUM
cana-6074	95	21	steps	step	NOUN
cana-6074	95	22	0.73	0.73	NUM
cana-6074	95	23	0.8	0.8	NUM
cana-6074	95	24	85	85	NUM
cana-6074	95	25	%	%	NOUN
cana-6074	95	26	40	40	NUM
cana-6074	95	27	steps	step	NOUN
cana-6074	95	28	0.51	0.51	NUM
cana-6074	95	29	1.0	1.0	NUM
cana-6074	95	30	93	93	NUM
cana-6074	95	31	%	%	NOUN
cana-6074	95	32	25	25	NUM
cana-6074	95	33	steps	step	NOUN
cana-6074	95	34	0.36	0.36	NUM
cana-6074	95	35	table	table	NOUN
cana-6074	95	36	6	6	NUM
cana-6074	95	37	:	:	PUNCT
cana-6074	95	38	greater	great	ADJ
cana-6074	95	39	interaction	interaction	NOUN
cana-6074	95	40	strength	strength	NOUN
cana-6074	95	41	accelerates	accelerate	VERB
cana-6074	95	42	consensus	consensus	NOUN
cana-6074	95	43	and	and	CCONJ
cana-6074	95	44	reduces	reduce	VERB
cana-6074	95	45	opinion	opinion	NOUN
cana-6074	95	46	entropy	entropy	NOUN
cana-6074	95	47	.	.	PUNCT
cana-6074	96	1	figure	figure	NOUN
cana-6074	96	2	1	1	NUM
cana-6074	96	3	:	:	PUNCT
cana-6074	96	4	entropy	entropy	NOUN
cana-6074	96	5	of	of	ADP
cana-6074	96	6	agent	agent	NOUN
cana-6074	96	7	opinions	opinion	NOUN
cana-6074	96	8	over	over	ADP
cana-6074	96	9	time	time	NOUN
cana-6074	96	10	for	for	ADP
cana-6074	96	11	different	different	ADJ
cana-6074	96	12	proportions	proportion	NOUN
cana-6074	96	13	of	of	ADP
cana-6074	96	14	irrational	irrational	ADJ
cana-6074	96	15	agents	agent	NOUN
cana-6074	96	16	p2	p2	NOUN
cana-6074	96	17	.	.	PUNCT
cana-6074	97	1	higher	high	ADJ
cana-6074	97	2	p2	p2	PROPN
cana-6074	97	3	maintains	maintain	VERB
cana-6074	97	4	higher	high	ADJ
cana-6074	97	5	entropy	entropy	NOUN
cana-6074	97	6	(	(	PUNCT
cana-6074	97	7	diversity	diversity	NOUN
cana-6074	97	8	of	of	ADP
cana-6074	97	9	opinion	opinion	NOUN
cana-6074	97	10	)	)	PUNCT
cana-6074	97	11	.	.	PUNCT
cana-6074	98	1	table	table	NOUN
cana-6074	98	2	communications	communication	NOUN
cana-6074	98	3	on	on	ADP
cana-6074	98	4	applied	apply	VERB
cana-6074	98	5	nonlinear	nonlinear	ADJ
cana-6074	98	6	analysis	analysis	NOUN
cana-6074	98	7	issn	issn	NOUN
cana-6074	98	8	:	:	PUNCT
cana-6074	98	9	1074	1074	NUM
cana-6074	98	10	-	-	PUNCT
cana-6074	98	11	133x	133x	NUM
cana-6074	98	12	vol	vol	VERB
cana-6074	98	13	32	32	NUM
cana-6074	98	14	no	no	NOUN
cana-6074	98	15	.	.	PUNCT
cana-6074	99	1	10s	10	NOUN
cana-6074	99	2	(	(	PUNCT
cana-6074	99	3	2025	2025	NUM
cana-6074	99	4	)	)	PUNCT
cana-6074	99	5	3325	3325	NUM
cana-6074	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	99	7	figure	figure	NOUN
cana-6074	99	8	2	2	NUM
cana-6074	99	9	:	:	PUNCT
cana-6074	99	10	price	price	NOUN
cana-6074	99	11	trajectory	trajectory	NOUN
cana-6074	99	12	over	over	ADP
cana-6074	99	13	time	time	NOUN
cana-6074	99	14	under	under	ADP
cana-6074	99	15	different	different	ADJ
cana-6074	99	16	levels	level	NOUN
cana-6074	99	17	of	of	ADP
cana-6074	99	18	irrationality	irrationality	NOUN
cana-6074	99	19	(	(	PUNCT
cana-6074	99	20	p2	p2	PROPN
cana-6074	99	21	)	)	PUNCT
cana-6074	99	22	.	.	PUNCT
cana-6074	100	1	increased	increase	VERB
cana-6074	100	2	irrationality	irrationality	NOUN
cana-6074	100	3	amplifies	amplify	VERB
cana-6074	100	4	price	price	NOUN
cana-6074	100	5	volatility	volatility	NOUN
cana-6074	100	6	.	.	PUNCT
cana-6074	101	1	standard	standard	ADJ
cana-6074	101	2	deviation	deviation	NOUN
cana-6074	101	3	of	of	ADP
cana-6074	101	4	price	price	NOUN
cana-6074	101	5	over	over	ADP
cana-6074	101	6	time	time	NOUN
cana-6074	101	7	figure	figure	NOUN
cana-6074	101	8	3	3	NUM
cana-6074	101	9	:	:	PUNCT
cana-6074	101	10	standard	standard	ADJ
cana-6074	101	11	deviation	deviation	NOUN
cana-6074	101	12	of	of	ADP
cana-6074	101	13	the	the	DET
cana-6074	101	14	asset	asset	NOUN
cana-6074	101	15	price	price	NOUN
cana-6074	101	16	over	over	ADP
cana-6074	101	17	time	time	NOUN
cana-6074	101	18	under	under	ADP
cana-6074	101	19	different	different	ADJ
cana-6074	101	20	levels	level	NOUN
cana-6074	101	21	of	of	ADP
cana-6074	101	22	irrational	irrational	ADJ
cana-6074	101	23	agent	agent	NOUN
cana-6074	101	24	proportion	proportion	NOUN
cana-6074	101	25	p2	p2	NOUN
cana-6074	101	26	.	.	PUNCT
cana-6074	102	1	higher	high	ADJ
cana-6074	102	2	irrationality	irrationality	NOUN
cana-6074	102	3	leads	lead	VERB
cana-6074	102	4	to	to	ADP
cana-6074	102	5	more	more	ADV
cana-6074	102	6	volatile	volatile	ADJ
cana-6074	102	7	markets	market	NOUN
cana-6074	102	8	.	.	PUNCT
cana-6074	103	1	8	8	NUM
cana-6074	103	2	interpretation	interpretation	NOUN
cana-6074	103	3	of	of	ADP
cana-6074	103	4	results	result	NOUN
cana-6074	103	5	the	the	DET
cana-6074	103	6	simulation	simulation	NOUN
cana-6074	103	7	results	result	NOUN
cana-6074	103	8	presented	present	VERB
cana-6074	103	9	in	in	ADP
cana-6074	103	10	tables	table	NOUN
cana-6074	103	11	1	1	NUM
cana-6074	103	12	-	-	SYM
cana-6074	103	13	6	6	NUM
cana-6074	103	14	and	and	CCONJ
cana-6074	103	15	figures	figure	NOUN
cana-6074	103	16	1	1	NUM
cana-6074	103	17	-	-	SYM
cana-6074	103	18	3	3	NUM
cana-6074	103	19	offer	offer	VERB
cana-6074	103	20	valuable	valuable	ADJ
cana-6074	103	21	insights	insight	NOUN
cana-6074	103	22	into	into	ADP
cana-6074	103	23	the	the	DET
cana-6074	103	24	dynamics	dynamic	NOUN
cana-6074	103	25	of	of	ADP
cana-6074	103	26	financial	financial	ADJ
cana-6074	103	27	price	price	NOUN
cana-6074	103	28	formation	formation	NOUN
cana-6074	103	29	in	in	ADP
cana-6074	103	30	a	a	DET
cana-6074	103	31	system	system	NOUN
cana-6074	103	32	composed	compose	VERB
cana-6074	103	33	of	of	ADP
cana-6074	103	34	heterogeneous	heterogeneous	ADJ
cana-6074	103	35	,	,	PUNCT
cana-6074	103	36	interacting	interact	VERB
cana-6074	103	37	agents	agent	NOUN
cana-6074	103	38	.	.	PUNCT
cana-6074	104	1	the	the	DET
cana-6074	104	2	patterns	pattern	NOUN
cana-6074	104	3	observed	observe	VERB
cana-6074	104	4	across	across	ADP
cana-6074	104	5	different	different	ADJ
cana-6074	104	6	parameter	parameter	NOUN
cana-6074	104	7	configurations	configuration	NOUN
cana-6074	104	8	support	support	VERB
cana-6074	104	9	the	the	DET
cana-6074	104	10	theoretical	theoretical	ADJ
cana-6074	104	11	foundations	foundation	NOUN
cana-6074	104	12	of	of	ADP
cana-6074	104	13	the	the	DET
cana-6074	104	14	model	model	NOUN
cana-6074	104	15	,	,	PUNCT
cana-6074	104	16	highlighting	highlight	VERB
cana-6074	104	17	the	the	DET
cana-6074	104	18	impact	impact	NOUN
cana-6074	104	19	of	of	ADP
cana-6074	104	20	irrational	irrational	ADJ
cana-6074	104	21	behavior	behavior	NOUN
cana-6074	104	22	,	,	PUNCT
cana-6074	104	23	social	social	ADJ
cana-6074	104	24	interaction	interaction	NOUN
cana-6074	104	25	,	,	PUNCT
cana-6074	104	26	and	and	CCONJ
cana-6074	104	27	information	information	NOUN
cana-6074	104	28	diffusion	diffusion	NOUN
cana-6074	104	29	.	.	PUNCT
cana-6074	105	1	8	8	NUM
cana-6074	105	2	-	-	SYM
cana-6074	105	3	1interpretation	1interpretation	NUM
cana-6074	105	4	of	of	ADP
cana-6074	105	5	tables	table	NOUN
cana-6074	105	6	1	1	NUM
cana-6074	105	7	3	3	NUM
cana-6074	105	8	tables	table	NOUN
cana-6074	105	9	1	1	NUM
cana-6074	105	10	to	to	PART
cana-6074	105	11	3	3	NUM
cana-6074	105	12	establish	establish	VERB
cana-6074	105	13	the	the	DET
cana-6074	105	14	configuration	configuration	NOUN
cana-6074	105	15	of	of	ADP
cana-6074	105	16	the	the	DET
cana-6074	105	17	simulation	simulation	NOUN
cana-6074	105	18	environment	environment	PROPN
cana-6074	105	19	.	.	PUNCT
cana-6074	106	1	table	table	NOUN
cana-6074	106	2	1	1	NUM
cana-6074	106	3	shows	show	VERB
cana-6074	106	4	the	the	DET
cana-6074	106	5	varying	vary	VERB
cana-6074	106	6	proportions	proportion	NOUN
cana-6074	106	7	of	of	ADP
cana-6074	106	8	fundamentalist	fundamentalist	ADJ
cana-6074	106	9	(	(	PUNCT
cana-6074	106	10	rational	rational	ADJ
cana-6074	106	11	)	)	PUNCT
cana-6074	106	12	and	and	CCONJ
cana-6074	106	13	irrational	irrational	ADJ
cana-6074	106	14	agents	agent	NOUN
cana-6074	106	15	.	.	PUNCT
cana-6074	107	1	increasing	increase	VERB
cana-6074	107	2	the	the	DET
cana-6074	107	3	share	share	NOUN
cana-6074	107	4	of	of	ADP
cana-6074	107	5	irrational	irrational	ADJ
cana-6074	107	6	agents	agent	NOUN
cana-6074	107	7	(	(	PUNCT
cana-6074	107	8	𝑃2	𝑃2	NOUN
cana-6074	107	9	)	)	PUNCT
cana-6074	107	10	introduces	introduce	VERB
cana-6074	107	11	more	more	ADJ
cana-6074	107	12	noise	noise	NOUN
cana-6074	107	13	and	and	CCONJ
cana-6074	107	14	non	non	ADJ
cana-6074	107	15	-	-	ADJ
cana-6074	107	16	fundamental	fundamental	ADJ
cana-6074	107	17	decision	decision	NOUN
cana-6074	107	18	-	-	PUNCT
cana-6074	107	19	making	making	NOUN
cana-6074	107	20	into	into	ADP
cana-6074	107	21	the	the	DET
cana-6074	107	22	system	system	NOUN
cana-6074	107	23	.	.	PUNCT
cana-6074	108	1	table	table	NOUN
cana-6074	108	2	2	2	NUM
cana-6074	108	3	describes	describe	VERB
cana-6074	108	4	the	the	DET
cana-6074	108	5	trading	trading	NOUN
cana-6074	108	6	behavior	behavior	NOUN
cana-6074	108	7	of	of	ADP
cana-6074	108	8	agents	agent	NOUN
cana-6074	108	9	,	,	PUNCT
cana-6074	108	10	modeled	model	VERB
cana-6074	108	11	with	with	ADP
cana-6074	108	12	symmetric	symmetric	ADJ
cana-6074	108	13	probabilities	probability	NOUN
cana-6074	108	14	for	for	ADP
cana-6074	108	15	communications	communication	NOUN
cana-6074	108	16	on	on	ADP
cana-6074	108	17	applied	apply	VERB
cana-6074	108	18	nonlinear	nonlinear	ADJ
cana-6074	108	19	analysis	analysis	NOUN
cana-6074	108	20	issn	issn	NOUN
cana-6074	108	21	:	:	PUNCT
cana-6074	108	22	1074	1074	NUM
cana-6074	108	23	-	-	PUNCT
cana-6074	108	24	133x	133x	NUM
cana-6074	108	25	vol	vol	VERB
cana-6074	108	26	32	32	NUM
cana-6074	108	27	no	no	NOUN
cana-6074	108	28	.	.	PUNCT
cana-6074	108	29	10s	10	NOUN
cana-6074	108	30	(	(	PUNCT
cana-6074	108	31	2025	2025	NUM
cana-6074	108	32	)	)	PUNCT
cana-6074	108	33	3326	3326	NUM
cana-6074	108	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	108	35	buying	buying	NOUN
cana-6074	108	36	and	and	CCONJ
cana-6074	108	37	selling	selling	NOUN
cana-6074	108	38	,	,	PUNCT
cana-6074	108	39	and	and	CCONJ
cana-6074	108	40	a	a	DET
cana-6074	108	41	neutral	neutral	ADJ
cana-6074	108	42	probability	probability	NOUN
cana-6074	108	43	reflecting	reflect	VERB
cana-6074	108	44	market	market	NOUN
cana-6074	108	45	inactivity	inactivity	NOUN
cana-6074	108	46	.	.	PUNCT
cana-6074	109	1	table	table	NOUN
cana-6074	109	2	3	3	NUM
cana-6074	109	3	sets	set	VERB
cana-6074	109	4	the	the	DET
cana-6074	109	5	parameters	parameter	NOUN
cana-6074	109	6	for	for	ADP
cana-6074	109	7	opinion	opinion	NOUN
cana-6074	109	8	interaction	interaction	NOUN
cana-6074	109	9	.	.	PUNCT
cana-6074	110	1	notably	notably	ADV
cana-6074	110	2	,	,	PUNCT
cana-6074	110	3	the	the	DET
cana-6074	110	4	interaction	interaction	NOUN
cana-6074	110	5	strength	strength	NOUN
cana-6074	110	6	𝜆	𝜆	NOUN
cana-6074	110	7	and	and	CCONJ
cana-6074	110	8	the	the	DET
cana-6074	110	9	decay	decay	NOUN
cana-6074	110	10	rate	rate	NOUN
cana-6074	110	11	𝛿	𝛿	NOUN
cana-6074	110	12	determine	determine	NOUN
cana-6074	110	13	how	how	SCONJ
cana-6074	110	14	quickly	quickly	ADV
cana-6074	110	15	agents	agent	NOUN
cana-6074	110	16	adopt	adopt	VERB
cana-6074	110	17	or	or	CCONJ
cana-6074	110	18	abandon	abandon	VERB
cana-6074	110	19	opinions	opinion	NOUN
cana-6074	110	20	.	.	PUNCT
cana-6074	111	1	these	these	DET
cana-6074	111	2	structural	structural	ADJ
cana-6074	111	3	parameters	parameter	NOUN
cana-6074	111	4	define	define	VERB
cana-6074	111	5	the	the	DET
cana-6074	111	6	behavioral	behavioral	ADJ
cana-6074	111	7	landscape	landscape	NOUN
cana-6074	111	8	in	in	SCONJ
cana-6074	111	9	which	which	DET
cana-6074	111	10	price	price	NOUN
cana-6074	111	11	and	and	CCONJ
cana-6074	111	12	opinion	opinion	NOUN
cana-6074	111	13	dynamics	dynamic	NOUN
cana-6074	111	14	unfold	unfold	VERB
cana-6074	111	15	.	.	PUNCT
cana-6074	112	1	8	8	NUM
cana-6074	112	2	-	-	SYM
cana-6074	112	3	2entropy	2entropy	NUM
cana-6074	112	4	of	of	ADP
cana-6074	112	5	opinions	opinion	NOUN
cana-6074	112	6	(	(	PUNCT
cana-6074	112	7	figure	figure	NOUN
cana-6074	112	8	1	1	NUM
cana-6074	112	9	and	and	CCONJ
cana-6074	112	10	table	table	NOUN
cana-6074	112	11	5	5	NUM
cana-6074	112	12	)	)	PUNCT
cana-6074	112	13	figure	figure	NOUN
cana-6074	112	14	1	1	NUM
cana-6074	112	15	shows	show	VERB
cana-6074	112	16	the	the	DET
cana-6074	112	17	evolution	evolution	NOUN
cana-6074	112	18	of	of	ADP
cana-6074	112	19	opinion	opinion	NOUN
cana-6074	112	20	entropy	entropy	NOUN
cana-6074	112	21	𝐻(𝑍𝑡	𝐻(𝑍𝑡	NOUN
cana-6074	112	22	)	)	PUNCT
cana-6074	112	23	over	over	ADP
cana-6074	112	24	time	time	NOUN
cana-6074	112	25	for	for	ADP
cana-6074	112	26	different	different	ADJ
cana-6074	112	27	values	value	NOUN
cana-6074	112	28	of	of	ADP
cana-6074	112	29	𝑃2	𝑃2	NOUN
cana-6074	112	30	.	.	PUNCT
cana-6074	113	1	in	in	ADP
cana-6074	113	2	markets	market	NOUN
cana-6074	113	3	where	where	SCONJ
cana-6074	113	4	rational	rational	ADJ
cana-6074	113	5	agents	agent	NOUN
cana-6074	113	6	dominate	dominate	VERB
cana-6074	113	7	(	(	PUNCT
cana-6074	113	8	𝑃2	𝑃2	NOUN
cana-6074	113	9	=	=	NUM
cana-6074	113	10	0.2	0.2	NUM
cana-6074	113	11	)	)	PUNCT
cana-6074	113	12	,	,	PUNCT
cana-6074	113	13	entropy	entropy	NOUN
cana-6074	113	14	decreases	decrease	VERB
cana-6074	113	15	significantly	significantly	ADV
cana-6074	113	16	,	,	PUNCT
cana-6074	113	17	indicating	indicate	VERB
cana-6074	113	18	convergence	convergence	NOUN
cana-6074	113	19	toward	toward	ADP
cana-6074	113	20	consensus	consensus	NOUN
cana-6074	113	21	.	.	PUNCT
cana-6074	114	1	conversely	conversely	ADV
cana-6074	114	2	,	,	PUNCT
cana-6074	114	3	markets	market	NOUN
cana-6074	114	4	with	with	ADP
cana-6074	114	5	higher	high	ADJ
cana-6074	114	6	proportions	proportion	NOUN
cana-6074	114	7	of	of	ADP
cana-6074	114	8	irrational	irrational	ADJ
cana-6074	114	9	agents	agent	NOUN
cana-6074	114	10	(	(	PUNCT
cana-6074	114	11	𝑃2	𝑃2	NOUN
cana-6074	114	12	=	=	SYM
cana-6074	114	13	0.6	0.6	NUM
cana-6074	114	14	,	,	PUNCT
cana-6074	114	15	0.8	0.8	NUM
cana-6074	114	16	)	)	PUNCT
cana-6074	114	17	sustain	sustain	VERB
cana-6074	114	18	high	high	ADJ
cana-6074	114	19	entropy	entropy	NOUN
cana-6074	114	20	,	,	PUNCT
cana-6074	114	21	implying	imply	VERB
cana-6074	114	22	persistent	persistent	ADJ
cana-6074	114	23	opinion	opinion	NOUN
cana-6074	114	24	diversity	diversity	NOUN
cana-6074	114	25	and	and	CCONJ
cana-6074	114	26	cognitive	cognitive	ADJ
cana-6074	114	27	dispersion	dispersion	NOUN
cana-6074	114	28	.	.	PUNCT
cana-6074	115	1	table	table	NOUN
cana-6074	115	2	5	5	NUM
cana-6074	115	3	quantifies	quantifie	NOUN
cana-6074	115	4	this	this	DET
cana-6074	115	5	trend	trend	NOUN
cana-6074	115	6	,	,	PUNCT
cana-6074	115	7	revealing	reveal	VERB
cana-6074	115	8	minimal	minimal	ADJ
cana-6074	115	9	reduction	reduction	NOUN
cana-6074	115	10	in	in	ADP
cana-6074	115	11	entropy	entropy	NOUN
cana-6074	115	12	for	for	ADP
cana-6074	115	13	𝑃2	𝑃2	NOUN
cana-6074	115	14	=	=	SYM
cana-6074	115	15	0.8	0.8	NUM
cana-6074	115	16	and	and	CCONJ
cana-6074	115	17	sharper	sharp	ADJ
cana-6074	115	18	drops	drop	NOUN
cana-6074	115	19	in	in	ADP
cana-6074	115	20	entropy	entropy	NOUN
cana-6074	115	21	for	for	ADP
cana-6074	115	22	lower	low	ADJ
cana-6074	115	23	𝑃2	𝑃2	NOUN
cana-6074	115	24	.	.	PUNCT
cana-6074	116	1	these	these	DET
cana-6074	116	2	results	result	NOUN
cana-6074	116	3	demonstrate	demonstrate	VERB
cana-6074	116	4	that	that	SCONJ
cana-6074	116	5	irrationality	irrationality	NOUN
cana-6074	116	6	introduces	introduce	VERB
cana-6074	116	7	long	long	ADV
cana-6074	116	8	-	-	PUNCT
cana-6074	116	9	lasting	last	VERB
cana-6074	116	10	disagreement	disagreement	NOUN
cana-6074	116	11	in	in	ADP
cana-6074	116	12	market	market	NOUN
cana-6074	116	13	beliefs	belief	NOUN
cana-6074	116	14	,	,	PUNCT
cana-6074	116	15	impeding	impede	VERB
cana-6074	116	16	efficient	efficient	ADJ
cana-6074	116	17	aggregation	aggregation	NOUN
cana-6074	116	18	of	of	ADP
cana-6074	116	19	information	information	NOUN
cana-6074	116	20	.	.	PUNCT
cana-6074	117	1	8	8	NUM
cana-6074	117	2	-	-	SYM
cana-6074	117	3	3price	3price	NUM
cana-6074	117	4	trajectories	trajectory	NOUN
cana-6074	117	5	(	(	PUNCT
cana-6074	117	6	figure	figure	NOUN
cana-6074	117	7	2	2	NUM
cana-6074	117	8	and	and	CCONJ
cana-6074	117	9	table	table	NOUN
cana-6074	117	10	4	4	NUM
cana-6074	117	11	)	)	PUNCT
cana-6074	117	12	figure	figure	NOUN
cana-6074	117	13	2	2	NUM
cana-6074	117	14	illustrates	illustrate	VERB
cana-6074	117	15	the	the	DET
cana-6074	117	16	evolution	evolution	NOUN
cana-6074	117	17	of	of	ADP
cana-6074	117	18	the	the	DET
cana-6074	117	19	asset	asset	NOUN
cana-6074	117	20	price	price	NOUN
cana-6074	117	21	under	under	ADP
cana-6074	117	22	different	different	ADJ
cana-6074	117	23	agent	agent	NOUN
cana-6074	117	24	compositions	composition	NOUN
cana-6074	117	25	.	.	PUNCT
cana-6074	118	1	rational	rational	ADJ
cana-6074	118	2	-	-	PUNCT
cana-6074	118	3	dominated	dominate	VERB
cana-6074	118	4	markets	market	NOUN
cana-6074	118	5	(	(	PUNCT
cana-6074	118	6	𝑃2	𝑃2	NOUN
cana-6074	118	7	=	=	NUM
cana-6074	118	8	0.2	0.2	NUM
cana-6074	118	9	)	)	PUNCT
cana-6074	118	10	show	show	VERB
cana-6074	118	11	gradual	gradual	ADJ
cana-6074	118	12	,	,	PUNCT
cana-6074	118	13	stable	stable	ADJ
cana-6074	118	14	price	price	NOUN
cana-6074	118	15	increases	increase	NOUN
cana-6074	118	16	,	,	PUNCT
cana-6074	118	17	while	while	SCONJ
cana-6074	118	18	markets	market	NOUN
cana-6074	118	19	with	with	ADP
cana-6074	118	20	more	more	ADJ
cana-6074	118	21	irrational	irrational	ADJ
cana-6074	118	22	agents	agent	NOUN
cana-6074	118	23	experience	experience	VERB
cana-6074	118	24	stronger	strong	ADJ
cana-6074	118	25	and	and	CCONJ
cana-6074	118	26	faster	fast	ADJ
cana-6074	118	27	price	price	NOUN
cana-6074	118	28	movements	movement	NOUN
cana-6074	118	29	,	,	PUNCT
cana-6074	118	30	sometimes	sometimes	ADV
cana-6074	118	31	detached	detach	VERB
cana-6074	118	32	from	from	ADP
cana-6074	118	33	fundamentals	fundamental	NOUN
cana-6074	118	34	.	.	PUNCT
cana-6074	119	1	table	table	NOUN
cana-6074	119	2	4	4	NUM
cana-6074	119	3	supports	support	VERB
cana-6074	119	4	this	this	PRON
cana-6074	119	5	by	by	ADP
cana-6074	119	6	showing	show	VERB
cana-6074	119	7	that	that	SCONJ
cana-6074	119	8	both	both	CCONJ
cana-6074	119	9	the	the	DET
cana-6074	119	10	mean	mean	ADJ
cana-6074	119	11	price	price	NOUN
cana-6074	119	12	change	change	NOUN
cana-6074	119	13	and	and	CCONJ
cana-6074	119	14	price	price	NOUN
cana-6074	119	15	volatility	volatility	NOUN
cana-6074	119	16	increase	increase	NOUN
cana-6074	119	17	with	with	ADP
cana-6074	119	18	𝑃2	𝑃2	PROPN
cana-6074	119	19	.	.	PUNCT
cana-6074	120	1	higher	high	ADJ
cana-6074	120	2	maximum	maximum	ADJ
cana-6074	120	3	drawdowns	drawdown	NOUN
cana-6074	120	4	in	in	ADP
cana-6074	120	5	irrational	irrational	ADJ
cana-6074	120	6	settings	setting	NOUN
cana-6074	120	7	highlight	highlight	VERB
cana-6074	120	8	the	the	DET
cana-6074	120	9	vulnerability	vulnerability	NOUN
cana-6074	120	10	of	of	ADP
cana-6074	120	11	such	such	ADJ
cana-6074	120	12	markets	market	NOUN
cana-6074	120	13	to	to	PART
cana-6074	120	14	speculative	speculative	ADJ
cana-6074	120	15	rises	rise	NOUN
cana-6074	120	16	and	and	CCONJ
cana-6074	120	17	corrections	correction	NOUN
cana-6074	120	18	,	,	PUNCT
cana-6074	120	19	consistent	consistent	ADJ
cana-6074	120	20	with	with	ADP
cana-6074	120	21	bubble	bubble	NOUN
cana-6074	120	22	-	-	PUNCT
cana-6074	120	23	like	like	ADJ
cana-6074	120	24	dynamics	dynamic	NOUN
cana-6074	120	25	observed	observe	VERB
cana-6074	120	26	empirically	empirically	ADV
cana-6074	120	27	.	.	PUNCT
cana-6074	121	1	8	8	NUM
cana-6074	121	2	-	-	SYM
cana-6074	121	3	4volatility	4volatility	NUM
cana-6074	121	4	and	and	CCONJ
cana-6074	121	5	risk	risk	NOUN
cana-6074	121	6	(	(	PUNCT
cana-6074	121	7	figure	figure	NOUN
cana-6074	121	8	3	3	NUM
cana-6074	121	9	)	)	PUNCT
cana-6074	121	10	figure	figure	NOUN
cana-6074	121	11	3	3	NUM
cana-6074	121	12	plots	plot	NOUN
cana-6074	121	13	the	the	DET
cana-6074	121	14	standard	standard	ADJ
cana-6074	121	15	deviation	deviation	NOUN
cana-6074	121	16	of	of	ADP
cana-6074	121	17	the	the	DET
cana-6074	121	18	asset	asset	NOUN
cana-6074	121	19	price	price	NOUN
cana-6074	121	20	over	over	ADP
cana-6074	121	21	time	time	NOUN
cana-6074	121	22	.	.	PUNCT
cana-6074	122	1	it	it	PRON
cana-6074	122	2	confirms	confirm	VERB
cana-6074	122	3	that	that	SCONJ
cana-6074	122	4	markets	market	NOUN
cana-6074	122	5	with	with	ADP
cana-6074	122	6	high	high	ADJ
cana-6074	122	7	irrationality	irrationality	NOUN
cana-6074	122	8	experience	experience	NOUN
cana-6074	122	9	faster	fast	ADV
cana-6074	122	10	-	-	PUNCT
cana-6074	122	11	growing	grow	VERB
cana-6074	122	12	and	and	CCONJ
cana-6074	122	13	more	more	ADV
cana-6074	122	14	persistent	persistent	ADJ
cana-6074	122	15	volatility	volatility	NOUN
cana-6074	122	16	.	.	PUNCT
cana-6074	123	1	this	this	PRON
cana-6074	123	2	aligns	align	VERB
cana-6074	123	3	with	with	ADP
cana-6074	123	4	the	the	DET
cana-6074	123	5	theory	theory	NOUN
cana-6074	123	6	that	that	SCONJ
cana-6074	123	7	irrational	irrational	ADJ
cana-6074	123	8	behavior	behavior	NOUN
cana-6074	123	9	,	,	PUNCT
cana-6074	123	10	especially	especially	ADV
cana-6074	123	11	when	when	SCONJ
cana-6074	123	12	coupled	couple	VERB
cana-6074	123	13	with	with	ADP
cana-6074	123	14	imitation	imitation	NOUN
cana-6074	123	15	or	or	CCONJ
cana-6074	123	16	herding	herding	NOUN
cana-6074	123	17	,	,	PUNCT
cana-6074	123	18	generates	generate	VERB
cana-6074	123	19	endogenous	endogenous	ADJ
cana-6074	123	20	fluctuations	fluctuation	NOUN
cana-6074	123	21	and	and	CCONJ
cana-6074	123	22	destabilizes	destabilize	VERB
cana-6074	123	23	prices	price	NOUN
cana-6074	123	24	.	.	PUNCT
cana-6074	124	1	8	8	NUM
cana-6074	124	2	-	-	SYM
cana-6074	124	3	5role	5role	NUM
cana-6074	124	4	of	of	ADP
cana-6074	124	5	social	social	ADJ
cana-6074	124	6	interaction	interaction	NOUN
cana-6074	124	7	(	(	PUNCT
cana-6074	124	8	table	table	NOUN
cana-6074	124	9	6	6	NUM
cana-6074	124	10	)	)	PUNCT
cana-6074	124	11	table	table	NOUN
cana-6074	124	12	6	6	NUM
cana-6074	124	13	demonstrates	demonstrate	VERB
cana-6074	124	14	the	the	DET
cana-6074	124	15	role	role	NOUN
cana-6074	124	16	of	of	ADP
cana-6074	124	17	interaction	interaction	NOUN
cana-6074	124	18	strength	strength	NOUN
cana-6074	124	19	𝜆	𝜆	NOUN
cana-6074	124	20	in	in	ADP
cana-6074	124	21	accelerating	accelerate	VERB
cana-6074	124	22	opinion	opinion	NOUN
cana-6074	124	23	alignment	alignment	NOUN
cana-6074	124	24	.	.	PUNCT
cana-6074	125	1	stronger	strong	ADJ
cana-6074	125	2	interactions	interaction	NOUN
cana-6074	125	3	result	result	VERB
cana-6074	125	4	in	in	ADP
cana-6074	125	5	faster	fast	ADJ
cana-6074	125	6	convergence	convergence	NOUN
cana-6074	125	7	,	,	PUNCT
cana-6074	125	8	greater	great	ADJ
cana-6074	125	9	adoption	adoption	NOUN
cana-6074	125	10	of	of	ADP
cana-6074	125	11	informed	informed	ADJ
cana-6074	125	12	opinions	opinion	NOUN
cana-6074	125	13	,	,	PUNCT
cana-6074	125	14	and	and	CCONJ
cana-6074	125	15	lower	low	ADJ
cana-6074	125	16	final	final	ADJ
cana-6074	125	17	entropy	entropy	NOUN
cana-6074	125	18	.	.	PUNCT
cana-6074	126	1	this	this	PRON
cana-6074	126	2	suggests	suggest	VERB
cana-6074	126	3	that	that	SCONJ
cana-6074	126	4	well	well	ADV
cana-6074	126	5	-	-	PUNCT
cana-6074	126	6	connected	connect	VERB
cana-6074	126	7	market	market	NOUN
cana-6074	126	8	environments	environment	NOUN
cana-6074	126	9	(	(	PUNCT
cana-6074	126	10	e.g.	e.g.	ADV
cana-6074	126	11	,	,	PUNCT
cana-6074	126	12	transparent	transparent	ADJ
cana-6074	126	13	information	information	NOUN
cana-6074	126	14	channels	channel	NOUN
cana-6074	126	15	,	,	PUNCT
cana-6074	126	16	social	social	ADJ
cana-6074	126	17	trading	trading	NOUN
cana-6074	126	18	platforms	platform	NOUN
cana-6074	126	19	)	)	PUNCT
cana-6074	126	20	can	can	AUX
cana-6074	126	21	offset	offset	VERB
cana-6074	126	22	some	some	PRON
cana-6074	126	23	of	of	ADP
cana-6074	126	24	the	the	DET
cana-6074	126	25	destabilizing	destabilizing	ADJ
cana-6074	126	26	effects	effect	NOUN
cana-6074	126	27	of	of	ADP
cana-6074	126	28	irrationality	irrationality	NOUN
cana-6074	126	29	by	by	ADP
cana-6074	126	30	facilitating	facilitate	VERB
cana-6074	126	31	consensus	consensus	NOUN
cana-6074	126	32	-	-	PUNCT
cana-6074	126	33	building	building	NOUN
cana-6074	126	34	.	.	PUNCT
cana-6074	127	1	8	8	NUM
cana-6074	127	2	-	-	SYM
cana-6074	127	3	6general	6general	NUM
cana-6074	127	4	insights	insight	NOUN
cana-6074	127	5	the	the	DET
cana-6074	127	6	simulation	simulation	NOUN
cana-6074	127	7	highlights	highlight	VERB
cana-6074	127	8	several	several	ADJ
cana-6074	127	9	key	key	ADJ
cana-6074	127	10	conclusions	conclusion	NOUN
cana-6074	127	11	:	:	PUNCT
cana-6074	127	12	•	•	ADJ
cana-6074	127	13	agent	agent	NOUN
cana-6074	127	14	composition	composition	NOUN
cana-6074	127	15	matters	matter	VERB
cana-6074	127	16	:	:	PUNCT
cana-6074	127	17	the	the	DET
cana-6074	127	18	proportion	proportion	NOUN
cana-6074	127	19	of	of	ADP
cana-6074	127	20	irrational	irrational	ADJ
cana-6074	127	21	agents	agent	NOUN
cana-6074	127	22	directly	directly	ADV
cana-6074	127	23	affects	affect	VERB
cana-6074	127	24	market	market	NOUN
cana-6074	127	25	behavior	behavior	NOUN
cana-6074	127	26	,	,	PUNCT
cana-6074	127	27	with	with	ADP
cana-6074	127	28	more	more	ADJ
cana-6074	127	29	irrationality	irrationality	NOUN
cana-6074	127	30	leading	lead	VERB
cana-6074	127	31	to	to	ADP
cana-6074	127	32	more	more	ADJ
cana-6074	127	33	volatility	volatility	NOUN
cana-6074	127	34	and	and	CCONJ
cana-6074	127	35	disagreement	disagreement	NOUN
cana-6074	127	36	.	.	PUNCT
cana-6074	128	1	•	•	NUM
cana-6074	128	2	behavioral	behavioral	ADJ
cana-6074	128	3	noise	noise	NOUN
cana-6074	128	4	fuels	fuel	NOUN
cana-6074	128	5	instability	instability	NOUN
cana-6074	128	6	:	:	PUNCT
cana-6074	128	7	markets	market	NOUN
cana-6074	128	8	with	with	ADP
cana-6074	128	9	more	more	ADV
cana-6074	128	10	biased	biased	ADJ
cana-6074	128	11	decision	decision	NOUN
cana-6074	128	12	-	-	PUNCT
cana-6074	128	13	making	make	VERB
cana-6074	128	14	exhibit	exhibit	NOUN
cana-6074	128	15	amplified	amplify	VERB
cana-6074	128	16	price	price	NOUN
cana-6074	128	17	swings	swing	NOUN
cana-6074	128	18	and	and	CCONJ
cana-6074	128	19	risk	risk	NOUN
cana-6074	128	20	.	.	PUNCT
cana-6074	129	1	•	•	NOUN
cana-6074	129	2	network	network	NOUN
cana-6074	129	3	structure	structure	NOUN
cana-6074	129	4	is	be	AUX
cana-6074	129	5	stabilizing	stabilize	VERB
cana-6074	129	6	:	:	PUNCT
cana-6074	129	7	higher	high	ADJ
cana-6074	129	8	interaction	interaction	NOUN
cana-6074	129	9	strength	strength	NOUN
cana-6074	129	10	can	can	AUX
cana-6074	129	11	help	help	VERB
cana-6074	129	12	stabilize	stabilize	VERB
cana-6074	129	13	the	the	DET
cana-6074	129	14	system	system	NOUN
cana-6074	129	15	,	,	PUNCT
cana-6074	129	16	communications	communication	NOUN
cana-6074	129	17	on	on	ADP
cana-6074	129	18	applied	apply	VERB
cana-6074	129	19	nonlinear	nonlinear	ADJ
cana-6074	129	20	analysis	analysis	NOUN
cana-6074	129	21	issn	issn	NOUN
cana-6074	129	22	:	:	PUNCT
cana-6074	129	23	1074	1074	NUM
cana-6074	129	24	-	-	PUNCT
cana-6074	129	25	133x	133x	NUM
cana-6074	129	26	vol	vol	VERB
cana-6074	129	27	32	32	NUM
cana-6074	129	28	no	no	NOUN
cana-6074	129	29	.	.	PUNCT
cana-6074	130	1	10s	10	NOUN
cana-6074	130	2	(	(	PUNCT
cana-6074	130	3	2025	2025	NUM
cana-6074	130	4	)	)	PUNCT
cana-6074	130	5	3327	3327	NUM
cana-6074	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	130	7	even	even	ADV
cana-6074	130	8	with	with	ADP
cana-6074	130	9	a	a	DET
cana-6074	130	10	high	high	ADJ
cana-6074	130	11	share	share	NOUN
cana-6074	130	12	of	of	ADP
cana-6074	130	13	irrational	irrational	ADJ
cana-6074	130	14	agents	agent	NOUN
cana-6074	130	15	.	.	PUNCT
cana-6074	131	1	•	•	NUM
cana-6074	131	2	entropy	entropy	PROPN
cana-6074	131	3	captures	capture	VERB
cana-6074	131	4	hidden	hide	VERB
cana-6074	131	5	disorder	disorder	NOUN
cana-6074	131	6	:	:	PUNCT
cana-6074	131	7	opinion	opinion	NOUN
cana-6074	131	8	entropy	entropy	NOUN
cana-6074	131	9	offers	offer	VERB
cana-6074	131	10	a	a	DET
cana-6074	131	11	quantitative	quantitative	ADJ
cana-6074	131	12	measure	measure	NOUN
cana-6074	131	13	of	of	ADP
cana-6074	131	14	market	market	NOUN
cana-6074	131	15	uncertainty	uncertainty	NOUN
cana-6074	131	16	not	not	PART
cana-6074	131	17	visible	visible	ADJ
cana-6074	131	18	through	through	ADP
cana-6074	131	19	price	price	NOUN
cana-6074	131	20	alone	alone	ADV
cana-6074	131	21	.	.	PUNCT
cana-6074	132	1	8	8	NUM
cana-6074	132	2	-	-	PUNCT
cana-6074	132	3	9conclusion	9conclusion	NUM
cana-6074	132	4	overall	overall	NOUN
cana-6074	132	5	,	,	PUNCT
cana-6074	132	6	the	the	DET
cana-6074	132	7	results	result	NOUN
cana-6074	132	8	confirm	confirm	VERB
cana-6074	132	9	that	that	SCONJ
cana-6074	132	10	financial	financial	ADJ
cana-6074	132	11	markets	market	NOUN
cana-6074	132	12	are	be	AUX
cana-6074	132	13	complex	complex	ADJ
cana-6074	132	14	adaptive	adaptive	ADJ
cana-6074	132	15	systems	system	NOUN
cana-6074	132	16	,	,	PUNCT
cana-6074	132	17	where	where	SCONJ
cana-6074	132	18	the	the	DET
cana-6074	132	19	interplay	interplay	NOUN
cana-6074	132	20	between	between	ADP
cana-6074	132	21	behavioral	behavioral	ADJ
cana-6074	132	22	biases	bias	NOUN
cana-6074	132	23	,	,	PUNCT
cana-6074	132	24	information	information	NOUN
cana-6074	132	25	spread	spread	NOUN
cana-6074	132	26	,	,	PUNCT
cana-6074	132	27	and	and	CCONJ
cana-6074	132	28	interaction	interaction	NOUN
cana-6074	132	29	structure	structure	NOUN
cana-6074	132	30	determines	determine	VERB
cana-6074	132	31	price	price	NOUN
cana-6074	132	32	dynamics	dynamic	NOUN
cana-6074	132	33	and	and	CCONJ
cana-6074	132	34	informational	informational	ADJ
cana-6074	132	35	efficiency	efficiency	NOUN
cana-6074	132	36	.	.	PUNCT
cana-6074	133	1	understanding	understand	VERB
cana-6074	133	2	these	these	DET
cana-6074	133	3	relationships	relationship	NOUN
cana-6074	133	4	is	be	AUX
cana-6074	133	5	crucial	crucial	ADJ
cana-6074	133	6	for	for	ADP
cana-6074	133	7	modeling	model	VERB
cana-6074	133	8	real	real	ADJ
cana-6074	133	9	-	-	PUNCT
cana-6074	133	10	world	world	NOUN
cana-6074	133	11	phenomena	phenomenon	NOUN
cana-6074	133	12	such	such	ADJ
cana-6074	133	13	as	as	ADP
cana-6074	133	14	volatility	volatility	NOUN
cana-6074	133	15	clustering	clustering	NOUN
cana-6074	133	16	,	,	PUNCT
cana-6074	133	17	opinion	opinion	NOUN
cana-6074	133	18	bubbles	bubble	NOUN
cana-6074	133	19	,	,	PUNCT
cana-6074	133	20	and	and	CCONJ
cana-6074	133	21	systemic	systemic	ADJ
cana-6074	133	22	instability	instability	NOUN
cana-6074	133	23	.	.	PUNCT
cana-6074	134	1	9application	9application	NUM
cana-6074	134	2	to	to	ADP
cana-6074	134	3	real	real	ADJ
cana-6074	134	4	market	market	NOUN
cana-6074	134	5	data	datum	NOUN
cana-6074	134	6	to	to	PART
cana-6074	134	7	demonstrate	demonstrate	VERB
cana-6074	134	8	the	the	DET
cana-6074	134	9	empirical	empirical	ADJ
cana-6074	134	10	relevance	relevance	NOUN
cana-6074	134	11	of	of	ADP
cana-6074	134	12	our	our	PRON
cana-6074	134	13	model	model	NOUN
cana-6074	134	14	,	,	PUNCT
cana-6074	134	15	we	we	PRON
cana-6074	134	16	apply	apply	VERB
cana-6074	134	17	it	it	PRON
cana-6074	134	18	to	to	ADP
cana-6074	134	19	real	real	ADJ
cana-6074	134	20	financial	financial	ADJ
cana-6074	134	21	data	datum	NOUN
cana-6074	134	22	.	.	PUNCT
cana-6074	135	1	the	the	DET
cana-6074	135	2	objective	objective	NOUN
cana-6074	135	3	is	be	AUX
cana-6074	135	4	to	to	PART
cana-6074	135	5	evaluate	evaluate	VERB
cana-6074	135	6	whether	whether	SCONJ
cana-6074	135	7	the	the	DET
cana-6074	135	8	model	model	NOUN
cana-6074	135	9	can	can	AUX
cana-6074	135	10	replicate	replicate	VERB
cana-6074	135	11	stylized	stylize	VERB
cana-6074	135	12	facts	fact	NOUN
cana-6074	135	13	observed	observe	VERB
cana-6074	135	14	in	in	ADP
cana-6074	135	15	actual	actual	ADJ
cana-6074	135	16	asset	asset	NOUN
cana-6074	135	17	price	price	NOUN
cana-6074	135	18	dynamics	dynamic	NOUN
cana-6074	135	19	,	,	PUNCT
cana-6074	135	20	such	such	ADJ
cana-6074	135	21	as	as	ADP
cana-6074	135	22	volatility	volatility	NOUN
cana-6074	135	23	clustering	clustering	NOUN
cana-6074	135	24	,	,	PUNCT
cana-6074	135	25	fat	fat	ADJ
cana-6074	135	26	tails	tail	NOUN
cana-6074	135	27	,	,	PUNCT
cana-6074	135	28	and	and	CCONJ
cana-6074	135	29	entropy	entropy	VERB
cana-6074	135	30	changes	change	NOUN
cana-6074	135	31	in	in	ADP
cana-6074	135	32	response	response	NOUN
cana-6074	135	33	to	to	ADP
cana-6074	135	34	news	news	NOUN
cana-6074	135	35	or	or	CCONJ
cana-6074	135	36	speculative	speculative	ADJ
cana-6074	135	37	behavior	behavior	NOUN
cana-6074	135	38	.	.	PUNCT
cana-6074	136	1	9	9	NUM
cana-6074	136	2	-	-	SYM
cana-6074	136	3	1dataset	1dataset	NUM
cana-6074	136	4	description	description	NOUN
cana-6074	136	5	we	we	PRON
cana-6074	136	6	use	use	VERB
cana-6074	136	7	historical	historical	ADJ
cana-6074	136	8	daily	daily	ADJ
cana-6074	136	9	closing	closing	NOUN
cana-6074	136	10	prices	price	NOUN
cana-6074	136	11	from	from	ADP
cana-6074	136	12	the	the	DET
cana-6074	136	13	bitcoin	bitcoin	ADJ
cana-6074	136	14	(	(	PUNCT
cana-6074	136	15	btc	btc	PROPN
cana-6074	136	16	/	/	SYM
cana-6074	136	17	usd	usd	NOUN
cana-6074	136	18	)	)	PUNCT
cana-6074	136	19	market	market	NOUN
cana-6074	136	20	over	over	ADP
cana-6074	136	21	the	the	DET
cana-6074	136	22	period	period	NOUN
cana-6074	136	23	january	january	PROPN
cana-6074	136	24	2021	2021	NUM
cana-6074	136	25	to	to	ADP
cana-6074	136	26	december	december	PROPN
cana-6074	136	27	2022	2022	NUM
cana-6074	136	28	.	.	PUNCT
cana-6074	137	1	this	this	DET
cana-6074	137	2	period	period	NOUN
cana-6074	137	3	includes	include	VERB
cana-6074	137	4	distinct	distinct	ADJ
cana-6074	137	5	phases	phase	NOUN
cana-6074	137	6	of	of	ADP
cana-6074	137	7	irrational	irrational	ADJ
cana-6074	137	8	market	market	NOUN
cana-6074	137	9	behavior—such	behavior—such	ADJ
cana-6074	137	10	as	as	ADP
cana-6074	137	11	speculative	speculative	ADJ
cana-6074	137	12	rallies	rally	NOUN
cana-6074	137	13	,	,	PUNCT
cana-6074	137	14	corrections	correction	NOUN
cana-6074	137	15	,	,	PUNCT
cana-6074	137	16	and	and	CCONJ
cana-6074	137	17	periods	period	NOUN
cana-6074	137	18	of	of	ADP
cana-6074	137	19	high	high	ADJ
cana-6074	137	20	uncertainty	uncertainty	NOUN
cana-6074	137	21	.	.	PUNCT
cana-6074	138	1	the	the	DET
cana-6074	138	2	dataset	dataset	NOUN
cana-6074	138	3	was	be	AUX
cana-6074	138	4	obtained	obtain	VERB
cana-6074	138	5	from	from	ADP
cana-6074	138	6	a	a	DET
cana-6074	138	7	public	public	ADJ
cana-6074	138	8	financial	financial	ADJ
cana-6074	138	9	data	data	NOUN
cana-6074	138	10	provider	provider	NOUN
cana-6074	138	11	(	(	PUNCT
cana-6074	138	12	e.g.	e.g.	ADV
cana-6074	138	13	,	,	PUNCT
cana-6074	138	14	yahoo	yahoo	PROPN
cana-6074	138	15	finance	finance	NOUN
cana-6074	138	16	or	or	CCONJ
cana-6074	138	17	coinmarketcap	coinmarketcap	VERB
cana-6074	138	18	)	)	PUNCT
cana-6074	138	19	and	and	CCONJ
cana-6074	138	20	includes	include	VERB
cana-6074	138	21	the	the	DET
cana-6074	138	22	following	following	ADJ
cana-6074	138	23	variables	variable	NOUN
cana-6074	138	24	:	:	PUNCT
cana-6074	138	25	•	•	NUM
cana-6074	138	26	date	date	NOUN
cana-6074	138	27	:	:	PUNCT
cana-6074	138	28	daily	daily	ADJ
cana-6074	138	29	timestamps	timestamp	VERB
cana-6074	138	30	•	•	ADP
cana-6074	138	31	close	close	ADJ
cana-6074	138	32	price	price	NOUN
cana-6074	138	33	:	:	PUNCT
cana-6074	138	34	official	official	ADJ
cana-6074	138	35	market	market	NOUN
cana-6074	138	36	closing	closing	NOUN
cana-6074	138	37	price	price	NOUN
cana-6074	138	38	(	(	PUNCT
cana-6074	138	39	in	in	ADP
cana-6074	138	40	usd	usd	NOUN
cana-6074	138	41	)	)	PUNCT
cana-6074	138	42	•	•	NUM
cana-6074	138	43	volume	volume	NOUN
cana-6074	138	44	:	:	PUNCT
cana-6074	138	45	total	total	ADJ
cana-6074	138	46	transaction	transaction	NOUN
cana-6074	138	47	volume	volume	NOUN
cana-6074	138	48	(	(	PUNCT
cana-6074	138	49	as	as	ADP
cana-6074	138	50	a	a	DET
cana-6074	138	51	proxy	proxy	NOUN
cana-6074	138	52	for	for	ADP
cana-6074	138	53	agent	agent	NOUN
cana-6074	138	54	activity	activity	NOUN
cana-6074	138	55	)	)	PUNCT
cana-6074	138	56	•	•	NUM
cana-6074	138	57	log	log	NOUN
cana-6074	138	58	return	return	NOUN
cana-6074	138	59	:	:	PUNCT
cana-6074	138	60	computed	compute	VERB
cana-6074	138	61	as	as	ADP
cana-6074	138	62	𝑟𝑡	𝑟𝑡	PROPN
cana-6074	138	63	=	=	SYM
cana-6074	138	64	𝑙𝑜𝑔	𝑙𝑜𝑔	PROPN
cana-6074	138	65	(	(	PUNCT
cana-6074	138	66	𝑃𝑡/𝑃𝑡−1	𝑃𝑡/𝑃𝑡−1	NOUN
cana-6074	138	67	)	)	PUNCT
cana-6074	138	68	9	9	NUM
cana-6074	138	69	-	-	SYM
cana-6074	138	70	2preliminary	2preliminary	NUM
cana-6074	138	71	observations	observation	NOUN
cana-6074	138	72	we	we	PRON
cana-6074	138	73	observe	observe	VERB
cana-6074	138	74	the	the	DET
cana-6074	138	75	following	follow	VERB
cana-6074	138	76	empirical	empirical	ADJ
cana-6074	138	77	patterns	pattern	NOUN
cana-6074	138	78	:	:	PUNCT
cana-6074	138	79	•	•	NUM
cana-6074	138	80	high	high	ADJ
cana-6074	138	81	volatility	volatility	NOUN
cana-6074	138	82	:	:	PUNCT
cana-6074	138	83	especially	especially	ADV
cana-6074	138	84	during	during	ADP
cana-6074	138	85	speculative	speculative	ADJ
cana-6074	138	86	phases	phase	NOUN
cana-6074	138	87	(	(	PUNCT
cana-6074	138	88	e.g.	e.g.	ADV
cana-6074	138	89	,	,	PUNCT
cana-6074	138	90	early	early	ADJ
cana-6074	138	91	2021	2021	NUM
cana-6074	138	92	and	and	CCONJ
cana-6074	138	93	late	late	ADJ
cana-6074	138	94	2022	2022	NUM
cana-6074	138	95	)	)	PUNCT
cana-6074	138	96	•	•	NUM
cana-6074	138	97	price	price	NOUN
cana-6074	138	98	jumps	jump	NOUN
cana-6074	138	99	and	and	CCONJ
cana-6074	138	100	crashes	crash	NOUN
cana-6074	138	101	:	:	PUNCT
cana-6074	138	102	suggestive	suggestive	ADJ
cana-6074	138	103	of	of	ADP
cana-6074	138	104	demand	demand	NOUN
cana-6074	138	105	surges	surge	NOUN
cana-6074	138	106	and	and	CCONJ
cana-6074	138	107	panic	panic	NOUN
cana-6074	138	108	selling	sell	VERB
cana-6074	138	109	•	•	NUM
cana-6074	138	110	volume	volume	NOUN
cana-6074	138	111	-	-	PUNCT
cana-6074	138	112	price	price	NOUN
cana-6074	138	113	correlation	correlation	NOUN
cana-6074	138	114	:	:	PUNCT
cana-6074	138	115	higher	high	ADJ
cana-6074	138	116	volume	volume	NOUN
cana-6074	138	117	often	often	ADV
cana-6074	138	118	coincides	coincide	VERB
cana-6074	138	119	with	with	ADP
cana-6074	138	120	large	large	ADJ
cana-6074	138	121	price	price	NOUN
cana-6074	138	122	movements	movement	NOUN
cana-6074	138	123	these	these	DET
cana-6074	138	124	behaviors	behavior	NOUN
cana-6074	138	125	align	align	VERB
cana-6074	138	126	with	with	ADP
cana-6074	138	127	the	the	DET
cana-6074	138	128	assumptions	assumption	NOUN
cana-6074	138	129	of	of	ADP
cana-6074	138	130	our	our	PRON
cana-6074	138	131	model	model	NOUN
cana-6074	138	132	,	,	PUNCT
cana-6074	138	133	where	where	SCONJ
cana-6074	138	134	aggregate	aggregate	ADJ
cana-6074	138	135	demand	demand	NOUN
cana-6074	138	136	(	(	PUNCT
cana-6074	138	137	driven	drive	VERB
cana-6074	138	138	by	by	ADP
cana-6074	138	139	heterogeneous	heterogeneous	ADJ
cana-6074	138	140	opinions	opinion	NOUN
cana-6074	138	141	)	)	PUNCT
cana-6074	138	142	influences	influence	VERB
cana-6074	138	143	price	price	NOUN
cana-6074	138	144	changes	change	NOUN
cana-6074	138	145	.	.	PUNCT
cana-6074	139	1	9	9	NUM
cana-6074	139	2	-	-	SYM
cana-6074	139	3	3entropy	3entropy	NUM
cana-6074	139	4	analysis	analysis	NOUN
cana-6074	139	5	of	of	ADP
cana-6074	139	6	return	return	NOUN
cana-6074	139	7	distributions	distribution	NOUN
cana-6074	139	8	we	we	PRON
cana-6074	139	9	divide	divide	VERB
cana-6074	139	10	the	the	DET
cana-6074	139	11	time	time	NOUN
cana-6074	139	12	series	series	NOUN
cana-6074	139	13	into	into	ADP
cana-6074	139	14	overlapping	overlap	VERB
cana-6074	139	15	30	30	NUM
cana-6074	139	16	-	-	PUNCT
cana-6074	139	17	day	day	NOUN
cana-6074	139	18	windows	window	NOUN
cana-6074	139	19	and	and	CCONJ
cana-6074	139	20	compute	compute	VERB
cana-6074	139	21	the	the	DET
cana-6074	139	22	entropy	entropy	NOUN
cana-6074	139	23	of	of	ADP
cana-6074	139	24	returns	return	NOUN
cana-6074	139	25	using	use	VERB
cana-6074	139	26	the	the	DET
cana-6074	139	27	discretized	discretized	ADJ
cana-6074	139	28	probability	probability	NOUN
cana-6074	139	29	distribution	distribution	NOUN
cana-6074	139	30	of	of	ADP
cana-6074	139	31	𝑟𝑡	𝑟𝑡	NUM
cana-6074	139	32	in	in	ADP
cana-6074	139	33	each	each	DET
cana-6074	139	34	window	window	NOUN
cana-6074	139	35	.	.	PUNCT
cana-6074	140	1	𝐻𝑡	𝐻𝑡	NOUN
cana-6074	140	2	=	=	PUNCT
cana-6074	140	3	−	−	NOUN
cana-6074	140	4	∑	∑	PUNCT
cana-6074	140	5	𝑝𝑖	𝑝𝑖	PROPN
cana-6074	140	6	𝑙𝑜𝑔2	𝑙𝑜𝑔2	PROPN
cana-6074	140	7	𝑝𝑖	𝑝𝑖	PROPN
cana-6074	140	8	𝑛	𝑛	PROPN
cana-6074	140	9	𝑖=1	𝑖=1	PROPN
cana-6074	140	10	where	where	SCONJ
cana-6074	140	11	𝑝𝑖	𝑝𝑖	NOUN
cana-6074	140	12	is	be	AUX
cana-6074	140	13	the	the	DET
cana-6074	140	14	empirical	empirical	ADJ
cana-6074	140	15	probability	probability	NOUN
cana-6074	140	16	of	of	ADP
cana-6074	140	17	return	return	NOUN
cana-6074	140	18	values	value	NOUN
cana-6074	140	19	falling	fall	VERB
cana-6074	140	20	into	into	ADP
cana-6074	140	21	bin	bin	PROPN
cana-6074	140	22	𝑖	𝑖	PROPN
cana-6074	140	23	.	.	PUNCT
cana-6074	141	1	communications	communication	NOUN
cana-6074	141	2	on	on	ADP
cana-6074	141	3	applied	apply	VERB
cana-6074	141	4	nonlinear	nonlinear	ADJ
cana-6074	141	5	analysis	analysis	NOUN
cana-6074	141	6	issn	issn	NOUN
cana-6074	141	7	:	:	PUNCT
cana-6074	141	8	1074	1074	NUM
cana-6074	141	9	-	-	PUNCT
cana-6074	141	10	133x	133x	NUM
cana-6074	141	11	vol	vol	VERB
cana-6074	141	12	32	32	NUM
cana-6074	141	13	no	no	NOUN
cana-6074	141	14	.	.	PUNCT
cana-6074	142	1	10s	10	NOUN
cana-6074	142	2	(	(	PUNCT
cana-6074	142	3	2025	2025	NUM
cana-6074	142	4	)	)	PUNCT
cana-6074	142	5	3328	3328	NUM
cana-6074	142	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	142	7	figure	figure	NOUN
cana-6074	142	8	4	4	NUM
cana-6074	142	9	:	:	PUNCT
cana-6074	142	10	estimated	estimate	VERB
cana-6074	142	11	entropy	entropy	NOUN
cana-6074	142	12	of	of	ADP
cana-6074	142	13	bitcoin	bitcoin	ADJ
cana-6074	142	14	returns	return	NOUN
cana-6074	142	15	using	use	VERB
cana-6074	142	16	30	30	NUM
cana-6074	142	17	-	-	PUNCT
cana-6074	142	18	day	day	NOUN
cana-6074	142	19	rolling	rolling	ADJ
cana-6074	142	20	windows	window	NOUN
cana-6074	142	21	.	.	PUNCT
cana-6074	143	1	lower	low	ADJ
cana-6074	143	2	entropy	entropy	PROPN
cana-6074	143	3	indicates	indicate	VERB
cana-6074	143	4	higher	high	ADJ
cana-6074	143	5	directional	directional	ADJ
cana-6074	143	6	agreement	agreement	NOUN
cana-6074	143	7	(	(	PUNCT
cana-6074	143	8	e.g.	e.g.	ADV
cana-6074	143	9	,	,	PUNCT
cana-6074	143	10	herd	herd	NOUN
cana-6074	143	11	behavior	behavior	NOUN
cana-6074	143	12	)	)	PUNCT
cana-6074	143	13	.	.	PUNCT
cana-6074	144	1	interpretation	interpretation	NOUN
cana-6074	144	2	:	:	PUNCT
cana-6074	144	3	periods	period	NOUN
cana-6074	144	4	of	of	ADP
cana-6074	144	5	speculative	speculative	ADJ
cana-6074	144	6	bubbles	bubble	NOUN
cana-6074	144	7	or	or	CCONJ
cana-6074	144	8	crashes	crash	NOUN
cana-6074	144	9	correspond	correspond	VERB
cana-6074	144	10	to	to	ADP
cana-6074	144	11	drops	drop	NOUN
cana-6074	144	12	in	in	ADP
cana-6074	144	13	entropy	entropy	NOUN
cana-6074	144	14	,	,	PUNCT
cana-6074	144	15	indicating	indicate	VERB
cana-6074	144	16	more	more	ADV
cana-6074	144	17	synchronized	synchronized	ADJ
cana-6074	144	18	(	(	PUNCT
cana-6074	144	19	or	or	CCONJ
cana-6074	144	20	herding	herding	NOUN
cana-6074	144	21	)	)	PUNCT
cana-6074	144	22	behavior	behavior	NOUN
cana-6074	144	23	,	,	PUNCT
cana-6074	144	24	as	as	SCONJ
cana-6074	144	25	predicted	predict	VERB
cana-6074	144	26	by	by	ADP
cana-6074	144	27	the	the	DET
cana-6074	144	28	model	model	NOUN
cana-6074	144	29	.	.	PUNCT
cana-6074	145	1	9	9	NUM
cana-6074	145	2	-	-	SYM
cana-6074	145	3	4model	4model	NUM
cana-6074	145	4	calibration	calibration	NOUN
cana-6074	145	5	we	we	PRON
cana-6074	145	6	calibrate	calibrate	VERB
cana-6074	145	7	the	the	DET
cana-6074	145	8	agent	agent	NOUN
cana-6074	145	9	-	-	PUNCT
cana-6074	145	10	based	base	VERB
cana-6074	145	11	model	model	NOUN
cana-6074	145	12	parameters	parameter	NOUN
cana-6074	145	13	to	to	PART
cana-6074	145	14	fit	fit	VERB
cana-6074	145	15	the	the	DET
cana-6074	145	16	empirical	empirical	ADJ
cana-6074	145	17	return	return	NOUN
cana-6074	145	18	distribution	distribution	NOUN
cana-6074	145	19	using	use	VERB
cana-6074	145	20	a	a	DET
cana-6074	145	21	least	least	ADJ
cana-6074	145	22	-	-	PUNCT
cana-6074	145	23	squares	square	NOUN
cana-6074	145	24	approach	approach	NOUN
cana-6074	145	25	.	.	PUNCT
cana-6074	146	1	key	key	ADJ
cana-6074	146	2	calibrated	calibrate	VERB
cana-6074	146	3	parameters	parameter	NOUN
cana-6074	146	4	include	include	VERB
cana-6074	146	5	:	:	PUNCT
cana-6074	146	6	•	•	NUM
cana-6074	146	7	𝑃2	𝑃2	NOUN
cana-6074	146	8	(	(	PUNCT
cana-6074	146	9	irrationality	irrationality	NOUN
cana-6074	146	10	level	level	NOUN
cana-6074	146	11	):	):	PUNCT
cana-6074	146	12	estimated	estimate	VERB
cana-6074	146	13	from	from	ADP
cana-6074	146	14	entropy	entropy	NOUN
cana-6074	146	15	and	and	CCONJ
cana-6074	146	16	volume	volume	NOUN
cana-6074	146	17	spikes	spike	VERB
cana-6074	146	18	•	•	NOUN
cana-6074	146	19	𝜆	𝜆	NOUN
cana-6074	146	20	(	(	PUNCT
cana-6074	146	21	interaction	interaction	NOUN
cana-6074	146	22	strength	strength	NOUN
cana-6074	146	23	):	):	PUNCT
cana-6074	146	24	fitted	fit	VERB
cana-6074	146	25	based	base	VERB
cana-6074	146	26	on	on	ADP
cana-6074	146	27	entropy	entropy	NOUN
cana-6074	146	28	decay	decay	VERB
cana-6074	146	29	speed	speed	NOUN
cana-6074	146	30	•	•	ADP
cana-6074	146	31	𝑎	𝑎	PRON
cana-6074	146	32	(	(	PUNCT
cana-6074	146	33	action	action	NOUN
cana-6074	146	34	probability	probability	NOUN
cana-6074	146	35	):	):	PUNCT
cana-6074	146	36	calibrated	calibrate	VERB
cana-6074	146	37	to	to	PART
cana-6074	146	38	match	match	VERB
cana-6074	146	39	volatility	volatility	NOUN
cana-6074	146	40	parameter	parameter	NOUN
cana-6074	146	41	value	value	NOUN
cana-6074	146	42	interpretation	interpretation	NOUN
cana-6074	146	43	p2	p2	PROPN
cana-6074	146	44	0.65	0.65	NUM
cana-6074	146	45	indicates	indicate	VERB
cana-6074	146	46	a	a	DET
cana-6074	146	47	significant	significant	ADJ
cana-6074	146	48	proportion	proportion	NOUN
cana-6074	146	49	of	of	ADP
cana-6074	146	50	trend	trend	NOUN
cana-6074	146	51	-	-	PUNCT
cana-6074	146	52	following	follow	VERB
cana-6074	146	53	agents	agent	NOUN
cana-6074	146	54	λ	λ	PROPN
cana-6074	146	55	0.75	0.75	NUM
cana-6074	146	56	moderate	moderate	ADJ
cana-6074	146	57	interaction	interaction	NOUN
cana-6074	146	58	strength	strength	NOUN
cana-6074	146	59	facilitating	facilitate	VERB
cana-6074	146	60	opinion	opinion	NOUN
cana-6074	146	61	alignment	alignment	NOUN
cana-6074	146	62	a	a	DET
cana-6074	146	63	0.32	0.32	NUM
cana-6074	146	64	high	high	ADJ
cana-6074	146	65	level	level	NOUN
cana-6074	146	66	of	of	ADP
cana-6074	146	67	active	active	ADJ
cana-6074	146	68	trading	trading	NOUN
cana-6074	146	69	decisions	decision	NOUN
cana-6074	146	70	table	table	VERB
cana-6074	146	71	7	7	NUM
cana-6074	146	72	:	:	PUNCT
cana-6074	146	73	calibrated	calibrate	VERB
cana-6074	146	74	parameters	parameter	NOUN
cana-6074	146	75	for	for	ADP
cana-6074	146	76	the	the	DET
cana-6074	146	77	agent	agent	NOUN
cana-6074	146	78	-	-	PUNCT
cana-6074	146	79	based	base	VERB
cana-6074	146	80	model	model	NOUN
cana-6074	146	81	(	(	PUNCT
cana-6074	146	82	btc	btc	PROPN
cana-6074	146	83	/	/	SYM
cana-6074	146	84	usd	usd	NOUN
cana-6074	146	85	data	datum	NOUN
cana-6074	146	86	)	)	PUNCT
cana-6074	146	87	.	.	PUNCT
cana-6074	147	1	9	9	NUM
cana-6074	147	2	-	-	SYM
cana-6074	147	3	5simulated	5simulated	NUM
cana-6074	147	4	vs	vs	ADP
cana-6074	147	5	empirical	empirical	ADJ
cana-6074	147	6	return	return	NOUN
cana-6074	147	7	distributions	distribution	NOUN
cana-6074	147	8	we	we	PRON
cana-6074	147	9	compare	compare	VERB
cana-6074	147	10	the	the	DET
cana-6074	147	11	simulated	simulate	VERB
cana-6074	147	12	distribution	distribution	NOUN
cana-6074	147	13	of	of	ADP
cana-6074	147	14	returns	return	NOUN
cana-6074	147	15	with	with	ADP
cana-6074	147	16	the	the	DET
cana-6074	147	17	empirical	empirical	ADJ
cana-6074	147	18	distribution	distribution	NOUN
cana-6074	147	19	.	.	PUNCT
cana-6074	148	1	table	table	NOUN
cana-6074	148	2	communications	communication	NOUN
cana-6074	148	3	on	on	ADP
cana-6074	148	4	applied	apply	VERB
cana-6074	148	5	nonlinear	nonlinear	ADJ
cana-6074	148	6	analysis	analysis	NOUN
cana-6074	148	7	issn	issn	NOUN
cana-6074	148	8	:	:	PUNCT
cana-6074	148	9	1074	1074	NUM
cana-6074	148	10	-	-	PUNCT
cana-6074	148	11	133x	133x	NUM
cana-6074	148	12	vol	vol	VERB
cana-6074	148	13	32	32	NUM
cana-6074	148	14	no	no	NOUN
cana-6074	148	15	.	.	PUNCT
cana-6074	149	1	10s	10	NOUN
cana-6074	149	2	(	(	PUNCT
cana-6074	149	3	2025	2025	NUM
cana-6074	149	4	)	)	PUNCT
cana-6074	149	5	3329	3329	NUM
cana-6074	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	149	7	figure	figure	NOUN
cana-6074	149	8	5	5	NUM
cana-6074	149	9	:	:	PUNCT
cana-6074	149	10	comparison	comparison	NOUN
cana-6074	149	11	between	between	ADP
cana-6074	149	12	empirical	empirical	ADJ
cana-6074	149	13	and	and	CCONJ
cana-6074	149	14	model	model	NOUN
cana-6074	149	15	-	-	PUNCT
cana-6074	149	16	generated	generate	VERB
cana-6074	149	17	return	return	NOUN
cana-6074	149	18	distributions	distribution	NOUN
cana-6074	149	19	observation	observation	NOUN
cana-6074	149	20	:	:	PUNCT
cana-6074	149	21	the	the	DET
cana-6074	149	22	simulated	simulate	VERB
cana-6074	149	23	return	return	NOUN
cana-6074	149	24	distribution	distribution	NOUN
cana-6074	149	25	closely	closely	ADV
cana-6074	149	26	matches	match	VERB
cana-6074	149	27	empirical	empirical	ADJ
cana-6074	149	28	features	feature	NOUN
cana-6074	149	29	,	,	PUNCT
cana-6074	149	30	including	include	VERB
cana-6074	149	31	*	*	ADJ
cana-6074	149	32	*	*	ADJ
cana-6074	149	33	fat	fat	ADJ
cana-6074	149	34	tails	tail	NOUN
cana-6074	149	35	*	*	NOUN
cana-6074	149	36	*	*	PUNCT
cana-6074	149	37	and	and	CCONJ
cana-6074	149	38	*	*	PUNCT
cana-6074	149	39	*	*	NOUN
cana-6074	149	40	asymmetry	asymmetry	NOUN
cana-6074	149	41	*	*	NOUN
cana-6074	149	42	*	*	NOUN
cana-6074	149	43	,	,	PUNCT
cana-6074	149	44	confirming	confirm	VERB
cana-6074	149	45	the	the	DET
cana-6074	149	46	capacity	capacity	NOUN
cana-6074	149	47	of	of	ADP
cana-6074	149	48	the	the	DET
cana-6074	149	49	model	model	NOUN
cana-6074	149	50	to	to	PART
cana-6074	149	51	reflect	reflect	VERB
cana-6074	149	52	real	real	ADJ
cana-6074	149	53	-	-	PUNCT
cana-6074	149	54	world	world	NOUN
cana-6074	149	55	market	market	NOUN
cana-6074	149	56	complexity	complexity	NOUN
cana-6074	149	57	.	.	PUNCT
cana-6074	150	1	conclusion	conclusion	NOUN
cana-6074	150	2	this	this	DET
cana-6074	150	3	application	application	NOUN
cana-6074	150	4	demonstrates	demonstrate	VERB
cana-6074	150	5	that	that	SCONJ
cana-6074	150	6	our	our	PRON
cana-6074	150	7	agent	agent	NOUN
cana-6074	150	8	-	-	PUNCT
cana-6074	150	9	based	base	VERB
cana-6074	150	10	model	model	NOUN
cana-6074	150	11	,	,	PUNCT
cana-6074	150	12	with	with	ADP
cana-6074	150	13	heterogeneous	heterogeneous	ADJ
cana-6074	150	14	and	and	CCONJ
cana-6074	150	15	interacting	interact	VERB
cana-6074	150	16	agents	agent	NOUN
cana-6074	150	17	,	,	PUNCT
cana-6074	150	18	is	be	AUX
cana-6074	150	19	capable	capable	ADJ
cana-6074	150	20	of	of	ADP
cana-6074	150	21	replicating	replicate	VERB
cana-6074	150	22	key	key	ADJ
cana-6074	150	23	characteristics	characteristic	NOUN
cana-6074	150	24	of	of	ADP
cana-6074	150	25	actual	actual	ADJ
cana-6074	150	26	financial	financial	ADJ
cana-6074	150	27	markets	market	NOUN
cana-6074	150	28	.	.	PUNCT
cana-6074	151	1	entropy	entropy	NOUN
cana-6074	151	2	-	-	PUNCT
cana-6074	151	3	based	base	VERB
cana-6074	151	4	analysis	analysis	NOUN
cana-6074	151	5	further	far	ADV
cana-6074	151	6	supports	support	VERB
cana-6074	151	7	the	the	DET
cana-6074	151	8	notion	notion	NOUN
cana-6074	151	9	that	that	SCONJ
cana-6074	151	10	behavioral	behavioral	ADJ
cana-6074	151	11	dynamics	dynamic	NOUN
cana-6074	151	12	and	and	CCONJ
cana-6074	151	13	social	social	ADJ
cana-6074	151	14	interaction	interaction	NOUN
cana-6074	151	15	are	be	AUX
cana-6074	151	16	critical	critical	ADJ
cana-6074	151	17	to	to	ADP
cana-6074	151	18	understanding	understand	VERB
cana-6074	151	19	market	market	NOUN
cana-6074	151	20	volatility	volatility	NOUN
cana-6074	151	21	and	and	CCONJ
cana-6074	151	22	systemic	systemic	ADJ
cana-6074	151	23	risk	risk	NOUN
cana-6074	151	24	.	.	PUNCT
cana-6074	152	1	forecasting	forecasting	NOUN
cana-6074	152	2	and	and	CCONJ
cana-6074	152	3	out	out	ADP
cana-6074	152	4	-	-	PUNCT
cana-6074	152	5	of	of	ADP
cana-6074	152	6	-	-	PUNCT
cana-6074	152	7	sample	sample	NOUN
cana-6074	152	8	validation	validation	NOUN
cana-6074	152	9	to	to	PART
cana-6074	152	10	assess	assess	VERB
cana-6074	152	11	the	the	DET
cana-6074	152	12	predictive	predictive	ADJ
cana-6074	152	13	power	power	NOUN
cana-6074	152	14	of	of	ADP
cana-6074	152	15	the	the	DET
cana-6074	152	16	proposed	propose	VERB
cana-6074	152	17	agent	agent	NOUN
cana-6074	152	18	-	-	PUNCT
cana-6074	152	19	based	base	VERB
cana-6074	152	20	model	model	NOUN
cana-6074	152	21	,	,	PUNCT
cana-6074	152	22	we	we	PRON
cana-6074	152	23	conduct	conduct	VERB
cana-6074	152	24	an	an	DET
cana-6074	152	25	outof	outof	PROPN
cana-6074	152	26	-	-	PUNCT
cana-6074	152	27	sample	sample	NOUN
cana-6074	152	28	validation	validation	NOUN
cana-6074	152	29	test	test	NOUN
cana-6074	152	30	.	.	PUNCT
cana-6074	153	1	this	this	DET
cana-6074	153	2	procedure	procedure	NOUN
cana-6074	153	3	evaluates	evaluate	VERB
cana-6074	153	4	whether	whether	SCONJ
cana-6074	153	5	the	the	DET
cana-6074	153	6	model	model	NOUN
cana-6074	153	7	,	,	PUNCT
cana-6074	153	8	once	once	ADV
cana-6074	153	9	calibrated	calibrate	VERB
cana-6074	153	10	on	on	ADP
cana-6074	153	11	historical	historical	ADJ
cana-6074	153	12	data	datum	NOUN
cana-6074	153	13	,	,	PUNCT
cana-6074	153	14	can	can	AUX
cana-6074	153	15	generate	generate	VERB
cana-6074	153	16	return	return	NOUN
cana-6074	153	17	distributions	distribution	NOUN
cana-6074	153	18	that	that	PRON
cana-6074	153	19	approximate	approximate	VERB
cana-6074	153	20	future	future	ADJ
cana-6074	153	21	market	market	NOUN
cana-6074	153	22	behavior	behavior	NOUN
cana-6074	153	23	.	.	PUNCT
cana-6074	154	1	data	datum	NOUN
cana-6074	154	2	partitioning	partition	VERB
cana-6074	154	3	we	we	PRON
cana-6074	154	4	divide	divide	VERB
cana-6074	154	5	the	the	DET
cana-6074	154	6	bitcoin	bitcoin	ADJ
cana-6074	154	7	(	(	PUNCT
cana-6074	154	8	btc	btc	PROPN
cana-6074	154	9	/	/	SYM
cana-6074	154	10	usd	usd	NOUN
cana-6074	154	11	)	)	PUNCT
cana-6074	154	12	dataset	dataset	VERB
cana-6074	154	13	into	into	ADP
cana-6074	154	14	two	two	NUM
cana-6074	154	15	periods	period	NOUN
cana-6074	154	16	:	:	PUNCT
cana-6074	154	17	•	•	NUM
cana-6074	154	18	training	training	NOUN
cana-6074	154	19	set	set	NOUN
cana-6074	154	20	:	:	PUNCT
cana-6074	154	21	january	january	NOUN
cana-6074	154	22	2021	2021	NUM
cana-6074	154	23	to	to	ADP
cana-6074	154	24	december	december	PROPN
cana-6074	154	25	2021	2021	NUM
cana-6074	154	26	•	•	NUM
cana-6074	154	27	test	test	NOUN
cana-6074	154	28	set	set	NOUN
cana-6074	154	29	(	(	PUNCT
cana-6074	154	30	out	out	NOUN
cana-6074	154	31	-	-	PUNCT
cana-6074	154	32	of	of	ADP
cana-6074	154	33	-	-	PUNCT
cana-6074	154	34	sample	sample	NOUN
cana-6074	154	35	):	):	PUNCT
cana-6074	154	36	january	january	PROPN
cana-6074	154	37	2022	2022	NUM
cana-6074	154	38	to	to	ADP
cana-6074	154	39	december	december	PROPN
cana-6074	154	40	2022	2022	NUM
cana-6074	154	41	the	the	DET
cana-6074	154	42	model	model	NOUN
cana-6074	154	43	is	be	AUX
cana-6074	154	44	calibrated	calibrate	VERB
cana-6074	154	45	on	on	ADP
cana-6074	154	46	the	the	DET
cana-6074	154	47	training	training	NOUN
cana-6074	154	48	set	set	NOUN
cana-6074	154	49	using	use	VERB
cana-6074	154	50	the	the	DET
cana-6074	154	51	method	method	NOUN
cana-6074	154	52	described	describe	VERB
cana-6074	154	53	earlier	early	ADV
cana-6074	154	54	(	(	PUNCT
cana-6074	154	55	minimizing	minimize	VERB
cana-6074	154	56	the	the	DET
cana-6074	154	57	difference	difference	NOUN
cana-6074	154	58	between	between	ADP
cana-6074	154	59	simulated	simulated	ADJ
cana-6074	154	60	and	and	CCONJ
cana-6074	154	61	empirical	empirical	ADJ
cana-6074	154	62	return	return	NOUN
cana-6074	154	63	distributions	distribution	NOUN
cana-6074	154	64	)	)	PUNCT
cana-6074	154	65	.	.	PUNCT
cana-6074	155	1	the	the	DET
cana-6074	155	2	resulting	result	VERB
cana-6074	155	3	parameters	parameter	NOUN
cana-6074	155	4	are	be	AUX
cana-6074	155	5	then	then	ADV
cana-6074	155	6	held	hold	VERB
cana-6074	155	7	fixed	fix	VERB
cana-6074	155	8	and	and	CCONJ
cana-6074	155	9	used	use	VERB
cana-6074	155	10	to	to	PART
cana-6074	155	11	simulate	simulate	VERB
cana-6074	155	12	price	price	NOUN
cana-6074	155	13	dynamics	dynamic	NOUN
cana-6074	155	14	over	over	ADP
cana-6074	155	15	the	the	DET
cana-6074	155	16	test	test	NOUN
cana-6074	155	17	period	period	NOUN
cana-6074	155	18	.	.	PUNCT
cana-6074	156	1	forecast	forecast	NOUN
cana-6074	156	2	procedure	procedure	NOUN
cana-6074	156	3	1	1	NUM
cana-6074	156	4	)	)	PUNCT
cana-6074	156	5	estimate	estimate	VERB
cana-6074	156	6	key	key	ADJ
cana-6074	156	7	model	model	NOUN
cana-6074	156	8	parameters	parameter	NOUN
cana-6074	156	9	(	(	PUNCT
cana-6074	156	10	𝑃2	𝑃2	NOUN
cana-6074	156	11	,	,	PUNCT
cana-6074	156	12	𝜆	𝜆	NOUN
cana-6074	156	13	,	,	PUNCT
cana-6074	156	14	𝑎	𝑎	PROPN
cana-6074	156	15	)	)	PUNCT
cana-6074	156	16	from	from	ADP
cana-6074	156	17	the	the	DET
cana-6074	156	18	training	training	NOUN
cana-6074	156	19	set	set	NOUN
cana-6074	156	20	.	.	PUNCT
cana-6074	157	1	2	2	X
cana-6074	157	2	)	)	PUNCT
cana-6074	157	3	generate	generate	VERB
cana-6074	157	4	1000	1000	NUM
cana-6074	157	5	monte	monte	PROPN
cana-6074	157	6	carlo	carlo	PROPN
cana-6074	157	7	simulations	simulation	NOUN
cana-6074	157	8	of	of	ADP
cana-6074	157	9	daily	daily	ADJ
cana-6074	157	10	returns	return	NOUN
cana-6074	157	11	using	use	VERB
cana-6074	157	12	the	the	DET
cana-6074	157	13	fitted	fit	VERB
cana-6074	157	14	agent	agent	NOUN
cana-6074	157	15	-	-	PUNCT
cana-6074	157	16	based	base	VERB
cana-6074	157	17	model	model	NOUN
cana-6074	157	18	.	.	PUNCT
cana-6074	158	1	3	3	X
cana-6074	158	2	)	)	PUNCT
cana-6074	158	3	compute	compute	NOUN
cana-6074	158	4	the	the	DET
cana-6074	158	5	forecasted	forecast	VERB
cana-6074	158	6	return	return	NOUN
cana-6074	158	7	distribution	distribution	NOUN
cana-6074	158	8	for	for	ADP
cana-6074	158	9	the	the	DET
cana-6074	158	10	test	test	NOUN
cana-6074	158	11	period	period	NOUN
cana-6074	158	12	.	.	PUNCT
cana-6074	159	1	4	4	X
cana-6074	159	2	)	)	PUNCT
cana-6074	159	3	compare	compare	VERB
cana-6074	159	4	the	the	DET
cana-6074	159	5	forecasted	forecast	VERB
cana-6074	159	6	and	and	CCONJ
cana-6074	159	7	empirical	empirical	ADJ
cana-6074	159	8	return	return	NOUN
cana-6074	159	9	distributions	distribution	NOUN
cana-6074	159	10	using	use	VERB
cana-6074	159	11	error	error	NOUN
cana-6074	159	12	metrics	metric	NOUN
cana-6074	159	13	.	.	PUNCT
cana-6074	160	1	validation	validation	NOUN
cana-6074	160	2	metrics	metric	NOUN
cana-6074	160	3	communications	communication	NOUN
cana-6074	160	4	on	on	ADP
cana-6074	160	5	applied	apply	VERB
cana-6074	160	6	nonlinear	nonlinear	ADJ
cana-6074	160	7	analysis	analysis	NOUN
cana-6074	160	8	issn	issn	NOUN
cana-6074	160	9	:	:	PUNCT
cana-6074	160	10	1074	1074	NUM
cana-6074	160	11	-	-	PUNCT
cana-6074	160	12	133x	133x	NUM
cana-6074	160	13	vol	vol	VERB
cana-6074	160	14	32	32	NUM
cana-6074	160	15	no	no	NOUN
cana-6074	160	16	.	.	PUNCT
cana-6074	161	1	10s	10	NOUN
cana-6074	161	2	(	(	PUNCT
cana-6074	161	3	2025	2025	NUM
cana-6074	161	4	)	)	PUNCT
cana-6074	161	5	3330	3330	NUM
cana-6074	161	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	161	7	we	we	PRON
cana-6074	161	8	evaluate	evaluate	VERB
cana-6074	161	9	model	model	NOUN
cana-6074	161	10	performance	performance	NOUN
cana-6074	161	11	using	use	VERB
cana-6074	161	12	three	three	NUM
cana-6074	161	13	key	key	ADJ
cana-6074	161	14	metrics	metric	NOUN
cana-6074	161	15	:	:	PUNCT
cana-6074	161	16	•	•	NUM
cana-6074	161	17	mean	mean	VERB
cana-6074	161	18	squared	square	VERB
cana-6074	161	19	error	error	NOUN
cana-6074	161	20	(	(	PUNCT
cana-6074	161	21	mse	mse	NOUN
cana-6074	161	22	):	):	PUNCT
cana-6074	161	23	•	•	NUM
cana-6074	161	24	mse	mse	NOUN
cana-6074	161	25	=	=	SYM
cana-6074	161	26	1	1	NUM
cana-6074	161	27	𝑛	𝑛	DET
cana-6074	161	28	∑𝑛	∑𝑛	PROPN
cana-6074	161	29	𝑖=1	𝑖=1	PROPN
cana-6074	161	30	(	(	PUNCT
cana-6074	161	31	�	�	PROPN
cana-6074	161	32	̂	̂	SYM
cana-6074	161	33	�	�	NOUN
cana-6074	161	34	𝑖	𝑖	SYM
cana-6074	161	35	−	−	PROPN
cana-6074	161	36	𝑝𝑖)2	𝑝𝑖)2	PROPN
cana-6074	161	37	•	•	ADJ
cana-6074	161	38	mean	mean	NOUN
cana-6074	161	39	absolute	absolute	ADJ
cana-6074	161	40	error	error	NOUN
cana-6074	161	41	(	(	PUNCT
cana-6074	161	42	mae	mae	PROPN
cana-6074	161	43	):	):	PUNCT
cana-6074	161	44	•	•	NUM
cana-6074	161	45	mae	mae	PROPN
cana-6074	161	46	=	=	SYM
cana-6074	161	47	1	1	NUM
cana-6074	161	48	𝑛	𝑛	PRON
cana-6074	162	1	∑𝑛	∑𝑛	PROPN
cana-6074	162	2	𝑖=1	𝑖=1	PROPN
cana-6074	162	3	|	|	NOUN
cana-6074	162	4	�	�	PROPN
cana-6074	162	5	̂	̂	NOUN
cana-6074	162	6	�	�	NOUN
cana-6074	162	7	𝑖	𝑖	SYM
cana-6074	162	8	−	−	NOUN
cana-6074	163	1	𝑝𝑖|	𝑝𝑖|	CCONJ
cana-6074	163	2	•	•	NUM
cana-6074	163	3	kullback	kullback	NOUN
cana-6074	163	4	-	-	PUNCT
cana-6074	163	5	leibler	leibler	NOUN
cana-6074	163	6	(	(	PUNCT
cana-6074	163	7	kl	kl	NOUN
cana-6074	163	8	)	)	PUNCT
cana-6074	163	9	divergence	divergence	NOUN
cana-6074	163	10	:	:	PUNCT
cana-6074	163	11	•	•	ADP
cana-6074	163	12	𝐷kl(𝑃	𝐷kl(𝑃	NOUN
cana-6074	163	13	?	?	PUNCT
cana-6074	164	1	�	�	PROPN
cana-6074	164	2	̂	̂	VERB
cana-6074	164	3	�	�	NOUN
cana-6074	164	4	)	)	PUNCT
cana-6074	164	5	=	=	PUNCT
cana-6074	165	1	∑𝑛	∑𝑛	ADJ
cana-6074	165	2	𝑖=1	𝑖=1	PROPN
cana-6074	165	3	𝑝𝑖	𝑝𝑖	NOUN
cana-6074	165	4	𝑙𝑜𝑔	𝑙𝑜𝑔	NOUN
cana-6074	165	5	(	(	PUNCT
cana-6074	165	6	𝑝𝑖	𝑝𝑖	NOUN
cana-6074	165	7	𝑝𝑖	𝑝𝑖	PROPN
cana-6074	165	8	)	)	PUNCT
cana-6074	165	9	where	where	SCONJ
cana-6074	165	10	𝑝𝑖	𝑝𝑖	NOUN
cana-6074	165	11	is	be	AUX
cana-6074	165	12	the	the	DET
cana-6074	165	13	empirical	empirical	ADJ
cana-6074	165	14	probability	probability	NOUN
cana-6074	165	15	of	of	ADP
cana-6074	165	16	return	return	NOUN
cana-6074	165	17	bin	bin	PROPN
cana-6074	165	18	𝑖	𝑖	PROPN
cana-6074	165	19	in	in	ADP
cana-6074	165	20	the	the	DET
cana-6074	165	21	test	test	NOUN
cana-6074	165	22	set	set	NOUN
cana-6074	165	23	,	,	PUNCT
cana-6074	165	24	and	and	CCONJ
cana-6074	165	25	�	�	PROPN
cana-6074	165	26	̂	̂	VERB
cana-6074	165	27	�	�	NOUN
cana-6074	165	28	𝑖	𝑖	NOUN
cana-6074	165	29	is	be	AUX
cana-6074	165	30	the	the	DET
cana-6074	165	31	corresponding	corresponding	ADJ
cana-6074	165	32	simulated	simulate	VERB
cana-6074	165	33	probability	probability	NOUN
cana-6074	165	34	.	.	PUNCT
cana-6074	166	1	metric	metric	ADJ
cana-6074	166	2	value	value	NOUN
cana-6074	166	3	mean	mean	VERB
cana-6074	166	4	squared	square	VERB
cana-6074	166	5	error	error	NOUN
cana-6074	166	6	(	(	PUNCT
cana-6074	166	7	mse	mse	NOUN
cana-6074	166	8	)	)	PUNCT
cana-6074	166	9	mean	mean	VERB
cana-6074	166	10	absolute	absolute	ADJ
cana-6074	166	11	error	error	NOUN
cana-6074	166	12	(	(	PUNCT
cana-6074	166	13	mae	mae	PROPN
cana-6074	166	14	)	)	PUNCT
cana-6074	166	15	kl	kl	PROPN
cana-6074	166	16	divergence	divergence	ADP
cana-6074	166	17	0.00047	0.00047	NUM
cana-6074	166	18	0.0143	0.0143	NUM
cana-6074	166	19	0.027	0.027	NUM
cana-6074	166	20	table	table	NOUN
cana-6074	166	21	8	8	NUM
cana-6074	166	22	:	:	PUNCT
cana-6074	166	23	validation	validation	NOUN
cana-6074	166	24	metrics	metric	NOUN
cana-6074	166	25	comparing	compare	VERB
cana-6074	166	26	forecasted	forecast	VERB
cana-6074	166	27	vs	vs	ADP
cana-6074	166	28	empirical	empirical	ADJ
cana-6074	166	29	return	return	NOUN
cana-6074	166	30	distributions	distribution	NOUN
cana-6074	166	31	.	.	PUNCT
cana-6074	167	1	figure	figure	VERB
cana-6074	167	2	6	6	NUM
cana-6074	167	3	:	:	PUNCT
cana-6074	167	4	comparison	comparison	NOUN
cana-6074	167	5	of	of	ADP
cana-6074	167	6	out	out	ADV
cana-6074	167	7	-	-	PUNCT
cana-6074	167	8	of	of	ADP
cana-6074	167	9	-	-	PUNCT
cana-6074	167	10	sample	sample	NOUN
cana-6074	167	11	forecasted	forecast	VERB
cana-6074	167	12	return	return	NOUN
cana-6074	167	13	distribution	distribution	NOUN
cana-6074	167	14	vs	vs	ADP
cana-6074	167	15	actual	actual	ADJ
cana-6074	167	16	test	test	NOUN
cana-6074	167	17	data	datum	NOUN
cana-6074	167	18	.	.	PUNCT
cana-6074	168	1	10results	10results	NUM
cana-6074	168	2	discussion	discussion	NOUN
cana-6074	168	3	the	the	DET
cana-6074	168	4	model	model	NOUN
cana-6074	168	5	performs	perform	VERB
cana-6074	168	6	reasonably	reasonably	ADV
cana-6074	168	7	well	well	ADV
cana-6074	168	8	in	in	ADP
cana-6074	168	9	forecasting	forecast	VERB
cana-6074	168	10	the	the	DET
cana-6074	168	11	shape	shape	NOUN
cana-6074	168	12	of	of	ADP
cana-6074	168	13	the	the	DET
cana-6074	168	14	return	return	NOUN
cana-6074	168	15	distribution	distribution	NOUN
cana-6074	168	16	.	.	PUNCT
cana-6074	169	1	it	it	PRON
cana-6074	169	2	captures	capture	VERB
cana-6074	169	3	the	the	DET
cana-6074	169	4	peak	peak	NOUN
cana-6074	169	5	near	near	ADP
cana-6074	169	6	zero	zero	NUM
cana-6074	169	7	(	(	PUNCT
cana-6074	169	8	indicating	indicate	VERB
cana-6074	169	9	calm	calm	ADJ
cana-6074	169	10	markets	market	NOUN
cana-6074	169	11	)	)	PUNCT
cana-6074	169	12	and	and	CCONJ
cana-6074	169	13	the	the	DET
cana-6074	169	14	presence	presence	NOUN
cana-6074	169	15	of	of	ADP
cana-6074	169	16	fat	fat	ADJ
cana-6074	169	17	tails	tail	NOUN
cana-6074	169	18	(	(	PUNCT
cana-6074	169	19	capturing	capture	VERB
cana-6074	169	20	extreme	extreme	ADJ
cana-6074	169	21	movements	movement	NOUN
cana-6074	169	22	)	)	PUNCT
cana-6074	169	23	.	.	PUNCT
cana-6074	170	1	the	the	DET
cana-6074	170	2	relatively	relatively	ADV
cana-6074	170	3	low	low	ADJ
cana-6074	170	4	values	value	NOUN
cana-6074	170	5	of	of	ADP
cana-6074	170	6	mse	mse	NOUN
cana-6074	170	7	and	and	CCONJ
cana-6074	170	8	kl	kl	PROPN
cana-6074	170	9	divergence	divergence	NOUN
cana-6074	170	10	suggest	suggest	VERB
cana-6074	170	11	that	that	SCONJ
cana-6074	170	12	the	the	DET
cana-6074	170	13	agent	agent	NOUN
cana-6074	170	14	-	-	PUNCT
cana-6074	170	15	based	base	VERB
cana-6074	170	16	model	model	NOUN
cana-6074	170	17	generalizes	generalize	VERB
cana-6074	170	18	well	well	ADV
cana-6074	170	19	out	out	ADP
cana-6074	170	20	-	-	PUNCT
cana-6074	170	21	of	of	ADP
cana-6074	170	22	-	-	PUNCT
cana-6074	170	23	sample	sample	NOUN
cana-6074	170	24	,	,	PUNCT
cana-6074	170	25	at	at	ADP
cana-6074	170	26	least	least	ADJ
cana-6074	170	27	over	over	ADP
cana-6074	170	28	a	a	DET
cana-6074	170	29	one	one	NUM
cana-6074	170	30	-	-	PUNCT
cana-6074	170	31	year	year	NOUN
cana-6074	170	32	horizon	horizon	NOUN
cana-6074	170	33	.	.	PUNCT
cana-6074	171	1	some	some	DET
cana-6074	171	2	minor	minor	ADJ
cana-6074	171	3	discrepancies	discrepancy	NOUN
cana-6074	171	4	remain	remain	VERB
cana-6074	171	5	,	,	PUNCT
cana-6074	171	6	especially	especially	ADV
cana-6074	171	7	in	in	ADP
cana-6074	171	8	the	the	DET
cana-6074	171	9	tail	tail	NOUN
cana-6074	171	10	regions	region	NOUN
cana-6074	171	11	,	,	PUNCT
cana-6074	171	12	potentially	potentially	ADV
cana-6074	171	13	due	due	ADJ
cana-6074	171	14	to	to	ADP
cana-6074	171	15	unexpected	unexpected	ADJ
cana-6074	171	16	macroeconomic	macroeconomic	ADJ
cana-6074	171	17	events	event	NOUN
cana-6074	171	18	or	or	CCONJ
cana-6074	171	19	structural	structural	ADJ
cana-6074	171	20	changes	change	NOUN
cana-6074	171	21	not	not	PART
cana-6074	171	22	modeled	model	VERB
cana-6074	171	23	(	(	PUNCT
cana-6074	171	24	e.g.	e.g.	ADV
cana-6074	171	25	,	,	PUNCT
cana-6074	171	26	regulatory	regulatory	ADJ
cana-6074	171	27	shifts	shift	NOUN
cana-6074	171	28	or	or	CCONJ
cana-6074	171	29	exogenous	exogenous	ADJ
cana-6074	171	30	p	p	PROPN
cana-6074	171	31	ro	ro	PROPN
cana-6074	171	32	b	b	PROPN
cana-6074	171	33	a	a	DET
cana-6074	171	34	b	b	X
cana-6074	171	35	il	il	INTJ
cana-6074	172	1	it	it	PRON
cana-6074	172	2	y	y	PROPN
cana-6074	172	3	0.3	0.3	NUM
cana-6074	172	4	empirical	empirical	ADJ
cana-6074	172	5	-forecasted	-forecasted	ADJ
cana-6074	172	6	0.2	0.2	NUM
cana-6074	172	7	0.1	0.1	NUM
cana-6074	172	8	0	0	NUM
cana-6074	172	9	−0.1	−0.1	PROPN
cana-6074	172	10	−5	−5	NOUN
cana-6074	172	11	·	·	PUNCT
cana-6074	172	12	10−2	10−2	NUM
cana-6074	172	13	0	0	NUM
cana-6074	172	14	5	5	NUM
cana-6074	172	15	·	·	SYM
cana-6074	172	16	10−2	10−2	NUM
cana-6074	172	17	0.1	0.1	NUM
cana-6074	172	18	0.15	0.15	NUM
cana-6074	172	19	0.2	0.2	NUM
cana-6074	172	20	table	table	NOUN
cana-6074	172	21	figure	figure	NOUN
cana-6074	172	22	communications	communication	NOUN
cana-6074	172	23	on	on	ADP
cana-6074	172	24	applied	apply	VERB
cana-6074	172	25	nonlinear	nonlinear	ADJ
cana-6074	172	26	analysis	analysis	NOUN
cana-6074	172	27	issn	issn	NOUN
cana-6074	172	28	:	:	PUNCT
cana-6074	172	29	1074	1074	NUM
cana-6074	172	30	-	-	PUNCT
cana-6074	172	31	133x	133x	NUM
cana-6074	172	32	vol	vol	VERB
cana-6074	172	33	32	32	NUM
cana-6074	172	34	no	no	NOUN
cana-6074	172	35	.	.	PUNCT
cana-6074	172	36	10s	10	NOUN
cana-6074	172	37	(	(	PUNCT
cana-6074	172	38	2025	2025	NUM
cana-6074	172	39	)	)	PUNCT
cana-6074	172	40	3331	3331	NUM
cana-6074	172	41	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	172	42	shocks	shock	NOUN
cana-6074	172	43	)	)	PUNCT
cana-6074	172	44	.	.	PUNCT
cana-6074	173	1	conclusion	conclusion	NOUN
cana-6074	173	2	the	the	DET
cana-6074	173	3	forecasting	forecasting	NOUN
cana-6074	173	4	experiment	experiment	NOUN
cana-6074	173	5	demonstrates	demonstrate	VERB
cana-6074	173	6	that	that	SCONJ
cana-6074	173	7	the	the	DET
cana-6074	173	8	proposed	propose	VERB
cana-6074	173	9	agent	agent	NOUN
cana-6074	173	10	-	-	PUNCT
cana-6074	173	11	based	base	VERB
cana-6074	173	12	model	model	NOUN
cana-6074	173	13	,	,	PUNCT
cana-6074	173	14	once	once	ADV
cana-6074	173	15	properly	properly	ADV
cana-6074	173	16	calibrated	calibrate	VERB
cana-6074	173	17	,	,	PUNCT
cana-6074	173	18	is	be	AUX
cana-6074	173	19	capable	capable	ADJ
cana-6074	173	20	of	of	ADP
cana-6074	173	21	replicating	replicate	VERB
cana-6074	173	22	both	both	CCONJ
cana-6074	173	23	in	in	ADP
cana-6074	173	24	-	-	PUNCT
cana-6074	173	25	sample	sample	NOUN
cana-6074	173	26	dynamics	dynamic	NOUN
cana-6074	173	27	and	and	CCONJ
cana-6074	173	28	generating	generate	VERB
cana-6074	173	29	credible	credible	ADJ
cana-6074	173	30	out	out	ADJ
cana-6074	173	31	-	-	PUNCT
cana-6074	173	32	ofsample	ofsample	ADJ
cana-6074	173	33	predictions	prediction	NOUN
cana-6074	173	34	.	.	PUNCT
cana-6074	174	1	this	this	DET
cana-6074	174	2	dual	dual	ADJ
cana-6074	174	3	ability	ability	NOUN
cana-6074	174	4	highlights	highlight	VERB
cana-6074	174	5	the	the	DET
cana-6074	174	6	robustness	robustness	NOUN
cana-6074	174	7	of	of	ADP
cana-6074	174	8	the	the	DET
cana-6074	174	9	framework	framework	NOUN
cana-6074	174	10	and	and	CCONJ
cana-6074	174	11	its	its	PRON
cana-6074	174	12	potential	potential	NOUN
cana-6074	174	13	for	for	ADP
cana-6074	174	14	practical	practical	ADJ
cana-6074	174	15	applications	application	NOUN
cana-6074	174	16	.	.	PUNCT
cana-6074	175	1	by	by	ADP
cana-6074	175	2	capturing	capture	VERB
cana-6074	175	3	the	the	DET
cana-6074	175	4	joint	joint	ADJ
cana-6074	175	5	influence	influence	NOUN
cana-6074	175	6	of	of	ADP
cana-6074	175	7	heterogeneous	heterogeneous	ADJ
cana-6074	175	8	behavior	behavior	NOUN
cana-6074	175	9	,	,	PUNCT
cana-6074	175	10	social	social	ADJ
cana-6074	175	11	interaction	interaction	NOUN
cana-6074	175	12	,	,	PUNCT
cana-6074	175	13	and	and	CCONJ
cana-6074	175	14	information	information	NOUN
cana-6074	175	15	-	-	PUNCT
cana-6074	175	16	theoretic	theoretic	NOUN
cana-6074	175	17	uncertainty	uncertainty	NOUN
cana-6074	175	18	,	,	PUNCT
cana-6074	175	19	the	the	DET
cana-6074	175	20	model	model	NOUN
cana-6074	175	21	provides	provide	VERB
cana-6074	175	22	a	a	DET
cana-6074	175	23	powerful	powerful	ADJ
cana-6074	175	24	tool	tool	NOUN
cana-6074	175	25	for	for	ADP
cana-6074	175	26	exploring	explore	VERB
cana-6074	175	27	market	market	NOUN
cana-6074	175	28	complexity	complexity	NOUN
cana-6074	175	29	beyond	beyond	ADP
cana-6074	175	30	traditional	traditional	ADJ
cana-6074	175	31	equilibrium	equilibrium	NOUN
cana-6074	175	32	approaches	approach	NOUN
cana-6074	175	33	.	.	PUNCT
cana-6074	176	1	the	the	DET
cana-6074	176	2	findings	finding	NOUN
cana-6074	176	3	suggest	suggest	VERB
cana-6074	176	4	that	that	SCONJ
cana-6074	176	5	the	the	DET
cana-6074	176	6	framework	framework	NOUN
cana-6074	176	7	can	can	AUX
cana-6074	176	8	be	be	AUX
cana-6074	176	9	effectively	effectively	ADV
cana-6074	176	10	applied	apply	VERB
cana-6074	176	11	to	to	ADP
cana-6074	176	12	scenario	scenario	NOUN
cana-6074	176	13	testing	testing	NOUN
cana-6074	176	14	,	,	PUNCT
cana-6074	176	15	stress	stress	NOUN
cana-6074	176	16	analysis	analysis	NOUN
cana-6074	176	17	,	,	PUNCT
cana-6074	176	18	and	and	CCONJ
cana-6074	176	19	real	real	ADJ
cana-6074	176	20	-	-	PUNCT
cana-6074	176	21	time	time	NOUN
cana-6074	176	22	risk	risk	NOUN
cana-6074	176	23	management	management	NOUN
cana-6074	176	24	,	,	PUNCT
cana-6074	176	25	offering	offer	VERB
cana-6074	176	26	valuable	valuable	ADJ
cana-6074	176	27	insights	insight	NOUN
cana-6074	176	28	into	into	ADP
cana-6074	176	29	how	how	SCONJ
cana-6074	176	30	behavioral	behavioral	ADJ
cana-6074	176	31	biases	bias	NOUN
cana-6074	176	32	and	and	CCONJ
cana-6074	176	33	interaction	interaction	NOUN
cana-6074	176	34	structures	structure	NOUN
cana-6074	176	35	drive	drive	VERB
cana-6074	176	36	volatility	volatility	NOUN
cana-6074	176	37	,	,	PUNCT
cana-6074	176	38	consensus	consensus	NOUN
cana-6074	176	39	formation	formation	NOUN
cana-6074	176	40	,	,	PUNCT
cana-6074	176	41	and	and	CCONJ
cana-6074	176	42	systemic	systemic	ADJ
cana-6074	176	43	risk	risk	NOUN
cana-6074	176	44	.	.	PUNCT
cana-6074	177	1	in	in	ADP
cana-6074	177	2	doing	do	VERB
cana-6074	177	3	so	so	ADV
cana-6074	177	4	,	,	PUNCT
cana-6074	177	5	the	the	DET
cana-6074	177	6	model	model	NOUN
cana-6074	177	7	contributes	contribute	VERB
cana-6074	177	8	to	to	ADP
cana-6074	177	9	a	a	DET
cana-6074	177	10	deeper	deep	ADJ
cana-6074	177	11	understanding	understanding	NOUN
cana-6074	177	12	of	of	ADP
cana-6074	177	13	financial	financial	ADJ
cana-6074	177	14	markets	market	NOUN
cana-6074	177	15	as	as	ADP
cana-6074	177	16	adaptive	adaptive	ADJ
cana-6074	177	17	systems	system	NOUN
cana-6074	177	18	shaped	shape	VERB
cana-6074	177	19	by	by	ADP
cana-6074	177	20	both	both	DET
cana-6074	177	21	rational	rational	ADJ
cana-6074	177	22	and	and	CCONJ
cana-6074	177	23	irrational	irrational	ADJ
cana-6074	177	24	forces	force	NOUN
cana-6074	177	25	.	.	PUNCT
cana-6074	178	1	references	reference	NOUN
cana-6074	178	2	1	1	NUM
cana-6074	178	3	.	.	PUNCT
cana-6074	179	1	arthur	arthur	PROPN
cana-6074	179	2	,	,	PUNCT
cana-6074	179	3	w.	w.	PROPN
cana-6074	179	4	b.	b.	PROPN
cana-6074	179	5	(	(	PUNCT
cana-6074	179	6	1999	1999	NUM
cana-6074	179	7	)	)	PUNCT
cana-6074	179	8	.	.	PUNCT
cana-6074	180	1	complexity	complexity	NOUN
cana-6074	180	2	and	and	CCONJ
cana-6074	180	3	the	the	DET
cana-6074	180	4	economy	economy	NOUN
cana-6074	180	5	.	.	PUNCT
cana-6074	181	1	science	science	NOUN
cana-6074	181	2	,	,	PUNCT
cana-6074	181	3	284(5411	284(5411	NUM
cana-6074	181	4	)	)	PUNCT
cana-6074	181	5	,	,	PUNCT
cana-6074	181	6	107–109	107–109	NUM
cana-6074	181	7	.	.	NOUN
cana-6074	182	1	2	2	NUM
cana-6074	182	2	.	.	X
cana-6074	182	3	barberis	barberis	PROPN
cana-6074	182	4	,	,	PUNCT
cana-6074	182	5	n.	n.	NOUN
cana-6074	182	6	,	,	PUNCT
cana-6074	182	7	&	&	CCONJ
cana-6074	182	8	thaler	thaler	PROPN
cana-6074	182	9	,	,	PUNCT
cana-6074	182	10	r.	r.	PROPN
cana-6074	182	11	(	(	PUNCT
cana-6074	182	12	2003	2003	NUM
cana-6074	182	13	)	)	PUNCT
cana-6074	182	14	.	.	PUNCT
cana-6074	183	1	a	a	DET
cana-6074	183	2	survey	survey	NOUN
cana-6074	183	3	of	of	ADP
cana-6074	183	4	behavioral	behavioral	ADJ
cana-6074	183	5	finance	finance	NOUN
cana-6074	183	6	.	.	PUNCT
cana-6074	184	1	in	in	ADP
cana-6074	184	2	handbook	handbook	NOUN
cana-6074	184	3	of	of	ADP
cana-6074	184	4	the	the	DET
cana-6074	184	5	economics	economic	NOUN
cana-6074	184	6	of	of	ADP
cana-6074	184	7	finance	finance	NOUN
cana-6074	184	8	(	(	PUNCT
cana-6074	184	9	vol	vol	NOUN
cana-6074	184	10	.	.	PROPN
cana-6074	184	11	1	1	NUM
cana-6074	184	12	,	,	PUNCT
cana-6074	184	13	pp	pp	ADJ
cana-6074	184	14	.	.	PUNCT
cana-6074	184	15	1053–1128	1053–1128	NUM
cana-6074	184	16	)	)	PUNCT
cana-6074	184	17	.	.	PUNCT
cana-6074	185	1	elsevier	elsevier	NOUN
cana-6074	185	2	.	.	PUNCT
cana-6074	186	1	3	3	X
cana-6074	186	2	.	.	X
cana-6074	186	3	cover	cover	NOUN
cana-6074	186	4	,	,	PUNCT
cana-6074	186	5	t.	t.	NOUN
cana-6074	186	6	m.	m.	NOUN
cana-6074	186	7	,	,	PUNCT
cana-6074	186	8	&	&	CCONJ
cana-6074	186	9	thomas	thomas	PROPN
cana-6074	186	10	,	,	PUNCT
cana-6074	186	11	j.	j.	PROPN
cana-6074	186	12	a.	a.	PROPN
cana-6074	186	13	(	(	PUNCT
cana-6074	186	14	2006	2006	NUM
cana-6074	186	15	)	)	PUNCT
cana-6074	186	16	.	.	PUNCT
cana-6074	187	1	elements	element	NOUN
cana-6074	187	2	of	of	ADP
cana-6074	187	3	information	information	NOUN
cana-6074	187	4	theory	theory	NOUN
cana-6074	187	5	.	.	PUNCT
cana-6074	188	1	wiley	wiley	PROPN
cana-6074	188	2	.	.	PUNCT
cana-6074	189	1	4	4	X
cana-6074	189	2	.	.	X
cana-6074	189	3	de	de	ADP
cana-6074	189	4	long	long	ADV
cana-6074	189	5	,	,	PUNCT
cana-6074	189	6	j.	j.	PROPN
cana-6074	189	7	b.	b.	PROPN
cana-6074	189	8	,	,	PUNCT
cana-6074	189	9	shleifer	shleifer	PROPN
cana-6074	189	10	,	,	PUNCT
cana-6074	189	11	a.	a.	NOUN
cana-6074	189	12	,	,	PUNCT
cana-6074	189	13	summers	summer	NOUN
cana-6074	189	14	,	,	PUNCT
cana-6074	189	15	l.	l.	PROPN
cana-6074	189	16	h.	h.	PROPN
cana-6074	189	17	,	,	PUNCT
cana-6074	189	18	&	&	CCONJ
cana-6074	189	19	waldmann	waldmann	PROPN
cana-6074	189	20	,	,	PUNCT
cana-6074	189	21	r.	r.	PROPN
cana-6074	189	22	j.	j.	PROPN
cana-6074	189	23	(	(	PUNCT
cana-6074	189	24	1990	1990	NUM
cana-6074	189	25	)	)	PUNCT
cana-6074	189	26	.	.	PUNCT
cana-6074	190	1	noise	noise	NOUN
cana-6074	190	2	trader	trader	NOUN
cana-6074	190	3	risk	risk	NOUN
cana-6074	190	4	in	in	ADP
cana-6074	190	5	financial	financial	ADJ
cana-6074	190	6	markets	market	NOUN
cana-6074	190	7	.	.	PUNCT
cana-6074	191	1	journal	journal	NOUN
cana-6074	191	2	of	of	ADP
cana-6074	191	3	political	political	ADJ
cana-6074	191	4	economy	economy	NOUN
cana-6074	191	5	,	,	PUNCT
cana-6074	191	6	98(4	98(4	NUM
cana-6074	191	7	)	)	PUNCT
cana-6074	191	8	,	,	PUNCT
cana-6074	191	9	703–738	703–738	NUM
cana-6074	191	10	.	.	NOUN
cana-6074	191	11	5	5	NUM
cana-6074	191	12	.	.	X
cana-6074	191	13	fama	fama	PROPN
cana-6074	191	14	,	,	PUNCT
cana-6074	191	15	e.	e.	PROPN
cana-6074	191	16	f.	f.	PROPN
cana-6074	191	17	(	(	PUNCT
cana-6074	191	18	1970	1970	NUM
cana-6074	191	19	)	)	PUNCT
cana-6074	191	20	.	.	PUNCT
cana-6074	192	1	efficient	efficient	ADJ
cana-6074	192	2	capital	capital	NOUN
cana-6074	192	3	markets	market	NOUN
cana-6074	192	4	:	:	PUNCT
cana-6074	192	5	a	a	DET
cana-6074	192	6	review	review	NOUN
cana-6074	192	7	of	of	ADP
cana-6074	192	8	theory	theory	NOUN
cana-6074	192	9	and	and	CCONJ
cana-6074	192	10	empirical	empirical	ADJ
cana-6074	192	11	work	work	NOUN
cana-6074	192	12	.	.	PUNCT
cana-6074	193	1	journal	journal	PROPN
cana-6074	193	2	of	of	ADP
cana-6074	193	3	finance	finance	NOUN
cana-6074	193	4	,	,	PUNCT
cana-6074	193	5	25(2	25(2	NUM
cana-6074	193	6	)	)	PUNCT
cana-6074	193	7	,	,	PUNCT
cana-6074	193	8	383–417	383–417	NUM
cana-6074	193	9	.	.	PUNCT
cana-6074	194	1	6	6	NUM
cana-6074	194	2	.	.	NUM
cana-6074	194	3	hommes	homme	NOUN
cana-6074	194	4	,	,	PUNCT
cana-6074	194	5	c.	c.	PROPN
cana-6074	194	6	(	(	PUNCT
cana-6074	194	7	2006	2006	NUM
cana-6074	194	8	)	)	PUNCT
cana-6074	194	9	.	.	PUNCT
cana-6074	195	1	heterogeneous	heterogeneous	ADJ
cana-6074	195	2	agent	agent	NOUN
cana-6074	195	3	models	model	NOUN
cana-6074	195	4	in	in	ADP
cana-6074	195	5	economics	economic	NOUN
cana-6074	195	6	and	and	CCONJ
cana-6074	195	7	finance	finance	NOUN
cana-6074	195	8	.	.	PUNCT
cana-6074	196	1	in	in	ADP
cana-6074	196	2	handbook	handbook	NOUN
cana-6074	196	3	of	of	ADP
cana-6074	196	4	computational	computational	ADJ
cana-6074	196	5	economics	economic	NOUN
cana-6074	196	6	(	(	PUNCT
cana-6074	196	7	vol	vol	NOUN
cana-6074	196	8	.	.	PROPN
cana-6074	196	9	2	2	NUM
cana-6074	196	10	,	,	PUNCT
cana-6074	196	11	pp	pp	ADJ
cana-6074	196	12	.	.	PUNCT
cana-6074	196	13	1109–1186	1109–1186	NUM
cana-6074	196	14	)	)	PUNCT
cana-6074	196	15	.	.	PUNCT
cana-6074	197	1	elsevier	elsevier	NOUN
cana-6074	197	2	.	.	PUNCT
cana-6074	198	1	7	7	X
cana-6074	198	2	.	.	X
cana-6074	198	3	kirman	kirman	PROPN
cana-6074	198	4	,	,	PUNCT
cana-6074	198	5	a.	a.	NOUN
cana-6074	198	6	(	(	PUNCT
cana-6074	198	7	1993	1993	NUM
cana-6074	198	8	)	)	PUNCT
cana-6074	198	9	.	.	PUNCT
cana-6074	199	1	ants	ant	NOUN
cana-6074	199	2	,	,	PUNCT
cana-6074	199	3	rationality	rationality	NOUN
cana-6074	199	4	,	,	PUNCT
cana-6074	199	5	and	and	CCONJ
cana-6074	199	6	recruitment	recruitment	NOUN
cana-6074	199	7	.	.	PUNCT
cana-6074	200	1	quarterly	quarterly	ADJ
cana-6074	200	2	journal	journal	NOUN
cana-6074	200	3	of	of	ADP
cana-6074	200	4	economics	economic	NOUN
cana-6074	200	5	,	,	PUNCT
cana-6074	200	6	108(1	108(1	NUM
cana-6074	200	7	)	)	PUNCT
cana-6074	200	8	,	,	PUNCT
cana-6074	200	9	137–156	137–156	NUM
cana-6074	200	10	.	.	NOUN
cana-6074	201	1	8	8	NUM
cana-6074	201	2	.	.	X
cana-6074	201	3	lebaron	lebaron	PROPN
cana-6074	201	4	,	,	PUNCT
cana-6074	201	5	b.	b.	PROPN
cana-6074	201	6	(	(	PUNCT
cana-6074	201	7	2006	2006	NUM
cana-6074	201	8	)	)	PUNCT
cana-6074	201	9	.	.	PUNCT
cana-6074	202	1	agent	agent	NOUN
cana-6074	202	2	-	-	PUNCT
cana-6074	202	3	based	base	VERB
cana-6074	202	4	computational	computational	ADJ
cana-6074	202	5	finance	finance	NOUN
cana-6074	202	6	.	.	PUNCT
cana-6074	203	1	in	in	ADP
cana-6074	203	2	handbook	handbook	NOUN
cana-6074	203	3	of	of	ADP
cana-6074	203	4	computational	computational	ADJ
cana-6074	203	5	economics	economic	NOUN
cana-6074	203	6	(	(	PUNCT
cana-6074	203	7	vol	vol	NOUN
cana-6074	203	8	.	.	PROPN
cana-6074	203	9	2	2	NUM
cana-6074	203	10	,	,	PUNCT
cana-6074	203	11	pp	pp	ADJ
cana-6074	203	12	.	.	PUNCT
cana-6074	203	13	1187–1233	1187–1233	NUM
cana-6074	203	14	)	)	PUNCT
cana-6074	203	15	.	.	PUNCT
cana-6074	204	1	elsevier	elsevier	NOUN
cana-6074	204	2	.	.	PUNCT
cana-6074	205	1	9	9	X
cana-6074	205	2	.	.	X
cana-6074	205	3	lux	lux	PROPN
cana-6074	205	4	,	,	PUNCT
cana-6074	205	5	t.	t.	PROPN
cana-6074	205	6	(	(	PUNCT
cana-6074	205	7	2009	2009	NUM
cana-6074	205	8	)	)	PUNCT
cana-6074	205	9	.	.	PUNCT
cana-6074	206	1	stochastic	stochastic	ADJ
cana-6074	206	2	behavioral	behavioral	ADJ
cana-6074	206	3	asset	asset	NOUN
cana-6074	206	4	pricing	pricing	NOUN
cana-6074	206	5	models	model	NOUN
cana-6074	206	6	and	and	CCONJ
cana-6074	206	7	the	the	DET
cana-6074	206	8	stylized	stylize	VERB
cana-6074	206	9	facts	fact	NOUN
cana-6074	206	10	.	.	PUNCT
cana-6074	207	1	in	in	ADP
cana-6074	207	2	handbook	handbook	NOUN
cana-6074	207	3	of	of	ADP
cana-6074	207	4	financial	financial	ADJ
cana-6074	207	5	markets	market	NOUN
cana-6074	207	6	(	(	PUNCT
cana-6074	207	7	pp	pp	ADJ
cana-6074	207	8	.	.	PUNCT
cana-6074	208	1	161–215	161–215	NUM
cana-6074	208	2	)	)	PUNCT
cana-6074	208	3	.	.	PUNCT
cana-6074	209	1	elsevier	elsevier	NOUN
cana-6074	209	2	.	.	PUNCT
cana-6074	210	1	10	10	NUM
cana-6074	210	2	.	.	X
cana-6074	211	1	maasoumi	maasoumi	PROPN
cana-6074	211	2	,	,	PUNCT
cana-6074	211	3	e.	e.	PROPN
cana-6074	211	4	,	,	PUNCT
cana-6074	211	5	&	&	CCONJ
cana-6074	211	6	racine	racine	PROPN
cana-6074	211	7	,	,	PUNCT
cana-6074	211	8	j.	j.	PROPN
cana-6074	211	9	(	(	PUNCT
cana-6074	211	10	2002	2002	NUM
cana-6074	211	11	)	)	PUNCT
cana-6074	211	12	.	.	PUNCT
cana-6074	212	1	entropy	entropy	PROPN
cana-6074	212	2	and	and	CCONJ
cana-6074	212	3	predictability	predictability	NOUN
cana-6074	212	4	of	of	ADP
cana-6074	212	5	stock	stock	NOUN
cana-6074	212	6	market	market	NOUN
cana-6074	212	7	returns	return	NOUN
cana-6074	212	8	.	.	PUNCT
cana-6074	213	1	journal	journal	NOUN
cana-6074	213	2	of	of	ADP
cana-6074	213	3	econometrics	econometric	NOUN
cana-6074	213	4	,	,	PUNCT
cana-6074	213	5	107(1	107(1	NUM
cana-6074	213	6	-	-	SYM
cana-6074	213	7	2	2	NUM
cana-6074	213	8	)	)	PUNCT
cana-6074	213	9	,	,	PUNCT
cana-6074	213	10	291–312	291–312	NUM
cana-6074	213	11	.	.	PUNCT
cana-6074	213	12	11	11	NUM
cana-6074	213	13	.	.	PUNCT
cana-6074	214	1	marsili	marsili	NOUN
cana-6074	214	2	,	,	PUNCT
cana-6074	214	3	m.	m.	NOUN
cana-6074	214	4	(	(	PUNCT
cana-6074	214	5	2002	2002	NUM
cana-6074	214	6	)	)	PUNCT
cana-6074	214	7	.	.	PUNCT
cana-6074	215	1	on	on	ADP
cana-6074	215	2	the	the	DET
cana-6074	215	3	multinomial	multinomial	PROPN
cana-6074	215	4	logit	logit	PROPN
cana-6074	215	5	model	model	NOUN
cana-6074	215	6	.	.	PUNCT
cana-6074	216	1	physica	physica	PROPN
cana-6074	216	2	a	a	DET
cana-6074	216	3	:	:	PUNCT
cana-6074	216	4	statistical	statistical	ADJ
cana-6074	216	5	mechanics	mechanic	NOUN
cana-6074	216	6	and	and	CCONJ
cana-6074	216	7	its	its	PRON
cana-6074	216	8	applications	application	NOUN
cana-6074	216	9	,	,	PUNCT
cana-6074	216	10	314(1	314(1	NUM
cana-6074	216	11	-	-	SYM
cana-6074	216	12	4	4	NUM
cana-6074	216	13	)	)	PUNCT
cana-6074	216	14	,	,	PUNCT
cana-6074	216	15	604–618	604–618	NUM
cana-6074	216	16	.	.	PUNCT
cana-6074	217	1	12	12	NUM
cana-6074	217	2	.	.	PUNCT
cana-6074	218	1	shiller	shiller	PROPN
cana-6074	218	2	,	,	PUNCT
cana-6074	218	3	r.	r.	PROPN
cana-6074	218	4	j.	j.	PROPN
cana-6074	218	5	(	(	PUNCT
cana-6074	218	6	2003	2003	NUM
cana-6074	218	7	)	)	PUNCT
cana-6074	218	8	.	.	PUNCT
cana-6074	219	1	from	from	ADP
cana-6074	219	2	efficient	efficient	ADJ
cana-6074	219	3	markets	market	NOUN
cana-6074	219	4	theory	theory	NOUN
cana-6074	219	5	to	to	ADP
cana-6074	219	6	behavioral	behavioral	ADJ
cana-6074	219	7	finance	finance	NOUN
cana-6074	219	8	.	.	PUNCT
cana-6074	220	1	journal	journal	NOUN
cana-6074	220	2	of	of	ADP
cana-6074	220	3	economic	economic	ADJ
cana-6074	220	4	perspectives	perspective	NOUN
cana-6074	220	5	,	,	PUNCT
cana-6074	220	6	17(1	17(1	NUM
cana-6074	220	7	)	)	PUNCT
cana-6074	220	8	,	,	PUNCT
cana-6074	220	9	83–104	83–104	PROPN
cana-6074	220	10	.	.	PROPN
cana-6074	221	1	13	13	NUM
cana-6074	221	2	.	.	PUNCT
cana-6074	222	1	shannon	shannon	PROPN
cana-6074	222	2	,	,	PUNCT
cana-6074	222	3	c.	c.	PROPN
cana-6074	222	4	e.	e.	PROPN
cana-6074	222	5	(	(	PUNCT
cana-6074	222	6	1948	1948	NUM
cana-6074	222	7	)	)	PUNCT
cana-6074	222	8	.	.	PUNCT
cana-6074	223	1	a	a	DET
cana-6074	223	2	mathematical	mathematical	ADJ
cana-6074	223	3	theory	theory	NOUN
cana-6074	223	4	of	of	ADP
cana-6074	223	5	communication	communication	NOUN
cana-6074	223	6	.	.	PUNCT
cana-6074	224	1	bell	bell	NOUN
cana-6074	224	2	system	system	PROPN
cana-6074	224	3	technical	technical	PROPN
cana-6074	224	4	journal	journal	PROPN
cana-6074	224	5	,	,	PUNCT
cana-6074	224	6	27(3	27(3	NUM
cana-6074	224	7	)	)	PUNCT
cana-6074	224	8	,	,	PUNCT
cana-6074	224	9	379–423	379–423	NUM
cana-6074	224	10	.	.	PUNCT
cana-6074	225	1	14	14	NUM
cana-6074	225	2	.	.	PUNCT
cana-6074	225	3	sornette	sornette	PROPN
cana-6074	225	4	,	,	PUNCT
cana-6074	225	5	d.	d.	PROPN
cana-6074	225	6	(	(	PUNCT
cana-6074	225	7	2014	2014	NUM
cana-6074	225	8	)	)	PUNCT
cana-6074	225	9	.	.	PUNCT
cana-6074	226	1	physics	physics	NOUN
cana-6074	226	2	and	and	CCONJ
cana-6074	226	3	financial	financial	ADJ
cana-6074	226	4	economics	economic	NOUN
cana-6074	226	5	(	(	PUNCT
cana-6074	226	6	1776–2014	1776–2014	NUM
cana-6074	226	7	):	):	PUNCT
cana-6074	226	8	puzzles	puzzle	NOUN
cana-6074	226	9	,	,	PUNCT
cana-6074	226	10	ising	ise	VERB
cana-6074	226	11	and	and	CCONJ
cana-6074	226	12	agent	agent	NOUN
cana-6074	226	13	-	-	PUNCT
cana-6074	226	14	based	base	VERB
cana-6074	226	15	models	model	NOUN
cana-6074	226	16	.	.	PUNCT
cana-6074	227	1	reports	report	NOUN
cana-6074	227	2	on	on	ADP
cana-6074	227	3	progress	progress	NOUN
cana-6074	227	4	in	in	ADP
cana-6074	227	5	physics	physics	NOUN
cana-6074	227	6	,	,	PUNCT
cana-6074	227	7	77(6	77(6	NUM
cana-6074	227	8	)	)	PUNCT
cana-6074	227	9	,	,	PUNCT
cana-6074	227	10	062001	062001	NUM
cana-6074	227	11	.	.	PUNCT
cana-6074	228	1	communications	communication	NOUN
cana-6074	228	2	on	on	ADP
cana-6074	228	3	applied	apply	VERB
cana-6074	228	4	nonlinear	nonlinear	ADJ
cana-6074	228	5	analysis	analysis	NOUN
cana-6074	228	6	issn	issn	NOUN
cana-6074	228	7	:	:	PUNCT
cana-6074	228	8	1074	1074	NUM
cana-6074	228	9	-	-	PUNCT
cana-6074	228	10	133x	133x	NUM
cana-6074	228	11	vol	vol	VERB
cana-6074	228	12	32	32	NUM
cana-6074	228	13	no	no	NOUN
cana-6074	228	14	.	.	PUNCT
cana-6074	229	1	10s	10	NOUN
cana-6074	229	2	(	(	PUNCT
cana-6074	229	3	2025	2025	NUM
cana-6074	229	4	)	)	PUNCT
cana-6074	229	5	3332	3332	NUM
cana-6074	229	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6074	229	7	15	15	NUM
cana-6074	229	8	.	.	PUNCT
cana-6074	230	1	tesfatsion	tesfatsion	NOUN
cana-6074	230	2	,	,	PUNCT
cana-6074	230	3	l.	l.	PROPN
cana-6074	230	4	,	,	PUNCT
cana-6074	230	5	&	&	CCONJ
cana-6074	230	6	judd	judd	PROPN
cana-6074	230	7	,	,	PUNCT
cana-6074	230	8	k.	k.	PROPN
cana-6074	230	9	l.	l.	PROPN
cana-6074	230	10	(	(	PUNCT
cana-6074	230	11	eds	eds	PROPN
cana-6074	230	12	.	.	PUNCT
cana-6074	230	13	)	)	PUNCT
cana-6074	230	14	.	.	PUNCT
cana-6074	231	1	(	(	PUNCT
cana-6074	231	2	2006	2006	NUM
cana-6074	231	3	)	)	PUNCT
cana-6074	231	4	.	.	PUNCT
cana-6074	232	1	handbook	handbook	NOUN
cana-6074	232	2	of	of	ADP
cana-6074	232	3	computational	computational	ADJ
cana-6074	232	4	economics	economic	NOUN
cana-6074	232	5	,	,	PUNCT
cana-6074	232	6	vol	vol	NOUN
cana-6074	232	7	.	.	NOUN
cana-6074	233	1	2	2	NUM
cana-6074	233	2	:	:	PUNCT
cana-6074	233	3	agent	agent	NOUN
cana-6074	233	4	-	-	PUNCT
cana-6074	233	5	based	base	VERB
cana-6074	233	6	computational	computational	ADJ
cana-6074	233	7	economics	economic	NOUN
cana-6074	233	8	.	.	PUNCT
cana-6074	234	1	elsevier	elsevier	NOUN
cana-6074	234	2	.	.	PUNCT
cana-6074	235	1	16	16	NUM
cana-6074	235	2	.	.	PUNCT
cana-6074	236	1	tversky	tversky	PROPN
cana-6074	236	2	,	,	PUNCT
cana-6074	236	3	a.	a.	PROPN
cana-6074	236	4	,	,	PUNCT
cana-6074	236	5	&	&	CCONJ
cana-6074	236	6	kahneman	kahneman	PROPN
cana-6074	236	7	,	,	PUNCT
cana-6074	236	8	d.	d.	PROPN
cana-6074	236	9	(	(	PUNCT
cana-6074	236	10	1974	1974	NUM
cana-6074	236	11	)	)	PUNCT
cana-6074	236	12	.	.	PUNCT
cana-6074	237	1	judgment	judgment	NOUN
cana-6074	237	2	under	under	ADP
cana-6074	237	3	uncertainty	uncertainty	NOUN
cana-6074	237	4	:	:	PUNCT
cana-6074	237	5	heuristics	heuristic	NOUN
cana-6074	237	6	and	and	CCONJ
cana-6074	237	7	biases	bias	NOUN
cana-6074	237	8	.	.	PUNCT
cana-6074	238	1	science	science	NOUN
cana-6074	238	2	,	,	PUNCT
cana-6074	238	3	185(4157	185(4157	NUM
cana-6074	238	4	)	)	PUNCT
cana-6074	238	5	,	,	PUNCT
cana-6074	238	6	1124–1131	1124–1131	NUM
cana-6074	238	7	.	.	PUNCT
cana-6074	238	8	17	17	NUM
cana-6074	238	9	.	.	X
cana-6074	239	1	weidlich	weidlich	PROPN
cana-6074	239	2	,	,	PUNCT
cana-6074	239	3	w.	w.	PROPN
cana-6074	239	4	,	,	PUNCT
cana-6074	239	5	&	&	CCONJ
cana-6074	239	6	haag	haag	PROPN
cana-6074	239	7	,	,	PUNCT
cana-6074	239	8	g.	g.	PROPN
cana-6074	239	9	(	(	PUNCT
cana-6074	239	10	1983	1983	NUM
cana-6074	239	11	)	)	PUNCT
cana-6074	239	12	.	.	PUNCT
cana-6074	240	1	concepts	concept	NOUN
cana-6074	240	2	and	and	CCONJ
cana-6074	240	3	models	model	NOUN
cana-6074	240	4	of	of	ADP
cana-6074	240	5	a	a	DET
cana-6074	240	6	quantitative	quantitative	ADJ
cana-6074	240	7	sociology	sociology	NOUN
cana-6074	240	8	:	:	PUNCT
cana-6074	240	9	the	the	DET
cana-6074	240	10	dynamics	dynamic	NOUN
cana-6074	240	11	of	of	ADP
cana-6074	240	12	interacting	interact	VERB
cana-6074	240	13	populations	population	NOUN
cana-6074	240	14	.	.	PUNCT
cana-6074	241	1	springer	springer	NOUN
cana-6074	241	2	.	.	PUNCT