id	sid	tid	token	lemma	pos
ijassa-138	1	1	advances	advance	NOUN
ijassa-138	1	2	in	in	ADP
ijassa-138	1	3	systems	system	NOUN
ijassa-138	1	4	science	science	NOUN
ijassa-138	1	5	and	and	CCONJ
ijassa-138	1	6	applications	application	NOUN
ijassa-138	1	7	(	(	PUNCT
ijassa-138	1	8	2013	2013	NUM
ijassa-138	1	9	)	)	PUNCT
ijassa-138	1	10	vol.13	vol.13	NOUN
ijassa-138	1	11	no.3	no.3	VERB
ijassa-138	1	12	249	249	NUM
ijassa-138	1	13	-	-	SYM
ijassa-138	1	14	275	275	NUM
ijassa-138	1	15	agent	agent	NOUN
ijassa-138	1	16	-	-	PUNCT
ijassa-138	1	17	based	base	VERB
ijassa-138	1	18	models	model	NOUN
ijassa-138	1	19	simulations	simulation	NOUN
ijassa-138	1	20	for	for	ADP
ijassa-138	1	21	high	high	ADJ
ijassa-138	1	22	frequency	frequency	NOUN
ijassa-138	1	23	trading	trading	NOUN
ijassa-138	1	24	d.	d.	PROPN
ijassa-138	1	25	dezsi	dezsi	PROPN
ijassa-138	1	26	,	,	PUNCT
ijassa-138	1	27	e.scarlat	e.scarlat	ADJ
ijassa-138	1	28	and	and	CCONJ
ijassa-138	1	29	i.	i.	PROPN
ijassa-138	1	30	măries	măries	PROPN
ijassa-138	1	31	department	department	PROPN
ijassa-138	1	32	of	of	ADP
ijassa-138	1	33	economic	economic	ADJ
ijassa-138	1	34	cybernetics	cybernetic	NOUN
ijassa-138	1	35	,	,	PUNCT
ijassa-138	1	36	bucharest	buchar	ADJ
ijassa-138	1	37	university	university	PROPN
ijassa-138	1	38	of	of	ADP
ijassa-138	1	39	economics	economic	NOUN
ijassa-138	1	40	,	,	PUNCT
ijassa-138	1	41	romania	romania	PROPN
ijassa-138	1	42	abstract	abstract	ADJ
ijassa-138	1	43	high	high	ADJ
ijassa-138	1	44	frequency	frequency	NOUN
ijassa-138	1	45	computer	computer	NOUN
ijassa-138	1	46	-	-	PUNCT
ijassa-138	1	47	based	base	VERB
ijassa-138	1	48	trading	trading	NOUN
ijassa-138	1	49	(	(	PUNCT
ijassa-138	1	50	hft	hft	NOUN
ijassa-138	1	51	)	)	PUNCT
ijassa-138	1	52	represents	represent	VERB
ijassa-138	1	53	a	a	DET
ijassa-138	1	54	challenging	challenging	ADJ
ijassa-138	1	55	topic	topic	NOUN
ijassa-138	1	56	nowadays	nowadays	ADV
ijassa-138	1	57	,	,	PUNCT
ijassa-138	1	58	mainly	mainly	ADV
ijassa-138	1	59	due	due	ADP
ijassa-138	1	60	to	to	ADP
ijassa-138	1	61	the	the	DET
ijassa-138	1	62	controversy	controversy	NOUN
ijassa-138	1	63	it	it	PRON
ijassa-138	1	64	creates	create	VERB
ijassa-138	1	65	among	among	ADP
ijassa-138	1	66	investors	investor	NOUN
ijassa-138	1	67	on	on	ADP
ijassa-138	1	68	the	the	DET
ijassa-138	1	69	financial	financial	ADJ
ijassa-138	1	70	market	market	NOUN
ijassa-138	1	71	.	.	PUNCT
ijassa-138	2	1	the	the	DET
ijassa-138	2	2	hereto	hereto	NOUN
ijassa-138	2	3	paper	paper	NOUN
ijassa-138	2	4	compares	compare	VERB
ijassa-138	2	5	two	two	NUM
ijassa-138	2	6	types	type	NOUN
ijassa-138	2	7	of	of	ADP
ijassa-138	2	8	agent	agent	NOUN
ijassa-138	2	9	-	-	PUNCT
ijassa-138	2	10	based	base	VERB
ijassa-138	2	11	models	model	NOUN
ijassa-138	2	12	,	,	PUNCT
ijassa-138	2	13	one	one	NUM
ijassa-138	2	14	with	with	ADP
ijassa-138	2	15	zero	zero	NUM
ijassa-138	2	16	-	-	PUNCT
ijassa-138	2	17	intelligence	intelligence	NOUN
ijassa-138	2	18	traders	trader	NOUN
ijassa-138	2	19	and	and	CCONJ
ijassa-138	2	20	the	the	DET
ijassa-138	2	21	other	other	ADJ
ijassa-138	2	22	with	with	ADP
ijassa-138	2	23	intelligent	intelligent	ADJ
ijassa-138	2	24	traders	trader	NOUN
ijassa-138	2	25	in	in	ADP
ijassa-138	2	26	order	order	NOUN
ijassa-138	2	27	to	to	PART
ijassa-138	2	28	simulate	simulate	VERB
ijassa-138	2	29	the	the	DET
ijassa-138	2	30	tick	tick	NOUN
ijassa-138	2	31	-	-	PUNCT
ijassa-138	2	32	by	by	ADP
ijassa-138	2	33	-	-	PUNCT
ijassa-138	2	34	tick	tick	NOUN
ijassa-138	2	35	high	high	ADJ
ijassa-138	2	36	frequency	frequency	NOUN
ijassa-138	2	37	trades	trade	NOUN
ijassa-138	2	38	on	on	ADP
ijassa-138	2	39	the	the	DET
ijassa-138	2	40	stock	stock	NOUN
ijassa-138	2	41	market	market	NOUN
ijassa-138	2	42	for	for	ADP
ijassa-138	2	43	the	the	DET
ijassa-138	2	44	selected	select	VERB
ijassa-138	2	45	u.s	u.s	PROPN
ijassa-138	2	46	.	.	PROPN
ijassa-138	2	47	stocks	stock	NOUN
ijassa-138	2	48	.	.	PUNCT
ijassa-138	3	1	the	the	DET
ijassa-138	3	2	simulations	simulation	NOUN
ijassa-138	3	3	of	of	ADP
ijassa-138	3	4	the	the	DET
ijassa-138	3	5	agent	agent	NOUN
ijassa-138	3	6	-	-	PUNCT
ijassa-138	3	7	based	base	VERB
ijassa-138	3	8	models	model	NOUN
ijassa-138	3	9	are	be	AUX
ijassa-138	3	10	done	do	VERB
ijassa-138	3	11	with	with	ADP
ijassa-138	3	12	the	the	DET
ijassa-138	3	13	help	help	NOUN
ijassa-138	3	14	of	of	ADP
ijassa-138	3	15	adaptive	adaptive	ADJ
ijassa-138	3	16	modeler	modeler	NOUN
ijassa-138	3	17	software	software	NOUN
ijassa-138	3	18	application	application	NOUN
ijassa-138	3	19	which	which	PRON
ijassa-138	3	20	uses	use	VERB
ijassa-138	3	21	the	the	DET
ijassa-138	3	22	interaction	interaction	NOUN
ijassa-138	3	23	of	of	ADP
ijassa-138	3	24	2,000	2,000	NUM
ijassa-138	3	25	heterogeneous	heterogeneous	ADJ
ijassa-138	3	26	agents	agent	NOUN
ijassa-138	3	27	to	to	PART
ijassa-138	3	28	create	create	VERB
ijassa-138	3	29	a	a	DET
ijassa-138	3	30	virtual	virtual	ADJ
ijassa-138	3	31	stock	stock	NOUN
ijassa-138	3	32	market	market	NOUN
ijassa-138	3	33	for	for	ADP
ijassa-138	3	34	the	the	DET
ijassa-138	3	35	selected	select	VERB
ijassa-138	3	36	stock	stock	NOUN
ijassa-138	3	37	with	with	ADP
ijassa-138	3	38	the	the	DET
ijassa-138	3	39	scope	scope	NOUN
ijassa-138	3	40	of	of	ADP
ijassa-138	3	41	forecasting	forecast	VERB
ijassa-138	3	42	the	the	DET
ijassa-138	3	43	price	price	NOUN
ijassa-138	3	44	.	.	PUNCT
ijassa-138	4	1	within	within	ADP
ijassa-138	4	2	the	the	DET
ijassa-138	4	3	intelligent	intelligent	ADJ
ijassa-138	4	4	agent	agent	NOUN
ijassa-138	4	5	-	-	PUNCT
ijassa-138	4	6	based	base	VERB
ijassa-138	4	7	model	model	NOUN
ijassa-138	4	8	the	the	DET
ijassa-138	4	9	population	population	NOUN
ijassa-138	4	10	of	of	ADP
ijassa-138	4	11	agents	agent	NOUN
ijassa-138	4	12	is	be	AUX
ijassa-138	4	13	continuously	continuously	ADV
ijassa-138	4	14	adapting	adapt	VERB
ijassa-138	4	15	and	and	CCONJ
ijassa-138	4	16	evolving	evolve	VERB
ijassa-138	4	17	by	by	ADP
ijassa-138	4	18	using	use	VERB
ijassa-138	4	19	genetic	genetic	ADJ
ijassa-138	4	20	programming	programming	NOUN
ijassa-138	4	21	in	in	ADP
ijassa-138	4	22	forming	form	VERB
ijassa-138	4	23	new	new	ADJ
ijassa-138	4	24	agents	agent	NOUN
ijassa-138	4	25	by	by	ADP
ijassa-138	4	26	using	use	VERB
ijassa-138	4	27	the	the	DET
ijassa-138	4	28	trading	trading	NOUN
ijassa-138	4	29	strategies	strategy	NOUN
ijassa-138	4	30	of	of	ADP
ijassa-138	4	31	the	the	DET
ijassa-138	4	32	best	good	ADJ
ijassa-138	4	33	performing	perform	VERB
ijassa-138	4	34	agents	agent	NOUN
ijassa-138	4	35	and	and	CCONJ
ijassa-138	4	36	replacing	replace	VERB
ijassa-138	4	37	the	the	DET
ijassa-138	4	38	worst	bad	ADJ
ijassa-138	4	39	performing	perform	VERB
ijassa-138	4	40	agents	agent	NOUN
ijassa-138	4	41	in	in	ADP
ijassa-138	4	42	a	a	DET
ijassa-138	4	43	process	process	NOUN
ijassa-138	4	44	called	call	VERB
ijassa-138	4	45	breeding	breeding	NOUN
ijassa-138	4	46	,	,	PUNCT
ijassa-138	4	47	while	while	SCONJ
ijassa-138	4	48	the	the	DET
ijassa-138	4	49	zero	zero	NUM
ijassa-138	4	50	-	-	PUNCT
ijassa-138	4	51	intelligence	intelligence	NOUN
ijassa-138	4	52	agent	agent	NOUN
ijassa-138	4	53	based	base	VERB
ijassa-138	4	54	model	model	NOUN
ijassa-138	4	55	does	do	AUX
ijassa-138	4	56	not	not	PART
ijassa-138	4	57	evolve	evolve	VERB
ijassa-138	4	58	,	,	PUNCT
ijassa-138	4	59	agents	agent	NOUN
ijassa-138	4	60	do	do	AUX
ijassa-138	4	61	not	not	PART
ijassa-138	4	62	breed	breed	VERB
ijassa-138	4	63	,	,	PUNCT
ijassa-138	4	64	and	and	CCONJ
ijassa-138	4	65	they	they	PRON
ijassa-138	4	66	trade	trade	VERB
ijassa-138	4	67	in	in	ADP
ijassa-138	4	68	a	a	DET
ijassa-138	4	69	random	random	ADJ
ijassa-138	4	70	manner	manner	NOUN
ijassa-138	4	71	.	.	PUNCT
ijassa-138	5	1	after	after	ADP
ijassa-138	5	2	comparing	compare	VERB
ijassa-138	5	3	the	the	DET
ijassa-138	5	4	fitting	fitting	NOUN
ijassa-138	5	5	of	of	ADP
ijassa-138	5	6	the	the	DET
ijassa-138	5	7	two	two	NUM
ijassa-138	5	8	models	model	NOUN
ijassa-138	5	9	with	with	ADP
ijassa-138	5	10	the	the	DET
ijassa-138	5	11	real	real	ADJ
ijassa-138	5	12	data	datum	NOUN
ijassa-138	5	13	,	,	PUNCT
ijassa-138	5	14	the	the	DET
ijassa-138	5	15	results	result	NOUN
ijassa-138	5	16	show	show	VERB
ijassa-138	5	17	that	that	SCONJ
ijassa-138	5	18	in	in	ADP
ijassa-138	5	19	almost	almost	ADV
ijassa-138	5	20	all	all	DET
ijassa-138	5	21	the	the	DET
ijassa-138	5	22	cases	case	NOUN
ijassa-138	5	23	the	the	DET
ijassa-138	5	24	intelligent	intelligent	ADJ
ijassa-138	5	25	agent	agent	NOUN
ijassa-138	5	26	-	-	PUNCT
ijassa-138	5	27	based	base	VERB
ijassa-138	5	28	model	model	NOUN
ijassa-138	5	29	performed	perform	VERB
ijassa-138	5	30	better	well	ADV
ijassa-138	5	31	when	when	SCONJ
ijassa-138	5	32	compared	compare	VERB
ijassa-138	5	33	to	to	ADP
ijassa-138	5	34	the	the	DET
ijassa-138	5	35	zero	zero	NUM
ijassa-138	5	36	-	-	PUNCT
ijassa-138	5	37	intelligence	intelligence	NOUN
ijassa-138	5	38	agent	agent	NOUN
ijassa-138	5	39	-	-	PUNCT
ijassa-138	5	40	based	base	VERB
ijassa-138	5	41	model	model	NOUN
ijassa-138	5	42	,	,	PUNCT
ijassa-138	5	43	which	which	PRON
ijassa-138	5	44	could	could	AUX
ijassa-138	5	45	be	be	AUX
ijassa-138	5	46	interpreted	interpret	VERB
ijassa-138	5	47	as	as	ADP
ijassa-138	5	48	lower	low	ADJ
ijassa-138	5	49	market	market	NOUN
ijassa-138	5	50	efficiency	efficiency	NOUN
ijassa-138	5	51	,	,	PUNCT
ijassa-138	5	52	allowing	allow	VERB
ijassa-138	5	53	for	for	ADP
ijassa-138	5	54	predictions	prediction	NOUN
ijassa-138	5	55	of	of	ADP
ijassa-138	5	56	the	the	DET
ijassa-138	5	57	stock	stock	NOUN
ijassa-138	5	58	market	market	NOUN
ijassa-138	5	59	price	price	NOUN
ijassa-138	5	60	,	,	PUNCT
ijassa-138	5	61	or	or	CCONJ
ijassa-138	5	62	even	even	ADV
ijassa-138	5	63	stock	stock	NOUN
ijassa-138	5	64	market	market	NOUN
ijassa-138	5	65	manipulation	manipulation	NOUN
ijassa-138	5	66	.	.	PUNCT
ijassa-138	6	1	also	also	ADV
ijassa-138	6	2	,	,	PUNCT
ijassa-138	6	3	the	the	DET
ijassa-138	6	4	zero	zero	NUM
ijassa-138	6	5	-	-	PUNCT
ijassa-138	6	6	intelligent	intelligent	ADJ
ijassa-138	6	7	agent	agent	NOUN
ijassa-138	6	8	-	-	PUNCT
ijassa-138	6	9	based	base	VERB
ijassa-138	6	10	model	model	NOUN
ijassa-138	6	11	generates	generate	VERB
ijassa-138	6	12	more	more	ADJ
ijassa-138	6	13	trades	trade	NOUN
ijassa-138	6	14	and	and	CCONJ
ijassa-138	6	15	lower	low	ADJ
ijassa-138	6	16	wealth	wealth	NOUN
ijassa-138	6	17	for	for	ADP
ijassa-138	6	18	the	the	DET
ijassa-138	6	19	population	population	NOUN
ijassa-138	6	20	,	,	PUNCT
ijassa-138	6	21	compared	compare	VERB
ijassa-138	6	22	to	to	ADP
ijassa-138	6	23	the	the	DET
ijassa-138	6	24	intelligent	intelligent	ADJ
ijassa-138	6	25	agentbased	agentbase	VERB
ijassa-138	6	26	model	model	NOUN
ijassa-138	6	27	.	.	PUNCT
ijassa-138	7	1	the	the	DET
ijassa-138	7	2	high	high	ADJ
ijassa-138	7	3	-	-	PUNCT
ijassa-138	7	4	frequency	frequency	NOUN
ijassa-138	7	5	data	datum	NOUN
ijassa-138	7	6	turns	turn	VERB
ijassa-138	7	7	out	out	ADP
ijassa-138	7	8	to	to	PART
ijassa-138	7	9	be	be	AUX
ijassa-138	7	10	very	very	ADV
ijassa-138	7	11	hard	hard	ADJ
ijassa-138	7	12	to	to	PART
ijassa-138	7	13	simulate	simulate	VERB
ijassa-138	7	14	and	and	CCONJ
ijassa-138	7	15	analyse	analyse	NOUN
ijassa-138	7	16	due	due	ADP
ijassa-138	7	17	to	to	ADP
ijassa-138	7	18	its	its	PRON
ijassa-138	7	19	particularities	particularity	NOUN
ijassa-138	7	20	which	which	PRON
ijassa-138	7	21	differentiate	differentiate	VERB
ijassa-138	7	22	them	they	PRON
ijassa-138	7	23	from	from	ADP
ijassa-138	7	24	daily	daily	ADJ
ijassa-138	7	25	data	datum	NOUN
ijassa-138	7	26	,	,	PUNCT
ijassa-138	7	27	as	as	SCONJ
ijassa-138	7	28	price	price	NOUN
ijassa-138	7	29	changes	change	NOUN
ijassa-138	7	30	are	be	AUX
ijassa-138	7	31	discrete	discrete	ADJ
ijassa-138	7	32	,	,	PUNCT
ijassa-138	7	33	being	be	AUX
ijassa-138	7	34	multiples	multiple	NOUN
ijassa-138	7	35	of	of	ADP
ijassa-138	7	36	the	the	DET
ijassa-138	7	37	minimum	minimum	ADJ
ijassa-138	7	38	price	price	NOUN
ijassa-138	7	39	increment	increment	NOUN
ijassa-138	7	40	,	,	PUNCT
ijassa-138	7	41	the	the	DET
ijassa-138	7	42	price	price	NOUN
ijassa-138	7	43	changes	change	NOUN
ijassa-138	7	44	not	not	PART
ijassa-138	7	45	being	be	AUX
ijassa-138	7	46	independent	independent	ADJ
ijassa-138	7	47	.	.	PUNCT
ijassa-138	8	1	keywords	keyword	VERB
ijassa-138	8	2	high	high	ADJ
ijassa-138	8	3	frequency	frequency	NOUN
ijassa-138	8	4	trading	trading	NOUN
ijassa-138	8	5	,	,	PUNCT
ijassa-138	8	6	agent	agent	NOUN
ijassa-138	8	7	-	-	PUNCT
ijassa-138	8	8	based	base	VERB
ijassa-138	8	9	modeling	modeling	NOUN
ijassa-138	8	10	,	,	PUNCT
ijassa-138	8	11	zero	zero	NUM
ijassa-138	8	12	-	-	PUNCT
ijassa-138	8	13	intelligence	intelligence	NOUN
ijassa-138	8	14	traders	trader	NOUN
ijassa-138	8	15	,	,	PUNCT
ijassa-138	8	16	double	double	ADJ
ijassa-138	8	17	auction	auction	NOUN
ijassa-138	8	18	,	,	PUNCT
ijassa-138	8	19	financial	financial	ADJ
ijassa-138	8	20	market	market	NOUN
ijassa-138	8	21	.	.	PUNCT
ijassa-138	9	1	1	1	NUM
ijassa-138	9	2	introduction	introduction	NOUN
ijassa-138	9	3	the	the	DET
ijassa-138	9	4	changes	change	NOUN
ijassa-138	9	5	of	of	ADP
ijassa-138	9	6	the	the	DET
ijassa-138	9	7	stock	stock	NOUN
ijassa-138	9	8	market	market	NOUN
ijassa-138	9	9	structure	structure	NOUN
ijassa-138	9	10	due	due	ADP
ijassa-138	9	11	to	to	ADP
ijassa-138	9	12	the	the	DET
ijassa-138	9	13	technological	technological	ADJ
ijassa-138	9	14	improvement	improvement	NOUN
ijassa-138	9	15	which	which	PRON
ijassa-138	9	16	led	lead	VERB
ijassa-138	9	17	to	to	ADP
ijassa-138	9	18	the	the	DET
ijassa-138	9	19	high	high	ADJ
ijassa-138	9	20	speed	speed	NOUN
ijassa-138	9	21	computer	computer	NOUN
ijassa-138	9	22	-	-	PUNCT
ijassa-138	9	23	based	base	VERB
ijassa-138	9	24	trading	trading	NOUN
ijassa-138	9	25	have	have	AUX
ijassa-138	9	26	switched	switch	VERB
ijassa-138	9	27	the	the	DET
ijassa-138	9	28	market	market	NOUN
ijassa-138	9	29	from	from	ADP
ijassa-138	9	30	an	an	DET
ijassa-138	9	31	investor	investor	NOUN
ijassa-138	9	32	-	-	PUNCT
ijassa-138	9	33	focused	focus	VERB
ijassa-138	9	34	mechanism	mechanism	NOUN
ijassa-138	9	35	to	to	ADP
ijassa-138	9	36	a	a	DET
ijassa-138	9	37	trader	trader	NOUN
ijassa-138	9	38	-	-	PUNCT
ijassa-138	9	39	focused	focus	VERB
ijassa-138	9	40	mechanism	mechanism	NOUN
ijassa-138	9	41	,	,	PUNCT
ijassa-138	9	42	where	where	SCONJ
ijassa-138	9	43	the	the	DET
ijassa-138	9	44	investors	investor	NOUN
ijassa-138	9	45	’	’	PART
ijassa-138	9	46	trust	trust	NOUN
ijassa-138	9	47	and	and	CCONJ
ijassa-138	9	48	concerns	concern	NOUN
ijassa-138	9	49	are	be	AUX
ijassa-138	9	50	ignored	ignore	VERB
ijassa-138	9	51	.	.	PUNCT
ijassa-138	10	1	according	accord	VERB
ijassa-138	10	2	to	to	ADP
ijassa-138	10	3	a	a	DET
ijassa-138	10	4	study	study	NOUN
ijassa-138	10	5	conducted	conduct	VERB
ijassa-138	10	6	by	by	ADP
ijassa-138	10	7	beddington	beddington	PROPN
ijassa-138	10	8	in	in	ADP
ijassa-138	10	9	2012	2012	NUM
ijassa-138	10	10	on	on	ADP
ijassa-138	10	11	the	the	DET
ijassa-138	10	12	impact	impact	NOUN
ijassa-138	10	13	of	of	ADP
ijassa-138	10	14	the	the	DET
ijassa-138	10	15	computer	computer	NOUN
ijassa-138	10	16	trading	trading	NOUN
ijassa-138	10	17	on	on	ADP
ijassa-138	10	18	the	the	DET
ijassa-138	10	19	financial	financial	ADJ
ijassa-138	10	20	markets	market	NOUN
ijassa-138	10	21	based	base	VERB
ijassa-138	10	22	on	on	ADP
ijassa-138	10	23	which	which	PRON
ijassa-138	10	24	the	the	DET
ijassa-138	10	25	report	report	NOUN
ijassa-138	10	26	entitled	entitle	VERB
ijassa-138	10	27	the	the	DET
ijassa-138	10	28	future	future	NOUN
ijassa-138	10	29	of	of	ADP
ijassa-138	10	30	computer	computer	NOUN
ijassa-138	10	31	trading	trading	NOUN
ijassa-138	10	32	in	in	ADP
ijassa-138	10	33	d.	d.	PROPN
ijassa-138	10	34	dezsi	dezsi	PROPN
ijassa-138	10	35	,	,	PUNCT
ijassa-138	10	36	e.scarlat	e.scarlat	ADJ
ijassa-138	10	37	and	and	CCONJ
ijassa-138	10	38	i.	i.	PROPN
ijassa-138	10	39	măries	mărie	NOUN
ijassa-138	10	40	:	:	PUNCT
ijassa-138	10	41	agent	agent	NOUN
ijassa-138	10	42	-	-	PUNCT
ijassa-138	10	43	based	base	VERB
ijassa-138	10	44	models	model	NOUN
ijassa-138	10	45	simulations	simulation	NOUN
ijassa-138	10	46	for	for	ADP
ijassa-138	10	47	high	high	ADJ
ijassa-138	10	48	...	...	PUNCT
ijassa-138	10	49	250	250	NUM
ijassa-138	10	50	financial	financial	ADJ
ijassa-138	10	51	markets	market	NOUN
ijassa-138	10	52	-	-	PUNCT
ijassa-138	10	53	an	an	DET
ijassa-138	10	54	international	international	ADJ
ijassa-138	10	55	perspective	perspective	NOUN
ijassa-138	10	56	[	[	X
ijassa-138	10	57	1	1	X
ijassa-138	10	58	]	]	PUNCT
ijassa-138	10	59	was	be	AUX
ijassa-138	10	60	released	release	VERB
ijassa-138	10	61	,	,	PUNCT
ijassa-138	10	62	although	although	SCONJ
ijassa-138	10	63	the	the	DET
ijassa-138	10	64	investors	investor	NOUN
ijassa-138	10	65	are	be	AUX
ijassa-138	10	66	worried	worried	ADJ
ijassa-138	10	67	regarding	regard	VERB
ijassa-138	10	68	the	the	DET
ijassa-138	10	69	possible	possible	ADJ
ijassa-138	10	70	abuse	abuse	NOUN
ijassa-138	10	71	of	of	ADP
ijassa-138	10	72	the	the	DET
ijassa-138	10	73	market	market	NOUN
ijassa-138	10	74	generated	generate	VERB
ijassa-138	10	75	by	by	ADP
ijassa-138	10	76	the	the	DET
ijassa-138	10	77	high	high	ADJ
ijassa-138	10	78	-	-	PUNCT
ijassa-138	10	79	frequency	frequency	NOUN
ijassa-138	10	80	trading	trading	NOUN
ijassa-138	10	81	(	(	PUNCT
ijassa-138	10	82	hft	hft	NOUN
ijassa-138	10	83	)	)	PUNCT
ijassa-138	10	84	and	and	CCONJ
ijassa-138	10	85	claims	claim	NOUN
ijassa-138	10	86	on	on	ADP
ijassa-138	10	87	market	market	NOUN
ijassa-138	10	88	manipulation	manipulation	NOUN
ijassa-138	10	89	using	use	VERB
ijassa-138	10	90	hft	hft	NOUN
ijassa-138	10	91	techniques	technique	NOUN
ijassa-138	10	92	are	be	AUX
ijassa-138	10	93	reported	report	VERB
ijassa-138	10	94	by	by	ADP
ijassa-138	10	95	institutional	institutional	ADJ
ijassa-138	10	96	investors	investor	NOUN
ijassa-138	10	97	all	all	ADV
ijassa-138	10	98	over	over	ADP
ijassa-138	10	99	the	the	DET
ijassa-138	10	100	world	world	NOUN
ijassa-138	10	101	,	,	PUNCT
ijassa-138	10	102	it	it	PRON
ijassa-138	10	103	seems	seem	VERB
ijassa-138	10	104	like	like	SCONJ
ijassa-138	10	105	so	so	ADV
ijassa-138	10	106	far	far	ADV
ijassa-138	10	107	economic	economic	ADJ
ijassa-138	10	108	research	research	NOUN
ijassa-138	10	109	has	have	AUX
ijassa-138	10	110	provided	provide	VERB
ijassa-138	10	111	no	no	DET
ijassa-138	10	112	direct	direct	ADJ
ijassa-138	10	113	evidence	evidence	NOUN
ijassa-138	10	114	that	that	SCONJ
ijassa-138	10	115	hft	hft	PROPN
ijassa-138	10	116	has	have	AUX
ijassa-138	10	117	increased	increase	VERB
ijassa-138	10	118	market	market	NOUN
ijassa-138	10	119	abuse	abuse	NOUN
ijassa-138	10	120	,	,	PUNCT
ijassa-138	10	121	but	but	CCONJ
ijassa-138	10	122	the	the	DET
ijassa-138	10	123	authors	author	NOUN
ijassa-138	10	124	of	of	ADP
ijassa-138	10	125	the	the	DET
ijassa-138	10	126	report	report	NOUN
ijassa-138	10	127	also	also	ADV
ijassa-138	10	128	underlined	underline	VERB
ijassa-138	10	129	that	that	SCONJ
ijassa-138	10	130	the	the	DET
ijassa-138	10	131	research	research	NOUN
ijassa-138	10	132	regarding	regard	VERB
ijassa-138	10	133	the	the	DET
ijassa-138	10	134	measurement	measurement	NOUN
ijassa-138	10	135	of	of	ADP
ijassa-138	10	136	market	market	NOUN
ijassa-138	10	137	abuse	abuse	NOUN
ijassa-138	10	138	is	be	AUX
ijassa-138	10	139	at	at	ADP
ijassa-138	10	140	an	an	DET
ijassa-138	10	141	early	early	ADJ
ijassa-138	10	142	stage	stage	NOUN
ijassa-138	10	143	and	and	CCONJ
ijassa-138	10	144	incomplete	incomplete	ADJ
ijassa-138	10	145	,	,	PUNCT
ijassa-138	10	146	not	not	PART
ijassa-138	10	147	being	be	AUX
ijassa-138	10	148	the	the	DET
ijassa-138	10	149	main	main	ADJ
ijassa-138	10	150	focus	focus	NOUN
ijassa-138	10	151	of	of	ADP
ijassa-138	10	152	the	the	DET
ijassa-138	10	153	report	report	NOUN
ijassa-138	10	154	.	.	PUNCT
ijassa-138	11	1	furthermore	furthermore	ADV
ijassa-138	11	2	,	,	PUNCT
ijassa-138	11	3	brogaard	brogaard	X
ijassa-138	11	4	(	(	PUNCT
ijassa-138	11	5	2010	2010	NUM
ijassa-138	11	6	)	)	PUNCT
ijassa-138	11	7	[	[	X
ijassa-138	11	8	2	2	X
ijassa-138	11	9	]	]	PUNCT
ijassa-138	11	10	examines	examine	VERB
ijassa-138	11	11	the	the	DET
ijassa-138	11	12	impact	impact	NOUN
ijassa-138	11	13	of	of	ADP
ijassa-138	11	14	hft	hft	NOUN
ijassa-138	11	15	on	on	ADP
ijassa-138	11	16	the	the	DET
ijassa-138	11	17	u.s	u.s	PROPN
ijassa-138	11	18	.	.	PROPN
ijassa-138	11	19	equity	equity	NOUN
ijassa-138	11	20	markets	market	NOUN
ijassa-138	11	21	and	and	CCONJ
ijassa-138	11	22	the	the	DET
ijassa-138	11	23	results	result	NOUN
ijassa-138	11	24	show	show	VERB
ijassa-138	11	25	that	that	SCONJ
ijassa-138	11	26	hft	hft	NOUN
ijassa-138	11	27	activities	activity	NOUN
ijassa-138	11	28	are	be	AUX
ijassa-138	11	29	not	not	PART
ijassa-138	11	30	detrimental	detrimental	ADJ
ijassa-138	11	31	to	to	ADP
ijassa-138	11	32	non	non	ADJ
ijassa-138	11	33	-	-	ADJ
ijassa-138	11	34	hft	hft	ADJ
ijassa-138	11	35	activities	activity	NOUN
ijassa-138	11	36	and	and	CCONJ
ijassa-138	11	37	that	that	SCONJ
ijassa-138	11	38	hft	hft	NOUN
ijassa-138	11	39	tends	tend	VERB
ijassa-138	11	40	to	to	PART
ijassa-138	11	41	improve	improve	VERB
ijassa-138	11	42	market	market	NOUN
ijassa-138	11	43	quality	quality	NOUN
ijassa-138	11	44	.	.	PUNCT
ijassa-138	12	1	despite	despite	SCONJ
ijassa-138	12	2	the	the	DET
ijassa-138	12	3	lack	lack	NOUN
ijassa-138	12	4	of	of	ADP
ijassa-138	12	5	research	research	NOUN
ijassa-138	12	6	on	on	ADP
ijassa-138	12	7	this	this	DET
ijassa-138	12	8	subject	subject	NOUN
ijassa-138	12	9	,	,	PUNCT
ijassa-138	12	10	and	and	CCONJ
ijassa-138	12	11	even	even	ADV
ijassa-138	12	12	though	though	SCONJ
ijassa-138	12	13	the	the	DET
ijassa-138	12	14	abuse	abuse	NOUN
ijassa-138	12	15	is	be	AUX
ijassa-138	12	16	present	present	ADJ
ijassa-138	12	17	or	or	CCONJ
ijassa-138	12	18	not	not	PART
ijassa-138	12	19	in	in	ADP
ijassa-138	12	20	the	the	DET
ijassa-138	12	21	market	market	NOUN
ijassa-138	12	22	,	,	PUNCT
ijassa-138	12	23	regulators	regulator	NOUN
ijassa-138	12	24	and	and	CCONJ
ijassa-138	12	25	policy	policy	NOUN
ijassa-138	12	26	makers	maker	NOUN
ijassa-138	12	27	should	should	AUX
ijassa-138	12	28	take	take	VERB
ijassa-138	12	29	in	in	ADP
ijassa-138	12	30	consideration	consideration	NOUN
ijassa-138	12	31	the	the	DET
ijassa-138	12	32	perception	perception	NOUN
ijassa-138	12	33	of	of	ADP
ijassa-138	12	34	the	the	DET
ijassa-138	12	35	investors	investor	NOUN
ijassa-138	12	36	which	which	PRON
ijassa-138	12	37	show	show	VERB
ijassa-138	12	38	worries	worry	NOUN
ijassa-138	12	39	in	in	ADP
ijassa-138	12	40	this	this	DET
ijassa-138	12	41	regard	regard	NOUN
ijassa-138	12	42	,	,	PUNCT
ijassa-138	12	43	because	because	SCONJ
ijassa-138	12	44	this	this	PRON
ijassa-138	12	45	is	be	AUX
ijassa-138	12	46	what	what	PRON
ijassa-138	12	47	determines	determine	VERB
ijassa-138	12	48	trading	trading	NOUN
ijassa-138	12	49	behavior	behavior	NOUN
ijassa-138	12	50	,	,	PUNCT
ijassa-138	12	51	portfolio	portfolio	NOUN
ijassa-138	12	52	management	management	NOUN
ijassa-138	12	53	and	and	CCONJ
ijassa-138	12	54	investment	investment	NOUN
ijassa-138	12	55	decisions	decision	NOUN
ijassa-138	12	56	.	.	PUNCT
ijassa-138	13	1	thus	thus	ADV
ijassa-138	13	2	regulators	regulator	NOUN
ijassa-138	13	3	should	should	AUX
ijassa-138	13	4	increase	increase	VERB
ijassa-138	13	5	their	their	PRON
ijassa-138	13	6	ability	ability	NOUN
ijassa-138	13	7	to	to	PART
ijassa-138	13	8	detect	detect	VERB
ijassa-138	13	9	abuse	abuse	NOUN
ijassa-138	13	10	and	and	CCONJ
ijassa-138	13	11	obtain	obtain	VERB
ijassa-138	13	12	significant	significant	ADJ
ijassa-138	13	13	empirical	empirical	ADJ
ijassa-138	13	14	proof	proof	NOUN
ijassa-138	13	15	on	on	ADP
ijassa-138	13	16	either	either	CCONJ
ijassa-138	13	17	to	to	PART
ijassa-138	13	18	confirm	confirm	VERB
ijassa-138	13	19	or	or	CCONJ
ijassa-138	13	20	deny	deny	VERB
ijassa-138	13	21	the	the	DET
ijassa-138	13	22	manipulation	manipulation	NOUN
ijassa-138	13	23	related	relate	VERB
ijassa-138	13	24	to	to	ADP
ijassa-138	13	25	hft	hft	NOUN
ijassa-138	13	26	in	in	ADP
ijassa-138	13	27	order	order	NOUN
ijassa-138	13	28	to	to	PART
ijassa-138	13	29	restore	restore	VERB
ijassa-138	13	30	market	market	NOUN
ijassa-138	13	31	confidence	confidence	NOUN
ijassa-138	13	32	.	.	PUNCT
ijassa-138	14	1	market	market	NOUN
ijassa-138	14	2	abuse	abuse	NOUN
ijassa-138	14	3	through	through	ADP
ijassa-138	14	4	hft	hft	PROPN
ijassa-138	14	5	is	be	AUX
ijassa-138	14	6	studied	study	VERB
ijassa-138	14	7	by	by	ADP
ijassa-138	14	8	the	the	DET
ijassa-138	14	9	economists	economist	NOUN
ijassa-138	14	10	due	due	ADP
ijassa-138	14	11	to	to	ADP
ijassa-138	14	12	its	its	PRON
ijassa-138	14	13	implications	implication	NOUN
ijassa-138	14	14	on	on	ADP
ijassa-138	14	15	market	market	NOUN
ijassa-138	14	16	liquidity	liquidity	NOUN
ijassa-138	14	17	,	,	PUNCT
ijassa-138	14	18	volume	volume	NOUN
ijassa-138	14	19	,	,	PUNCT
ijassa-138	14	20	pricing	pricing	NOUN
ijassa-138	14	21	efficiency	efficiency	NOUN
ijassa-138	14	22	and	and	CCONJ
ijassa-138	14	23	even	even	ADV
ijassa-138	14	24	social	social	ADJ
ijassa-138	14	25	welfare	welfare	NOUN
ijassa-138	14	26	.	.	PUNCT
ijassa-138	15	1	according	accord	VERB
ijassa-138	15	2	to	to	ADP
ijassa-138	15	3	the	the	DET
ijassa-138	15	4	studies	study	NOUN
ijassa-138	15	5	conducted	conduct	VERB
ijassa-138	15	6	by	by	ADP
ijassa-138	15	7	cumming	cumme	VERB
ijassa-138	15	8	et	et	PROPN
ijassa-138	15	9	al	al	PROPN
ijassa-138	15	10	.	.	PROPN
ijassa-138	16	1	(	(	PUNCT
ijassa-138	16	2	2012	2012	NUM
ijassa-138	16	3	)	)	PUNCT
ijassa-138	17	1	[	[	X
ijassa-138	17	2	3	3	X
ijassa-138	17	3	]	]	PUNCT
ijassa-138	17	4	on	on	ADP
ijassa-138	17	5	the	the	DET
ijassa-138	17	6	possible	possible	ADJ
ijassa-138	17	7	risks	risk	NOUN
ijassa-138	17	8	of	of	ADP
ijassa-138	17	9	market	market	NOUN
ijassa-138	17	10	abuse	abuse	NOUN
ijassa-138	17	11	generated	generate	VERB
ijassa-138	17	12	by	by	ADP
ijassa-138	17	13	hft	hft	PROPN
ijassa-138	17	14	,	,	PUNCT
ijassa-138	17	15	the	the	DET
ijassa-138	17	16	authors	author	NOUN
ijassa-138	17	17	find	find	VERB
ijassa-138	17	18	that	that	SCONJ
ijassa-138	17	19	hft	hft	PROPN
ijassa-138	17	20	lead	lead	NOUN
ijassa-138	17	21	to	to	ADP
ijassa-138	17	22	lower	low	ADJ
ijassa-138	17	23	incidence	incidence	NOUN
ijassa-138	17	24	of	of	ADP
ijassa-138	17	25	manipulation	manipulation	NOUN
ijassa-138	17	26	,	,	PUNCT
ijassa-138	17	27	as	as	ADP
ijassa-138	17	28	also	also	ADV
ijassa-138	17	29	another	another	DET
ijassa-138	17	30	study	study	NOUN
ijassa-138	17	31	conducted	conduct	VERB
ijassa-138	17	32	by	by	ADP
ijassa-138	17	33	aitken	aitken	PROPN
ijassa-138	17	34	et	et	PROPN
ijassa-138	17	35	al	al	PROPN
ijassa-138	17	36	.	.	PROPN
ijassa-138	18	1	(	(	PUNCT
ijassa-138	18	2	2012	2012	NUM
ijassa-138	18	3	)	)	PUNCT
ijassa-138	19	1	[	[	X
ijassa-138	19	2	4	4	X
ijassa-138	19	3	]	]	PUNCT
ijassa-138	19	4	reports	report	VERB
ijassa-138	19	5	that	that	SCONJ
ijassa-138	19	6	hft	hft	NOUN
ijassa-138	19	7	improves	improve	VERB
ijassa-138	19	8	market	market	NOUN
ijassa-138	19	9	efficiency	efficiency	NOUN
ijassa-138	19	10	without	without	ADP
ijassa-138	19	11	harming	harm	VERB
ijassa-138	19	12	the	the	DET
ijassa-138	19	13	market	market	NOUN
ijassa-138	19	14	integrity	integrity	NOUN
ijassa-138	19	15	.	.	PUNCT
ijassa-138	20	1	the	the	DET
ijassa-138	20	2	papers	paper	NOUN
ijassa-138	20	3	mentioned	mention	VERB
ijassa-138	20	4	above	above	ADP
ijassa-138	20	5	analyze	analyze	VERB
ijassa-138	20	6	market	market	NOUN
ijassa-138	20	7	abuse	abuse	NOUN
ijassa-138	20	8	at	at	ADP
ijassa-138	20	9	the	the	DET
ijassa-138	20	10	end	end	NOUN
ijassa-138	20	11	of	of	ADP
ijassa-138	20	12	the	the	DET
ijassa-138	20	13	trading	trading	NOUN
ijassa-138	20	14	day	day	NOUN
ijassa-138	20	15	,	,	PUNCT
ijassa-138	20	16	while	while	SCONJ
ijassa-138	20	17	empirical	empirical	ADJ
ijassa-138	20	18	studies	study	NOUN
ijassa-138	20	19	for	for	ADP
ijassa-138	20	20	the	the	DET
ijassa-138	20	21	hft	hft	PROPN
ijassa-138	20	22	market	market	NOUN
ijassa-138	20	23	abuse	abuse	NOUN
ijassa-138	20	24	during	during	ADP
ijassa-138	20	25	the	the	DET
ijassa-138	20	26	continuous	continuous	ADJ
ijassa-138	20	27	trading	trading	NOUN
ijassa-138	20	28	period	period	NOUN
ijassa-138	20	29	have	have	AUX
ijassa-138	20	30	not	not	PART
ijassa-138	20	31	been	be	AUX
ijassa-138	20	32	conducted	conduct	VERB
ijassa-138	20	33	yet	yet	ADV
ijassa-138	20	34	.	.	PUNCT
ijassa-138	21	1	these	these	DET
ijassa-138	21	2	results	result	NOUN
ijassa-138	21	3	are	be	AUX
ijassa-138	21	4	in	in	ADP
ijassa-138	21	5	contrast	contrast	NOUN
ijassa-138	21	6	with	with	ADP
ijassa-138	21	7	the	the	DET
ijassa-138	21	8	surveys	survey	NOUN
ijassa-138	21	9	regarding	regard	VERB
ijassa-138	21	10	the	the	DET
ijassa-138	21	11	perception	perception	NOUN
ijassa-138	21	12	of	of	ADP
ijassa-138	21	13	the	the	DET
ijassa-138	21	14	investors	investor	NOUN
ijassa-138	21	15	over	over	ADP
ijassa-138	21	16	the	the	DET
ijassa-138	21	17	degree	degree	NOUN
ijassa-138	21	18	of	of	ADP
ijassa-138	21	19	manipulation	manipulation	NOUN
ijassa-138	21	20	in	in	ADP
ijassa-138	21	21	the	the	DET
ijassa-138	21	22	market	market	NOUN
ijassa-138	21	23	generated	generate	VERB
ijassa-138	21	24	by	by	ADP
ijassa-138	21	25	hft	hft	PROPN
ijassa-138	21	26	,	,	PUNCT
ijassa-138	21	27	which	which	PRON
ijassa-138	21	28	were	be	AUX
ijassa-138	21	29	conducted	conduct	VERB
ijassa-138	21	30	on	on	ADP
ijassa-138	21	31	the	the	DET
ijassa-138	21	32	stock	stock	NOUN
ijassa-138	21	33	markets	market	NOUN
ijassa-138	21	34	all	all	ADV
ijassa-138	21	35	over	over	ADP
ijassa-138	21	36	the	the	DET
ijassa-138	21	37	world	world	NOUN
ijassa-138	21	38	,	,	PUNCT
ijassa-138	21	39	and	and	CCONJ
ijassa-138	21	40	which	which	PRON
ijassa-138	21	41	underline	underline	VERB
ijassa-138	21	42	the	the	DET
ijassa-138	21	43	considerable	considerable	ADJ
ijassa-138	21	44	concerns	concern	NOUN
ijassa-138	21	45	showed	show	VERB
ijassa-138	21	46	by	by	ADP
ijassa-138	21	47	the	the	DET
ijassa-138	21	48	large	large	ADJ
ijassa-138	21	49	investors	investor	NOUN
ijassa-138	21	50	regarding	regard	VERB
ijassa-138	21	51	the	the	DET
ijassa-138	21	52	market	market	NOUN
ijassa-138	21	53	abuse	abuse	NOUN
ijassa-138	21	54	and	and	CCONJ
ijassa-138	21	55	the	the	DET
ijassa-138	21	56	lack	lack	NOUN
ijassa-138	21	57	of	of	ADP
ijassa-138	21	58	action	action	NOUN
ijassa-138	21	59	and	and	CCONJ
ijassa-138	21	60	detection	detection	NOUN
ijassa-138	21	61	of	of	ADP
ijassa-138	21	62	manipulation	manipulation	NOUN
ijassa-138	21	63	by	by	ADP
ijassa-138	21	64	the	the	DET
ijassa-138	21	65	regulators	regulator	NOUN
ijassa-138	21	66	.	.	PUNCT
ijassa-138	22	1	the	the	DET
ijassa-138	22	2	statistical	statistical	ADJ
ijassa-138	22	3	modeling	modeling	NOUN
ijassa-138	22	4	facts	fact	NOUN
ijassa-138	22	5	,	,	PUNCT
ijassa-138	22	6	models	model	NOUN
ijassa-138	22	7	and	and	CCONJ
ijassa-138	22	8	challenges	challenge	NOUN
ijassa-138	22	9	for	for	ADP
ijassa-138	22	10	high	high	ADJ
ijassa-138	22	11	frequency	frequency	NOUN
ijassa-138	22	12	financial	financial	ADJ
ijassa-138	22	13	data	datum	NOUN
ijassa-138	22	14	have	have	AUX
ijassa-138	22	15	been	be	AUX
ijassa-138	22	16	studied	study	VERB
ijassa-138	22	17	by	by	ADP
ijassa-138	22	18	cont	cont	NOUN
ijassa-138	22	19	[	[	X
ijassa-138	22	20	5	5	NUM
ijassa-138	22	21	]	]	PUNCT
ijassa-138	22	22	who	who	PRON
ijassa-138	22	23	outlined	outline	VERB
ijassa-138	22	24	the	the	DET
ijassa-138	22	25	empirical	empirical	ADJ
ijassa-138	22	26	characteristics	characteristic	NOUN
ijassa-138	22	27	of	of	ADP
ijassa-138	22	28	high	high	ADJ
ijassa-138	22	29	frequency	frequency	NOUN
ijassa-138	22	30	financial	financial	ADJ
ijassa-138	22	31	time	time	NOUN
ijassa-138	22	32	series	series	NOUN
ijassa-138	22	33	,	,	PUNCT
ijassa-138	22	34	providing	provide	VERB
ijassa-138	22	35	an	an	DET
ijassa-138	22	36	overview	overview	NOUN
ijassa-138	22	37	of	of	ADP
ijassa-138	22	38	stochastic	stochastic	ADJ
ijassa-138	22	39	models	model	NOUN
ijassa-138	22	40	for	for	ADP
ijassa-138	22	41	the	the	DET
ijassa-138	22	42	continuous	continuous	ADJ
ijassa-138	22	43	-	-	PUNCT
ijassa-138	22	44	time	time	NOUN
ijassa-138	22	45	dynamics	dynamic	NOUN
ijassa-138	22	46	of	of	ADP
ijassa-138	22	47	the	the	DET
ijassa-138	22	48	limit	limit	NOUN
ijassa-138	22	49	order	order	NOUN
ijassa-138	22	50	book	book	NOUN
ijassa-138	22	51	described	describe	VERB
ijassa-138	22	52	as	as	ADP
ijassa-138	22	53	queuing	queue	VERB
ijassa-138	22	54	systems	system	NOUN
ijassa-138	22	55	,	,	PUNCT
ijassa-138	22	56	pointing	point	VERB
ijassa-138	22	57	that	that	SCONJ
ijassa-138	22	58	the	the	DET
ijassa-138	22	59	gap	gap	NOUN
ijassa-138	22	60	between	between	ADP
ijassa-138	22	61	microstructure	microstructure	NOUN
ijassa-138	22	62	models	model	NOUN
ijassa-138	22	63	and	and	CCONJ
ijassa-138	22	64	stochastic	stochastic	NOUN
ijassa-138	22	65	models	model	NOUN
ijassa-138	22	66	should	should	AUX
ijassa-138	22	67	be	be	AUX
ijassa-138	22	68	filled	fill	VERB
ijassa-138	22	69	in	in	ADP
ijassa-138	22	70	by	by	ADP
ijassa-138	22	71	inputting	inputte	VERB
ijassa-138	22	72	theoretical	theoretical	ADJ
ijassa-138	22	73	issues	issue	NOUN
ijassa-138	22	74	from	from	ADP
ijassa-138	22	75	microstructure	microstructure	ADJ
ijassa-138	22	76	models	model	NOUN
ijassa-138	22	77	to	to	PART
ijassa-138	22	78	design	design	VERB
ijassa-138	22	79	new	new	ADJ
ijassa-138	22	80	stochastic	stochastic	NOUN
ijassa-138	22	81	models	model	NOUN
ijassa-138	22	82	with	with	ADP
ijassa-138	22	83	a	a	DET
ijassa-138	22	84	better	well	ADJ
ijassa-138	22	85	economic	economic	ADJ
ijassa-138	22	86	interpretation	interpretation	NOUN
ijassa-138	22	87	.	.	PUNCT
ijassa-138	23	1	furthermore	furthermore	ADV
ijassa-138	23	2	,	,	PUNCT
ijassa-138	23	3	ponta	ponta	PROPN
ijassa-138	23	4	et	et	PROPN
ijassa-138	23	5	al	al	PROPN
ijassa-138	23	6	.	.	PUNCT
ijassa-138	24	1	[	[	X
ijassa-138	24	2	6	6	NUM
ijassa-138	24	3	]	]	PUNCT
ijassa-138	24	4	propose	propose	VERB
ijassa-138	24	5	a	a	DET
ijassa-138	24	6	non	non	ADJ
ijassa-138	24	7	-	-	ADJ
ijassa-138	24	8	homogeneous	homogeneous	ADJ
ijassa-138	24	9	normal	normal	ADJ
ijassa-138	24	10	compound	compound	NOUN
ijassa-138	24	11	251	251	NUM
ijassa-138	24	12	advances	advance	NOUN
ijassa-138	24	13	in	in	ADP
ijassa-138	24	14	systems	system	NOUN
ijassa-138	24	15	science	science	NOUN
ijassa-138	24	16	and	and	CCONJ
ijassa-138	24	17	applications	application	NOUN
ijassa-138	24	18	(	(	PUNCT
ijassa-138	24	19	2013	2013	NUM
ijassa-138	24	20	)	)	PUNCT
ijassa-138	24	21	vol.13	vol.13	NOUN
ijassa-138	24	22	no.3	no.3	VERB
ijassa-138	24	23	poisson	poisson	NOUN
ijassa-138	24	24	process	process	NOUN
ijassa-138	24	25	for	for	ADP
ijassa-138	24	26	describing	describe	VERB
ijassa-138	24	27	non	non	ADJ
ijassa-138	24	28	-	-	ADJ
ijassa-138	24	29	stationary	stationary	ADJ
ijassa-138	24	30	returns	return	NOUN
ijassa-138	24	31	for	for	ADP
ijassa-138	24	32	high	high	ADJ
ijassa-138	24	33	-	-	PUNCT
ijassa-138	24	34	frequency	frequency	NOUN
ijassa-138	24	35	financial	financial	ADJ
ijassa-138	24	36	time	time	NOUN
ijassa-138	24	37	series	series	NOUN
ijassa-138	24	38	for	for	ADP
ijassa-138	24	39	the	the	DET
ijassa-138	24	40	italian	italian	ADJ
ijassa-138	24	41	stock	stock	NOUN
ijassa-138	24	42	exchange	exchange	NOUN
ijassa-138	24	43	,	,	PUNCT
ijassa-138	24	44	also	also	ADV
ijassa-138	24	45	testing	test	VERB
ijassa-138	24	46	if	if	SCONJ
ijassa-138	24	47	the	the	DET
ijassa-138	24	48	model	model	NOUN
ijassa-138	24	49	can	can	AUX
ijassa-138	24	50	reproduce	reproduce	VERB
ijassa-138	24	51	some	some	DET
ijassa-138	24	52	stylized	stylize	VERB
ijassa-138	24	53	facts	fact	NOUN
ijassa-138	24	54	of	of	ADP
ijassa-138	24	55	high	high	ADJ
ijassa-138	24	56	-	-	PUNCT
ijassa-138	24	57	frequency	frequency	NOUN
ijassa-138	24	58	financial	financial	ADJ
ijassa-138	24	59	time	time	NOUN
ijassa-138	24	60	series	series	NOUN
ijassa-138	24	61	.	.	PUNCT
ijassa-138	25	1	in	in	ADP
ijassa-138	25	2	order	order	NOUN
ijassa-138	25	3	to	to	PART
ijassa-138	25	4	model	model	VERB
ijassa-138	25	5	the	the	DET
ijassa-138	25	6	high	high	ADJ
ijassa-138	25	7	-	-	PUNCT
ijassa-138	25	8	frequency	frequency	NOUN
ijassa-138	25	9	foreign	foreign	ADJ
ijassa-138	25	10	exchange	exchange	NOUN
ijassa-138	25	11	market	market	NOUN
ijassa-138	25	12	,	,	PUNCT
ijassa-138	25	13	aloud	aloud	ADV
ijassa-138	25	14	et	et	PROPN
ijassa-138	25	15	al	al	PROPN
ijassa-138	25	16	.	.	PUNCT
ijassa-138	26	1	[	[	X
ijassa-138	26	2	7	7	X
ijassa-138	26	3	]	]	PUNCT
ijassa-138	26	4	constructed	construct	VERB
ijassa-138	26	5	an	an	DET
ijassa-138	26	6	agentbased	agentbase	VERB
ijassa-138	26	7	model	model	NOUN
ijassa-138	26	8	which	which	PRON
ijassa-138	26	9	is	be	AUX
ijassa-138	26	10	able	able	ADJ
ijassa-138	26	11	to	to	PART
ijassa-138	26	12	reproduce	reproduce	VERB
ijassa-138	26	13	the	the	DET
ijassa-138	26	14	stylized	stylize	VERB
ijassa-138	26	15	facts	fact	NOUN
ijassa-138	26	16	of	of	ADP
ijassa-138	26	17	the	the	DET
ijassa-138	26	18	trading	trading	NOUN
ijassa-138	26	19	activity	activity	NOUN
ijassa-138	26	20	on	on	ADP
ijassa-138	26	21	the	the	DET
ijassa-138	26	22	foreign	foreign	ADJ
ijassa-138	26	23	exchange	exchange	NOUN
ijassa-138	26	24	market	market	NOUN
ijassa-138	26	25	,	,	PUNCT
ijassa-138	26	26	by	by	ADP
ijassa-138	26	27	using	use	VERB
ijassa-138	26	28	zero	zero	NUM
ijassa-138	26	29	-	-	PUNCT
ijassa-138	26	30	intelligence	intelligence	NOUN
ijassa-138	26	31	directional	directional	ADJ
ijassa-138	26	32	-	-	PUNCT
ijassa-138	26	33	change	change	NOUN
ijassa-138	26	34	event	event	NOUN
ijassa-138	26	35	trading	trading	NOUN
ijassa-138	26	36	strategy	strategy	NOUN
ijassa-138	26	37	.	.	PUNCT
ijassa-138	27	1	according	accord	VERB
ijassa-138	27	2	to	to	ADP
ijassa-138	27	3	the	the	DET
ijassa-138	27	4	results	result	NOUN
ijassa-138	27	5	obtained	obtain	VERB
ijassa-138	27	6	by	by	ADP
ijassa-138	27	7	li	li	PROPN
ijassa-138	27	8	and	and	CCONJ
ijassa-138	27	9	krause	krause	PROPN
ijassa-138	27	10	(	(	PUNCT
ijassa-138	27	11	2009	2009	NUM
ijassa-138	27	12	)	)	PUNCT
ijassa-138	28	1	[	[	X
ijassa-138	28	2	8	8	NUM
ijassa-138	28	3	]	]	PUNCT
ijassa-138	28	4	by	by	ADP
ijassa-138	28	5	comparing	compare	VERB
ijassa-138	28	6	the	the	DET
ijassa-138	28	7	market	market	NOUN
ijassa-138	28	8	structures	structure	NOUN
ijassa-138	28	9	with	with	ADP
ijassa-138	28	10	near	near	ADV
ijassa-138	28	11	-	-	PUNCT
ijassa-138	28	12	zero	zero	NUM
ijassa-138	28	13	-	-	PUNCT
ijassa-138	28	14	intelligence	intelligence	NOUN
ijassa-138	28	15	traders	trader	NOUN
ijassa-138	28	16	with	with	ADP
ijassa-138	28	17	the	the	DET
ijassa-138	28	18	use	use	NOUN
ijassa-138	28	19	of	of	ADP
ijassa-138	28	20	agentbased	agentbase	VERB
ijassa-138	28	21	model	model	NOUN
ijassa-138	28	22	simulations	simulation	NOUN
ijassa-138	28	23	,	,	PUNCT
ijassa-138	28	24	they	they	PRON
ijassa-138	28	25	have	have	AUX
ijassa-138	28	26	observed	observe	VERB
ijassa-138	28	27	that	that	SCONJ
ijassa-138	28	28	the	the	DET
ijassa-138	28	29	properties	property	NOUN
ijassa-138	28	30	of	of	ADP
ijassa-138	28	31	returns	return	NOUN
ijassa-138	28	32	arising	arise	VERB
ijassa-138	28	33	in	in	ADP
ijassa-138	28	34	double	double	ADJ
ijassa-138	28	35	auction	auction	NOUN
ijassa-138	28	36	markets	market	NOUN
ijassa-138	28	37	are	be	AUX
ijassa-138	28	38	not	not	PART
ijassa-138	28	39	very	very	ADV
ijassa-138	28	40	sensitive	sensitive	ADJ
ijassa-138	28	41	to	to	ADP
ijassa-138	28	42	the	the	DET
ijassa-138	28	43	trading	trading	NOUN
ijassa-138	28	44	rules	rule	NOUN
ijassa-138	28	45	employed	employ	VERB
ijassa-138	28	46	.	.	PUNCT
ijassa-138	29	1	also	also	ADV
ijassa-138	29	2	,	,	PUNCT
ijassa-138	29	3	sunder	sunder	X
ijassa-138	29	4	(	(	PUNCT
ijassa-138	29	5	2004	2004	NUM
ijassa-138	29	6	)	)	PUNCT
ijassa-138	30	1	[	[	X
ijassa-138	30	2	9	9	NUM
ijassa-138	30	3	]	]	PUNCT
ijassa-138	30	4	underlines	underline	VERB
ijassa-138	30	5	that	that	PRON
ijassa-138	30	6	artificial	artificial	ADJ
ijassa-138	30	7	and	and	CCONJ
ijassa-138	30	8	computer	computer	NOUN
ijassa-138	30	9	intelligence	intelligence	NOUN
ijassa-138	30	10	are	be	AUX
ijassa-138	30	11	very	very	ADV
ijassa-138	30	12	important	important	ADJ
ijassa-138	30	13	in	in	ADP
ijassa-138	30	14	understanding	understand	VERB
ijassa-138	30	15	the	the	DET
ijassa-138	30	16	distinction	distinction	NOUN
ijassa-138	30	17	between	between	ADP
ijassa-138	30	18	individual	individual	ADJ
ijassa-138	30	19	behaviour	behaviour	NOUN
ijassa-138	30	20	and	and	CCONJ
ijassa-138	30	21	market	market	NOUN
ijassa-138	30	22	outcomes	outcome	NOUN
ijassa-138	30	23	,	,	PUNCT
ijassa-138	30	24	outlining	outline	VERB
ijassa-138	30	25	that	that	PRON
ijassa-138	30	26	computer	computer	NOUN
ijassa-138	30	27	simulations	simulation	NOUN
ijassa-138	30	28	helped	help	VERB
ijassa-138	30	29	to	to	PART
ijassa-138	30	30	discover	discover	VERB
ijassa-138	30	31	that	that	SCONJ
ijassa-138	30	32	allocative	allocative	ADJ
ijassa-138	30	33	efficiency	efficiency	NOUN
ijassa-138	30	34	is	be	AUX
ijassa-138	30	35	largely	largely	ADV
ijassa-138	30	36	independent	independent	ADJ
ijassa-138	30	37	of	of	ADP
ijassa-138	30	38	variations	variation	NOUN
ijassa-138	30	39	in	in	ADP
ijassa-138	30	40	individual	individual	ADJ
ijassa-138	30	41	behaviour	behaviour	NOUN
ijassa-138	30	42	under	under	ADP
ijassa-138	30	43	classical	classical	ADJ
ijassa-138	30	44	conditions	condition	NOUN
ijassa-138	30	45	,	,	PUNCT
ijassa-138	30	46	while	while	SCONJ
ijassa-138	30	47	herbert	herbert	PROPN
ijassa-138	30	48	simon	simon	PROPN
ijassa-138	30	49	was	be	AUX
ijassa-138	30	50	convinced	convince	VERB
ijassa-138	30	51	that	that	SCONJ
ijassa-138	30	52	“	"	PUNCT
ijassa-138	30	53	the	the	DET
ijassa-138	30	54	possibility	possibility	NOUN
ijassa-138	30	55	of	of	ADP
ijassa-138	30	56	building	build	VERB
ijassa-138	30	57	a	a	DET
ijassa-138	30	58	mathematical	mathematical	ADJ
ijassa-138	30	59	theory	theory	NOUN
ijassa-138	30	60	of	of	ADP
ijassa-138	30	61	a	a	DET
ijassa-138	30	62	system	system	NOUN
ijassa-138	30	63	or	or	CCONJ
ijassa-138	30	64	of	of	ADP
ijassa-138	30	65	simulating	simulate	VERB
ijassa-138	30	66	that	that	DET
ijassa-138	30	67	system	system	NOUN
ijassa-138	30	68	does	do	AUX
ijassa-138	30	69	not	not	PART
ijassa-138	30	70	depend	depend	VERB
ijassa-138	30	71	on	on	ADP
ijassa-138	30	72	having	have	VERB
ijassa-138	30	73	an	an	DET
ijassa-138	30	74	adequate	adequate	ADJ
ijassa-138	30	75	microtheory	microtheory	NOUN
ijassa-138	30	76	of	of	ADP
ijassa-138	30	77	the	the	DET
ijassa-138	30	78	natural	natural	ADJ
ijassa-138	30	79	laws	law	NOUN
ijassa-138	30	80	that	that	PRON
ijassa-138	30	81	govern	govern	VERB
ijassa-138	30	82	the	the	DET
ijassa-138	30	83	system	system	NOUN
ijassa-138	30	84	components	component	NOUN
ijassa-138	30	85	.	.	PUNCT
ijassa-138	31	1	such	such	DET
ijassa-138	31	2	a	a	DET
ijassa-138	31	3	microtheory	microtheory	NOUN
ijassa-138	31	4	might	might	AUX
ijassa-138	31	5	indeed	indeed	ADV
ijassa-138	31	6	be	be	AUX
ijassa-138	31	7	simply	simply	ADV
ijassa-138	31	8	irrelevant	irrelevant	ADJ
ijassa-138	31	9	”	"	PUNCT
ijassa-138	31	10	[	[	X
ijassa-138	31	11	9	9	NUM
ijassa-138	31	12	]	]	PUNCT
ijassa-138	31	13	.	.	PUNCT
ijassa-138	32	1	the	the	DET
ijassa-138	32	2	aim	aim	NOUN
ijassa-138	32	3	of	of	ADP
ijassa-138	32	4	our	our	PRON
ijassa-138	32	5	research	research	NOUN
ijassa-138	32	6	is	be	AUX
ijassa-138	32	7	to	to	PART
ijassa-138	32	8	identify	identify	VERB
ijassa-138	32	9	the	the	DET
ijassa-138	32	10	main	main	ADJ
ijassa-138	32	11	distinctions	distinction	NOUN
ijassa-138	32	12	between	between	ADP
ijassa-138	32	13	the	the	DET
ijassa-138	32	14	highfrequency	highfrequency	NOUN
ijassa-138	32	15	financial	financial	ADJ
ijassa-138	32	16	data	data	PROPN
ijassa-138	32	17	simulation	simulation	NOUN
ijassa-138	32	18	results	result	NOUN
ijassa-138	32	19	of	of	ADP
ijassa-138	32	20	two	two	NUM
ijassa-138	32	21	agent	agent	NOUN
ijassa-138	32	22	-	-	PUNCT
ijassa-138	32	23	based	base	VERB
ijassa-138	32	24	models	model	NOUN
ijassa-138	32	25	,	,	PUNCT
ijassa-138	32	26	one	one	NUM
ijassa-138	32	27	with	with	ADP
ijassa-138	32	28	intelligent	intelligent	ADJ
ijassa-138	32	29	agents	agent	NOUN
ijassa-138	32	30	and	and	CCONJ
ijassa-138	32	31	the	the	DET
ijassa-138	32	32	other	other	ADJ
ijassa-138	32	33	with	with	ADP
ijassa-138	32	34	zero	zero	NUM
ijassa-138	32	35	-	-	PUNCT
ijassa-138	32	36	intelligence	intelligence	NOUN
ijassa-138	32	37	agents	agent	NOUN
ijassa-138	32	38	.	.	PUNCT
ijassa-138	33	1	in	in	ADP
ijassa-138	33	2	order	order	NOUN
ijassa-138	33	3	to	to	PART
ijassa-138	33	4	achieve	achieve	VERB
ijassa-138	33	5	our	our	PRON
ijassa-138	33	6	research	research	NOUN
ijassa-138	33	7	aim	aim	NOUN
ijassa-138	33	8	,	,	PUNCT
ijassa-138	33	9	we	we	PRON
ijassa-138	33	10	use	use	VERB
ijassa-138	33	11	the	the	DET
ijassa-138	33	12	adaptive	adaptive	ADJ
ijassa-138	33	13	modeler	modeler	NOUN
ijassa-138	33	14	software	software	NOUN
ijassa-138	33	15	to	to	PART
ijassa-138	33	16	simulate	simulate	VERB
ijassa-138	33	17	the	the	DET
ijassa-138	33	18	two	two	NUM
ijassa-138	33	19	types	type	NOUN
ijassa-138	33	20	of	of	ADP
ijassa-138	33	21	agent	agent	NOUN
ijassa-138	33	22	-	-	PUNCT
ijassa-138	33	23	based	base	VERB
ijassa-138	33	24	market	market	NOUN
ijassa-138	33	25	models	model	NOUN
ijassa-138	33	26	-	-	PUNCT
ijassa-138	33	27	the	the	DET
ijassa-138	33	28	zero	zero	NUM
ijassa-138	33	29	-	-	PUNCT
ijassa-138	33	30	intelligence	intelligence	NOUN
ijassa-138	33	31	agent	agent	NOUN
ijassa-138	33	32	-	-	PUNCT
ijassa-138	33	33	based	base	VERB
ijassa-138	33	34	model	model	NOUN
ijassa-138	33	35	and	and	CCONJ
ijassa-138	33	36	the	the	DET
ijassa-138	33	37	intelligent	intelligent	ADJ
ijassa-138	33	38	agent	agent	NOUN
ijassa-138	33	39	-	-	PUNCT
ijassa-138	33	40	based	base	VERB
ijassa-138	33	41	model	model	NOUN
ijassa-138	33	42	-	-	PUNCT
ijassa-138	33	43	for	for	ADP
ijassa-138	33	44	price	price	NOUN
ijassa-138	33	45	forecasting	forecasting	NOUN
ijassa-138	33	46	of	of	ADP
ijassa-138	33	47	real	real	ADJ
ijassa-138	33	48	world	world	NOUN
ijassa-138	33	49	market	market	NOUN
ijassa-138	33	50	-	-	PUNCT
ijassa-138	33	51	traded	trade	VERB
ijassa-138	33	52	securities	security	NOUN
ijassa-138	33	53	such	such	ADJ
ijassa-138	33	54	as	as	ADP
ijassa-138	33	55	stocks	stock	NOUN
ijassa-138	33	56	.	.	PUNCT
ijassa-138	34	1	thus	thus	ADV
ijassa-138	34	2	,	,	PUNCT
ijassa-138	34	3	heterogeneous	heterogeneous	ADJ
ijassa-138	34	4	agents	agent	NOUN
ijassa-138	34	5	trade	trade	VERB
ijassa-138	34	6	a	a	DET
ijassa-138	34	7	stock	stock	NOUN
ijassa-138	34	8	floated	float	VERB
ijassa-138	34	9	on	on	ADP
ijassa-138	34	10	the	the	DET
ijassa-138	34	11	stock	stock	NOUN
ijassa-138	34	12	exchange	exchange	NOUN
ijassa-138	34	13	market	market	NOUN
ijassa-138	34	14	,	,	PUNCT
ijassa-138	34	15	placing	place	VERB
ijassa-138	34	16	orders	order	NOUN
ijassa-138	34	17	depending	depend	VERB
ijassa-138	34	18	on	on	ADP
ijassa-138	34	19	their	their	PRON
ijassa-138	34	20	budget	budget	NOUN
ijassa-138	34	21	constraints	constraint	NOUN
ijassa-138	34	22	and	and	CCONJ
ijassa-138	34	23	trading	trading	NOUN
ijassa-138	34	24	rules	rule	NOUN
ijassa-138	34	25	,	,	PUNCT
ijassa-138	34	26	where	where	SCONJ
ijassa-138	34	27	the	the	DET
ijassa-138	34	28	virtual	virtual	ADJ
ijassa-138	34	29	market	market	NOUN
ijassa-138	34	30	is	be	AUX
ijassa-138	34	31	simulated	simulate	VERB
ijassa-138	34	32	as	as	ADP
ijassa-138	34	33	a	a	DET
ijassa-138	34	34	double	double	ADJ
ijassa-138	34	35	auction	auction	NOUN
ijassa-138	34	36	market	market	NOUN
ijassa-138	34	37	.	.	PUNCT
ijassa-138	35	1	for	for	ADP
ijassa-138	35	2	the	the	DET
ijassa-138	35	3	intelligent	intelligent	ADJ
ijassa-138	35	4	agent	agent	NOUN
ijassa-138	35	5	-	-	PUNCT
ijassa-138	35	6	based	base	VERB
ijassa-138	35	7	model	model	NOUN
ijassa-138	35	8	,	,	PUNCT
ijassa-138	35	9	the	the	DET
ijassa-138	35	10	software	software	NOUN
ijassa-138	35	11	uses	use	VERB
ijassa-138	35	12	evolutionary	evolutionary	ADJ
ijassa-138	35	13	computing	computing	NOUN
ijassa-138	35	14	such	such	ADJ
ijassa-138	35	15	as	as	ADP
ijassa-138	35	16	the	the	DET
ijassa-138	35	17	strongly	strongly	ADV
ijassa-138	35	18	typed	type	VERB
ijassa-138	35	19	genetic	genetic	ADJ
ijassa-138	35	20	programming	programming	NOUN
ijassa-138	35	21	[	[	X
ijassa-138	35	22	10	10	NUM
ijassa-138	35	23	]	]	PUNCT
ijassa-138	35	24	in	in	ADP
ijassa-138	35	25	order	order	NOUN
ijassa-138	35	26	to	to	PART
ijassa-138	35	27	create	create	VERB
ijassa-138	35	28	adaptive	adaptive	ADJ
ijassa-138	35	29	,	,	PUNCT
ijassa-138	35	30	evolving	evolving	NOUN
ijassa-138	35	31	and	and	CCONJ
ijassa-138	35	32	self	self	NOUN
ijassa-138	35	33	-	-	PUNCT
ijassa-138	35	34	learning	learn	VERB
ijassa-138	35	35	market	market	NOUN
ijassa-138	35	36	modeling	modeling	NOUN
ijassa-138	35	37	and	and	CCONJ
ijassa-138	35	38	forecasting	forecasting	NOUN
ijassa-138	35	39	solutions	solution	NOUN
ijassa-138	35	40	,	,	PUNCT
ijassa-138	35	41	while	while	SCONJ
ijassa-138	35	42	for	for	ADP
ijassa-138	35	43	the	the	DET
ijassa-138	35	44	zero	zero	NUM
ijassa-138	35	45	-	-	PUNCT
ijassa-138	35	46	intelligence	intelligence	NOUN
ijassa-138	35	47	agent	agent	NOUN
ijassa-138	35	48	-	-	PUNCT
ijassa-138	35	49	based	base	VERB
ijassa-138	35	50	model	model	NOUN
ijassa-138	35	51	the	the	DET
ijassa-138	35	52	agents	agent	NOUN
ijassa-138	35	53	do	do	AUX
ijassa-138	35	54	not	not	PART
ijassa-138	35	55	breed	breed	VERB
ijassa-138	35	56	nor	nor	CCONJ
ijassa-138	35	57	evolve	evolve	VERB
ijassa-138	35	58	,	,	PUNCT
ijassa-138	35	59	as	as	SCONJ
ijassa-138	35	60	they	they	PRON
ijassa-138	35	61	trade	trade	VERB
ijassa-138	35	62	in	in	ADP
ijassa-138	35	63	a	a	DET
ijassa-138	35	64	random	random	ADJ
ijassa-138	35	65	manner	manner	NOUN
ijassa-138	35	66	.	.	PUNCT
ijassa-138	36	1	the	the	DET
ijassa-138	36	2	results	result	NOUN
ijassa-138	36	3	obtained	obtain	VERB
ijassa-138	36	4	from	from	ADP
ijassa-138	36	5	the	the	DET
ijassa-138	36	6	simulations	simulation	NOUN
ijassa-138	36	7	are	be	AUX
ijassa-138	36	8	compared	compare	VERB
ijassa-138	36	9	revealing	reveal	VERB
ijassa-138	36	10	that	that	SCONJ
ijassa-138	36	11	the	the	DET
ijassa-138	36	12	high	high	ADJ
ijassa-138	36	13	frequency	frequency	NOUN
ijassa-138	36	14	tick	tick	NOUN
ijassa-138	36	15	-	-	PUNCT
ijassa-138	36	16	by	by	ADP
ijassa-138	36	17	-	-	PUNCT
ijassa-138	36	18	tick	tick	NOUN
ijassa-138	36	19	data	datum	NOUN
ijassa-138	36	20	is	be	AUX
ijassa-138	36	21	best	well	ADV
ijassa-138	36	22	modeled	model	VERB
ijassa-138	36	23	by	by	ADP
ijassa-138	36	24	the	the	DET
ijassa-138	36	25	intelligent	intelligent	ADJ
ijassa-138	36	26	agent	agent	NOUN
ijassa-138	36	27	-	-	PUNCT
ijassa-138	36	28	based	base	VERB
ijassa-138	36	29	model	model	NOUN
ijassa-138	36	30	,	,	PUNCT
ijassa-138	36	31	although	although	SCONJ
ijassa-138	36	32	the	the	DET
ijassa-138	36	33	high	high	ADJ
ijassa-138	36	34	-	-	PUNCT
ijassa-138	36	35	frequency	frequency	NOUN
ijassa-138	36	36	data	datum	NOUN
ijassa-138	36	37	turns	turn	VERB
ijassa-138	36	38	out	out	ADP
ijassa-138	36	39	to	to	PART
ijassa-138	36	40	be	be	AUX
ijassa-138	36	41	very	very	ADV
ijassa-138	36	42	hard	hard	ADJ
ijassa-138	36	43	to	to	PART
ijassa-138	36	44	simulate	simulate	VERB
ijassa-138	36	45	and	and	CCONJ
ijassa-138	36	46	analyse	analyse	NOUN
ijassa-138	36	47	due	due	ADP
ijassa-138	36	48	to	to	ADP
ijassa-138	36	49	its	its	PRON
ijassa-138	36	50	particularities	particularity	NOUN
ijassa-138	36	51	which	which	PRON
ijassa-138	36	52	differentiate	differentiate	VERB
ijassa-138	36	53	them	they	PRON
ijassa-138	36	54	from	from	ADP
ijassa-138	36	55	daily	daily	ADJ
ijassa-138	36	56	data	datum	NOUN
ijassa-138	36	57	,	,	PUNCT
ijassa-138	36	58	such	such	ADJ
ijassa-138	36	59	as	as	ADP
ijassa-138	36	60	discrete	discrete	ADJ
ijassa-138	36	61	price	price	NOUN
ijassa-138	36	62	changes	change	NOUN
ijassa-138	36	63	,	,	PUNCT
ijassa-138	36	64	which	which	PRON
ijassa-138	36	65	are	be	AUX
ijassa-138	36	66	multiples	multiple	NOUN
ijassa-138	36	67	of	of	ADP
ijassa-138	36	68	the	the	DET
ijassa-138	36	69	minimum	minimum	ADJ
ijassa-138	36	70	price	price	NOUN
ijassa-138	36	71	increment	increment	NOUN
ijassa-138	36	72	,	,	PUNCT
ijassa-138	36	73	thus	thus	ADV
ijassa-138	36	74	the	the	DET
ijassa-138	36	75	price	price	NOUN
ijassa-138	36	76	changes	change	NOUN
ijassa-138	36	77	are	be	AUX
ijassa-138	36	78	not	not	PART
ijassa-138	36	79	independent	independent	ADJ
ijassa-138	36	80	.	.	PUNCT
ijassa-138	37	1	to	to	ADP
ijassa-138	37	2	the	the	DET
ijassa-138	37	3	best	good	ADJ
ijassa-138	37	4	of	of	ADP
ijassa-138	37	5	our	our	PRON
ijassa-138	37	6	knowledge	knowledge	NOUN
ijassa-138	37	7	,	,	PUNCT
ijassa-138	37	8	none	none	NOUN
ijassa-138	37	9	of	of	ADP
ijassa-138	37	10	the	the	DET
ijassa-138	37	11	works	work	NOUN
ijassa-138	37	12	in	in	ADP
ijassa-138	37	13	the	the	DET
ijassa-138	37	14	literature	literature	NOUN
ijassa-138	37	15	have	have	AUX
ijassa-138	37	16	attemptd	attemptd	VERB
ijassa-138	37	17	.	.	PUNCT
ijassa-138	38	1	dezsi	dezsi	NOUN
ijassa-138	38	2	,	,	PUNCT
ijassa-138	38	3	e.scarlat	e.scarlat	ADJ
ijassa-138	38	4	and	and	CCONJ
ijassa-138	38	5	i.	i.	PROPN
ijassa-138	38	6	măries	mărie	NOUN
ijassa-138	38	7	:	:	PUNCT
ijassa-138	38	8	agent	agent	NOUN
ijassa-138	38	9	-	-	PUNCT
ijassa-138	38	10	based	base	VERB
ijassa-138	38	11	models	model	NOUN
ijassa-138	38	12	simulations	simulation	NOUN
ijassa-138	38	13	for	for	ADP
ijassa-138	38	14	high	high	ADJ
ijassa-138	38	15	...	...	PUNCT
ijassa-138	38	16	252	252	NUM
ijassa-138	38	17	ed	ed	NOUN
ijassa-138	38	18	to	to	PART
ijassa-138	38	19	compare	compare	VERB
ijassa-138	38	20	the	the	DET
ijassa-138	38	21	results	result	NOUN
ijassa-138	38	22	obtained	obtain	VERB
ijassa-138	38	23	from	from	ADP
ijassa-138	38	24	simulating	simulate	VERB
ijassa-138	38	25	zero	zero	NUM
ijassa-138	38	26	-	-	PUNCT
ijassa-138	38	27	intelligence	intelligence	NOUN
ijassa-138	38	28	agent	agent	NOUN
ijassa-138	38	29	-	-	PUNCT
ijassa-138	38	30	based	base	VERB
ijassa-138	38	31	models	model	NOUN
ijassa-138	38	32	with	with	ADP
ijassa-138	38	33	the	the	DET
ijassa-138	38	34	results	result	NOUN
ijassa-138	38	35	obtained	obtain	VERB
ijassa-138	38	36	from	from	ADP
ijassa-138	38	37	simulating	simulate	VERB
ijassa-138	38	38	intelligent	intelligent	ADJ
ijassa-138	38	39	agent	agent	NOUN
ijassa-138	38	40	-	-	PUNCT
ijassa-138	38	41	based	base	VERB
ijassa-138	38	42	models	model	NOUN
ijassa-138	38	43	for	for	ADP
ijassa-138	38	44	high	high	ADJ
ijassa-138	38	45	frequency	frequency	NOUN
ijassa-138	38	46	financial	financial	ADJ
ijassa-138	38	47	data	datum	NOUN
ijassa-138	38	48	.	.	PUNCT
ijassa-138	39	1	the	the	DET
ijassa-138	39	2	organization	organization	NOUN
ijassa-138	39	3	of	of	ADP
ijassa-138	39	4	this	this	DET
ijassa-138	39	5	paper	paper	NOUN
ijassa-138	39	6	is	be	AUX
ijassa-138	39	7	as	as	SCONJ
ijassa-138	39	8	follows	follow	VERB
ijassa-138	39	9	.	.	PUNCT
ijassa-138	40	1	section	section	NOUN
ijassa-138	40	2	2	2	NUM
ijassa-138	40	3	provides	provide	VERB
ijassa-138	40	4	an	an	DET
ijassa-138	40	5	overview	overview	NOUN
ijassa-138	40	6	of	of	ADP
ijassa-138	40	7	the	the	DET
ijassa-138	40	8	high	high	ADJ
ijassa-138	40	9	frequency	frequency	NOUN
ijassa-138	40	10	financial	financial	ADJ
ijassa-138	40	11	data	datum	NOUN
ijassa-138	40	12	and	and	CCONJ
ijassa-138	40	13	its	its	PRON
ijassa-138	40	14	statistical	statistical	ADJ
ijassa-138	40	15	properties	property	NOUN
ijassa-138	40	16	,	,	PUNCT
ijassa-138	40	17	section	section	NOUN
ijassa-138	40	18	3	3	NUM
ijassa-138	40	19	describes	describe	VERB
ijassa-138	40	20	the	the	DET
ijassa-138	40	21	datasets	dataset	NOUN
ijassa-138	40	22	used	use	VERB
ijassa-138	40	23	in	in	ADP
ijassa-138	40	24	this	this	DET
ijassa-138	40	25	study	study	NOUN
ijassa-138	40	26	,	,	PUNCT
ijassa-138	40	27	section	section	NOUN
ijassa-138	40	28	4	4	NUM
ijassa-138	40	29	presents	present	VERB
ijassa-138	40	30	the	the	DET
ijassa-138	40	31	agent	agent	NOUN
ijassa-138	40	32	-	-	PUNCT
ijassa-138	40	33	based	base	VERB
ijassa-138	40	34	models	model	NOUN
ijassa-138	40	35	used	use	VERB
ijassa-138	40	36	in	in	ADP
ijassa-138	40	37	the	the	DET
ijassa-138	40	38	simulations	simulation	NOUN
ijassa-138	40	39	,	,	PUNCT
ijassa-138	40	40	while	while	SCONJ
ijassa-138	40	41	the	the	DET
ijassa-138	40	42	results	result	NOUN
ijassa-138	40	43	of	of	ADP
ijassa-138	40	44	the	the	DET
ijassa-138	40	45	simulations	simulation	NOUN
ijassa-138	40	46	that	that	PRON
ijassa-138	40	47	have	have	AUX
ijassa-138	40	48	been	be	AUX
ijassa-138	40	49	performed	perform	VERB
ijassa-138	40	50	are	be	AUX
ijassa-138	40	51	presented	present	VERB
ijassa-138	40	52	in	in	ADP
ijassa-138	40	53	section	section	NOUN
ijassa-138	40	54	5	5	NUM
ijassa-138	40	55	,	,	PUNCT
ijassa-138	40	56	the	the	DET
ijassa-138	40	57	paper	paper	NOUN
ijassa-138	40	58	ending	end	VERB
ijassa-138	40	59	with	with	ADP
ijassa-138	40	60	the	the	DET
ijassa-138	40	61	conclusions	conclusion	NOUN
ijassa-138	40	62	and	and	CCONJ
ijassa-138	40	63	avenues	avenue	NOUN
ijassa-138	40	64	for	for	ADP
ijassa-138	40	65	future	future	ADJ
ijassa-138	40	66	work	work	NOUN
ijassa-138	40	67	.	.	PUNCT
ijassa-138	41	1	2	2	NUM
ijassa-138	41	2	high	high	ADJ
ijassa-138	41	3	frequency	frequency	NOUN
ijassa-138	41	4	financial	financial	ADJ
ijassa-138	41	5	data	datum	NOUN
ijassa-138	41	6	and	and	CCONJ
ijassa-138	41	7	their	their	PRON
ijassa-138	41	8	statistical	statistical	ADJ
ijassa-138	41	9	properties	property	NOUN
ijassa-138	41	10	the	the	DET
ijassa-138	41	11	high	high	ADJ
ijassa-138	41	12	frequency	frequency	NOUN
ijassa-138	41	13	financial	financial	ADJ
ijassa-138	41	14	data	datum	NOUN
ijassa-138	41	15	or	or	CCONJ
ijassa-138	41	16	high	high	ADJ
ijassa-138	41	17	frequency	frequency	NOUN
ijassa-138	41	18	trading	trading	NOUN
ijassa-138	41	19	(	(	PUNCT
ijassa-138	41	20	hft	hft	NOUN
ijassa-138	41	21	)	)	PUNCT
ijassa-138	41	22	represents	represent	VERB
ijassa-138	41	23	a	a	DET
ijassa-138	41	24	subset	subset	NOUN
ijassa-138	41	25	of	of	ADP
ijassa-138	41	26	algorithmic	algorithmic	ADJ
ijassa-138	41	27	trading	trading	NOUN
ijassa-138	41	28	or	or	CCONJ
ijassa-138	41	29	a	a	DET
ijassa-138	41	30	trading	trading	NOUN
ijassa-138	41	31	strategy	strategy	NOUN
ijassa-138	41	32	where	where	SCONJ
ijassa-138	41	33	a	a	DET
ijassa-138	41	34	large	large	ADJ
ijassa-138	41	35	number	number	NOUN
ijassa-138	41	36	of	of	ADP
ijassa-138	41	37	small	small	ADJ
ijassa-138	41	38	size	size	NOUN
ijassa-138	41	39	orders	order	NOUN
ijassa-138	41	40	are	be	AUX
ijassa-138	41	41	sent	send	VERB
ijassa-138	41	42	into	into	ADP
ijassa-138	41	43	the	the	DET
ijassa-138	41	44	market	market	NOUN
ijassa-138	41	45	at	at	ADP
ijassa-138	41	46	high	high	ADJ
ijassa-138	41	47	speed	speed	NOUN
ijassa-138	41	48	,	,	PUNCT
ijassa-138	41	49	therefore	therefore	ADV
ijassa-138	41	50	the	the	DET
ijassa-138	41	51	securities	security	NOUN
ijassa-138	41	52	are	be	AUX
ijassa-138	41	53	bought	buy	VERB
ijassa-138	41	54	and	and	CCONJ
ijassa-138	41	55	sold	sell	VERB
ijassa-138	41	56	by	by	ADP
ijassa-138	41	57	a	a	DET
ijassa-138	41	58	computer	computer	NOUN
ijassa-138	41	59	algorithm	algorithm	NOUN
ijassa-138	41	60	and	and	CCONJ
ijassa-138	41	61	held	hold	VERB
ijassa-138	41	62	for	for	ADP
ijassa-138	41	63	a	a	DET
ijassa-138	41	64	very	very	ADV
ijassa-138	41	65	short	short	ADJ
ijassa-138	41	66	period	period	NOUN
ijassa-138	41	67	,	,	PUNCT
ijassa-138	41	68	usually	usually	ADV
ijassa-138	41	69	seconds	second	NOUN
ijassa-138	41	70	or	or	CCONJ
ijassa-138	41	71	milliseconds	millisecond	NOUN
ijassa-138	41	72	.	.	PUNCT
ijassa-138	42	1	the	the	DET
ijassa-138	42	2	automated	automate	VERB
ijassa-138	42	3	trading	trading	NOUN
ijassa-138	42	4	applies	apply	VERB
ijassa-138	42	5	on	on	ADP
ijassa-138	42	6	the	the	DET
ijassa-138	42	7	order	order	NOUN
ijassa-138	42	8	-	-	PUNCT
ijassa-138	42	9	driven	drive	VERB
ijassa-138	42	10	electronic	electronic	ADJ
ijassa-138	42	11	platforms	platform	NOUN
ijassa-138	42	12	which	which	PRON
ijassa-138	42	13	aggregate	aggregate	VERB
ijassa-138	42	14	all	all	DET
ijassa-138	42	15	outstanding	outstanding	ADJ
ijassa-138	42	16	orders	order	NOUN
ijassa-138	42	17	in	in	ADP
ijassa-138	42	18	an	an	DET
ijassa-138	42	19	order	order	NOUN
ijassa-138	42	20	book	book	NOUN
ijassa-138	42	21	and	and	CCONJ
ijassa-138	42	22	market	market	NOUN
ijassa-138	42	23	orders	order	NOUN
ijassa-138	42	24	are	be	AUX
ijassa-138	42	25	executed	execute	VERB
ijassa-138	42	26	in	in	ADP
ijassa-138	42	27	a	a	DET
ijassa-138	42	28	mechanical	mechanical	ADJ
ijassa-138	42	29	manner	manner	NOUN
ijassa-138	42	30	,	,	PUNCT
ijassa-138	42	31	usually	usually	ADV
ijassa-138	42	32	a	a	DET
ijassa-138	42	33	double	double	ADJ
ijassa-138	42	34	auction	auction	NOUN
ijassa-138	42	35	mechanism	mechanism	NOUN
ijassa-138	42	36	on	on	ADP
ijassa-138	42	37	the	the	DET
ijassa-138	42	38	stock	stock	NOUN
ijassa-138	42	39	market	market	NOUN
ijassa-138	42	40	.	.	PUNCT
ijassa-138	43	1	for	for	ADP
ijassa-138	43	2	a	a	DET
ijassa-138	43	3	better	well	ADJ
ijassa-138	43	4	comprehension	comprehension	NOUN
ijassa-138	43	5	,	,	PUNCT
ijassa-138	43	6	table	table	NOUN
ijassa-138	43	7	1	1	NUM
ijassa-138	43	8	illustrates	illustrate	VERB
ijassa-138	43	9	the	the	DET
ijassa-138	43	10	hierarchy	hierarchy	NOUN
ijassa-138	43	11	of	of	ADP
ijassa-138	43	12	time	time	NOUN
ijassa-138	43	13	scales	scale	NOUN
ijassa-138	43	14	for	for	ADP
ijassa-138	43	15	financial	financial	ADJ
ijassa-138	43	16	data	datum	NOUN
ijassa-138	43	17	,	,	PUNCT
ijassa-138	43	18	as	as	SCONJ
ijassa-138	43	19	pointed	point	VERB
ijassa-138	43	20	out	out	ADP
ijassa-138	43	21	by	by	ADP
ijassa-138	43	22	cont	cont	NOUN
ijassa-138	43	23	in	in	ADP
ijassa-138	43	24	[	[	X
ijassa-138	43	25	5	5	NUM
ijassa-138	43	26	]	]	PUNCT
ijassa-138	43	27	,	,	PUNCT
ijassa-138	43	28	while	while	SCONJ
ijassa-138	43	29	thousand	thousand	NUM
ijassa-138	43	30	of	of	ADP
ijassa-138	43	31	buying	buying	NOUN
ijassa-138	43	32	or	or	CCONJ
ijassa-138	43	33	selling	selling	NOUN
ijassa-138	43	34	orders	order	NOUN
ijassa-138	43	35	are	be	AUX
ijassa-138	43	36	submitted	submit	VERB
ijassa-138	43	37	in	in	ADP
ijassa-138	43	38	a	a	DET
ijassa-138	43	39	10	10	NUM
ijassa-138	43	40	-	-	PUNCT
ijassa-138	43	41	second	second	NOUN
ijassa-138	43	42	interval	interval	NOUN
ijassa-138	43	43	.	.	PUNCT
ijassa-138	44	1	the	the	DET
ijassa-138	44	2	hft	hft	NOUN
ijassa-138	44	3	is	be	AUX
ijassa-138	44	4	one	one	NUM
ijassa-138	44	5	of	of	ADP
ijassa-138	44	6	the	the	DET
ijassa-138	44	7	most	most	ADV
ijassa-138	44	8	significant	significant	ADJ
ijassa-138	44	9	market	market	NOUN
ijassa-138	44	10	structure	structure	NOUN
ijassa-138	44	11	developments	development	NOUN
ijassa-138	44	12	in	in	ADP
ijassa-138	44	13	table	table	NOUN
ijassa-138	44	14	1	1	NUM
ijassa-138	44	15	financial	financial	ADJ
ijassa-138	44	16	data	datum	NOUN
ijassa-138	44	17	series	series	PROPN
ijassa-138	44	18	time	time	NOUN
ijassa-138	44	19	scales	scale	VERB
ijassa-138	44	20	regime	regime	NOUN
ijassa-138	44	21	time	time	NOUN
ijassa-138	44	22	scale	scale	NOUN
ijassa-138	44	23	issues	issue	NOUN
ijassa-138	44	24	ultra	ultra	ADJ
ijassa-138	44	25	-	-	ADJ
ijassa-138	44	26	high	high	ADJ
ijassa-138	44	27	frequency	frequency	NOUN
ijassa-138	44	28	(	(	PUNCT
ijassa-138	44	29	uhf	uhf	PROPN
ijassa-138	44	30	)	)	PUNCT
ijassa-138	44	31	10−3	10−3	NUM
ijassa-138	44	32	−	−	PROPN
ijassa-138	44	33	0.1s	0.1s	NOUN
ijassa-138	44	34	microstructure	microstructure	VERB
ijassa-138	44	35	high	high	ADJ
ijassa-138	44	36	frequency	frequency	NOUN
ijassa-138	44	37	(	(	PUNCT
ijassa-138	44	38	hf	hf	NOUN
ijassa-138	44	39	)	)	PUNCT
ijassa-138	44	40	1	1	NUM
ijassa-138	44	41	-	-	PUNCT
ijassa-138	44	42	100s	100s	PROPN
ijassa-138	44	43	trade	trade	NOUN
ijassa-138	44	44	execution	execution	NOUN
ijassa-138	44	45	daily	daily	ADJ
ijassa-138	44	46	103	103	NUM
ijassa-138	44	47	−	−	PROPN
ijassa-138	44	48	104s	104s	PROPN
ijassa-138	44	49	trading	trading	NOUN
ijassa-138	44	50	strategies	strategy	NOUN
ijassa-138	44	51	recent	recent	ADJ
ijassa-138	44	52	years	year	NOUN
ijassa-138	44	53	,	,	PUNCT
ijassa-138	44	54	as	as	SCONJ
ijassa-138	44	55	stated	state	VERB
ijassa-138	44	56	by	by	ADP
ijassa-138	44	57	the	the	DET
ijassa-138	44	58	securities	securities	PROPN
ijassa-138	44	59	and	and	CCONJ
ijassa-138	44	60	exchange	exchange	PROPN
ijassa-138	44	61	commission	commission	PROPN
ijassa-138	44	62	(	(	PUNCT
ijassa-138	44	63	sec	sec	PROPN
ijassa-138	44	64	)	)	PUNCT
ijassa-138	44	65	,	,	PUNCT
ijassa-138	44	66	but	but	CCONJ
ijassa-138	44	67	is	be	AUX
ijassa-138	44	68	also	also	ADV
ijassa-138	44	69	controversial	controversial	ADJ
ijassa-138	44	70	due	due	ADP
ijassa-138	44	71	to	to	ADP
ijassa-138	44	72	its	its	PRON
ijassa-138	44	73	divers	diver	NOUN
ijassa-138	44	74	impact	impact	NOUN
ijassa-138	44	75	on	on	ADP
ijassa-138	44	76	investors	investor	NOUN
ijassa-138	44	77	’	’	PART
ijassa-138	44	78	perception	perception	NOUN
ijassa-138	44	79	,	,	PUNCT
ijassa-138	44	80	which	which	PRON
ijassa-138	44	81	are	be	AUX
ijassa-138	44	82	worried	worried	ADJ
ijassa-138	44	83	about	about	ADP
ijassa-138	44	84	the	the	DET
ijassa-138	44	85	degree	degree	NOUN
ijassa-138	44	86	of	of	ADP
ijassa-138	44	87	manipulation	manipulation	NOUN
ijassa-138	44	88	in	in	ADP
ijassa-138	44	89	the	the	DET
ijassa-138	44	90	market	market	NOUN
ijassa-138	44	91	generated	generate	VERB
ijassa-138	44	92	by	by	ADP
ijassa-138	44	93	hft	hft	PROPN
ijassa-138	44	94	,	,	PUNCT
ijassa-138	44	95	according	accord	VERB
ijassa-138	44	96	to	to	ADP
ijassa-138	44	97	surveys	survey	NOUN
ijassa-138	44	98	conducted	conduct	VERB
ijassa-138	44	99	on	on	ADP
ijassa-138	44	100	the	the	DET
ijassa-138	44	101	stock	stock	NOUN
ijassa-138	44	102	markets	market	NOUN
ijassa-138	44	103	.	.	PUNCT
ijassa-138	45	1	despite	despite	SCONJ
ijassa-138	45	2	the	the	DET
ijassa-138	45	3	investors	investor	NOUN
ijassa-138	45	4	worries	worry	NOUN
ijassa-138	45	5	described	describe	VERB
ijassa-138	45	6	above	above	ADV
ijassa-138	45	7	,	,	PUNCT
ijassa-138	45	8	research	research	NOUN
ijassa-138	45	9	studies	study	NOUN
ijassa-138	45	10	on	on	ADP
ijassa-138	45	11	the	the	DET
ijassa-138	45	12	impact	impact	NOUN
ijassa-138	45	13	of	of	ADP
ijassa-138	45	14	hft	hft	NOUN
ijassa-138	45	15	over	over	ADP
ijassa-138	45	16	the	the	DET
ijassa-138	45	17	market	market	NOUN
ijassa-138	45	18	show	show	NOUN
ijassa-138	45	19	that	that	SCONJ
ijassa-138	45	20	hft	hft	PROPN
ijassa-138	45	21	tends	tend	VERB
ijassa-138	45	22	to	to	PART
ijassa-138	45	23	improve	improve	VERB
ijassa-138	45	24	market	market	NOUN
ijassa-138	45	25	quality	quality	NOUN
ijassa-138	46	1	[	[	X
ijassa-138	46	2	2	2	NUM
ijassa-138	46	3	]	]	PUNCT
ijassa-138	46	4	,	,	PUNCT
ijassa-138	46	5	while	while	SCONJ
ijassa-138	46	6	vuorenmaa	vuorenmaa	NOUN
ijassa-138	46	7	(	(	PUNCT
ijassa-138	46	8	2012	2012	NUM
ijassa-138	46	9	)	)	PUNCT
ijassa-138	47	1	[	[	X
ijassa-138	47	2	11	11	NUM
ijassa-138	47	3	]	]	PUNCT
ijassa-138	47	4	reached	reach	VERB
ijassa-138	47	5	the	the	DET
ijassa-138	47	6	conclusion	conclusion	NOUN
ijassa-138	47	7	that	that	SCONJ
ijassa-138	47	8	the	the	DET
ijassa-138	47	9	benefits	benefit	NOUN
ijassa-138	47	10	of	of	ADP
ijassa-138	47	11	the	the	DET
ijassa-138	47	12	hft	hft	NOUN
ijassa-138	47	13	have	have	AUX
ijassa-138	47	14	the	the	DET
ijassa-138	47	15	most	most	ADJ
ijassa-138	47	16	weight	weight	NOUN
ijassa-138	47	17	and	and	CCONJ
ijassa-138	47	18	dominate	dominate	VERB
ijassa-138	47	19	the	the	DET
ijassa-138	47	20	negative	negative	ADJ
ijassa-138	47	21	aspects	aspect	NOUN
ijassa-138	47	22	of	of	ADP
ijassa-138	47	23	hft	hft	PROPN
ijassa-138	47	24	.	.	PUNCT
ijassa-138	48	1	recently	recently	ADV
ijassa-138	48	2	,	,	PUNCT
ijassa-138	48	3	eu	eu	PROPN
ijassa-138	48	4	parliament	parliament	NOUN
ijassa-138	48	5	voted	vote	VERB
ijassa-138	48	6	in	in	ADP
ijassa-138	48	7	favour	favour	NOUN
ijassa-138	48	8	of	of	ADP
ijassa-138	48	9	mifid	mifid	ADJ
ijassa-138	48	10	ii	ii	NOUN
ijassa-138	48	11	,	,	PUNCT
ijassa-138	48	12	a	a	DET
ijassa-138	48	13	draft	draft	NOUN
ijassa-138	48	14	law	law	NOUN
ijassa-138	48	15	for	for	ADP
ijassa-138	48	16	strengthening	strengthen	VERB
ijassa-138	48	17	the	the	DET
ijassa-138	48	18	regulation	regulation	NOUN
ijassa-138	48	19	of	of	ADP
ijassa-138	48	20	hft	hft	NOUN
ijassa-138	48	21	and	and	CCONJ
ijassa-138	48	22	other	other	ADJ
ijassa-138	48	23	financial	financial	ADJ
ijassa-138	48	24	instruments	instrument	NOUN
ijassa-138	48	25	.	.	PUNCT
ijassa-138	49	1	the	the	DET
ijassa-138	49	2	new	new	ADJ
ijassa-138	49	3	rules	rule	NOUN
ijassa-138	49	4	will	will	AUX
ijassa-138	49	5	apply	apply	VERB
ijassa-138	49	6	starting	start	VERB
ijassa-138	49	7	with	with	ADP
ijassa-138	49	8	2014	2014	NUM
ijassa-138	49	9	and	and	CCONJ
ijassa-138	49	10	aims	aim	VERB
ijassa-138	49	11	to	to	PART
ijassa-138	49	12	reduce	reduce	VERB
ijassa-138	49	13	speculation	speculation	NOUN
ijassa-138	49	14	without	without	ADP
ijassa-138	49	15	harming	harm	VERB
ijassa-138	49	16	253	253	NUM
ijassa-138	49	17	advances	advance	NOUN
ijassa-138	49	18	in	in	ADP
ijassa-138	49	19	systems	system	NOUN
ijassa-138	49	20	science	science	NOUN
ijassa-138	49	21	and	and	CCONJ
ijassa-138	49	22	applications	application	NOUN
ijassa-138	49	23	(	(	PUNCT
ijassa-138	49	24	2013	2013	NUM
ijassa-138	49	25	)	)	PUNCT
ijassa-138	50	1	vol.13	vol.13	NOUN
ijassa-138	50	2	no.3	no.3	VERB
ijassa-138	50	3	the	the	DET
ijassa-138	50	4	real	real	ADJ
ijassa-138	50	5	economy	economy	NOUN
ijassa-138	50	6	,	,	PUNCT
ijassa-138	50	7	by	by	ADP
ijassa-138	50	8	introducing	introduce	VERB
ijassa-138	50	9	a	a	DET
ijassa-138	50	10	synchronised	synchronise	VERB
ijassa-138	50	11	clock	clock	NOUN
ijassa-138	50	12	for	for	ADP
ijassa-138	50	13	trading	trading	NOUN
ijassa-138	50	14	shares	share	NOUN
ijassa-138	50	15	,	,	PUNCT
ijassa-138	50	16	bonds	bond	NOUN
ijassa-138	50	17	,	,	PUNCT
ijassa-138	50	18	commodities	commodity	NOUN
ijassa-138	50	19	and	and	CCONJ
ijassa-138	50	20	other	other	ADJ
ijassa-138	50	21	instruments	instrument	NOUN
ijassa-138	50	22	across	across	ADP
ijassa-138	50	23	the	the	DET
ijassa-138	50	24	eu	eu	PROPN
ijassa-138	50	25	so	so	SCONJ
ijassa-138	50	26	regulators	regulator	NOUN
ijassa-138	50	27	can	can	AUX
ijassa-138	50	28	spot	spot	VERB
ijassa-138	50	29	abuses	abuse	NOUN
ijassa-138	50	30	more	more	ADV
ijassa-138	50	31	easily	easily	ADV
ijassa-138	50	32	in	in	ADP
ijassa-138	50	33	a	a	DET
ijassa-138	50	34	market	market	NOUN
ijassa-138	50	35	where	where	SCONJ
ijassa-138	50	36	many	many	ADJ
ijassa-138	50	37	exchanges	exchange	NOUN
ijassa-138	50	38	and	and	CCONJ
ijassa-138	50	39	platforms	platform	NOUN
ijassa-138	50	40	trade	trade	VERB
ijassa-138	50	41	the	the	DET
ijassa-138	50	42	same	same	ADJ
ijassa-138	50	43	shares	share	NOUN
ijassa-138	50	44	,	,	PUNCT
ijassa-138	50	45	and	and	CCONJ
ijassa-138	50	46	by	by	ADP
ijassa-138	50	47	extending	extend	VERB
ijassa-138	50	48	the	the	DET
ijassa-138	50	49	minimum	minimum	ADJ
ijassa-138	50	50	time	time	NOUN
ijassa-138	50	51	in	in	ADP
ijassa-138	50	52	which	which	PRON
ijassa-138	50	53	high	high	ADJ
ijassa-138	50	54	-	-	PUNCT
ijassa-138	50	55	frequency	frequency	NOUN
ijassa-138	50	56	orders	order	NOUN
ijassa-138	50	57	have	have	VERB
ijassa-138	50	58	to	to	PART
ijassa-138	50	59	remain	remain	VERB
ijassa-138	50	60	in	in	ADP
ijassa-138	50	61	the	the	DET
ijassa-138	50	62	market	market	NOUN
ijassa-138	50	63	from	from	ADP
ijassa-138	50	64	3	3	NUM
ijassa-138	50	65	milliseconds	millisecond	NOUN
ijassa-138	50	66	currently	currently	ADV
ijassa-138	50	67	to	to	ADP
ijassa-138	50	68	at	at	ADV
ijassa-138	50	69	least	least	ADV
ijassa-138	50	70	500	500	NUM
ijassa-138	50	71	milliseconds	millisecond	NOUN
ijassa-138	50	72	.	.	PUNCT
ijassa-138	51	1	that	that	DET
ijassa-138	51	2	way	way	NOUN
ijassa-138	51	3	,	,	PUNCT
ijassa-138	51	4	purely	purely	ADV
ijassa-138	51	5	speculative	speculative	ADJ
ijassa-138	51	6	business	business	NOUN
ijassa-138	51	7	with	with	ADP
ijassa-138	51	8	high	high	ADJ
ijassa-138	51	9	-	-	PUNCT
ijassa-138	51	10	frequency	frequency	NOUN
ijassa-138	51	11	transactions	transaction	NOUN
ijassa-138	51	12	will	will	AUX
ijassa-138	51	13	be	be	AUX
ijassa-138	51	14	discouraged	discourage	VERB
ijassa-138	51	15	.	.	PUNCT
ijassa-138	52	1	recall	recall	VERB
ijassa-138	52	2	that	that	DET
ijassa-138	52	3	high	high	ADJ
ijassa-138	52	4	-	-	PUNCT
ijassa-138	52	5	frequency	frequency	NOUN
ijassa-138	52	6	and	and	CCONJ
ijassa-138	52	7	algorithmic	algorithmic	ADJ
ijassa-138	52	8	trading	trading	NOUN
ijassa-138	52	9	impact	impact	NOUN
ijassa-138	52	10	on	on	ADP
ijassa-138	52	11	the	the	DET
ijassa-138	52	12	financial	financial	ADJ
ijassa-138	52	13	market	market	NOUN
ijassa-138	52	14	has	have	AUX
ijassa-138	52	15	raised	raise	VERB
ijassa-138	52	16	worries	worry	NOUN
ijassa-138	52	17	from	from	ADP
ijassa-138	52	18	behalf	behalf	NOUN
ijassa-138	52	19	of	of	ADP
ijassa-138	52	20	the	the	DET
ijassa-138	52	21	regulators	regulator	NOUN
ijassa-138	52	22	and	and	CCONJ
ijassa-138	52	23	the	the	DET
ijassa-138	52	24	investors	investor	NOUN
ijassa-138	52	25	since	since	SCONJ
ijassa-138	52	26	may	may	PROPN
ijassa-138	52	27	6	6	NUM
ijassa-138	52	28	,	,	PUNCT
ijassa-138	52	29	2010	2010	NUM
ijassa-138	52	30	,	,	PUNCT
ijassa-138	52	31	when	when	SCONJ
ijassa-138	52	32	about	about	ADP
ijassa-138	52	33	usd	usd	NOUN
ijassa-138	52	34	862	862	NUM
ijassa-138	52	35	billion	billion	NUM
ijassa-138	52	36	was	be	AUX
ijassa-138	52	37	erased	erase	VERB
ijassa-138	52	38	from	from	ADP
ijassa-138	52	39	stock	stock	NOUN
ijassa-138	52	40	values	value	NOUN
ijassa-138	52	41	in	in	ADP
ijassa-138	52	42	20	20	NUM
ijassa-138	52	43	minutes	minute	NOUN
ijassa-138	52	44	before	before	SCONJ
ijassa-138	52	45	share	share	NOUN
ijassa-138	52	46	prices	price	NOUN
ijassa-138	52	47	recovered	recover	VERB
ijassa-138	52	48	from	from	ADP
ijassa-138	52	49	the	the	DET
ijassa-138	52	50	plunge	plunge	NOUN
ijassa-138	52	51	,	,	PUNCT
ijassa-138	52	52	while	while	SCONJ
ijassa-138	52	53	on	on	ADP
ijassa-138	52	54	august	august	PROPN
ijassa-138	52	55	1	1	NUM
ijassa-138	52	56	,	,	PUNCT
ijassa-138	52	57	2012	2012	NUM
ijassa-138	52	58	a	a	DET
ijassa-138	52	59	trading	trading	NOUN
ijassa-138	52	60	malfunction	malfunction	NOUN
ijassa-138	52	61	at	at	ADP
ijassa-138	52	62	knight	knight	PROPN
ijassa-138	52	63	capital	capital	PROPN
ijassa-138	52	64	group	group	NOUN
ijassa-138	52	65	which	which	PRON
ijassa-138	52	66	poured	pour	VERB
ijassa-138	52	67	in	in	ADP
ijassa-138	52	68	the	the	DET
ijassa-138	52	69	market	market	NOUN
ijassa-138	52	70	unintended	unintended	ADJ
ijassa-138	52	71	orders	order	NOUN
ijassa-138	52	72	lead	lead	VERB
ijassa-138	52	73	to	to	ADP
ijassa-138	52	74	high	high	ADJ
ijassa-138	52	75	traded	trade	VERB
ijassa-138	52	76	volume	volume	NOUN
ijassa-138	52	77	and	and	CCONJ
ijassa-138	52	78	high	high	ADJ
ijassa-138	52	79	price	price	NOUN
ijassa-138	52	80	volatility	volatility	NOUN
ijassa-138	52	81	,	,	PUNCT
ijassa-138	52	82	which	which	PRON
ijassa-138	52	83	finally	finally	ADV
ijassa-138	52	84	led	lead	VERB
ijassa-138	52	85	to	to	ADP
ijassa-138	52	86	a	a	DET
ijassa-138	52	87	usd	usd	NOUN
ijassa-138	52	88	440	440	NUM
ijassa-138	52	89	million	million	NUM
ijassa-138	52	90	trading	trading	NOUN
ijassa-138	52	91	loss	loss	NOUN
ijassa-138	52	92	for	for	ADP
ijassa-138	52	93	the	the	DET
ijassa-138	52	94	company	company	NOUN
ijassa-138	52	95	.	.	PUNCT
ijassa-138	53	1	according	accord	VERB
ijassa-138	53	2	to	to	ADP
ijassa-138	53	3	a	a	DET
ijassa-138	53	4	study	study	NOUN
ijassa-138	53	5	conducted	conduct	VERB
ijassa-138	53	6	by	by	ADP
ijassa-138	53	7	beddington	beddington	PROPN
ijassa-138	53	8	in	in	ADP
ijassa-138	53	9	2012	2012	NUM
ijassa-138	53	10	[	[	X
ijassa-138	53	11	1	1	X
ijassa-138	53	12	]	]	PUNCT
ijassa-138	53	13	on	on	ADP
ijassa-138	53	14	the	the	DET
ijassa-138	53	15	impact	impact	NOUN
ijassa-138	53	16	of	of	ADP
ijassa-138	53	17	the	the	DET
ijassa-138	53	18	computer	computer	NOUN
ijassa-138	53	19	trading	trading	NOUN
ijassa-138	53	20	on	on	ADP
ijassa-138	53	21	the	the	DET
ijassa-138	53	22	financial	financial	ADJ
ijassa-138	53	23	markets	market	NOUN
ijassa-138	53	24	based	base	VERB
ijassa-138	53	25	on	on	ADP
ijassa-138	53	26	which	which	PRON
ijassa-138	53	27	the	the	DET
ijassa-138	53	28	report	report	NOUN
ijassa-138	53	29	entitled	entitle	VERB
ijassa-138	53	30	the	the	DET
ijassa-138	53	31	future	future	NOUN
ijassa-138	53	32	of	of	ADP
ijassa-138	53	33	computer	computer	NOUN
ijassa-138	53	34	trading	trading	NOUN
ijassa-138	53	35	in	in	ADP
ijassa-138	53	36	financial	financial	ADJ
ijassa-138	53	37	markets	market	NOUN
ijassa-138	53	38	-	-	PUNCT
ijassa-138	53	39	an	an	DET
ijassa-138	53	40	international	international	ADJ
ijassa-138	53	41	perspective	perspective	NOUN
ijassa-138	53	42	was	be	AUX
ijassa-138	53	43	released	release	VERB
ijassa-138	53	44	,	,	PUNCT
ijassa-138	53	45	although	although	SCONJ
ijassa-138	53	46	the	the	DET
ijassa-138	53	47	investors	investor	NOUN
ijassa-138	53	48	are	be	AUX
ijassa-138	53	49	very	very	ADV
ijassa-138	53	50	worried	worried	ADJ
ijassa-138	53	51	regarding	regard	VERB
ijassa-138	53	52	the	the	DET
ijassa-138	53	53	possible	possible	ADJ
ijassa-138	53	54	abuse	abuse	NOUN
ijassa-138	53	55	of	of	ADP
ijassa-138	53	56	the	the	DET
ijassa-138	53	57	market	market	NOUN
ijassa-138	53	58	generated	generate	VERB
ijassa-138	53	59	by	by	ADP
ijassa-138	53	60	the	the	DET
ijassa-138	53	61	hft	hft	NOUN
ijassa-138	53	62	,	,	PUNCT
ijassa-138	53	63	so	so	ADV
ijassa-138	53	64	far	far	ADV
ijassa-138	53	65	economic	economic	ADJ
ijassa-138	53	66	research	research	NOUN
ijassa-138	53	67	has	have	AUX
ijassa-138	53	68	provided	provide	VERB
ijassa-138	53	69	no	no	DET
ijassa-138	53	70	direct	direct	ADJ
ijassa-138	53	71	evidence	evidence	NOUN
ijassa-138	53	72	that	that	SCONJ
ijassa-138	53	73	hft	hft	PROPN
ijassa-138	53	74	has	have	AUX
ijassa-138	53	75	increased	increase	VERB
ijassa-138	53	76	market	market	NOUN
ijassa-138	53	77	abuse	abuse	NOUN
ijassa-138	53	78	.	.	PUNCT
ijassa-138	54	1	furthermore	furthermore	ADV
ijassa-138	54	2	,	,	PUNCT
ijassa-138	54	3	according	accord	VERB
ijassa-138	54	4	to	to	ADP
ijassa-138	54	5	the	the	DET
ijassa-138	54	6	studies	study	NOUN
ijassa-138	54	7	conducted	conduct	VERB
ijassa-138	54	8	by	by	ADP
ijassa-138	54	9	cumming	cumme	VERB
ijassa-138	54	10	et	et	PROPN
ijassa-138	54	11	al	al	PROPN
ijassa-138	54	12	.	.	PROPN
ijassa-138	55	1	(	(	PUNCT
ijassa-138	55	2	2012	2012	NUM
ijassa-138	55	3	)	)	PUNCT
ijassa-138	56	1	[	[	X
ijassa-138	56	2	3	3	X
ijassa-138	56	3	]	]	PUNCT
ijassa-138	56	4	on	on	ADP
ijassa-138	56	5	the	the	DET
ijassa-138	56	6	possible	possible	ADJ
ijassa-138	56	7	risks	risk	NOUN
ijassa-138	56	8	of	of	ADP
ijassa-138	56	9	market	market	NOUN
ijassa-138	56	10	abuse	abuse	NOUN
ijassa-138	56	11	generated	generate	VERB
ijassa-138	56	12	by	by	ADP
ijassa-138	56	13	hft	hft	PROPN
ijassa-138	56	14	,	,	PUNCT
ijassa-138	56	15	the	the	DET
ijassa-138	56	16	authors	author	NOUN
ijassa-138	56	17	find	find	VERB
ijassa-138	56	18	that	that	SCONJ
ijassa-138	56	19	hft	hft	PROPN
ijassa-138	56	20	lead	lead	NOUN
ijassa-138	56	21	to	to	ADP
ijassa-138	56	22	lower	low	ADJ
ijassa-138	56	23	incidence	incidence	NOUN
ijassa-138	56	24	of	of	ADP
ijassa-138	56	25	manipulation	manipulation	NOUN
ijassa-138	56	26	,	,	PUNCT
ijassa-138	56	27	while	while	SCONJ
ijassa-138	56	28	also	also	ADV
ijassa-138	56	29	another	another	DET
ijassa-138	56	30	study	study	NOUN
ijassa-138	56	31	conducted	conduct	VERB
ijassa-138	56	32	by	by	ADP
ijassa-138	56	33	aitken	aitken	PROPN
ijassa-138	56	34	et	et	PROPN
ijassa-138	56	35	al	al	PROPN
ijassa-138	56	36	.	.	PROPN
ijassa-138	57	1	(	(	PUNCT
ijassa-138	57	2	2012	2012	NUM
ijassa-138	57	3	)	)	PUNCT
ijassa-138	58	1	[	[	X
ijassa-138	58	2	4	4	X
ijassa-138	58	3	]	]	PUNCT
ijassa-138	58	4	reports	report	VERB
ijassa-138	58	5	that	that	SCONJ
ijassa-138	58	6	hft	hft	NOUN
ijassa-138	58	7	improves	improve	VERB
ijassa-138	58	8	market	market	NOUN
ijassa-138	58	9	efficiency	efficiency	NOUN
ijassa-138	58	10	without	without	ADP
ijassa-138	58	11	harming	harm	VERB
ijassa-138	58	12	the	the	DET
ijassa-138	58	13	market	market	NOUN
ijassa-138	58	14	integrity	integrity	NOUN
ijassa-138	58	15	.	.	PUNCT
ijassa-138	59	1	the	the	DET
ijassa-138	59	2	papers	paper	NOUN
ijassa-138	59	3	mentioned	mention	VERB
ijassa-138	59	4	above	above	ADP
ijassa-138	59	5	analyze	analyze	VERB
ijassa-138	59	6	market	market	NOUN
ijassa-138	59	7	abuse	abuse	NOUN
ijassa-138	59	8	at	at	ADP
ijassa-138	59	9	the	the	DET
ijassa-138	59	10	end	end	NOUN
ijassa-138	59	11	of	of	ADP
ijassa-138	59	12	the	the	DET
ijassa-138	59	13	trading	trading	NOUN
ijassa-138	59	14	day	day	NOUN
ijassa-138	59	15	,	,	PUNCT
ijassa-138	59	16	while	while	SCONJ
ijassa-138	59	17	empirical	empirical	ADJ
ijassa-138	59	18	studies	study	NOUN
ijassa-138	59	19	for	for	ADP
ijassa-138	59	20	the	the	DET
ijassa-138	59	21	hft	hft	PROPN
ijassa-138	59	22	market	market	NOUN
ijassa-138	59	23	abuse	abuse	NOUN
ijassa-138	59	24	during	during	ADP
ijassa-138	59	25	the	the	DET
ijassa-138	59	26	continuous	continuous	ADJ
ijassa-138	59	27	trading	trading	NOUN
ijassa-138	59	28	period	period	NOUN
ijassa-138	59	29	have	have	AUX
ijassa-138	59	30	not	not	PART
ijassa-138	59	31	been	be	AUX
ijassa-138	59	32	conducted	conduct	VERB
ijassa-138	59	33	yet	yet	ADV
ijassa-138	59	34	.	.	PUNCT
ijassa-138	60	1	on	on	ADP
ijassa-138	60	2	the	the	DET
ijassa-138	60	3	other	other	ADJ
ijassa-138	60	4	hand	hand	NOUN
ijassa-138	60	5	,	,	PUNCT
ijassa-138	60	6	the	the	DET
ijassa-138	60	7	surveys	survey	NOUN
ijassa-138	60	8	conducted	conduct	VERB
ijassa-138	60	9	regarding	regard	VERB
ijassa-138	60	10	the	the	DET
ijassa-138	60	11	perception	perception	NOUN
ijassa-138	60	12	of	of	ADP
ijassa-138	60	13	the	the	DET
ijassa-138	60	14	investors	investor	NOUN
ijassa-138	60	15	over	over	ADP
ijassa-138	60	16	the	the	DET
ijassa-138	60	17	degree	degree	NOUN
ijassa-138	60	18	of	of	ADP
ijassa-138	60	19	manipulation	manipulation	NOUN
ijassa-138	60	20	in	in	ADP
ijassa-138	60	21	the	the	DET
ijassa-138	60	22	market	market	NOUN
ijassa-138	60	23	generated	generate	VERB
ijassa-138	60	24	by	by	ADP
ijassa-138	60	25	hft	hft	PROPN
ijassa-138	60	26	underline	underline	VERB
ijassa-138	60	27	the	the	DET
ijassa-138	60	28	considerable	considerable	ADJ
ijassa-138	60	29	concerns	concern	NOUN
ijassa-138	60	30	showed	show	VERB
ijassa-138	60	31	by	by	ADP
ijassa-138	60	32	the	the	DET
ijassa-138	60	33	large	large	ADJ
ijassa-138	60	34	investors	investor	NOUN
ijassa-138	60	35	regarding	regard	VERB
ijassa-138	60	36	the	the	DET
ijassa-138	60	37	market	market	NOUN
ijassa-138	60	38	abuse	abuse	NOUN
ijassa-138	60	39	and	and	CCONJ
ijassa-138	60	40	the	the	DET
ijassa-138	60	41	lack	lack	NOUN
ijassa-138	60	42	of	of	ADP
ijassa-138	60	43	action	action	NOUN
ijassa-138	60	44	and	and	CCONJ
ijassa-138	60	45	detection	detection	NOUN
ijassa-138	60	46	of	of	ADP
ijassa-138	60	47	manipulation	manipulation	NOUN
ijassa-138	60	48	by	by	ADP
ijassa-138	60	49	the	the	DET
ijassa-138	60	50	regulators	regulator	NOUN
ijassa-138	60	51	.	.	PUNCT
ijassa-138	61	1	also	also	ADV
ijassa-138	61	2	,	,	PUNCT
ijassa-138	61	3	hft	hft	PROPN
ijassa-138	61	4	allows	allow	VERB
ijassa-138	61	5	the	the	DET
ijassa-138	61	6	program	program	NOUN
ijassa-138	61	7	trader	trader	NOUN
ijassa-138	61	8	to	to	PART
ijassa-138	61	9	“	"	PUNCT
ijassa-138	61	10	see	see	VERB
ijassa-138	61	11	”	"	PUNCT
ijassa-138	61	12	ahead	ahead	ADV
ijassa-138	61	13	of	of	ADP
ijassa-138	61	14	others	other	NOUN
ijassa-138	61	15	the	the	DET
ijassa-138	61	16	major	major	ADJ
ijassa-138	61	17	incoming	incoming	ADJ
ijassa-138	61	18	orders	order	NOUN
ijassa-138	61	19	and	and	CCONJ
ijassa-138	61	20	to	to	PART
ijassa-138	61	21	act	act	VERB
ijassa-138	61	22	benefitting	benefit	VERB
ijassa-138	61	23	from	from	ADP
ijassa-138	61	24	its	its	PRON
ijassa-138	61	25	speed	speed	NOUN
ijassa-138	61	26	advantage	advantage	NOUN
ijassa-138	61	27	,	,	PUNCT
ijassa-138	61	28	in	in	ADP
ijassa-138	61	29	order	order	NOUN
ijassa-138	61	30	to	to	PART
ijassa-138	61	31	gain	gain	VERB
ijassa-138	61	32	profits	profit	NOUN
ijassa-138	61	33	,	,	PUNCT
ijassa-138	61	34	as	as	SCONJ
ijassa-138	61	35	hft	hft	PROPN
ijassa-138	61	36	has	have	AUX
ijassa-138	61	37	been	be	AUX
ijassa-138	61	38	shown	show	VERB
ijassa-138	61	39	to	to	PART
ijassa-138	61	40	have	have	VERB
ijassa-138	61	41	a	a	DET
ijassa-138	61	42	potential	potential	ADJ
ijassa-138	61	43	sharpe	sharpe	NOUN
ijassa-138	61	44	ratio	ratio	NOUN
ijassa-138	61	45	,	,	PUNCT
ijassa-138	61	46	which	which	PRON
ijassa-138	61	47	is	be	AUX
ijassa-138	61	48	a	a	DET
ijassa-138	61	49	measure	measure	NOUN
ijassa-138	61	50	of	of	ADP
ijassa-138	61	51	reward	reward	NOUN
ijassa-138	61	52	per	per	ADP
ijassa-138	61	53	unit	unit	NOUN
ijassa-138	61	54	of	of	ADP
ijassa-138	61	55	risk	risk	NOUN
ijassa-138	61	56	,	,	PUNCT
ijassa-138	61	57	thousands	thousand	NOUN
ijassa-138	61	58	of	of	ADP
ijassa-138	61	59	times	time	NOUN
ijassa-138	61	60	higher	high	ADJ
ijassa-138	61	61	than	than	ADP
ijassa-138	61	62	the	the	DET
ijassa-138	61	63	classical	classical	ADJ
ijassa-138	61	64	buy	buy	NOUN
ijassa-138	61	65	-	-	PUNCT
ijassa-138	61	66	and	and	CCONJ
ijassa-138	61	67	-	-	PUNCT
ijassa-138	61	68	hold	hold	VERB
ijassa-138	61	69	strategies	strategy	NOUN
ijassa-138	61	70	[	[	X
ijassa-138	61	71	12	12	NUM
ijassa-138	61	72	]	]	PUNCT
ijassa-138	61	73	.	.	PUNCT
ijassa-138	62	1	a	a	DET
ijassa-138	62	2	major	major	ADJ
ijassa-138	62	3	disadvantage	disadvantage	NOUN
ijassa-138	62	4	is	be	AUX
ijassa-138	62	5	that	that	SCONJ
ijassa-138	62	6	it	it	PRON
ijassa-138	62	7	can	can	AUX
ijassa-138	62	8	generate	generate	VERB
ijassa-138	62	9	trade	trade	NOUN
ijassa-138	62	10	crashes	crash	NOUN
ijassa-138	62	11	,	,	PUNCT
ijassa-138	62	12	such	such	ADJ
ijassa-138	62	13	as	as	ADP
ijassa-138	62	14	the	the	DET
ijassa-138	62	15	one	one	NUM
ijassa-138	62	16	on	on	ADP
ijassa-138	62	17	may	may	PROPN
ijassa-138	62	18	6	6	NUM
ijassa-138	62	19	,	,	PUNCT
ijassa-138	62	20	2010	2010	NUM
ijassa-138	62	21	,	,	PUNCT
ijassa-138	62	22	and	and	CCONJ
ijassa-138	62	23	the	the	DET
ijassa-138	62	24	one	one	NUM
ijassa-138	62	25	on	on	ADP
ijassa-138	62	26	august	august	PROPN
ijassa-138	62	27	1	1	NUM
ijassa-138	62	28	,	,	PUNCT
ijassa-138	62	29	2012	2012	NUM
ijassa-138	62	30	,	,	PUNCT
ijassa-138	62	31	thus	thus	ADV
ijassa-138	62	32	eroding	erode	VERB
ijassa-138	62	33	the	the	DET
ijassa-138	62	34	trust	trust	NOUN
ijassa-138	62	35	of	of	ADP
ijassa-138	62	36	investors	investor	NOUN
ijassa-138	62	37	in	in	ADP
ijassa-138	62	38	the	the	DET
ijassa-138	62	39	market	market	NOUN
ijassa-138	62	40	.	.	PUNCT
ijassa-138	63	1	as	as	SCONJ
ijassa-138	63	2	regards	regard	NOUN
ijassa-138	63	3	to	to	ADP
ijassa-138	63	4	statistical	statistical	ADJ
ijassa-138	63	5	properties	property	NOUN
ijassa-138	63	6	of	of	ADP
ijassa-138	63	7	the	the	DET
ijassa-138	63	8	tick	tick	NOUN
ijassa-138	63	9	-	-	PUNCT
ijassa-138	63	10	by	by	ADP
ijassa-138	63	11	-	-	PUNCT
ijassa-138	63	12	tick	tick	NOUN
ijassa-138	63	13	high	high	ADJ
ijassa-138	63	14	frequency	frequency	NOUN
ijassa-138	63	15	financial	financial	ADJ
ijassa-138	63	16	data	datum	NOUN
ijassa-138	63	17	compared	compare	VERB
ijassa-138	63	18	to	to	ADP
ijassa-138	63	19	daily	daily	ADJ
ijassa-138	63	20	frequency	frequency	NOUN
ijassa-138	63	21	data	datum	NOUN
ijassa-138	63	22	,	,	PUNCT
ijassa-138	63	23	the	the	DET
ijassa-138	63	24	main	main	ADJ
ijassa-138	63	25	differences	difference	NOUN
ijassa-138	63	26	are	be	AUX
ijassa-138	63	27	the	the	DET
ijassa-138	63	28	fact	fact	NOUN
ijassa-138	63	29	that	that	SCONJ
ijassa-138	63	30	d.	d.	PROPN
ijassa-138	63	31	dezsi	dezsi	PROPN
ijassa-138	63	32	,	,	PUNCT
ijassa-138	63	33	e.scarlat	e.scarlat	ADJ
ijassa-138	63	34	and	and	CCONJ
ijassa-138	63	35	i.	i.	PROPN
ijassa-138	63	36	măries	mărie	NOUN
ijassa-138	63	37	:	:	PUNCT
ijassa-138	63	38	agent	agent	NOUN
ijassa-138	63	39	-	-	PUNCT
ijassa-138	63	40	based	base	VERB
ijassa-138	63	41	models	model	NOUN
ijassa-138	63	42	simulations	simulation	NOUN
ijassa-138	63	43	for	for	ADP
ijassa-138	63	44	high	high	ADJ
ijassa-138	63	45	...	...	PUNCT
ijassa-138	63	46	254	254	NUM
ijassa-138	63	47	price	price	NOUN
ijassa-138	63	48	changes	change	NOUN
ijassa-138	63	49	are	be	AUX
ijassa-138	63	50	discrete	discrete	ADJ
ijassa-138	63	51	,	,	PUNCT
ijassa-138	63	52	being	be	AUX
ijassa-138	63	53	multiples	multiple	NOUN
ijassa-138	63	54	of	of	ADP
ijassa-138	63	55	the	the	DET
ijassa-138	63	56	minimum	minimum	ADJ
ijassa-138	63	57	price	price	NOUN
ijassa-138	63	58	increment	increment	NOUN
ijassa-138	63	59	as	as	SCONJ
ijassa-138	63	60	it	it	PRON
ijassa-138	63	61	can	can	AUX
ijassa-138	63	62	be	be	AUX
ijassa-138	63	63	observed	observe	VERB
ijassa-138	63	64	in	in	ADP
ijassa-138	63	65	the	the	DET
ijassa-138	63	66	histograms	histogram	NOUN
ijassa-138	63	67	from	from	ADP
ijassa-138	63	68	fig.1	fig.1	PROPN
ijassa-138	63	69	below	below	ADV
ijassa-138	63	70	.	.	PUNCT
ijassa-138	64	1	(	(	PUNCT
ijassa-138	64	2	a	a	X
ijassa-138	64	3	)	)	PUNCT
ijassa-138	64	4	(	(	PUNCT
ijassa-138	64	5	b	b	X
ijassa-138	64	6	)	)	PUNCT
ijassa-138	64	7	(	(	PUNCT
ijassa-138	64	8	c	c	X
ijassa-138	64	9	)	)	PUNCT
ijassa-138	64	10	(	(	PUNCT
ijassa-138	64	11	d	d	X
ijassa-138	64	12	)	)	PUNCT
ijassa-138	64	13	(	(	PUNCT
ijassa-138	64	14	e	e	NOUN
ijassa-138	64	15	)	)	PUNCT
ijassa-138	64	16	(	(	PUNCT
ijassa-138	64	17	f	f	X
ijassa-138	64	18	)	)	PUNCT
ijassa-138	64	19	(	(	PUNCT
ijassa-138	64	20	g	g	NOUN
ijassa-138	64	21	)	)	PUNCT
ijassa-138	64	22	(	(	PUNCT
ijassa-138	64	23	h	h	NOUN
ijassa-138	64	24	)	)	PUNCT
ijassa-138	64	25	(	(	PUNCT
ijassa-138	64	26	i	i	NOUN
ijassa-138	64	27	)	)	PUNCT
ijassa-138	64	28	(	(	PUNCT
ijassa-138	64	29	j	j	NOUN
ijassa-138	64	30	)	)	PUNCT
ijassa-138	64	31	fig.1	fig.1	PROPN
ijassa-138	64	32	histogram	histogram	NOUN
ijassa-138	64	33	of	of	ADP
ijassa-138	64	34	log	log	NOUN
ijassa-138	64	35	returns	return	NOUN
ijassa-138	64	36	for	for	ADP
ijassa-138	64	37	adbe(a	adbe(a	NOUN
ijassa-138	64	38	)	)	PUNCT
ijassa-138	64	39	,	,	PUNCT
ijassa-138	64	40	aa(b	aa(b	NUM
ijassa-138	64	41	)	)	PUNCT
ijassa-138	64	42	,	,	PUNCT
ijassa-138	64	43	aapl(c	aapl(c	NOUN
ijassa-138	64	44	)	)	PUNCT
ijassa-138	64	45	,	,	PUNCT
ijassa-138	64	46	bac(d	bac(d	PROPN
ijassa-138	64	47	)	)	PUNCT
ijassa-138	64	48	,	,	PUNCT
ijassa-138	64	49	c(e	c(e	PROPN
ijassa-138	64	50	)	)	PUNCT
ijassa-138	64	51	,	,	PUNCT
ijassa-138	64	52	xom(f	xom(f	PROPN
ijassa-138	64	53	)	)	PUNCT
ijassa-138	64	54	,	,	PUNCT
ijassa-138	64	55	ge(g	ge(g	PROPN
ijassa-138	64	56	)	)	PUNCT
ijassa-138	64	57	,	,	PUNCT
ijassa-138	64	58	ibm(h	ibm(h	PROPN
ijassa-138	64	59	)	)	PUNCT
ijassa-138	64	60	,	,	PUNCT
ijassa-138	64	61	pfe(i	pfe(i	PROPN
ijassa-138	64	62	)	)	PUNCT
ijassa-138	64	63	,	,	PUNCT
ijassa-138	64	64	wfc(j	wfc(j	PROPN
ijassa-138	64	65	)	)	PUNCT
ijassa-138	64	66	the	the	DET
ijassa-138	64	67	autocorrelation	autocorrelation	NOUN
ijassa-138	64	68	function	function	NOUN
ijassa-138	64	69	of	of	ADP
ijassa-138	64	70	high	high	ADJ
ijassa-138	64	71	frequency	frequency	NOUN
ijassa-138	64	72	price	price	NOUN
ijassa-138	64	73	returns	return	NOUN
ijassa-138	64	74	is	be	AUX
ijassa-138	64	75	significantly	significantly	ADV
ijassa-138	64	76	negative	negative	ADJ
ijassa-138	64	77	at	at	ADP
ijassa-138	64	78	the	the	DET
ijassa-138	64	79	first	first	ADJ
ijassa-138	64	80	lag	lag	NOUN
ijassa-138	64	81	and	and	CCONJ
ijassa-138	64	82	for	for	ADP
ijassa-138	64	83	higher	high	ADJ
ijassa-138	64	84	lags	lag	NOUN
ijassa-138	64	85	it	it	PRON
ijassa-138	64	86	rapidly	rapidly	ADV
ijassa-138	64	87	decreases	decrease	VERB
ijassa-138	64	88	to	to	ADP
ijassa-138	64	89	zero	zero	NUM
ijassa-138	64	90	,	,	PUNCT
ijassa-138	64	91	meaning	mean	VERB
ijassa-138	64	92	255	255	NUM
ijassa-138	64	93	advances	advance	NOUN
ijassa-138	64	94	in	in	ADP
ijassa-138	64	95	systems	system	NOUN
ijassa-138	64	96	science	science	NOUN
ijassa-138	64	97	and	and	CCONJ
ijassa-138	64	98	applications	application	NOUN
ijassa-138	64	99	(	(	PUNCT
ijassa-138	64	100	2013	2013	NUM
ijassa-138	64	101	)	)	PUNCT
ijassa-138	64	102	vol.13	vol.13	NOUN
ijassa-138	64	103	no.3	no.3	VERB
ijassa-138	64	104	that	that	SCONJ
ijassa-138	64	105	price	price	NOUN
ijassa-138	64	106	changes	change	NOUN
ijassa-138	64	107	are	be	AUX
ijassa-138	64	108	not	not	PART
ijassa-138	64	109	independent	independent	ADJ
ijassa-138	65	1	[	[	X
ijassa-138	65	2	13	13	NUM
ijassa-138	65	3	]	]	PUNCT
ijassa-138	65	4	.	.	PUNCT
ijassa-138	66	1	another	another	DET
ijassa-138	66	2	particularity	particularity	NOUN
ijassa-138	66	3	is	be	AUX
ijassa-138	66	4	that	that	SCONJ
ijassa-138	66	5	trades	trade	NOUN
ijassa-138	66	6	occur	occur	VERB
ijassa-138	66	7	at	at	ADP
ijassa-138	66	8	irregular	irregular	ADJ
ijassa-138	66	9	intervals	interval	NOUN
ijassa-138	66	10	,	,	PUNCT
ijassa-138	66	11	they	they	PRON
ijassa-138	66	12	are	be	AUX
ijassa-138	66	13	random	random	ADJ
ijassa-138	66	14	and	and	CCONJ
ijassa-138	66	15	endogenous	endogenous	ADJ
ijassa-138	66	16	,	,	PUNCT
ijassa-138	66	17	linked	link	VERB
ijassa-138	66	18	to	to	ADP
ijassa-138	66	19	the	the	DET
ijassa-138	66	20	behaviour	behaviour	NOUN
ijassa-138	66	21	of	of	ADP
ijassa-138	66	22	the	the	DET
ijassa-138	66	23	price	price	NOUN
ijassa-138	66	24	and	and	CCONJ
ijassa-138	66	25	to	to	ADP
ijassa-138	66	26	previous	previous	ADJ
ijassa-138	66	27	trading	trading	NOUN
ijassa-138	66	28	history	history	NOUN
ijassa-138	66	29	,	,	PUNCT
ijassa-138	66	30	and	and	CCONJ
ijassa-138	66	31	also	also	ADV
ijassa-138	66	32	seasonality	seasonality	NOUN
ijassa-138	66	33	effects	effect	NOUN
ijassa-138	66	34	is	be	AUX
ijassa-138	66	35	observed	observe	VERB
ijassa-138	66	36	,	,	PUNCT
ijassa-138	66	37	as	as	SCONJ
ijassa-138	66	38	the	the	DET
ijassa-138	66	39	trading	trading	NOUN
ijassa-138	66	40	activity	activity	NOUN
ijassa-138	66	41	is	be	AUX
ijassa-138	66	42	more	more	ADV
ijassa-138	66	43	intense	intense	ADJ
ijassa-138	66	44	at	at	ADP
ijassa-138	66	45	the	the	DET
ijassa-138	66	46	market	market	NOUN
ijassa-138	66	47	opening	opening	NOUN
ijassa-138	66	48	and	and	CCONJ
ijassa-138	66	49	closing	closing	NOUN
ijassa-138	66	50	[	[	X
ijassa-138	66	51	5	5	NUM
ijassa-138	66	52	]	]	PUNCT
ijassa-138	66	53	.	.	PUNCT
ijassa-138	67	1	3	3	NUM
ijassa-138	67	2	data	datum	NOUN
ijassa-138	67	3	the	the	DET
ijassa-138	67	4	high	high	ADJ
ijassa-138	67	5	frequency	frequency	NOUN
ijassa-138	67	6	financial	financial	ADJ
ijassa-138	67	7	data	datum	NOUN
ijassa-138	67	8	in	in	ADP
ijassa-138	67	9	this	this	DET
ijassa-138	67	10	paper	paper	NOUN
ijassa-138	67	11	was	be	AUX
ijassa-138	67	12	retrieved	retrieve	VERB
ijassa-138	67	13	from	from	ADP
ijassa-138	67	14	the	the	DET
ijassa-138	67	15	website	website	NOUN
ijassa-138	67	16	http://www.finam.ru/analysis/profile041ca00007/default.asp	http://www.finam.ru/analysis/profile041ca00007/default.asp	NOUN
ijassa-138	67	17	and	and	CCONJ
ijassa-138	67	18	contains	contain	VERB
ijassa-138	67	19	tickby	tickby	NOUN
ijassa-138	67	20	-	-	PUNCT
ijassa-138	67	21	tick	tick	NOUN
ijassa-138	67	22	data	datum	NOUN
ijassa-138	67	23	from	from	ADP
ijassa-138	67	24	bats	bat	NOUN
ijassa-138	67	25	stock	stock	NOUN
ijassa-138	67	26	exchange	exchange	NOUN
ijassa-138	67	27	.	.	PUNCT
ijassa-138	68	1	the	the	DET
ijassa-138	68	2	tick	tick	NOUN
ijassa-138	68	3	-	-	PUNCT
ijassa-138	68	4	by	by	ADP
ijassa-138	68	5	-	-	PUNCT
ijassa-138	68	6	tick	tick	NOUN
ijassa-138	68	7	data	datum	NOUN
ijassa-138	68	8	was	be	AUX
ijassa-138	68	9	retrieved	retrieve	VERB
ijassa-138	68	10	from	from	ADP
ijassa-138	68	11	this	this	DET
ijassa-138	68	12	website	website	NOUN
ijassa-138	68	13	,	,	PUNCT
ijassa-138	68	14	for	for	SCONJ
ijassa-138	68	15	the	the	DET
ijassa-138	68	16	trades	trade	NOUN
ijassa-138	68	17	that	that	PRON
ijassa-138	68	18	occurred	occur	VERB
ijassa-138	68	19	on	on	ADP
ijassa-138	68	20	the	the	DET
ijassa-138	68	21	bats	bat	NOUN
ijassa-138	68	22	(	(	PUNCT
ijassa-138	68	23	better	well	ADJ
ijassa-138	68	24	alternative	alternative	ADJ
ijassa-138	68	25	trading	trading	NOUN
ijassa-138	68	26	system	system	NOUN
ijassa-138	68	27	)	)	PUNCT
ijassa-138	68	28	stock	stock	NOUN
ijassa-138	68	29	exchange	exchange	NOUN
ijassa-138	68	30	during	during	ADP
ijassa-138	68	31	regular	regular	ADJ
ijassa-138	68	32	trading	trading	NOUN
ijassa-138	68	33	hours	hour	NOUN
ijassa-138	68	34	on	on	ADP
ijassa-138	68	35	december	december	PROPN
ijassa-138	68	36	3rd	3rd	NOUN
ijassa-138	68	37	,	,	PUNCT
ijassa-138	68	38	4th	4th	ADJ
ijassa-138	68	39	,	,	PUNCT
ijassa-138	68	40	5th	5th	ADJ
ijassa-138	68	41	and	and	CCONJ
ijassa-138	68	42	6th	6th	NOUN
ijassa-138	68	43	of	of	ADP
ijassa-138	68	44	2012	2012	NUM
ijassa-138	68	45	limited	limit	VERB
ijassa-138	68	46	to	to	ADP
ijassa-138	68	47	20,000	20,000	NUM
ijassa-138	68	48	quotes	quote	NOUN
ijassa-138	68	49	for	for	ADP
ijassa-138	68	50	each	each	DET
ijassa-138	68	51	stock	stock	NOUN
ijassa-138	68	52	,	,	PUNCT
ijassa-138	68	53	and	and	CCONJ
ijassa-138	68	54	includes	include	VERB
ijassa-138	68	55	the	the	DET
ijassa-138	68	56	date	date	NOUN
ijassa-138	68	57	,	,	PUNCT
ijassa-138	68	58	time	time	NOUN
ijassa-138	68	59	and	and	CCONJ
ijassa-138	68	60	closing	closing	NOUN
ijassa-138	68	61	price	price	NOUN
ijassa-138	68	62	information	information	NOUN
ijassa-138	68	63	for	for	ADP
ijassa-138	68	64	each	each	DET
ijassa-138	68	65	stock	stock	NOUN
ijassa-138	68	66	.	.	PUNCT
ijassa-138	69	1	the	the	DET
ijassa-138	69	2	unique	unique	ADJ
ijassa-138	69	3	dataset	dataset	NOUN
ijassa-138	69	4	used	use	VERB
ijassa-138	69	5	in	in	ADP
ijassa-138	69	6	this	this	DET
ijassa-138	69	7	paper	paper	NOUN
ijassa-138	69	8	,	,	PUNCT
ijassa-138	69	9	namely	namely	ADV
ijassa-138	69	10	the	the	DET
ijassa-138	69	11	tick	tick	NOUN
ijassa-138	69	12	-	-	PUNCT
ijassa-138	69	13	by	by	ADP
ijassa-138	69	14	-	-	PUNCT
ijassa-138	69	15	tick	tick	NOUN
ijassa-138	69	16	high	high	ADJ
ijassa-138	69	17	-	-	PUNCT
ijassa-138	69	18	frequency	frequency	NOUN
ijassa-138	69	19	financial	financial	ADJ
ijassa-138	69	20	dataset	dataset	NOUN
ijassa-138	69	21	contains	contain	VERB
ijassa-138	69	22	real	real	ADJ
ijassa-138	69	23	trading	trading	NOUN
ijassa-138	69	24	data	datum	NOUN
ijassa-138	69	25	for	for	ADP
ijassa-138	69	26	the	the	DET
ijassa-138	69	27	following	follow	VERB
ijassa-138	69	28	stocks	stock	NOUN
ijassa-138	69	29	floated	float	VERB
ijassa-138	69	30	on	on	ADP
ijassa-138	69	31	the	the	DET
ijassa-138	69	32	bats	bat	NOUN
ijassa-138	69	33	,	,	PUNCT
ijassa-138	69	34	a	a	DET
ijassa-138	69	35	computerized	computerized	ADJ
ijassa-138	69	36	u.s	u.s	PROPN
ijassa-138	69	37	.	.	PROPN
ijassa-138	69	38	stock	stock	PROPN
ijassa-138	69	39	exchange	exchange	NOUN
ijassa-138	69	40	market	market	NOUN
ijassa-138	69	41	:	:	PUNCT
ijassa-138	69	42	addobe	addobe	PROPN
ijassa-138	69	43	systems	systems	PROPN
ijassa-138	69	44	inc	inc	PROPN
ijassa-138	69	45	.	.	PUNCT
ijassa-138	70	1	(	(	PUNCT
ijassa-138	70	2	symbol	symbol	NOUN
ijassa-138	70	3	:	:	PUNCT
ijassa-138	70	4	adbe	adbe	NOUN
ijassa-138	70	5	)	)	PUNCT
ijassa-138	70	6	,	,	PUNCT
ijassa-138	70	7	alcoa	alcoa	PROPN
ijassa-138	70	8	inc	inc	PROPN
ijassa-138	70	9	.	.	PUNCT
ijassa-138	71	1	(	(	PUNCT
ijassa-138	71	2	symbol	symbol	NOUN
ijassa-138	71	3	:	:	PUNCT
ijassa-138	71	4	aa	aa	NOUN
ijassa-138	71	5	)	)	PUNCT
ijassa-138	71	6	,	,	PUNCT
ijassa-138	71	7	apple	apple	PROPN
ijassa-138	71	8	inc	inc	PROPN
ijassa-138	71	9	.	.	PUNCT
ijassa-138	72	1	(	(	PUNCT
ijassa-138	72	2	symbol	symbol	NOUN
ijassa-138	72	3	:	:	PUNCT
ijassa-138	72	4	aapl	aapl	PROPN
ijassa-138	72	5	)	)	PUNCT
ijassa-138	72	6	,	,	PUNCT
ijassa-138	72	7	bank	bank	PROPN
ijassa-138	72	8	of	of	ADP
ijassa-138	72	9	america	america	PROPN
ijassa-138	72	10	(	(	PUNCT
ijassa-138	72	11	symbol	symbol	NOUN
ijassa-138	72	12	:	:	PUNCT
ijassa-138	72	13	bac	bac	NOUN
ijassa-138	72	14	)	)	PUNCT
ijassa-138	72	15	,	,	PUNCT
ijassa-138	72	16	citigroup	citigroup	PROPN
ijassa-138	72	17	inc	inc	PROPN
ijassa-138	72	18	.	.	PUNCT
ijassa-138	73	1	(	(	PUNCT
ijassa-138	73	2	symbol	symbol	NOUN
ijassa-138	73	3	:	:	PUNCT
ijassa-138	73	4	c	c	X
ijassa-138	73	5	)	)	PUNCT
ijassa-138	73	6	exxon	exxon	PROPN
ijassa-138	73	7	mobil	mobil	PROPN
ijassa-138	73	8	(	(	PUNCT
ijassa-138	73	9	symbol	symbol	NOUN
ijassa-138	73	10	:	:	PUNCT
ijassa-138	73	11	xom	xom	PROPN
ijassa-138	73	12	)	)	PUNCT
ijassa-138	73	13	,	,	PUNCT
ijassa-138	73	14	general	general	ADJ
ijassa-138	73	15	electric	electric	NOUN
ijassa-138	73	16	(	(	PUNCT
ijassa-138	73	17	symbol	symbol	NOUN
ijassa-138	73	18	:	:	PUNCT
ijassa-138	73	19	ge	ge	PROPN
ijassa-138	73	20	)	)	PUNCT
ijassa-138	73	21	,	,	PUNCT
ijassa-138	73	22	ibm	ibm	PROPN
ijassa-138	73	23	(	(	PUNCT
ijassa-138	73	24	symbol	symbol	NOUN
ijassa-138	73	25	:	:	PUNCT
ijassa-138	73	26	ibm	ibm	PROPN
ijassa-138	73	27	)	)	PUNCT
ijassa-138	73	28	,	,	PUNCT
ijassa-138	73	29	pfizer	pfizer	PROPN
ijassa-138	73	30	inc	inc	PROPN
ijassa-138	73	31	.	.	PUNCT
ijassa-138	74	1	(	(	PUNCT
ijassa-138	74	2	symbol	symbol	NOUN
ijassa-138	74	3	:	:	PUNCT
ijassa-138	74	4	pfe	pfe	PROPN
ijassa-138	74	5	)	)	PUNCT
ijassa-138	74	6	,	,	PUNCT
ijassa-138	74	7	wells	wells	PROPN
ijassa-138	74	8	fargo	fargo	PROPN
ijassa-138	74	9	(	(	PUNCT
ijassa-138	74	10	symbol	symbol	NOUN
ijassa-138	74	11	:	:	PUNCT
ijassa-138	74	12	wfc	wfc	PROPN
ijassa-138	74	13	)	)	PUNCT
ijassa-138	74	14	.	.	PUNCT
ijassa-138	75	1	the	the	DET
ijassa-138	75	2	bats	bat	NOUN
ijassa-138	75	3	stock	stock	NOUN
ijassa-138	75	4	exchange	exchange	NOUN
ijassa-138	75	5	has	have	AUX
ijassa-138	75	6	been	be	AUX
ijassa-138	75	7	chosen	choose	VERB
ijassa-138	75	8	for	for	ADP
ijassa-138	75	9	the	the	DET
ijassa-138	75	10	data	data	NOUN
ijassa-138	75	11	retrieval	retrieval	NOUN
ijassa-138	75	12	because	because	SCONJ
ijassa-138	75	13	it	it	PRON
ijassa-138	75	14	is	be	AUX
ijassa-138	75	15	one	one	NUM
ijassa-138	75	16	of	of	ADP
ijassa-138	75	17	the	the	DET
ijassa-138	75	18	leading	lead	VERB
ijassa-138	75	19	u.s	u.s	PROPN
ijassa-138	75	20	.	.	PROPN
ijassa-138	75	21	venues	venue	NOUN
ijassa-138	75	22	for	for	ADP
ijassa-138	75	23	hft	hft	NOUN
ijassa-138	75	24	,	,	PUNCT
ijassa-138	75	25	covering	cover	VERB
ijassa-138	75	26	12	12	NUM
ijassa-138	75	27	-	-	SYM
ijassa-138	75	28	13	13	NUM
ijassa-138	75	29	%	%	NOUN
ijassa-138	75	30	of	of	ADP
ijassa-138	75	31	all	all	DET
ijassa-138	75	32	u.s	u.s	PROPN
ijassa-138	75	33	.	.	PROPN
ijassa-138	75	34	equity	equity	NOUN
ijassa-138	75	35	trading	trading	NOUN
ijassa-138	75	36	on	on	ADP
ijassa-138	75	37	a	a	DET
ijassa-138	75	38	daily	daily	ADJ
ijassa-138	75	39	basis	basis	NOUN
ijassa-138	75	40	according	accord	VERB
ijassa-138	75	41	to	to	ADP
ijassa-138	75	42	the	the	DET
ijassa-138	75	43	stock	stock	NOUN
ijassa-138	75	44	exchange	exchange	PROPN
ijassa-138	75	45	’s	’s	PART
ijassa-138	75	46	website	website	NOUN
ijassa-138	75	47	http://www.batstrading.com/about/.	http://www.batstrading.com/about/.	VERB
ijassa-138	75	48	the	the	DET
ijassa-138	75	49	distinction	distinction	NOUN
ijassa-138	75	50	between	between	ADP
ijassa-138	75	51	the	the	PRON
ijassa-138	75	52	hft	hft	NOUN
ijassa-138	75	53	and	and	CCONJ
ijassa-138	75	54	non	non	PROPN
ijassa-138	75	55	-	-	ADJ
ijassa-138	75	56	hft	hft	NOUN
ijassa-138	75	57	was	be	AUX
ijassa-138	75	58	not	not	PART
ijassa-138	75	59	defined	define	VERB
ijassa-138	75	60	in	in	ADP
ijassa-138	75	61	this	this	DET
ijassa-138	75	62	paper	paper	NOUN
ijassa-138	75	63	,	,	PUNCT
ijassa-138	75	64	although	although	SCONJ
ijassa-138	75	65	taking	take	VERB
ijassa-138	75	66	in	in	ADP
ijassa-138	75	67	consideration	consideration	NOUN
ijassa-138	75	68	the	the	DET
ijassa-138	75	69	nature	nature	NOUN
ijassa-138	75	70	of	of	ADP
ijassa-138	75	71	the	the	DET
ijassa-138	75	72	bats	bat	NOUN
ijassa-138	75	73	stock	stock	NOUN
ijassa-138	75	74	market	market	NOUN
ijassa-138	75	75	,	,	PUNCT
ijassa-138	75	76	we	we	PRON
ijassa-138	75	77	consider	consider	VERB
ijassa-138	75	78	the	the	DET
ijassa-138	75	79	trades	trade	NOUN
ijassa-138	75	80	to	to	PART
ijassa-138	75	81	be	be	AUX
ijassa-138	75	82	mainly	mainly	ADV
ijassa-138	75	83	hfts	hft	NOUN
ijassa-138	75	84	.	.	PUNCT
ijassa-138	76	1	table	table	NOUN
ijassa-138	76	2	2	2	NUM
ijassa-138	76	3	symbols	symbol	NOUN
ijassa-138	76	4	and	and	CCONJ
ijassa-138	76	5	numbers	number	NOUN
ijassa-138	76	6	of	of	ADP
ijassa-138	76	7	observations	observation	NOUN
ijassa-138	76	8	for	for	ADP
ijassa-138	76	9	the	the	DET
ijassa-138	76	10	10	10	NUM
ijassa-138	76	11	analysed	analyse	VERB
ijassa-138	76	12	stocks	stock	NOUN
ijassa-138	76	13	stock	stock	NOUN
ijassa-138	76	14	name	name	NOUN
ijassa-138	76	15	symbol	symbol	NOUN
ijassa-138	76	16	sector	sector	NOUN
ijassa-138	76	17	no	no	INTJ
ijassa-138	76	18	.	.	PUNCT
ijassa-138	76	19	of	of	ADP
ijassa-138	76	20	obs	obs	PROPN
ijassa-138	76	21	.	.	PUNCT
ijassa-138	77	1	(	(	PUNCT
ijassa-138	77	2	bars	bar	NOUN
ijassa-138	77	3	)	)	PUNCT
ijassa-138	77	4	period	period	NOUN
ijassa-138	77	5	of	of	ADP
ijassa-138	77	6	time	time	NOUN
ijassa-138	77	7	addobe	addobe	PROPN
ijassa-138	77	8	systems	system	NOUN
ijassa-138	77	9	adbe	adbe	NOUN
ijassa-138	77	10	technology	technology	NOUN
ijassa-138	77	11	20,000	20,000	NUM
ijassa-138	77	12	3rd	3rd	ADJ
ijassa-138	77	13	−	−	PROPN
ijassa-138	77	14	6th	6th	NOUN
ijassa-138	77	15	of	of	ADP
ijassa-138	77	16	december	december	PROPN
ijassa-138	77	17	2012	2012	NUM
ijassa-138	77	18	alcoa	alcoa	PROPN
ijassa-138	77	19	inc	inc	PROPN
ijassa-138	77	20	.	.	PROPN
ijassa-138	78	1	aa	aa	PROPN
ijassa-138	78	2	basic	basic	ADJ
ijassa-138	78	3	materials	material	NOUN
ijassa-138	78	4	12,612	12,612	NUM
ijassa-138	78	5	3rd	3rd	ADJ
ijassa-138	78	6	−	−	PROPN
ijassa-138	78	7	6th	6th	NOUN
ijassa-138	78	8	of	of	ADP
ijassa-138	78	9	december	december	PROPN
ijassa-138	78	10	2012	2012	NUM
ijassa-138	78	11	apple	apple	PROPN
ijassa-138	78	12	inc	inc	PROPN
ijassa-138	78	13	.	.	PROPN
ijassa-138	78	14	aapl	aapl	PROPN
ijassa-138	78	15	technology	technology	PROPN
ijassa-138	78	16	19,999	19,999	NUM
ijassa-138	78	17	3rd	3rd	ADJ
ijassa-138	78	18	−	−	NOUN
ijassa-138	78	19	5th	5th	NOUN
ijassa-138	78	20	of	of	ADP
ijassa-138	78	21	december	december	PROPN
ijassa-138	78	22	2012	2012	NUM
ijassa-138	78	23	bank	bank	PROPN
ijassa-138	78	24	of	of	ADP
ijassa-138	78	25	america	america	PROPN
ijassa-138	78	26	bac	bac	PROPN
ijassa-138	78	27	financial	financial	ADJ
ijassa-138	78	28	20,000	20,000	NUM
ijassa-138	78	29	3rd	3rd	ADJ
ijassa-138	78	30	−	−	NOUN
ijassa-138	78	31	4th	4th	NOUN
ijassa-138	78	32	of	of	ADP
ijassa-138	78	33	december	december	PROPN
ijassa-138	78	34	2012	2012	NUM
ijassa-138	78	35	citigroup	citigroup	PROPN
ijassa-138	78	36	inc	inc	PROPN
ijassa-138	78	37	.	.	PROPN
ijassa-138	78	38	c	c	PROPN
ijassa-138	78	39	financial	financial	ADJ
ijassa-138	78	40	20,000	20,000	NUM
ijassa-138	78	41	3rd	3rd	ADJ
ijassa-138	78	42	−	−	NOUN
ijassa-138	78	43	4th	4th	NOUN
ijassa-138	78	44	of	of	ADP
ijassa-138	78	45	december	december	PROPN
ijassa-138	78	46	2012	2012	NUM
ijassa-138	78	47	exxon	exxon	PROPN
ijassa-138	78	48	mobil	mobil	PROPN
ijassa-138	79	1	xom	xom	PROPN
ijassa-138	79	2	basic	basic	ADJ
ijassa-138	79	3	materials	material	NOUN
ijassa-138	79	4	20,000	20,000	NUM
ijassa-138	79	5	3rd	3rd	ADJ
ijassa-138	79	6	−	−	PROPN
ijassa-138	79	7	6th	6th	NOUN
ijassa-138	79	8	of	of	ADP
ijassa-138	79	9	december	december	PROPN
ijassa-138	79	10	2012	2012	NUM
ijassa-138	79	11	general	general	PROPN
ijassa-138	79	12	electric	electric	PROPN
ijassa-138	79	13	ge	ge	PROPN
ijassa-138	79	14	industrial	industrial	ADJ
ijassa-138	79	15	goods	good	NOUN
ijassa-138	79	16	20,000	20,000	NUM
ijassa-138	79	17	3rd	3rd	ADJ
ijassa-138	79	18	−	−	NOUN
ijassa-138	79	19	5th	5th	NOUN
ijassa-138	79	20	of	of	ADP
ijassa-138	79	21	december	december	PROPN
ijassa-138	79	22	2012	2012	NUM
ijassa-138	79	23	ibm	ibm	PROPN
ijassa-138	79	24	ibm	ibm	PROPN
ijassa-138	79	25	technology	technology	NOUN
ijassa-138	79	26	6,144	6,144	NUM
ijassa-138	79	27	3rd	3rd	ADJ
ijassa-138	79	28	−	−	PROPN
ijassa-138	79	29	6th	6th	NOUN
ijassa-138	79	30	of	of	ADP
ijassa-138	79	31	december	december	PROPN
ijassa-138	79	32	2012	2012	NUM
ijassa-138	79	33	pfizer	pfizer	PROPN
ijassa-138	79	34	inc	inc	PROPN
ijassa-138	79	35	.	.	PROPN
ijassa-138	79	36	pfe	pfe	PROPN
ijassa-138	79	37	healthcare	healthcare	PROPN
ijassa-138	79	38	20,000	20,000	NUM
ijassa-138	79	39	3rd	3rd	ADJ
ijassa-138	79	40	−	−	NOUN
ijassa-138	79	41	5th	5th	NOUN
ijassa-138	79	42	of	of	ADP
ijassa-138	79	43	december	december	PROPN
ijassa-138	79	44	2012	2012	NUM
ijassa-138	79	45	wells	wells	PROPN
ijassa-138	79	46	fargo	fargo	PROPN
ijassa-138	79	47	wfc	wfc	PROPN
ijassa-138	79	48	financial	financial	PROPN
ijassa-138	80	1	20,0000	20,0000	NUM
ijassa-138	80	2	3rd	3rd	ADJ
ijassa-138	80	3	−	−	NOUN
ijassa-138	80	4	5th	5th	NOUN
ijassa-138	80	5	of	of	ADP
ijassa-138	80	6	december	december	PROPN
ijassa-138	80	7	2012	2012	NUM
ijassa-138	80	8	the	the	DET
ijassa-138	80	9	time	time	NOUN
ijassa-138	80	10	period	period	NOUN
ijassa-138	80	11	of	of	ADP
ijassa-138	80	12	trades	trade	NOUN
ijassa-138	80	13	is	be	AUX
ijassa-138	80	14	expressed	express	VERB
ijassa-138	80	15	in	in	ADP
ijassa-138	80	16	milliseconds	millisecond	NOUN
ijassa-138	80	17	,	,	PUNCT
ijassa-138	80	18	the	the	DET
ijassa-138	80	19	number	number	NOUN
ijassa-138	80	20	of	of	ADP
ijassa-138	80	21	observations	observation	NOUN
ijassa-138	80	22	and	and	CCONJ
ijassa-138	80	23	period	period	NOUN
ijassa-138	80	24	of	of	ADP
ijassa-138	80	25	time	time	NOUN
ijassa-138	80	26	for	for	ADP
ijassa-138	80	27	each	each	DET
ijassa-138	80	28	stock	stock	NOUN
ijassa-138	80	29	is	be	AUX
ijassa-138	80	30	summarized	summarize	VERB
ijassa-138	80	31	in	in	ADP
ijassa-138	80	32	table	table	NOUN
ijassa-138	80	33	2	2	NUM
ijassa-138	80	34	,	,	PUNCT
ijassa-138	80	35	while	while	SCONJ
ijassa-138	80	36	the	the	DET
ijassa-138	80	37	descriptive	descriptive	ADJ
ijassa-138	80	38	statistics	statistic	NOUN
ijassa-138	80	39	for	for	ADP
ijassa-138	80	40	the	the	DET
ijassa-138	80	41	tick	tick	NOUN
ijassa-138	80	42	-	-	PUNCT
ijassa-138	80	43	by	by	ADP
ijassa-138	80	44	-	-	PUNCT
ijassa-138	80	45	tick	tick	NOUN
ijassa-138	80	46	log	log	NOUN
ijassa-138	80	47	returns	return	NOUN
ijassa-138	80	48	are	be	AUX
ijassa-138	80	49	presented	present	VERB
ijassa-138	80	50	in	in	ADP
ijassa-138	80	51	table	table	NOUN
ijassa-138	80	52	3	3	NUM
ijassa-138	80	53	,	,	PUNCT
ijassa-138	80	54	in	in	ADP
ijassa-138	80	55	d.	d.	PROPN
ijassa-138	80	56	dezsi	dezsi	PROPN
ijassa-138	80	57	,	,	PUNCT
ijassa-138	80	58	e.scarlat	e.scarlat	ADJ
ijassa-138	80	59	and	and	CCONJ
ijassa-138	80	60	i.	i.	PROPN
ijassa-138	80	61	măries	mărie	NOUN
ijassa-138	80	62	:	:	PUNCT
ijassa-138	80	63	agent	agent	NOUN
ijassa-138	80	64	-	-	PUNCT
ijassa-138	80	65	based	base	VERB
ijassa-138	80	66	models	model	NOUN
ijassa-138	80	67	simulations	simulation	NOUN
ijassa-138	80	68	for	for	ADP
ijassa-138	80	69	high	high	ADJ
ijassa-138	80	70	...	...	PUNCT
ijassa-138	80	71	256	256	NUM
ijassa-138	80	72	which	which	DET
ijassa-138	80	73	the	the	DET
ijassa-138	80	74	excess	excess	ADJ
ijassa-138	80	75	kurtosis	kurtosis	NOUN
ijassa-138	80	76	can	can	AUX
ijassa-138	80	77	be	be	AUX
ijassa-138	80	78	observed	observe	VERB
ijassa-138	80	79	.	.	PUNCT
ijassa-138	81	1	also	also	ADV
ijassa-138	81	2	,	,	PUNCT
ijassa-138	81	3	fig.1	fig.1	PROPN
ijassa-138	81	4	shows	show	VERB
ijassa-138	81	5	the	the	DET
ijassa-138	81	6	histogram	histogram	NOUN
ijassa-138	81	7	for	for	ADP
ijassa-138	81	8	the	the	DET
ijassa-138	81	9	log	log	NOUN
ijassa-138	81	10	returns	return	NOUN
ijassa-138	81	11	of	of	ADP
ijassa-138	81	12	the	the	DET
ijassa-138	81	13	analysed	analyse	VERB
ijassa-138	81	14	stocks	stock	NOUN
ijassa-138	81	15	,	,	PUNCT
ijassa-138	81	16	in	in	ADP
ijassa-138	81	17	order	order	NOUN
ijassa-138	81	18	to	to	PART
ijassa-138	81	19	show	show	VERB
ijassa-138	81	20	how	how	SCONJ
ijassa-138	81	21	the	the	DET
ijassa-138	81	22	returns	return	NOUN
ijassa-138	81	23	are	be	AUX
ijassa-138	81	24	distributed	distribute	VERB
ijassa-138	81	25	,	,	PUNCT
ijassa-138	81	26	being	be	AUX
ijassa-138	81	27	possible	possible	ADJ
ijassa-138	81	28	to	to	PART
ijassa-138	81	29	see	see	VERB
ijassa-138	81	30	the	the	DET
ijassa-138	81	31	discrete	discrete	ADJ
ijassa-138	81	32	character	character	NOUN
ijassa-138	81	33	of	of	ADP
ijassa-138	81	34	returns	return	NOUN
ijassa-138	81	35	even	even	ADV
ijassa-138	81	36	after	after	ADP
ijassa-138	81	37	the	the	DET
ijassa-138	81	38	logarithmic	logarithmic	ADJ
ijassa-138	81	39	transformation	transformation	NOUN
ijassa-138	81	40	.	.	PUNCT
ijassa-138	82	1	table	table	NOUN
ijassa-138	82	2	3	3	NUM
ijassa-138	82	3	descriptive	descriptive	ADJ
ijassa-138	82	4	statistics	statistic	NOUN
ijassa-138	82	5	for	for	ADP
ijassa-138	82	6	the	the	DET
ijassa-138	82	7	tick	tick	NOUN
ijassa-138	82	8	-	-	PUNCT
ijassa-138	82	9	by	by	ADP
ijassa-138	82	10	-	-	PUNCT
ijassa-138	82	11	tick	tick	NOUN
ijassa-138	82	12	log	log	NOUN
ijassa-138	82	13	returns	return	VERB
ijassa-138	82	14	stock	stock	NOUN
ijassa-138	82	15	name	name	NOUN
ijassa-138	82	16	symbol	symbol	NOUN
ijassa-138	82	17	mean×106	mean×106	PROPN
ijassa-138	82	18	std.dev.×104	std.dev.×104	PROPN
ijassa-138	82	19	skewness	skewness	NOUN
ijassa-138	82	20	kurtosis	kurtosis	VERB
ijassa-138	82	21	addobe	addobe	PROPN
ijassa-138	82	22	systems	system	NOUN
ijassa-138	82	23	adbe	adbe	VERB
ijassa-138	82	24	0.486	0.486	NUM
ijassa-138	82	25	1.46	1.46	NUM
ijassa-138	82	26	-0.360791	-0.360791	NOUN
ijassa-138	82	27	43.17925	43.17925	NUM
ijassa-138	82	28	alcoa	alcoa	PROPN
ijassa-138	82	29	inc	inc	PROPN
ijassa-138	82	30	.	.	PROPN
ijassa-138	83	1	aa	aa	PROPN
ijassa-138	83	2	1.120	1.120	NUM
ijassa-138	83	3	2.64	2.64	NUM
ijassa-138	83	4	0.086025	0.086025	NUM
ijassa-138	83	5	19.32359	19.32359	NUM
ijassa-138	83	6	apple	apple	PROPN
ijassa-138	83	7	inc	inc	PROPN
ijassa-138	83	8	.	.	PROPN
ijassa-138	83	9	aapl	aapl	PROPN
ijassa-138	83	10	-3.700	-3.700	ADP
ijassa-138	83	11	1.90	1.90	NUM
ijassa-138	83	12	-16.53734	-16.53734	SYM
ijassa-138	84	1	979.9840	979.9840	NUM
ijassa-138	84	2	bank	bank	PROPN
ijassa-138	84	3	of	of	ADP
ijassa-138	84	4	america	america	PROPN
ijassa-138	84	5	bac	bac	PROPN
ijassa-138	84	6	-5.060	-5.060	NOUN
ijassa-138	84	7	1.37	1.37	NUM
ijassa-138	84	8	-0.334374	-0.334374	NOUN
ijassa-138	84	9	23.19635	23.19635	NUM
ijassa-138	84	10	citigroup	citigroup	PROPN
ijassa-138	84	11	inc	inc	PROPN
ijassa-138	84	12	.	.	PROPN
ijassa-138	85	1	c	c	PROPN
ijassa-138	85	2	-0.909	-0.909	PROPN
ijassa-138	85	3	1.10	1.10	NUM
ijassa-138	85	4	-0.400060	-0.400060	NOUN
ijassa-138	85	5	32.14271	32.14271	NUM
ijassa-138	86	1	exxon	exxon	PROPN
ijassa-138	86	2	mobil	mobil	PROPN
ijassa-138	86	3	xom	xom	PROPN
ijassa-138	86	4	-0.443	-0.443	NUM
ijassa-138	86	5	1.10	1.10	NUM
ijassa-138	86	6	-1.226893	-1.226893	NOUN
ijassa-138	86	7	41.91198	41.91198	NUM
ijassa-138	86	8	general	general	PROPN
ijassa-138	86	9	electric	electric	PROPN
ijassa-138	86	10	ge	ge	PROPN
ijassa-138	86	11	0.0472	0.0472	NUM
ijassa-138	86	12	1.24	1.24	NUM
ijassa-138	86	13	0.436346	0.436346	NUM
ijassa-138	86	14	18.27284	18.27284	NUM
ijassa-138	86	15	ibm	ibm	PROPN
ijassa-138	86	16	ibm	ibm	PROPN
ijassa-138	86	17	-0.890	-0.890	PROPN
ijassa-138	86	18	1.94	1.94	NUM
ijassa-138	86	19	0.449297	0.449297	NUM
ijassa-138	86	20	32.84855	32.84855	NUM
ijassa-138	86	21	pfizer	pfizer	PROPN
ijassa-138	86	22	inc	inc	PROPN
ijassa-138	86	23	.	.	PROPN
ijassa-138	86	24	pfe	pfe	PROPN
ijassa-138	86	25	1.230	1.230	NUM
ijassa-138	86	26	1.05	1.05	NUM
ijassa-138	86	27	0.267775	0.267775	NUM
ijassa-138	86	28	16.65013	16.65013	NUM
ijassa-138	86	29	wells	wells	PROPN
ijassa-138	86	30	fargo	fargo	PROPN
ijassa-138	86	31	wfc	wfc	PROPN
ijassa-138	86	32	-0.653	-0.653	PUNCT
ijassa-138	86	33	1.21	1.21	NUM
ijassa-138	86	34	3.666686	3.666686	NUM
ijassa-138	86	35	156.9951	156.9951	NUM
ijassa-138	86	36	4	4	NUM
ijassa-138	86	37	the	the	DET
ijassa-138	86	38	agent	agent	NOUN
ijassa-138	86	39	-	-	PUNCT
ijassa-138	86	40	based	base	VERB
ijassa-138	86	41	models	model	NOUN
ijassa-138	86	42	specifications	specification	VERB
ijassa-138	86	43	an	an	DET
ijassa-138	86	44	agent	agent	NOUN
ijassa-138	86	45	-	-	PUNCT
ijassa-138	86	46	based	base	VERB
ijassa-138	86	47	model	model	NOUN
ijassa-138	86	48	is	be	AUX
ijassa-138	86	49	a	a	DET
ijassa-138	86	50	computational	computational	ADJ
ijassa-138	86	51	model	model	NOUN
ijassa-138	86	52	for	for	ADP
ijassa-138	86	53	simulating	simulate	VERB
ijassa-138	86	54	the	the	DET
ijassa-138	86	55	actions	action	NOUN
ijassa-138	86	56	and	and	CCONJ
ijassa-138	86	57	interactions	interaction	NOUN
ijassa-138	86	58	of	of	ADP
ijassa-138	86	59	multiple	multiple	ADJ
ijassa-138	86	60	agents	agent	NOUN
ijassa-138	86	61	in	in	ADP
ijassa-138	86	62	order	order	NOUN
ijassa-138	86	63	to	to	PART
ijassa-138	86	64	analyze	analyze	VERB
ijassa-138	86	65	the	the	DET
ijassa-138	86	66	effects	effect	NOUN
ijassa-138	86	67	on	on	ADP
ijassa-138	86	68	a	a	DET
ijassa-138	86	69	complex	complex	ADJ
ijassa-138	86	70	system	system	NOUN
ijassa-138	86	71	as	as	ADP
ijassa-138	86	72	a	a	DET
ijassa-138	86	73	whole	whole	NOUN
ijassa-138	86	74	,	,	PUNCT
ijassa-138	86	75	and	and	CCONJ
ijassa-138	86	76	represents	represent	VERB
ijassa-138	86	77	a	a	DET
ijassa-138	86	78	powerful	powerful	ADJ
ijassa-138	86	79	tool	tool	NOUN
ijassa-138	86	80	in	in	ADP
ijassa-138	86	81	the	the	DET
ijassa-138	86	82	understanding	understanding	NOUN
ijassa-138	86	83	of	of	ADP
ijassa-138	86	84	markets	market	NOUN
ijassa-138	86	85	and	and	CCONJ
ijassa-138	86	86	trading	trading	NOUN
ijassa-138	86	87	behavior	behavior	NOUN
ijassa-138	86	88	.	.	PUNCT
ijassa-138	87	1	an	an	DET
ijassa-138	87	2	agent	agent	NOUN
ijassa-138	87	3	-	-	PUNCT
ijassa-138	87	4	based	base	VERB
ijassa-138	87	5	model	model	NOUN
ijassa-138	87	6	of	of	ADP
ijassa-138	87	7	a	a	DET
ijassa-138	87	8	financial	financial	ADJ
ijassa-138	87	9	market	market	NOUN
ijassa-138	87	10	consists	consist	VERB
ijassa-138	87	11	of	of	ADP
ijassa-138	87	12	a	a	DET
ijassa-138	87	13	population	population	NOUN
ijassa-138	87	14	of	of	ADP
ijassa-138	87	15	agents	agent	NOUN
ijassa-138	87	16	(	(	PUNCT
ijassa-138	87	17	representing	represent	VERB
ijassa-138	87	18	investors	investor	NOUN
ijassa-138	87	19	)	)	PUNCT
ijassa-138	87	20	and	and	CCONJ
ijassa-138	87	21	a	a	DET
ijassa-138	87	22	price	price	NOUN
ijassa-138	87	23	discovery	discovery	NOUN
ijassa-138	87	24	and	and	CCONJ
ijassa-138	87	25	clearing	clearing	NOUN
ijassa-138	87	26	mechanism	mechanism	NOUN
ijassa-138	87	27	(	(	PUNCT
ijassa-138	87	28	representing	represent	VERB
ijassa-138	87	29	a	a	DET
ijassa-138	87	30	virtual	virtual	ADJ
ijassa-138	87	31	market	market	NOUN
ijassa-138	87	32	)	)	PUNCT
ijassa-138	87	33	.	.	PUNCT
ijassa-138	88	1	as	as	SCONJ
ijassa-138	88	2	regards	regard	NOUN
ijassa-138	88	3	to	to	ADP
ijassa-138	88	4	the	the	DET
ijassa-138	88	5	financial	financial	ADJ
ijassa-138	88	6	markets	market	NOUN
ijassa-138	88	7	,	,	PUNCT
ijassa-138	88	8	agent	agent	NOUN
ijassa-138	88	9	-	-	PUNCT
ijassa-138	88	10	based	base	VERB
ijassa-138	88	11	models	model	NOUN
ijassa-138	88	12	can	can	AUX
ijassa-138	88	13	successfully	successfully	ADV
ijassa-138	88	14	replicate	replicate	VERB
ijassa-138	88	15	time	time	NOUN
ijassa-138	88	16	series	series	PROPN
ijassa-138	88	17	features	feature	VERB
ijassa-138	88	18	like	like	ADP
ijassa-138	88	19	fat	fat	NOUN
ijassa-138	88	20	-	-	PUNCT
ijassa-138	88	21	tailed	tail	VERB
ijassa-138	88	22	distributions	distribution	NOUN
ijassa-138	88	23	and	and	CCONJ
ijassa-138	88	24	volatility	volatility	NOUN
ijassa-138	88	25	clustering	clustering	NOUN
ijassa-138	88	26	,	,	PUNCT
ijassa-138	88	27	on	on	ADP
ijassa-138	88	28	which	which	PRON
ijassa-138	88	29	standard	standard	ADJ
ijassa-138	88	30	financial	financial	ADJ
ijassa-138	88	31	models	model	NOUN
ijassa-138	88	32	offer	offer	VERB
ijassa-138	88	33	few	few	ADJ
ijassa-138	88	34	explanations	explanation	NOUN
ijassa-138	88	35	.	.	PUNCT
ijassa-138	89	1	conventionally	conventionally	ADV
ijassa-138	89	2	,	,	PUNCT
ijassa-138	89	3	financial	financial	ADJ
ijassa-138	89	4	markets	market	NOUN
ijassa-138	89	5	have	have	AUX
ijassa-138	89	6	been	be	AUX
ijassa-138	89	7	studied	study	VERB
ijassa-138	89	8	using	use	VERB
ijassa-138	89	9	analytical	analytical	ADJ
ijassa-138	89	10	mathematics	mathematic	NOUN
ijassa-138	89	11	based	base	VERB
ijassa-138	89	12	on	on	ADP
ijassa-138	89	13	a	a	DET
ijassa-138	89	14	generalization	generalization	NOUN
ijassa-138	89	15	of	of	ADP
ijassa-138	89	16	market	market	NOUN
ijassa-138	89	17	participants	participant	NOUN
ijassa-138	89	18	and	and	CCONJ
ijassa-138	89	19	other	other	ADJ
ijassa-138	89	20	simplifications	simplification	NOUN
ijassa-138	89	21	and	and	CCONJ
ijassa-138	89	22	idealizations	idealization	NOUN
ijassa-138	89	23	.	.	PUNCT
ijassa-138	90	1	however	however	ADV
ijassa-138	90	2	,	,	PUNCT
ijassa-138	90	3	the	the	DET
ijassa-138	90	4	behavior	behavior	NOUN
ijassa-138	90	5	of	of	ADP
ijassa-138	90	6	financial	financial	ADJ
ijassa-138	90	7	markets	market	NOUN
ijassa-138	90	8	as	as	SCONJ
ijassa-138	90	9	observed	observe	VERB
ijassa-138	90	10	in	in	ADP
ijassa-138	90	11	reality	reality	NOUN
ijassa-138	90	12	ca	can	AUX
ijassa-138	90	13	n’t	not	PART
ijassa-138	90	14	be	be	AUX
ijassa-138	90	15	fully	fully	ADV
ijassa-138	90	16	described	describe	VERB
ijassa-138	90	17	by	by	ADP
ijassa-138	90	18	such	such	ADJ
ijassa-138	90	19	mathematical	mathematical	ADJ
ijassa-138	90	20	models	model	NOUN
ijassa-138	90	21	.	.	PUNCT
ijassa-138	91	1	in	in	ADP
ijassa-138	91	2	reality	reality	NOUN
ijassa-138	91	3	,	,	PUNCT
ijassa-138	91	4	market	market	NOUN
ijassa-138	91	5	prices	price	NOUN
ijassa-138	91	6	are	be	AUX
ijassa-138	91	7	established	establish	VERB
ijassa-138	91	8	by	by	ADP
ijassa-138	91	9	a	a	DET
ijassa-138	91	10	large	large	ADJ
ijassa-138	91	11	diversity	diversity	NOUN
ijassa-138	91	12	of	of	ADP
ijassa-138	91	13	investors	investor	NOUN
ijassa-138	91	14	with	with	ADP
ijassa-138	91	15	different	different	ADJ
ijassa-138	91	16	decision	decision	NOUN
ijassa-138	91	17	making	make	VERB
ijassa-138	91	18	methods	method	NOUN
ijassa-138	91	19	and	and	CCONJ
ijassa-138	91	20	different	different	ADJ
ijassa-138	91	21	investment	investment	NOUN
ijassa-138	91	22	goals	goal	NOUN
ijassa-138	91	23	.	.	PUNCT
ijassa-138	92	1	the	the	DET
ijassa-138	92	2	complex	complex	ADJ
ijassa-138	92	3	dynamics	dynamic	NOUN
ijassa-138	92	4	of	of	ADP
ijassa-138	92	5	these	these	DET
ijassa-138	92	6	heterogeneous	heterogeneous	ADJ
ijassa-138	92	7	investors	investor	NOUN
ijassa-138	92	8	and	and	CCONJ
ijassa-138	92	9	the	the	DET
ijassa-138	92	10	resulting	result	VERB
ijassa-138	92	11	price	price	NOUN
ijassa-138	92	12	formation	formation	NOUN
ijassa-138	92	13	process	process	NOUN
ijassa-138	92	14	require	require	VERB
ijassa-138	92	15	a	a	DET
ijassa-138	92	16	simulation	simulation	NOUN
ijassa-138	92	17	model	model	NOUN
ijassa-138	92	18	of	of	ADP
ijassa-138	92	19	multiple	multiple	ADJ
ijassa-138	92	20	heterogeneous	heterogeneous	ADJ
ijassa-138	92	21	agents	agent	NOUN
ijassa-138	92	22	and	and	CCONJ
ijassa-138	92	23	a	a	DET
ijassa-138	92	24	virtual	virtual	ADJ
ijassa-138	92	25	market	market	NOUN
ijassa-138	92	26	[	[	X
ijassa-138	92	27	14	14	NUM
ijassa-138	92	28	]	]	PUNCT
ijassa-138	92	29	.	.	PUNCT
ijassa-138	93	1	research	research	NOUN
ijassa-138	93	2	has	have	AUX
ijassa-138	93	3	shown	show	VERB
ijassa-138	93	4	that	that	SCONJ
ijassa-138	93	5	complex	complex	ADJ
ijassa-138	93	6	behavior	behavior	NOUN
ijassa-138	93	7	can	can	AUX
ijassa-138	93	8	emerge	emerge	VERB
ijassa-138	93	9	from	from	ADP
ijassa-138	93	10	simulations	simulation	NOUN
ijassa-138	93	11	of	of	ADP
ijassa-138	93	12	agents	agent	NOUN
ijassa-138	93	13	with	with	ADP
ijassa-138	93	14	relatively	relatively	ADV
ijassa-138	93	15	simple	simple	ADJ
ijassa-138	93	16	decision	decision	NOUN
ijassa-138	93	17	rules	rule	NOUN
ijassa-138	93	18	.	.	PUNCT
ijassa-138	94	1	furthermore	furthermore	ADV
ijassa-138	94	2	,	,	PUNCT
ijassa-138	94	3	commonly	commonly	ADV
ijassa-138	94	4	observed	observe	VERB
ijassa-138	94	5	stylized	stylize	VERB
ijassa-138	94	6	facts	fact	NOUN
ijassa-138	94	7	of	of	ADP
ijassa-138	94	8	financial	financial	ADJ
ijassa-138	94	9	time	time	NOUN
ijassa-138	94	10	series	series	NOUN
ijassa-138	94	11	(	(	PUNCT
ijassa-138	94	12	price	price	NOUN
ijassa-138	94	13	and	and	CCONJ
ijassa-138	94	14	order	order	NOUN
ijassa-138	94	15	flow	flow	NOUN
ijassa-138	94	16	)	)	PUNCT
ijassa-138	94	17	have	have	AUX
ijassa-138	94	18	been	be	AUX
ijassa-138	94	19	reproduced	reproduce	VERB
ijassa-138	94	20	by	by	ADP
ijassa-138	94	21	several	several	ADJ
ijassa-138	94	22	agent	agent	NOUN
ijassa-138	94	23	-	-	PUNCT
ijassa-138	94	24	based	base	VERB
ijassa-138	94	25	market	market	NOUN
ijassa-138	94	26	models	model	NOUN
ijassa-138	94	27	[	[	X
ijassa-138	94	28	7,15	7,15	NUM
ijassa-138	94	29	-	-	SYM
ijassa-138	94	30	17	17	NUM
ijassa-138	94	31	]	]	PUNCT
ijassa-138	94	32	.	.	PUNCT
ijassa-138	95	1	although	although	SCONJ
ijassa-138	95	2	agent	agent	NOUN
ijassa-138	95	3	-	-	PUNCT
ijassa-138	95	4	based	base	VERB
ijassa-138	95	5	research	research	NOUN
ijassa-138	95	6	has	have	AUX
ijassa-138	95	7	been	be	AUX
ijassa-138	95	8	introduced	introduce	VERB
ijassa-138	95	9	over	over	ADP
ijassa-138	95	10	30	30	NUM
ijassa-138	95	11	years	year	NOUN
ijassa-138	95	12	ago	ago	ADV
ijassa-138	95	13	in	in	ADP
ijassa-138	95	14	economics	economic	NOUN
ijassa-138	95	15	,	,	PUNCT
ijassa-138	95	16	it	it	PRON
ijassa-138	95	17	is	be	AUX
ijassa-138	95	18	still	still	ADV
ijassa-138	95	19	considered	consider	VERB
ijassa-138	95	20	a	a	DET
ijassa-138	95	21	niche	niche	NOUN
ijassa-138	95	22	field	field	NOUN
ijassa-138	95	23	because	because	SCONJ
ijassa-138	95	24	of	of	ADP
ijassa-138	95	25	its	its	PRON
ijassa-138	95	26	detailed	detailed	ADJ
ijassa-138	95	27	and	and	CCONJ
ijassa-138	95	28	complex	complex	ADJ
ijassa-138	95	29	257	257	NUM
ijassa-138	95	30	advances	advance	NOUN
ijassa-138	95	31	in	in	ADP
ijassa-138	95	32	systems	system	NOUN
ijassa-138	95	33	science	science	NOUN
ijassa-138	95	34	and	and	CCONJ
ijassa-138	95	35	applications	application	NOUN
ijassa-138	95	36	(	(	PUNCT
ijassa-138	95	37	2013	2013	NUM
ijassa-138	95	38	)	)	PUNCT
ijassa-138	95	39	vol.13	vol.13	NOUN
ijassa-138	95	40	no.3	no.3	VERB
ijassa-138	95	41	platforms	platform	NOUN
ijassa-138	95	42	.	.	PUNCT
ijassa-138	96	1	another	another	DET
ijassa-138	96	2	impeachment	impeachment	NOUN
ijassa-138	96	3	in	in	ADP
ijassa-138	96	4	using	use	VERB
ijassa-138	96	5	computational	computational	ADJ
ijassa-138	96	6	agent	agent	NOUN
ijassa-138	96	7	-	-	PUNCT
ijassa-138	96	8	based	base	VERB
ijassa-138	96	9	modeling	modeling	NOUN
ijassa-138	96	10	is	be	AUX
ijassa-138	96	11	represented	represent	VERB
ijassa-138	96	12	by	by	ADP
ijassa-138	96	13	the	the	DET
ijassa-138	96	14	fact	fact	NOUN
ijassa-138	96	15	that	that	SCONJ
ijassa-138	96	16	it	it	PRON
ijassa-138	96	17	uses	use	VERB
ijassa-138	96	18	source	source	NOUN
ijassa-138	96	19	codes	code	NOUN
ijassa-138	96	20	which	which	PRON
ijassa-138	96	21	usually	usually	ADV
ijassa-138	96	22	are	be	AUX
ijassa-138	96	23	not	not	PART
ijassa-138	96	24	disseminated	disseminate	VERB
ijassa-138	96	25	along	along	ADP
ijassa-138	96	26	with	with	ADP
ijassa-138	96	27	the	the	DET
ijassa-138	96	28	paper	paper	NOUN
ijassa-138	96	29	,	,	PUNCT
ijassa-138	96	30	thus	thus	ADV
ijassa-138	96	31	being	be	AUX
ijassa-138	96	32	hard	hard	ADJ
ijassa-138	96	33	to	to	PART
ijassa-138	96	34	be	be	AUX
ijassa-138	96	35	evaluated	evaluate	VERB
ijassa-138	96	36	,	,	PUNCT
ijassa-138	96	37	tested	test	VERB
ijassa-138	96	38	and	and	CCONJ
ijassa-138	96	39	developed	develop	VERB
ijassa-138	96	40	for	for	ADP
ijassa-138	96	41	further	further	ADJ
ijassa-138	96	42	research	research	NOUN
ijassa-138	96	43	by	by	ADP
ijassa-138	96	44	the	the	DET
ijassa-138	96	45	rest	rest	NOUN
ijassa-138	96	46	of	of	ADP
ijassa-138	96	47	the	the	DET
ijassa-138	96	48	community	community	NOUN
ijassa-138	96	49	,	,	PUNCT
ijassa-138	96	50	as	as	SCONJ
ijassa-138	96	51	underlined	underline	VERB
ijassa-138	96	52	by	by	ADP
ijassa-138	96	53	barr	barr	PROPN
ijassa-138	96	54	et	et	PROPN
ijassa-138	96	55	all	all	PRON
ijassa-138	96	56	(	(	PUNCT
ijassa-138	96	57	2008	2008	NUM
ijassa-138	96	58	)	)	PUNCT
ijassa-138	97	1	[	[	X
ijassa-138	97	2	12	12	NUM
ijassa-138	97	3	]	]	PUNCT
ijassa-138	97	4	.	.	PUNCT
ijassa-138	98	1	furthermore	furthermore	ADV
ijassa-138	98	2	,	,	PUNCT
ijassa-138	98	3	agent	agent	NOUN
ijassa-138	98	4	-	-	PUNCT
ijassa-138	98	5	based	base	VERB
ijassa-138	98	6	modeling	modeling	NOUN
ijassa-138	98	7	can	can	AUX
ijassa-138	98	8	generate	generate	VERB
ijassa-138	98	9	important	important	ADJ
ijassa-138	98	10	facts	fact	NOUN
ijassa-138	98	11	when	when	SCONJ
ijassa-138	98	12	used	use	VERB
ijassa-138	98	13	for	for	ADP
ijassa-138	98	14	institutional	institutional	ADJ
ijassa-138	98	15	design	design	NOUN
ijassa-138	98	16	.	.	PUNCT
ijassa-138	99	1	at	at	ADP
ijassa-138	99	2	a	a	DET
ijassa-138	99	3	large	large	ADJ
ijassa-138	99	4	scale	scale	NOUN
ijassa-138	99	5	they	they	PRON
ijassa-138	99	6	are	be	AUX
ijassa-138	99	7	already	already	ADV
ijassa-138	99	8	used	use	VERB
ijassa-138	99	9	for	for	ADP
ijassa-138	99	10	computer	computer	NOUN
ijassa-138	99	11	simulation	simulation	NOUN
ijassa-138	99	12	by	by	ADP
ijassa-138	99	13	government	government	NOUN
ijassa-138	99	14	agencies	agency	NOUN
ijassa-138	99	15	,	,	PUNCT
ijassa-138	99	16	an	an	DET
ijassa-138	99	17	important	important	ADJ
ijassa-138	99	18	example	example	NOUN
ijassa-138	99	19	being	be	AUX
ijassa-138	99	20	the	the	DET
ijassa-138	99	21	traffic	traffic	NOUN
ijassa-138	99	22	simulations	simulation	NOUN
ijassa-138	99	23	,	,	PUNCT
ijassa-138	99	24	while	while	SCONJ
ijassa-138	99	25	as	as	ADP
ijassa-138	99	26	a	a	DET
ijassa-138	99	27	small	small	ADJ
ijassa-138	99	28	to	to	PART
ijassa-138	99	29	intermediate	intermediate	ADJ
ijassa-138	99	30	size	size	NOUN
ijassa-138	99	31	model	model	NOUN
ijassa-138	99	32	it	it	PRON
ijassa-138	99	33	can	can	AUX
ijassa-138	99	34	be	be	AUX
ijassa-138	99	35	used	use	VERB
ijassa-138	99	36	by	by	ADP
ijassa-138	99	37	the	the	DET
ijassa-138	99	38	government	government	NOUN
ijassa-138	99	39	agencies	agency	NOUN
ijassa-138	99	40	as	as	ADP
ijassa-138	99	41	an	an	DET
ijassa-138	99	42	advisory	advisory	ADJ
ijassa-138	99	43	and	and	CCONJ
ijassa-138	99	44	prediction	prediction	NOUN
ijassa-138	99	45	instrument	instrument	NOUN
ijassa-138	99	46	.	.	PUNCT
ijassa-138	100	1	fig.2	fig.2	PROPN
ijassa-138	100	2	agent	agent	NOUN
ijassa-138	100	3	-	-	PUNCT
ijassa-138	100	4	based	base	VERB
ijassa-138	100	5	model	model	NOUN
ijassa-138	100	6	cycle	cycle	NOUN
ijassa-138	100	7	the	the	DET
ijassa-138	100	8	agent	agent	NOUN
ijassa-138	100	9	-	-	PUNCT
ijassa-138	100	10	based	base	VERB
ijassa-138	100	11	models	model	NOUN
ijassa-138	100	12	referred	refer	VERB
ijassa-138	100	13	to	to	ADP
ijassa-138	100	14	in	in	ADP
ijassa-138	100	15	this	this	DET
ijassa-138	100	16	paper	paper	NOUN
ijassa-138	100	17	are	be	AUX
ijassa-138	100	18	simulated	simulate	VERB
ijassa-138	100	19	in	in	ADP
ijassa-138	100	20	adaptive	adaptive	ADJ
ijassa-138	100	21	modeler	modeler	NOUN
ijassa-138	100	22	software	software	NOUN
ijassa-138	100	23	,	,	PUNCT
ijassa-138	100	24	which	which	PRON
ijassa-138	100	25	supports	support	VERB
ijassa-138	100	26	up	up	ADP
ijassa-138	100	27	to	to	PART
ijassa-138	100	28	2,000	2,000	NUM
ijassa-138	100	29	agents	agent	NOUN
ijassa-138	100	30	and	and	CCONJ
ijassa-138	100	31	20,000	20,000	NUM
ijassa-138	100	32	observations	observation	NOUN
ijassa-138	100	33	for	for	ADP
ijassa-138	100	34	each	each	DET
ijassa-138	100	35	simulation	simulation	NOUN
ijassa-138	100	36	.	.	PUNCT
ijassa-138	101	1	to	to	ADP
ijassa-138	101	2	the	the	DET
ijassa-138	101	3	best	good	ADJ
ijassa-138	101	4	of	of	ADP
ijassa-138	101	5	our	our	PRON
ijassa-138	101	6	knowledge	knowledge	NOUN
ijassa-138	101	7	,	,	PUNCT
ijassa-138	101	8	none	none	NOUN
ijassa-138	101	9	of	of	ADP
ijassa-138	101	10	the	the	DET
ijassa-138	101	11	work	work	NOUN
ijassa-138	101	12	in	in	ADP
ijassa-138	101	13	the	the	DET
ijassa-138	101	14	literature	literature	NOUN
ijassa-138	101	15	has	have	AUX
ijassa-138	101	16	attempted	attempt	VERB
ijassa-138	101	17	to	to	PART
ijassa-138	101	18	compare	compare	VERB
ijassa-138	101	19	the	the	DET
ijassa-138	101	20	simulation	simulation	NOUN
ijassa-138	101	21	results	result	NOUN
ijassa-138	101	22	generated	generate	VERB
ijassa-138	101	23	from	from	ADP
ijassa-138	101	24	the	the	DET
ijassa-138	101	25	simulations	simulation	NOUN
ijassa-138	101	26	of	of	ADP
ijassa-138	101	27	zero	zero	NUM
ijassa-138	101	28	-	-	PUNCT
ijassa-138	101	29	intelligence	intelligence	NOUN
ijassa-138	101	30	agent	agent	NOUN
ijassa-138	101	31	-	-	PUNCT
ijassa-138	101	32	based	base	VERB
ijassa-138	101	33	models	model	NOUN
ijassa-138	101	34	with	with	ADP
ijassa-138	101	35	the	the	DET
ijassa-138	101	36	results	result	NOUN
ijassa-138	101	37	obtained	obtain	VERB
ijassa-138	101	38	from	from	ADP
ijassa-138	101	39	simulating	simulate	VERB
ijassa-138	101	40	intelligent	intelligent	ADJ
ijassa-138	101	41	agent	agent	NOUN
ijassa-138	101	42	-	-	PUNCT
ijassa-138	101	43	based	base	VERB
ijassa-138	101	44	models	model	NOUN
ijassa-138	101	45	for	for	ADP
ijassa-138	101	46	high	high	ADJ
ijassa-138	101	47	frequency	frequency	NOUN
ijassa-138	101	48	financial	financial	ADJ
ijassa-138	101	49	data	datum	NOUN
ijassa-138	101	50	.	.	PUNCT
ijassa-138	102	1	each	each	DET
ijassa-138	102	2	model	model	NOUN
ijassa-138	102	3	consists	consist	VERB
ijassa-138	102	4	of	of	ADP
ijassa-138	102	5	a	a	DET
ijassa-138	102	6	population	population	NOUN
ijassa-138	102	7	of	of	ADP
ijassa-138	102	8	agents	agent	NOUN
ijassa-138	102	9	and	and	CCONJ
ijassa-138	102	10	a	a	DET
ijassa-138	102	11	virtual	virtual	ADJ
ijassa-138	102	12	market	market	NOUN
ijassa-138	102	13	on	on	ADP
ijassa-138	102	14	which	which	PRON
ijassa-138	102	15	the	the	DET
ijassa-138	102	16	agents	agent	NOUN
ijassa-138	102	17	trade	trade	VERB
ijassa-138	102	18	the	the	DET
ijassa-138	102	19	envisaged	envisaged	ADJ
ijassa-138	102	20	security	security	NOUN
ijassa-138	102	21	.	.	PUNCT
ijassa-138	103	1	the	the	DET
ijassa-138	103	2	agents	agent	NOUN
ijassa-138	103	3	are	be	AUX
ijassa-138	103	4	autonomous	autonomous	ADJ
ijassa-138	103	5	entities	entity	NOUN
ijassa-138	103	6	representing	represent	VERB
ijassa-138	103	7	the	the	DET
ijassa-138	103	8	traders	trader	NOUN
ijassa-138	103	9	of	of	ADP
ijassa-138	103	10	the	the	DET
ijassa-138	103	11	stock	stock	NOUN
ijassa-138	103	12	market	market	NOUN
ijassa-138	103	13	,	,	PUNCT
ijassa-138	103	14	each	each	PRON
ijassa-138	103	15	having	have	VERB
ijassa-138	103	16	their	their	PRON
ijassa-138	103	17	own	own	ADJ
ijassa-138	103	18	wealth	wealth	NOUN
ijassa-138	103	19	(	(	PUNCT
ijassa-138	103	20	cash	cash	NOUN
ijassa-138	103	21	and	and	CCONJ
ijassa-138	103	22	shares	share	NOUN
ijassa-138	103	23	)	)	PUNCT
ijassa-138	103	24	and	and	CCONJ
ijassa-138	103	25	their	their	PRON
ijassa-138	103	26	own	own	ADJ
ijassa-138	103	27	trading	trading	NOUN
ijassa-138	103	28	strategy	strategy	NOUN
ijassa-138	103	29	.	.	PUNCT
ijassa-138	104	1	the	the	DET
ijassa-138	104	2	general	general	ADJ
ijassa-138	104	3	cycle	cycle	NOUN
ijassa-138	104	4	of	of	ADP
ijassa-138	104	5	the	the	DET
ijassa-138	104	6	agent	agent	NOUN
ijassa-138	104	7	-	-	PUNCT
ijassa-138	104	8	based	base	VERB
ijassa-138	104	9	models	model	NOUN
ijassa-138	104	10	used	use	VERB
ijassa-138	104	11	in	in	ADP
ijassa-138	104	12	this	this	DET
ijassa-138	104	13	paper	paper	NOUN
ijassa-138	104	14	,	,	PUNCT
ijassa-138	104	15	which	which	PRON
ijassa-138	104	16	repeats	repeat	VERB
ijassa-138	104	17	at	at	ADP
ijassa-138	104	18	each	each	PRON
ijassa-138	104	19	of	of	ADP
ijassa-138	104	20	the	the	DET
ijassa-138	104	21	20,000	20,000	NUM
ijassa-138	104	22	analyzed	analyze	VERB
ijassa-138	104	23	quotes	quote	NOUN
ijassa-138	104	24	,	,	PUNCT
ijassa-138	104	25	is	be	AUX
ijassa-138	104	26	illustrated	illustrate	VERB
ijassa-138	104	27	in	in	ADP
ijassa-138	104	28	fig.2	fig.2	PROPN
ijassa-138	104	29	and	and	CCONJ
ijassa-138	104	30	fig.3	fig.3	PROPN
ijassa-138	104	31	in	in	ADP
ijassa-138	104	32	more	more	ADJ
ijassa-138	104	33	details	detail	NOUN
ijassa-138	104	34	.	.	PUNCT
ijassa-138	105	1	it	it	PRON
ijassa-138	105	2	can	can	AUX
ijassa-138	105	3	be	be	AUX
ijassa-138	105	4	described	describe	VERB
ijassa-138	105	5	as	as	SCONJ
ijassa-138	105	6	follows	follow	VERB
ijassa-138	105	7	:	:	PUNCT
ijassa-138	106	1	1	1	X
ijassa-138	106	2	.	.	X
ijassa-138	106	3	import	import	VERB
ijassa-138	106	4	real	real	ADJ
ijassa-138	106	5	stock	stock	NOUN
ijassa-138	106	6	market	market	NOUN
ijassa-138	106	7	data	datum	NOUN
ijassa-138	106	8	:	:	PUNCT
ijassa-138	106	9	real	real	ADJ
ijassa-138	106	10	stock	stock	NOUN
ijassa-138	106	11	market	market	NOUN
ijassa-138	106	12	data	datum	NOUN
ijassa-138	106	13	is	be	AUX
ijassa-138	106	14	imported	import	VERB
ijassa-138	106	15	for	for	ADP
ijassa-138	106	16	the	the	DET
ijassa-138	106	17	simulated	simulate	VERB
ijassa-138	106	18	stock	stock	NOUN
ijassa-138	106	19	.	.	PUNCT
ijassa-138	107	1	2	2	X
ijassa-138	107	2	.	.	X
ijassa-138	107	3	initialization	initialization	NOUN
ijassa-138	107	4	of	of	ADP
ijassa-138	107	5	the	the	DET
ijassa-138	107	6	model	model	NOUN
ijassa-138	107	7	:	:	PUNCT
ijassa-138	107	8	the	the	DET
ijassa-138	107	9	cycle	cycle	NOUN
ijassa-138	107	10	starts	start	VERB
ijassa-138	107	11	after	after	ADP
ijassa-138	107	12	the	the	DET
ijassa-138	107	13	model	model	NOUN
ijassa-138	107	14	initialization	initialization	NOUN
ijassa-138	107	15	and	and	CCONJ
ijassa-138	107	16	after	after	SCONJ
ijassa-138	107	17	the	the	DET
ijassa-138	107	18	parameters	parameter	NOUN
ijassa-138	107	19	are	be	AUX
ijassa-138	107	20	set	set	VERB
ijassa-138	107	21	.	.	PUNCT
ijassa-138	108	1	at	at	ADP
ijassa-138	108	2	the	the	DET
ijassa-138	108	3	initialization	initialization	NOUN
ijassa-138	108	4	,	,	PUNCT
ijassa-138	108	5	the	the	DET
ijassa-138	108	6	agents	agent	NOUN
ijassa-138	108	7	receive	receive	VERB
ijassa-138	108	8	an	an	DET
ijassa-138	108	9	d.	d.	PROPN
ijassa-138	108	10	dezsi	dezsi	PROPN
ijassa-138	108	11	,	,	PUNCT
ijassa-138	108	12	e.scarlat	e.scarlat	ADJ
ijassa-138	108	13	and	and	CCONJ
ijassa-138	108	14	i.	i.	PROPN
ijassa-138	108	15	măries	mărie	NOUN
ijassa-138	108	16	:	:	PUNCT
ijassa-138	108	17	agent	agent	NOUN
ijassa-138	108	18	-	-	PUNCT
ijassa-138	108	19	based	base	VERB
ijassa-138	108	20	models	model	NOUN
ijassa-138	108	21	simulations	simulation	NOUN
ijassa-138	108	22	for	for	ADP
ijassa-138	108	23	high	high	ADJ
ijassa-138	108	24	...	...	PUNCT
ijassa-138	108	25	258	258	NUM
ijassa-138	108	26	initial	initial	ADJ
ijassa-138	108	27	wealth	wealth	NOUN
ijassa-138	108	28	of	of	ADP
ijassa-138	108	29	100,000	100,000	NUM
ijassa-138	108	30	and	and	CCONJ
ijassa-138	108	31	no	no	PRON
ijassa-138	108	32	shares	share	NOUN
ijassa-138	108	33	.	.	PUNCT
ijassa-138	109	1	each	each	DET
ijassa-138	109	2	agent	agent	NOUN
ijassa-138	109	3	receives	receive	VERB
ijassa-138	109	4	a	a	DET
ijassa-138	109	5	trading	trading	NOUN
ijassa-138	109	6	rule	rule	NOUN
ijassa-138	109	7	which	which	PRON
ijassa-138	109	8	is	be	AUX
ijassa-138	109	9	called	call	VERB
ijassa-138	109	10	the	the	DET
ijassa-138	109	11	genome	genome	NOUN
ijassa-138	109	12	,	,	PUNCT
ijassa-138	109	13	which	which	PRON
ijassa-138	109	14	is	be	AUX
ijassa-138	109	15	randomly	randomly	ADV
ijassa-138	109	16	created	create	VERB
ijassa-138	109	17	by	by	ADP
ijassa-138	109	18	taking	take	VERB
ijassa-138	109	19	in	in	ADP
ijassa-138	109	20	account	account	NOUN
ijassa-138	109	21	the	the	DET
ijassa-138	109	22	selected	select	VERB
ijassa-138	109	23	genes	gene	NOUN
ijassa-138	109	24	(	(	PUNCT
ijassa-138	109	25	which	which	PRON
ijassa-138	109	26	represent	represent	VERB
ijassa-138	109	27	functions	function	NOUN
ijassa-138	109	28	)	)	PUNCT
ijassa-138	109	29	using	use	VERB
ijassa-138	109	30	genetic	genetic	ADJ
ijassa-138	109	31	programming	programming	NOUN
ijassa-138	109	32	described	describe	VERB
ijassa-138	109	33	in	in	ADP
ijassa-138	109	34	[	[	X
ijassa-138	109	35	10	10	NUM
ijassa-138	109	36	]	]	PUNCT
ijassa-138	109	37	.	.	PUNCT
ijassa-138	110	1	fig.3	fig.3	ADJ
ijassa-138	110	2	agent	agent	NOUN
ijassa-138	110	3	-	-	PUNCT
ijassa-138	110	4	based	base	VERB
ijassa-138	110	5	model	model	NOUN
ijassa-138	110	6	flowchart	flowchart	NOUN
ijassa-138	110	7	there	there	PRON
ijassa-138	110	8	are	be	VERB
ijassa-138	110	9	no	no	DET
ijassa-138	110	10	broker	broker	NOUN
ijassa-138	110	11	fees	fee	NOUN
ijassa-138	110	12	in	in	ADP
ijassa-138	110	13	these	these	DET
ijassa-138	110	14	simulations	simulation	NOUN
ijassa-138	110	15	,	,	PUNCT
ijassa-138	110	16	and	and	CCONJ
ijassa-138	110	17	no	no	DET
ijassa-138	110	18	market	market	NOUN
ijassa-138	110	19	maker	maker	NOUN
ijassa-138	110	20	.	.	PUNCT
ijassa-138	111	1	all	all	DET
ijassa-138	111	2	the	the	DET
ijassa-138	111	3	parameters	parameter	NOUN
ijassa-138	111	4	for	for	ADP
ijassa-138	111	5	each	each	PRON
ijassa-138	111	6	of	of	ADP
ijassa-138	111	7	the	the	DET
ijassa-138	111	8	two	two	NUM
ijassa-138	111	9	models	model	NOUN
ijassa-138	111	10	and	and	CCONJ
ijassa-138	111	11	their	their	PRON
ijassa-138	111	12	values	value	NOUN
ijassa-138	111	13	are	be	AUX
ijassa-138	111	14	described	describe	VERB
ijassa-138	111	15	in	in	ADP
ijassa-138	111	16	table	table	NOUN
ijassa-138	111	17	4	4	NUM
ijassa-138	111	18	.	.	X
ijassa-138	111	19	259	259	NUM
ijassa-138	111	20	advances	advance	NOUN
ijassa-138	111	21	in	in	ADP
ijassa-138	111	22	systems	system	NOUN
ijassa-138	111	23	science	science	NOUN
ijassa-138	111	24	and	and	CCONJ
ijassa-138	111	25	applications	application	NOUN
ijassa-138	111	26	(	(	PUNCT
ijassa-138	111	27	2013	2013	NUM
ijassa-138	111	28	)	)	PUNCT
ijassa-138	111	29	vol.13	vol.13	NOUN
ijassa-138	111	30	no.3	no.3	VERB
ijassa-138	111	31	table	table	NOUN
ijassa-138	111	32	4	4	NUM
ijassa-138	111	33	general	general	ADJ
ijassa-138	111	34	settings	setting	NOUN
ijassa-138	111	35	of	of	ADP
ijassa-138	111	36	the	the	DET
ijassa-138	111	37	models	model	NOUN
ijassa-138	111	38	.	.	PUNCT
ijassa-138	112	1	market	market	NOUN
ijassa-138	112	2	and	and	CCONJ
ijassa-138	112	3	agents	agent	NOUN
ijassa-138	112	4	’	’	PART
ijassa-138	112	5	parameters	parameter	NOUN
ijassa-138	112	6	configuration	configuration	NOUN
ijassa-138	112	7	in	in	ADP
ijassa-138	112	8	the	the	DET
ijassa-138	112	9	simulations	simulation	NOUN
ijassa-138	112	10	model	model	NOUN
ijassa-138	112	11	parameter	parameter	PROPN
ijassa-138	112	12	type	type	NOUN
ijassa-138	112	13	parameter	parameter	NOUN
ijassa-138	112	14	name	name	NOUN
ijassa-138	112	15	parameter	parameter	NOUN
ijassa-138	112	16	value	value	NOUN
ijassa-138	112	17	no	no	INTJ
ijassa-138	112	18	.	.	PUNCT
ijassa-138	112	19	of	of	ADP
ijassa-138	112	20	trading	trading	NOUN
ijassa-138	112	21	periods	period	NOUN
ijassa-138	112	22	(	(	PUNCT
ijassa-138	112	23	bars	bar	NOUN
ijassa-138	112	24	)	)	PUNCT
ijassa-138	112	25	max	max	PROPN
ijassa-138	112	26	.	.	PROPN
ijassa-138	112	27	20,000	20,000	NUM
ijassa-138	112	28	;	;	PUNCT
ijassa-138	112	29	see	see	VERB
ijassa-138	112	30	table	table	NOUN
ijassa-138	112	31	1	1	NUM
ijassa-138	112	32	.	.	PUNCT
ijassa-138	112	33	market	market	NOUN
ijassa-138	112	34	no	no	PROPN
ijassa-138	112	35	.	.	PUNCT
ijassa-138	113	1	of	of	ADP
ijassa-138	113	2	agents	agent	NOUN
ijassa-138	113	3	2,000	2,000	NUM
ijassa-138	113	4	parameters	parameter	NOUN
ijassa-138	113	5	spread	spread	VERB
ijassa-138	113	6	20.005	20.005	NUM
ijassa-138	113	7	%	%	NOUN
ijassa-138	113	8	variable	variable	ADJ
ijassa-138	113	9	broker	broker	NOUN
ijassa-138	113	10	fee	fee	NOUN
ijassa-138	113	11	0	0	NUM
ijassa-138	113	12	%	%	NOUN
ijassa-138	113	13	zi	zi	NOUN
ijassa-138	113	14	agentwealth	agentwealth	NOUN
ijassa-138	113	15	distribution	distribution	NOUN
ijassa-138	113	16	equal	equal	ADJ
ijassa-138	113	17	for	for	ADP
ijassa-138	113	18	all	all	DET
ijassa-138	113	19	agents	agent	NOUN
ijassa-138	113	20	:	:	PUNCT
ijassa-138	113	21	100,000	100,000	NUM
ijassa-138	113	22	based	base	VERB
ijassa-138	113	23	position	position	NOUN
ijassa-138	113	24	distribution	distribution	NOUN
ijassa-138	113	25	equal	equal	ADJ
ijassa-138	113	26	for	for	ADP
ijassa-138	113	27	all	all	DET
ijassa-138	113	28	agents%	agents%	NUM
ijassa-138	113	29	model	model	NOUN
ijassa-138	113	30	:	:	PUNCT
ijassa-138	113	31	initial	initial	ADJ
ijassa-138	113	32	position	position	NOUN
ijassa-138	113	33	0	0	NUM
ijassa-138	113	34	%	%	NOUN
ijassa-138	113	35	min	min	PROPN
ijassa-138	113	36	.	.	PROPN
ijassa-138	113	37	position	position	NOUN
ijassa-138	113	38	unit	unit	NOUN
ijassa-138	113	39	20	20	NUM
ijassa-138	113	40	%	%	NOUN
ijassa-138	113	41	agent	agent	PROPN
ijassa-138	113	42	min	min	PROPN
ijassa-138	113	43	.	.	PROPN
ijassa-138	113	44	initial	initial	ADJ
ijassa-138	113	45	genome	genome	NOUN
ijassa-138	113	46	depth	depth	NOUN
ijassa-138	113	47	2	2	NUM
ijassa-138	113	48	parameters	parameter	NOUN
ijassa-138	113	49	max	max	PROPN
ijassa-138	113	50	.	.	PUNCT
ijassa-138	114	1	initial	initial	ADJ
ijassa-138	114	2	genome	genome	NOUN
ijassa-138	114	3	depth	depth	NOUN
ijassa-138	114	4	5	5	NUM
ijassa-138	114	5	genes	gene	NOUN
ijassa-138	114	6	rndpos	rndpos	NOUN
ijassa-138	114	7	,	,	PUNCT
ijassa-138	114	8	rndlimit	rndlimit	NOUN
ijassa-138	114	9	,	,	PUNCT
ijassa-138	114	10	advice	advice	NOUN
ijassa-138	114	11	breeding	breeding	NOUN
ijassa-138	114	12	cycle	cycle	NOUN
ijassa-138	114	13	frequency	frequency	NOUN
ijassa-138	114	14	1,000,000	1,000,000	NUM
ijassa-138	114	15	bars	bar	NOUN
ijassa-138	114	16	(	(	PUNCT
ijassa-138	114	17	so	so	SCONJ
ijassa-138	114	18	that	that	SCONJ
ijassa-138	114	19	the	the	DET
ijassa-138	114	20	agents	agent	NOUN
ijassa-138	114	21	never	never	ADV
ijassa-138	114	22	breed	breed	VERB
ijassa-138	114	23	,	,	PUNCT
ijassa-138	114	24	do	do	AUX
ijassa-138	114	25	n’t	not	PART
ijassa-138	114	26	evolve	evolve	VERB
ijassa-138	114	27	)	)	PUNCT
ijassa-138	114	28	no	no	INTJ
ijassa-138	114	29	.	.	NOUN
ijassa-138	115	1	of	of	ADP
ijassa-138	115	2	trading	trading	NOUN
ijassa-138	115	3	periods	periods	PROPN
ijassa-138	115	4	max	max	PROPN
ijassa-138	115	5	.	.	PROPN
ijassa-138	115	6	20,000	20,000	NUM
ijassa-138	115	7	;	;	PUNCT
ijassa-138	115	8	see	see	VERB
ijassa-138	115	9	table	table	NOUN
ijassa-138	115	10	1	1	NUM
ijassa-138	115	11	.	.	PUNCT
ijassa-138	115	12	market	market	NOUN
ijassa-138	115	13	no	no	PROPN
ijassa-138	115	14	.	.	PUNCT
ijassa-138	116	1	of	of	ADP
ijassa-138	116	2	agents	agent	NOUN
ijassa-138	116	3	2,000	2,000	NUM
ijassa-138	116	4	parameters	parameter	NOUN
ijassa-138	116	5	spread	spread	VERB
ijassa-138	116	6	20.005	20.005	NUM
ijassa-138	116	7	%	%	NOUN
ijassa-138	116	8	variable	variable	ADJ
ijassa-138	116	9	broker	broker	NOUN
ijassa-138	116	10	fee	fee	NOUN
ijassa-138	116	11	0	0	NUM
ijassa-138	116	12	%	%	NOUN
ijassa-138	116	13	wealth	wealth	NOUN
ijassa-138	116	14	distribution	distribution	NOUN
ijassa-138	116	15	equal	equal	ADJ
ijassa-138	116	16	for	for	ADP
ijassa-138	116	17	all	all	DET
ijassa-138	116	18	agents	agent	NOUN
ijassa-138	116	19	:	:	PUNCT
ijassa-138	116	20	100,000	100,000	NUM
ijassa-138	116	21	position	position	NOUN
ijassa-138	116	22	distribution	distribution	NOUN
ijassa-138	116	23	equal	equal	ADJ
ijassa-138	116	24	for	for	ADP
ijassa-138	116	25	all	all	PRON
ijassa-138	116	26	agents%	agents%	NUM
ijassa-138	116	27	:	:	PUNCT
ijassa-138	116	28	initial	initial	ADJ
ijassa-138	116	29	position	position	NOUN
ijassa-138	116	30	0	0	NUM
ijassa-138	116	31	min	min	PROPN
ijassa-138	116	32	.	.	PROPN
ijassa-138	116	33	position	position	NOUN
ijassa-138	116	34	unit	unit	NOUN
ijassa-138	117	1	20	20	NUM
ijassa-138	117	2	%	%	NOUN
ijassa-138	117	3	max	max	PROPN
ijassa-138	117	4	.	.	PUNCT
ijassa-138	118	1	genome	genome	NOUN
ijassa-138	118	2	size	size	NOUN
ijassa-138	118	3	1000	1000	NUM
ijassa-138	118	4	max	max	NOUN
ijassa-138	118	5	.	.	PUNCT
ijassa-138	118	6	genome	genome	NOUN
ijassa-138	118	7	depth	depth	NOUN
ijassa-138	118	8	20	20	NUM
ijassa-138	118	9	min	min	NOUN
ijassa-138	118	10	.	.	NOUN
ijassa-138	118	11	initial	initial	ADJ
ijassa-138	118	12	genome	genome	NOUN
ijassa-138	118	13	depth	depth	NOUN
ijassa-138	118	14	2	2	NUM
ijassa-138	118	15	max	max	NOUN
ijassa-138	118	16	.	.	PUNCT
ijassa-138	119	1	initial	initial	ADJ
ijassa-138	119	2	genome	genome	NOUN
ijassa-138	119	3	depth	depth	NOUN
ijassa-138	119	4	5	5	NUM
ijassa-138	119	5	intelligent	intelligent	ADJ
ijassa-138	119	6	genes	gene	NOUN
ijassa-138	119	7	curpos	curpos	NOUN
ijassa-138	119	8	,	,	PUNCT
ijassa-138	119	9	levunit	levunit	VERB
ijassa-138	119	10	,	,	PUNCT
ijassa-138	119	11	rmarket	rmarket	NOUN
ijassa-138	119	12	,	,	PUNCT
ijassa-138	119	13	agentvmarket	agentvmarket	NOUN
ijassa-138	119	14	,	,	PUNCT
ijassa-138	119	15	long	long	ADV
ijassa-138	119	16	,	,	PUNCT
ijassa-138	119	17	short	short	ADJ
ijassa-138	119	18	,	,	PUNCT
ijassa-138	119	19	cash	cash	NOUN
ijassa-138	119	20	,	,	PUNCT
ijassa-138	119	21	bar	bar	NOUN
ijassa-138	119	22	,	,	PUNCT
ijassa-138	119	23	based	base	VERB
ijassa-138	119	24	invpos	invpos	PROPN
ijassa-138	119	25	,	,	PUNCT
ijassa-138	119	26	rndpos	rndpos	NOUN
ijassa-138	119	27	,	,	PUNCT
ijassa-138	119	28	close	close	ADJ
ijassa-138	119	29	,	,	PUNCT
ijassa-138	119	30	bid	bid	NOUN
ijassa-138	119	31	,	,	PUNCT
ijassa-138	119	32	ask	ask	NOUN
ijassa-138	119	33	,	,	PUNCT
ijassa-138	119	34	model	model	NOUN
ijassa-138	119	35	agent	agent	PROPN
ijassa-138	119	36	average	average	NOUN
ijassa-138	119	37	,	,	PUNCT
ijassa-138	119	38	min	min	PROPN
ijassa-138	119	39	,	,	PUNCT
ijassa-138	119	40	max	max	PROPN
ijassa-138	119	41	,	,	PUNCT
ijassa-138	119	42	volume	volume	NOUN
ijassa-138	119	43	,	,	PUNCT
ijassa-138	119	44	>	>	X
ijassa-138	119	45	,	,	PUNCT
ijassa-138	119	46	parameters	parameter	NOUN
ijassa-138	119	47	change	change	VERB
ijassa-138	119	48	,	,	PUNCT
ijassa-138	119	49	+	+	ADJ
ijassa-138	119	50	,	,	PUNCT
ijassa-138	119	51	dir	dir	PROPN
ijassa-138	119	52	,	,	PUNCT
ijassa-138	119	53	isupbar	isupbar	PROPN
ijassa-138	119	54	,	,	PUNCT
ijassa-138	119	55	upbars	upbar	NOUN
ijassa-138	119	56	,	,	PUNCT
ijassa-138	119	57	pos	pos	NOUN
ijassa-138	119	58	,	,	PUNCT
ijassa-138	119	59	breeding	breed	VERB
ijassa-138	119	60	cycle	cycle	NOUN
ijassa-138	119	61	frequency	frequency	NOUN
ijassa-138	119	62	1	1	NUM
ijassa-138	119	63	bar	bar	NOUN
ijassa-138	119	64	(	(	PUNCT
ijassa-138	119	65	so	so	SCONJ
ijassa-138	119	66	that	that	SCONJ
ijassa-138	119	67	the	the	DET
ijassa-138	119	68	agents	agent	NOUN
ijassa-138	119	69	breed	breed	VERB
ijassa-138	119	70	at	at	ADP
ijassa-138	119	71	each	each	DET
ijassa-138	119	72	new	new	ADJ
ijassa-138	119	73	bar	bar	NOUN
ijassa-138	119	74	,	,	PUNCT
ijassa-138	119	75	conditioned	condition	VERB
ijassa-138	119	76	of	of	ADP
ijassa-138	119	77	the	the	DET
ijassa-138	119	78	fact	fact	NOUN
ijassa-138	119	79	that	that	SCONJ
ijassa-138	119	80	they	they	PRON
ijassa-138	119	81	are	be	AUX
ijassa-138	119	82	of	of	ADP
ijassa-138	119	83	minimum	minimum	ADJ
ijassa-138	119	84	breeding	breeding	NOUN
ijassa-138	119	85	age	age	NOUN
ijassa-138	119	86	)	)	PUNCT
ijassa-138	119	87	minimum	minimum	NOUN
ijassa-138	119	88	breeding	breeding	NOUN
ijassa-138	119	89	age	age	NOUN
ijassa-138	119	90	80	80	NUM
ijassa-138	119	91	initial	initial	ADJ
ijassa-138	119	92	selection	selection	NOUN
ijassa-138	119	93	:	:	PUNCT
ijassa-138	119	94	100	100	NUM
ijassa-138	119	95	%	%	NOUN
ijassa-138	119	96	of	of	ADP
ijassa-138	119	97	agents	agent	NOUN
ijassa-138	119	98	of	of	ADP
ijassa-138	119	99	minimum	minimum	NOUN
ijassa-138	119	100	randomly	randomly	ADV
ijassa-138	119	101	select	select	ADJ
ijassa-138	119	102	breeding	breeding	NOUN
ijassa-138	119	103	age	age	NOUN
ijassa-138	119	104	or	or	CCONJ
ijassa-138	119	105	older	old	ADJ
ijassa-138	119	106	parent	parent	NOUN
ijassa-138	119	107	selection	selection	NOUN
ijassa-138	119	108	5	5	NUM
ijassa-138	119	109	%	%	NOUN
ijassa-138	119	110	agents	agent	NOUN
ijassa-138	119	111	of	of	ADP
ijassa-138	119	112	initial	initial	ADJ
ijassa-138	119	113	selection	selection	NOUN
ijassa-138	119	114	will	will	AUX
ijassa-138	119	115	breed	breed	VERB
ijassa-138	119	116	mutation	mutation	NOUN
ijassa-138	119	117	probability	probability	NOUN
ijassa-138	119	118	10	10	NUM
ijassa-138	119	119	%	%	NOUN
ijassa-138	119	120	per	per	ADP
ijassa-138	119	121	offspring	offspring	NOUN
ijassa-138	119	122	3	3	NUM
ijassa-138	119	123	.	.	PUNCT
ijassa-138	119	124	receive	receive	VERB
ijassa-138	119	125	new	new	ADJ
ijassa-138	119	126	quote	quote	NOUN
ijassa-138	119	127	bar	bar	NOUN
ijassa-138	119	128	:	:	PUNCT
ijassa-138	119	129	a	a	DET
ijassa-138	119	130	new	new	ADJ
ijassa-138	119	131	quote	quote	INTJ
ijassa-138	119	132	bar	bar	NOUN
ijassa-138	119	133	from	from	ADP
ijassa-138	119	134	the	the	DET
ijassa-138	119	135	imported	import	VERB
ijassa-138	119	136	real	real	ADJ
ijassa-138	119	137	stock	stock	NOUN
ijassa-138	119	138	market	market	NOUN
ijassa-138	119	139	data	datum	NOUN
ijassa-138	119	140	series	series	NOUN
ijassa-138	119	141	is	be	AUX
ijassa-138	119	142	received	receive	VERB
ijassa-138	119	143	by	by	ADP
ijassa-138	119	144	the	the	DET
ijassa-138	119	145	virtual	virtual	ADJ
ijassa-138	119	146	market	market	NOUN
ijassa-138	119	147	.	.	PUNCT
ijassa-138	120	1	4	4	X
ijassa-138	120	2	.	.	X
ijassa-138	120	3	agents	agent	NOUN
ijassa-138	120	4	evaluate	evaluate	VERB
ijassa-138	120	5	trading	trading	NOUN
ijassa-138	120	6	rules	rule	NOUN
ijassa-138	120	7	and	and	CCONJ
ijassa-138	120	8	place	place	NOUN
ijassa-138	120	9	orders	order	NOUN
ijassa-138	120	10	:	:	PUNCT
ijassa-138	120	11	agents	agent	NOUN
ijassa-138	120	12	get	get	VERB
ijassa-138	120	13	access	access	NOUN
ijassa-138	120	14	to	to	ADP
ijassa-138	120	15	historical	historical	ADJ
ijassa-138	120	16	prices	price	NOUN
ijassa-138	120	17	and	and	CCONJ
ijassa-138	120	18	evaluate	evaluate	VERB
ijassa-138	120	19	their	their	PRON
ijassa-138	120	20	trading	trading	NOUN
ijassa-138	120	21	rules	rule	NOUN
ijassa-138	120	22	according	accord	VERB
ijassa-138	120	23	to	to	ADP
ijassa-138	120	24	the	the	DET
ijassa-138	120	25	genomes	genome	NOUN
ijassa-138	120	26	allocated	allocate	VERB
ijassa-138	120	27	in	in	ADP
ijassa-138	120	28	the	the	DET
ijassa-138	120	29	initialization	initialization	NOUN
ijassa-138	120	30	process	process	NOUN
ijassa-138	120	31	,	,	PUNCT
ijassa-138	120	32	resulting	result	VERB
ijassa-138	120	33	in	in	ADP
ijassa-138	120	34	a	a	DET
ijassa-138	120	35	desired	desire	VERB
ijassa-138	120	36	position	position	NOUN
ijassa-138	120	37	as	as	ADP
ijassa-138	120	38	a	a	DET
ijassa-138	120	39	percentage	percentage	NOUN
ijassa-138	120	40	of	of	ADP
ijassa-138	120	41	wealth	wealth	NOUN
ijassa-138	120	42	limited	limit	VERB
ijassa-138	120	43	by	by	ADP
ijassa-138	120	44	the	the	DET
ijassa-138	120	45	budget	budget	NOUN
ijassa-138	120	46	constraints	constraint	NOUN
ijassa-138	120	47	,	,	PUNCT
ijassa-138	120	48	and	and	CCONJ
ijassa-138	120	49	a	a	DET
ijassa-138	120	50	limit	limit	NOUN
ijassa-138	120	51	price	price	NOUN
ijassa-138	120	52	.	.	PUNCT
ijassa-138	121	1	for	for	ADP
ijassa-138	121	2	the	the	DET
ijassa-138	121	3	zero	zero	NUM
ijassa-138	121	4	-	-	PUNCT
ijassa-138	121	5	intelligence	intelligence	NOUN
ijassa-138	121	6	agent	agent	NOUN
ijassa-138	121	7	-	-	PUNCT
ijassa-138	121	8	based	base	VERB
ijassa-138	121	9	model	model	NOUN
ijassa-138	121	10	,	,	PUNCT
ijassa-138	121	11	a	a	DET
ijassa-138	121	12	desired	desire	VERB
ijassa-138	121	13	position	position	NOUN
ijassa-138	121	14	and	and	CCONJ
ijassa-138	121	15	a	a	DET
ijassa-138	121	16	limit	limit	NOUN
ijassa-138	121	17	price	price	NOUN
ijassa-138	121	18	order	order	NOUN
ijassa-138	121	19	are	be	AUX
ijassa-138	121	20	generated	generate	VERB
ijassa-138	121	21	in	in	ADP
ijassa-138	121	22	a	a	DET
ijassa-138	121	23	random	random	ADJ
ijassa-138	121	24	manner	manner	NOUN
ijassa-138	121	25	.	.	PUNCT
ijassa-138	122	1	for	for	ADP
ijassa-138	122	2	the	the	DET
ijassa-138	122	3	intelligent	intelligent	ADJ
ijassa-138	122	4	agent	agent	NOUN
ijassa-138	122	5	-	-	PUNCT
ijassa-138	122	6	based	base	VERB
ijassa-138	122	7	model	model	NOUN
ijassa-138	122	8	,	,	PUNCT
ijassa-138	122	9	the	the	DET
ijassa-138	122	10	position	position	NOUN
ijassa-138	122	11	is	be	AUX
ijassa-138	122	12	also	also	ADV
ijassa-138	122	13	gend	gend	ADJ
ijassa-138	122	14	.	.	PUNCT
ijassa-138	123	1	dezsi	dezsi	NOUN
ijassa-138	123	2	,	,	PUNCT
ijassa-138	123	3	e.scarlat	e.scarlat	ADJ
ijassa-138	123	4	and	and	CCONJ
ijassa-138	123	5	i.	i.	PROPN
ijassa-138	123	6	măries	mărie	NOUN
ijassa-138	123	7	:	:	PUNCT
ijassa-138	123	8	agent	agent	NOUN
ijassa-138	123	9	-	-	PUNCT
ijassa-138	123	10	based	base	VERB
ijassa-138	123	11	models	model	NOUN
ijassa-138	123	12	simulations	simulation	NOUN
ijassa-138	123	13	for	for	ADP
ijassa-138	123	14	high	high	ADJ
ijassa-138	123	15	...	...	PUNCT
ijassa-138	123	16	260	260	NUM
ijassa-138	123	17	erated	erate	VERB
ijassa-138	123	18	in	in	ADP
ijassa-138	123	19	a	a	DET
ijassa-138	123	20	random	random	ADJ
ijassa-138	123	21	manner	manner	NOUN
ijassa-138	123	22	,	,	PUNCT
ijassa-138	123	23	while	while	SCONJ
ijassa-138	123	24	the	the	DET
ijassa-138	123	25	limit	limit	NOUN
ijassa-138	123	26	price	price	NOUN
ijassa-138	123	27	is	be	AUX
ijassa-138	123	28	generated	generate	VERB
ijassa-138	123	29	after	after	SCONJ
ijassa-138	123	30	a	a	DET
ijassa-138	123	31	technical	technical	ADJ
ijassa-138	123	32	analysis	analysis	NOUN
ijassa-138	123	33	has	have	AUX
ijassa-138	123	34	been	be	AUX
ijassa-138	123	35	performed	perform	VERB
ijassa-138	123	36	,	,	PUNCT
ijassa-138	123	37	according	accord	VERB
ijassa-138	123	38	to	to	ADP
ijassa-138	123	39	the	the	DET
ijassa-138	123	40	genome	genome	NOUN
ijassa-138	123	41	structure	structure	NOUN
ijassa-138	123	42	which	which	PRON
ijassa-138	123	43	represent	represent	VERB
ijassa-138	123	44	trading	trading	NOUN
ijassa-138	123	45	functions	function	NOUN
ijassa-138	123	46	.	.	PUNCT
ijassa-138	124	1	5	5	X
ijassa-138	124	2	.	.	X
ijassa-138	124	3	virtual	virtual	ADJ
ijassa-138	124	4	market	market	NOUN
ijassa-138	124	5	clearing	clearing	NOUN
ijassa-138	124	6	and	and	CCONJ
ijassa-138	124	7	forecast	forecast	NOUN
ijassa-138	124	8	generation	generation	NOUN
ijassa-138	124	9	:	:	PUNCT
ijassa-138	124	10	the	the	DET
ijassa-138	124	11	virtual	virtual	ADJ
ijassa-138	124	12	market	market	NOUN
ijassa-138	124	13	determines	determine	VERB
ijassa-138	124	14	the	the	DET
ijassa-138	124	15	clearing	clearing	NOUN
ijassa-138	124	16	price	price	NOUN
ijassa-138	124	17	,	,	PUNCT
ijassa-138	124	18	executes	execute	VERB
ijassa-138	124	19	all	all	DET
ijassa-138	124	20	executable	executable	ADJ
ijassa-138	124	21	orders	order	NOUN
ijassa-138	124	22	,	,	PUNCT
ijassa-138	124	23	and	and	CCONJ
ijassa-138	124	24	forecasts	forecast	VERB
ijassa-138	124	25	the	the	DET
ijassa-138	124	26	price	price	NOUN
ijassa-138	124	27	for	for	ADP
ijassa-138	124	28	the	the	DET
ijassa-138	124	29	next	next	ADJ
ijassa-138	124	30	bar	bar	NOUN
ijassa-138	124	31	,	,	PUNCT
ijassa-138	124	32	using	use	VERB
ijassa-138	124	33	a	a	DET
ijassa-138	124	34	double	double	ADJ
ijassa-138	124	35	auction	auction	NOUN
ijassa-138	124	36	mechanism	mechanism	NOUN
ijassa-138	124	37	.	.	PUNCT
ijassa-138	125	1	6	6	X
ijassa-138	125	2	.	.	X
ijassa-138	125	3	breeding	breed	VERB
ijassa-138	125	4	(	(	PUNCT
ijassa-138	125	5	only	only	ADV
ijassa-138	125	6	for	for	ADP
ijassa-138	125	7	the	the	DET
ijassa-138	125	8	intelligent	intelligent	ADJ
ijassa-138	125	9	agent	agent	NOUN
ijassa-138	125	10	-	-	PUNCT
ijassa-138	125	11	based	base	VERB
ijassa-138	125	12	model	model	NOUN
ijassa-138	125	13	):	):	PUNCT
ijassa-138	125	14	during	during	ADP
ijassa-138	125	15	the	the	DET
ijassa-138	125	16	breeding	breeding	NOUN
ijassa-138	125	17	process	process	NOUN
ijassa-138	125	18	,	,	PUNCT
ijassa-138	125	19	new	new	ADJ
ijassa-138	125	20	agents	agent	NOUN
ijassa-138	125	21	are	be	AUX
ijassa-138	125	22	created	create	VERB
ijassa-138	125	23	from	from	ADP
ijassa-138	125	24	best	good	ADJ
ijassa-138	125	25	performing	perform	VERB
ijassa-138	125	26	agents	agent	NOUN
ijassa-138	125	27	in	in	ADP
ijassa-138	125	28	order	order	NOUN
ijassa-138	125	29	to	to	PART
ijassa-138	125	30	replace	replace	VERB
ijassa-138	125	31	the	the	DET
ijassa-138	125	32	worst	bad	ADJ
ijassa-138	125	33	performing	perform	VERB
ijassa-138	125	34	agents	agent	NOUN
ijassa-138	125	35	,	,	PUNCT
ijassa-138	125	36	creating	create	VERB
ijassa-138	125	37	new	new	ADJ
ijassa-138	125	38	genomes	genome	NOUN
ijassa-138	125	39	by	by	ADP
ijassa-138	125	40	recombining	recombine	VERB
ijassa-138	125	41	the	the	DET
ijassa-138	125	42	parent	parent	NOUN
ijassa-138	125	43	genomes	genome	VERB
ijassa-138	125	44	through	through	ADP
ijassa-138	125	45	a	a	DET
ijassa-138	125	46	crossover	crossover	NOUN
ijassa-138	125	47	operation	operation	NOUN
ijassa-138	125	48	.	.	PUNCT
ijassa-138	126	1	the	the	DET
ijassa-138	126	2	breeding	breeding	NOUN
ijassa-138	126	3	process	process	NOUN
ijassa-138	126	4	repeats	repeat	NOUN
ijassa-138	126	5	at	at	ADP
ijassa-138	126	6	each	each	DET
ijassa-138	126	7	bar	bar	NOUN
ijassa-138	126	8	,	,	PUNCT
ijassa-138	126	9	with	with	ADP
ijassa-138	126	10	the	the	DET
ijassa-138	126	11	condition	condition	NOUN
ijassa-138	126	12	that	that	SCONJ
ijassa-138	126	13	the	the	DET
ijassa-138	126	14	agents	agent	NOUN
ijassa-138	126	15	must	must	AUX
ijassa-138	126	16	have	have	AUX
ijassa-138	126	17	a	a	DET
ijassa-138	126	18	minimum	minimum	ADJ
ijassa-138	126	19	breeding	breeding	NOUN
ijassa-138	126	20	age	age	NOUN
ijassa-138	126	21	of	of	ADP
ijassa-138	126	22	80	80	NUM
ijassa-138	126	23	bars	bar	NOUN
ijassa-138	126	24	,	,	PUNCT
ijassa-138	126	25	in	in	ADP
ijassa-138	126	26	order	order	NOUN
ijassa-138	126	27	to	to	PART
ijassa-138	126	28	be	be	AUX
ijassa-138	126	29	able	able	ADJ
ijassa-138	126	30	to	to	PART
ijassa-138	126	31	assess	assess	VERB
ijassa-138	126	32	the	the	DET
ijassa-138	126	33	agents	agent	NOUN
ijassa-138	126	34	performance	performance	NOUN
ijassa-138	126	35	.	.	PUNCT
ijassa-138	127	1	7	7	X
ijassa-138	127	2	.	.	X
ijassa-138	127	3	the	the	DET
ijassa-138	127	4	model	model	NOUN
ijassa-138	127	5	waits	wait	VERB
ijassa-138	127	6	for	for	ADP
ijassa-138	127	7	a	a	DET
ijassa-138	127	8	new	new	ADJ
ijassa-138	127	9	quote	quote	NOUN
ijassa-138	127	10	:	:	PUNCT
ijassa-138	127	11	if	if	SCONJ
ijassa-138	127	12	the	the	DET
ijassa-138	127	13	model	model	NOUN
ijassa-138	127	14	receives	receive	VERB
ijassa-138	127	15	new	new	ADJ
ijassa-138	127	16	quotes	quote	NOUN
ijassa-138	127	17	,	,	PUNCT
ijassa-138	127	18	it	it	PRON
ijassa-138	127	19	will	will	AUX
ijassa-138	127	20	repeat	repeat	VERB
ijassa-138	127	21	the	the	DET
ijassa-138	127	22	process	process	NOUN
ijassa-138	127	23	described	describe	VERB
ijassa-138	127	24	at	at	ADP
ijassa-138	127	25	points	point	NOUN
ijassa-138	127	26	4	4	NUM
ijassa-138	127	27	-	-	SYM
ijassa-138	127	28	6	6	NUM
ijassa-138	127	29	.	.	PUNCT
ijassa-138	128	1	if	if	SCONJ
ijassa-138	128	2	there	there	PRON
ijassa-138	128	3	are	be	VERB
ijassa-138	128	4	no	no	PRON
ijassa-138	128	5	more	more	ADJ
ijassa-138	128	6	quotes	quote	NOUN
ijassa-138	128	7	to	to	PART
ijassa-138	128	8	be	be	AUX
ijassa-138	128	9	processed	process	VERB
ijassa-138	128	10	,	,	PUNCT
ijassa-138	128	11	the	the	DET
ijassa-138	128	12	simulation	simulation	NOUN
ijassa-138	128	13	ends	end	VERB
ijassa-138	128	14	.	.	PUNCT
ijassa-138	129	1	in	in	ADP
ijassa-138	129	2	order	order	NOUN
ijassa-138	129	3	to	to	PART
ijassa-138	129	4	obtain	obtain	VERB
ijassa-138	129	5	random	random	ADJ
ijassa-138	129	6	seed	seed	NOUN
ijassa-138	129	7	,	,	PUNCT
ijassa-138	129	8	the	the	DET
ijassa-138	129	9	adaptive	adaptive	ADJ
ijassa-138	129	10	modeler	modeler	NOUN
ijassa-138	129	11	software	software	NOUN
ijassa-138	129	12	uses	use	VERB
ijassa-138	129	13	the	the	DET
ijassa-138	129	14	mersenne	mersenne	PROPN
ijassa-138	129	15	twister	twister	PROPN
ijassa-138	129	16	algorithm	algorithm	PROPN
ijassa-138	130	1	[	[	X
ijassa-138	130	2	18	18	NUM
ijassa-138	130	3	]	]	PUNCT
ijassa-138	130	4	to	to	PART
ijassa-138	130	5	generate	generate	VERB
ijassa-138	130	6	pseudo	pseudo	NOUN
ijassa-138	130	7	random	random	ADJ
ijassa-138	130	8	number	number	NOUN
ijassa-138	130	9	sequences	sequence	NOUN
ijassa-138	130	10	for	for	ADP
ijassa-138	130	11	the	the	DET
ijassa-138	130	12	initial	initial	ADJ
ijassa-138	130	13	creation	creation	NOUN
ijassa-138	130	14	of	of	ADP
ijassa-138	130	15	trading	trading	NOUN
ijassa-138	130	16	rules	rule	NOUN
ijassa-138	130	17	or	or	CCONJ
ijassa-138	130	18	genomes	genome	NOUN
ijassa-138	130	19	and	and	CCONJ
ijassa-138	130	20	for	for	ADP
ijassa-138	130	21	the	the	DET
ijassa-138	130	22	crossover	crossover	NOUN
ijassa-138	130	23	and	and	CCONJ
ijassa-138	130	24	mutation	mutation	NOUN
ijassa-138	130	25	operators	operator	NOUN
ijassa-138	130	26	of	of	ADP
ijassa-138	130	27	the	the	DET
ijassa-138	130	28	breeding	breeding	NOUN
ijassa-138	130	29	process	process	NOUN
ijassa-138	130	30	.	.	PUNCT
ijassa-138	131	1	more	more	ADJ
ijassa-138	131	2	information	information	NOUN
ijassa-138	131	3	regarding	regard	VERB
ijassa-138	131	4	the	the	DET
ijassa-138	131	5	adaptive	adaptive	ADJ
ijassa-138	131	6	modeler	modeler	NOUN
ijassa-138	131	7	software	software	NOUN
ijassa-138	131	8	and	and	CCONJ
ijassa-138	131	9	how	how	SCONJ
ijassa-138	131	10	it	it	PRON
ijassa-138	131	11	works	work	VERB
ijassa-138	131	12	can	can	AUX
ijassa-138	131	13	be	be	AUX
ijassa-138	131	14	found	find	VERB
ijassa-138	131	15	at	at	ADP
ijassa-138	131	16	http://altreva.com/adaptive	http://altreva.com/adaptive	PROPN
ijassa-138	131	17	modeler	modeler	NOUN
ijassa-138	131	18	users	user	NOUN
ijassa-138	131	19	guide.htm	guide.htm	X
ijassa-138	131	20	.	.	PUNCT
ijassa-138	132	1	4.1	4.1	NUM
ijassa-138	132	2	zero	zero	NUM
ijassa-138	132	3	-	-	PUNCT
ijassa-138	132	4	intelligence	intelligence	NOUN
ijassa-138	132	5	traders	trader	NOUN
ijassa-138	132	6	model	model	VERB
ijassa-138	132	7	the	the	DET
ijassa-138	132	8	concept	concept	NOUN
ijassa-138	132	9	of	of	ADP
ijassa-138	132	10	zero	zero	NUM
ijassa-138	132	11	intelligence	intelligence	NOUN
ijassa-138	132	12	(	(	PUNCT
ijassa-138	132	13	zi	zi	NOUN
ijassa-138	132	14	)	)	PUNCT
ijassa-138	132	15	traders	trader	NOUN
ijassa-138	132	16	has	have	AUX
ijassa-138	132	17	been	be	AUX
ijassa-138	132	18	introduced	introduce	VERB
ijassa-138	132	19	by	by	ADP
ijassa-138	132	20	gode	gode	PROPN
ijassa-138	132	21	and	and	CCONJ
ijassa-138	132	22	sunder	sunder	NOUN
ijassa-138	132	23	(	(	PUNCT
ijassa-138	132	24	1993	1993	NUM
ijassa-138	132	25	)	)	PUNCT
ijassa-138	133	1	[	[	X
ijassa-138	133	2	19	19	NUM
ijassa-138	133	3	]	]	PUNCT
ijassa-138	133	4	in	in	ADP
ijassa-138	133	5	order	order	NOUN
ijassa-138	133	6	to	to	PART
ijassa-138	133	7	study	study	VERB
ijassa-138	133	8	the	the	DET
ijassa-138	133	9	lower	low	ADJ
ijassa-138	133	10	limit	limit	NOUN
ijassa-138	133	11	of	of	ADP
ijassa-138	133	12	rationality	rationality	NOUN
ijassa-138	133	13	required	require	VERB
ijassa-138	133	14	to	to	PART
ijassa-138	133	15	participate	participate	VERB
ijassa-138	133	16	in	in	ADP
ijassa-138	133	17	a	a	DET
ijassa-138	133	18	double	double	ADJ
ijassa-138	133	19	auction	auction	NOUN
ijassa-138	133	20	market	market	NOUN
ijassa-138	133	21	,	,	PUNCT
ijassa-138	133	22	which	which	PRON
ijassa-138	133	23	implies	imply	VERB
ijassa-138	133	24	that	that	SCONJ
ijassa-138	133	25	agents	agent	NOUN
ijassa-138	133	26	have	have	VERB
ijassa-138	133	27	no	no	DET
ijassa-138	133	28	strategy	strategy	NOUN
ijassa-138	133	29	and	and	CCONJ
ijassa-138	133	30	they	they	PRON
ijassa-138	133	31	behave	behave	VERB
ijassa-138	133	32	in	in	ADP
ijassa-138	133	33	a	a	DET
ijassa-138	133	34	random	random	ADJ
ijassa-138	133	35	manner	manner	NOUN
ijassa-138	133	36	subject	subject	ADJ
ijassa-138	133	37	to	to	ADP
ijassa-138	133	38	a	a	DET
ijassa-138	133	39	budget	budget	NOUN
ijassa-138	133	40	constraint	constraint	NOUN
ijassa-138	133	41	,	,	PUNCT
ijassa-138	133	42	so	so	SCONJ
ijassa-138	133	43	that	that	SCONJ
ijassa-138	133	44	the	the	DET
ijassa-138	133	45	market	market	NOUN
ijassa-138	133	46	mechanism	mechanism	NOUN
ijassa-138	133	47	can	can	AUX
ijassa-138	133	48	be	be	AUX
ijassa-138	133	49	observed	observe	VERB
ijassa-138	133	50	.	.	PUNCT
ijassa-138	134	1	in	in	ADP
ijassa-138	134	2	case	case	NOUN
ijassa-138	134	3	the	the	DET
ijassa-138	134	4	zi	zi	NOUN
ijassa-138	134	5	traders	trader	NOUN
ijassa-138	134	6	model	model	NOUN
ijassa-138	134	7	generate	generate	VERB
ijassa-138	134	8	good	good	ADJ
ijassa-138	134	9	results	result	NOUN
ijassa-138	134	10	,	,	PUNCT
ijassa-138	134	11	this	this	PRON
ijassa-138	134	12	means	mean	VERB
ijassa-138	134	13	that	that	SCONJ
ijassa-138	134	14	the	the	DET
ijassa-138	134	15	market	market	NOUN
ijassa-138	134	16	mechanism	mechanism	NOUN
ijassa-138	134	17	used	use	VERB
ijassa-138	134	18	is	be	AUX
ijassa-138	134	19	incentive	incentive	NOUN
ijassa-138	134	20	-	-	PUNCT
ijassa-138	134	21	compatible	compatible	ADJ
ijassa-138	134	22	and	and	CCONJ
ijassa-138	134	23	most	most	ADV
ijassa-138	134	24	probably	probably	ADV
ijassa-138	134	25	is	be	AUX
ijassa-138	134	26	not	not	PART
ijassa-138	134	27	influenced	influence	VERB
ijassa-138	134	28	by	by	ADP
ijassa-138	134	29	the	the	DET
ijassa-138	134	30	trading	trading	NOUN
ijassa-138	134	31	strategies	strategy	NOUN
ijassa-138	134	32	used	use	VERB
ijassa-138	134	33	by	by	ADP
ijassa-138	134	34	the	the	DET
ijassa-138	134	35	investors	investor	NOUN
ijassa-138	134	36	.	.	PUNCT
ijassa-138	135	1	this	this	PRON
ijassa-138	135	2	represents	represent	VERB
ijassa-138	135	3	a	a	DET
ijassa-138	135	4	very	very	ADV
ijassa-138	135	5	important	important	ADJ
ijassa-138	135	6	result	result	NOUN
ijassa-138	135	7	for	for	ADP
ijassa-138	135	8	the	the	DET
ijassa-138	135	9	market	market	NOUN
ijassa-138	135	10	mechanism	mechanism	NOUN
ijassa-138	135	11	design	design	NOUN
ijassa-138	135	12	,	,	PUNCT
ijassa-138	135	13	as	as	SCONJ
ijassa-138	135	14	a	a	DET
ijassa-138	135	15	market	market	NOUN
ijassa-138	135	16	mechanism	mechanism	NOUN
ijassa-138	135	17	which	which	PRON
ijassa-138	135	18	performs	perform	VERB
ijassa-138	135	19	well	well	ADV
ijassa-138	135	20	despite	despite	SCONJ
ijassa-138	135	21	the	the	DET
ijassa-138	135	22	trader	trader	NOUN
ijassa-138	135	23	’s	’s	PART
ijassa-138	135	24	irrationality	irrationality	NOUN
ijassa-138	135	25	is	be	AUX
ijassa-138	135	26	preferred	prefer	VERB
ijassa-138	135	27	over	over	ADP
ijassa-138	135	28	the	the	DET
ijassa-138	135	29	mechanism	mechanism	NOUN
ijassa-138	135	30	that	that	PRON
ijassa-138	135	31	performs	perform	VERB
ijassa-138	135	32	well	well	ADV
ijassa-138	135	33	only	only	ADV
ijassa-138	135	34	with	with	ADP
ijassa-138	135	35	perfectly	perfectly	ADV
ijassa-138	135	36	rational	rational	ADJ
ijassa-138	135	37	traders	trader	NOUN
ijassa-138	135	38	,	,	PUNCT
ijassa-138	135	39	as	as	SCONJ
ijassa-138	135	40	underlined	underline	VERB
ijassa-138	135	41	in	in	ADP
ijassa-138	135	42	walia	walia	PROPN
ijassa-138	135	43	(	(	PUNCT
ijassa-138	135	44	2003	2003	NUM
ijassa-138	135	45	)	)	PUNCT
ijassa-138	136	1	[	[	X
ijassa-138	136	2	20	20	NUM
ijassa-138	136	3	]	]	PUNCT
ijassa-138	136	4	.	.	PUNCT
ijassa-138	137	1	in	in	ADP
ijassa-138	137	2	ladley	ladley	PROPN
ijassa-138	137	3	’s	’s	PART
ijassa-138	137	4	(	(	PUNCT
ijassa-138	137	5	2012	2012	NUM
ijassa-138	137	6	)	)	PUNCT
ijassa-138	138	1	[	[	X
ijassa-138	138	2	21	21	NUM
ijassa-138	138	3	]	]	SYM
ijassa-138	138	4	point	point	NOUN
ijassa-138	138	5	of	of	ADP
ijassa-138	138	6	view	view	NOUN
ijassa-138	138	7	,	,	PUNCT
ijassa-138	138	8	any	any	DET
ijassa-138	138	9	effects	effect	NOUN
ijassa-138	138	10	that	that	PRON
ijassa-138	138	11	are	be	AUX
ijassa-138	138	12	not	not	PART
ijassa-138	138	13	observed	observe	VERB
ijassa-138	138	14	in	in	ADP
ijassa-138	138	15	the	the	DET
ijassa-138	138	16	zi	zi	NOUN
ijassa-138	138	17	model	model	NOUN
ijassa-138	138	18	can	can	AUX
ijassa-138	138	19	not	not	PART
ijassa-138	138	20	solely	solely	ADV
ijassa-138	138	21	be	be	AUX
ijassa-138	138	22	due	due	ADJ
ijassa-138	138	23	to	to	ADP
ijassa-138	138	24	the	the	DET
ijassa-138	138	25	market	market	NOUN
ijassa-138	138	26	mechanism	mechanism	NOUN
ijassa-138	138	27	and	and	CCONJ
ijassa-138	138	28	requires	require	VERB
ijassa-138	138	29	the	the	DET
ijassa-138	138	30	interaction	interaction	NOUN
ijassa-138	138	31	of	of	ADP
ijassa-138	138	32	the	the	DET
ijassa-138	138	33	investors	investor	NOUN
ijassa-138	138	34	strategies	strategy	NOUN
ijassa-138	138	35	,	,	PUNCT
ijassa-138	138	36	therefore	therefore	ADV
ijassa-138	138	37	it	it	PRON
ijassa-138	138	38	can	can	AUX
ijassa-138	138	39	be	be	AUX
ijassa-138	138	40	possible	possible	ADJ
ijassa-138	138	41	to	to	PART
ijassa-138	138	42	separate	separate	VERB
ijassa-138	138	43	the	the	DET
ijassa-138	138	44	effects	effect	NOUN
ijassa-138	138	45	of	of	ADP
ijassa-138	138	46	the	the	DET
ijassa-138	138	47	market	market	NOUN
ijassa-138	138	48	mechanism	mechanism	NOUN
ijassa-138	138	49	and	and	CCONJ
ijassa-138	138	50	trader	trader	NOUN
ijassa-138	138	51	strategy	strategy	NOUN
ijassa-138	138	52	and	and	CCONJ
ijassa-138	138	53	to	to	PART
ijassa-138	138	54	determine	determine	VERB
ijassa-138	138	55	the	the	DET
ijassa-138	138	56	driving	drive	VERB
ijassa-138	138	57	forces	force	NOUN
ijassa-138	138	58	within	within	ADP
ijassa-138	138	59	markets	market	NOUN
ijassa-138	138	60	.	.	PUNCT
ijassa-138	139	1	in	in	ADP
ijassa-138	139	2	this	this	DET
ijassa-138	139	3	context	context	NOUN
ijassa-138	139	4	,	,	PUNCT
ijassa-138	139	5	a	a	DET
ijassa-138	139	6	model	model	NOUN
ijassa-138	139	7	that	that	PRON
ijassa-138	139	8	assumes	assume	VERB
ijassa-138	139	9	stock	stock	NOUN
ijassa-138	139	10	market	market	NOUN
ijassa-138	139	11	traders	trader	NOUN
ijassa-138	139	12	have	have	VERB
ijassa-138	139	13	zero	zero	NUM
ijassa-138	139	14	intelligence	intelligence	NOUN
ijassa-138	139	15	has	have	AUX
ijassa-138	139	16	been	be	AUX
ijassa-138	139	17	found	find	VERB
ijassa-138	139	18	to	to	PART
ijassa-138	139	19	mimic	mimic	VERB
ijassa-138	139	20	the	the	DET
ijassa-138	139	21	behavior	behavior	NOUN
ijassa-138	139	22	of	of	ADP
ijassa-138	139	23	the	the	DET
ijassa-138	139	24	london	london	PROPN
ijassa-138	139	25	stock	stock	NOUN
ijassa-138	139	26	exchange	exchange	PROPN
ijassa-138	139	27	very	very	ADV
ijassa-138	139	28	closely	closely	ADV
ijassa-138	139	29	,	,	PUNCT
ijassa-138	139	30	the	the	DET
ijassa-138	139	31	research	research	NOUN
ijassa-138	139	32	being	be	AUX
ijassa-138	139	33	conducted	conduct	VERB
ijassa-138	139	34	by	by	ADP
ijassa-138	139	35	farmer	farmer	PROPN
ijassa-138	139	36	et	et	PROPN
ijassa-138	139	37	al	al	PROPN
ijassa-138	139	38	.	.	PROPN
ijassa-138	140	1	(	(	PUNCT
ijassa-138	140	2	2004	2004	NUM
ijassa-138	140	3	)	)	PUNCT
ijassa-138	141	1	[	[	X
ijassa-138	141	2	22	22	NUM
ijassa-138	141	3	]	]	PUNCT
ijassa-138	141	4	at	at	ADP
ijassa-138	141	5	261	261	NUM
ijassa-138	141	6	advances	advance	NOUN
ijassa-138	141	7	in	in	ADP
ijassa-138	141	8	systems	system	NOUN
ijassa-138	141	9	science	science	NOUN
ijassa-138	141	10	and	and	CCONJ
ijassa-138	141	11	applications	application	NOUN
ijassa-138	141	12	(	(	PUNCT
ijassa-138	141	13	2013	2013	NUM
ijassa-138	141	14	)	)	PUNCT
ijassa-138	141	15	vol.13	vol.13	NOUN
ijassa-138	141	16	no.3	no.3	VERB
ijassa-138	141	17	the	the	DET
ijassa-138	141	18	santa	santa	PROPN
ijassa-138	141	19	fe	fe	PROPN
ijassa-138	141	20	institute	institute	PROPN
ijassa-138	141	21	,	,	PUNCT
ijassa-138	141	22	which	which	PRON
ijassa-138	141	23	suggest	suggest	VERB
ijassa-138	141	24	that	that	SCONJ
ijassa-138	141	25	the	the	DET
ijassa-138	141	26	movement	movement	NOUN
ijassa-138	141	27	of	of	ADP
ijassa-138	141	28	the	the	DET
ijassa-138	141	29	markets	market	NOUN
ijassa-138	141	30	depend	depend	VERB
ijassa-138	141	31	less	less	ADJ
ijassa-138	141	32	on	on	ADP
ijassa-138	141	33	the	the	DET
ijassa-138	141	34	strategic	strategic	ADJ
ijassa-138	141	35	behavior	behavior	NOUN
ijassa-138	141	36	of	of	ADP
ijassa-138	141	37	the	the	DET
ijassa-138	141	38	traders	trader	NOUN
ijassa-138	141	39	and	and	CCONJ
ijassa-138	141	40	more	more	ADJ
ijassa-138	141	41	on	on	ADP
ijassa-138	141	42	the	the	DET
ijassa-138	141	43	design	design	NOUN
ijassa-138	141	44	of	of	ADP
ijassa-138	141	45	the	the	DET
ijassa-138	141	46	trading	trading	NOUN
ijassa-138	141	47	system	system	NOUN
ijassa-138	141	48	.	.	PUNCT
ijassa-138	142	1	a	a	DET
ijassa-138	142	2	double	double	ADJ
ijassa-138	142	3	auction	auction	NOUN
ijassa-138	142	4	is	be	AUX
ijassa-138	142	5	a	a	DET
ijassa-138	142	6	trading	trading	NOUN
ijassa-138	142	7	mechanism	mechanism	NOUN
ijassa-138	142	8	in	in	ADP
ijassa-138	142	9	which	which	PRON
ijassa-138	142	10	buyers	buyer	NOUN
ijassa-138	142	11	and	and	CCONJ
ijassa-138	142	12	sellers	seller	NOUN
ijassa-138	142	13	can	can	AUX
ijassa-138	142	14	enter	enter	VERB
ijassa-138	142	15	bid	bid	NOUN
ijassa-138	142	16	or	or	CCONJ
ijassa-138	142	17	ask	ask	VERB
ijassa-138	142	18	limit	limit	NOUN
ijassa-138	142	19	orders	order	NOUN
ijassa-138	142	20	and	and	CCONJ
ijassa-138	142	21	accept	accept	VERB
ijassa-138	142	22	asks	ask	NOUN
ijassa-138	142	23	or	or	CCONJ
ijassa-138	142	24	bids	bid	NOUN
ijassa-138	142	25	entered	enter	VERB
ijassa-138	142	26	by	by	ADP
ijassa-138	142	27	other	other	ADJ
ijassa-138	142	28	traders	trader	NOUN
ijassa-138	142	29	[	[	X
ijassa-138	142	30	23	23	NUM
ijassa-138	142	31	]	]	PUNCT
ijassa-138	142	32	.	.	PUNCT
ijassa-138	143	1	this	this	DET
ijassa-138	143	2	trading	trading	NOUN
ijassa-138	143	3	mechanism	mechanism	NOUN
ijassa-138	143	4	was	be	AUX
ijassa-138	143	5	chosen	choose	VERB
ijassa-138	143	6	to	to	PART
ijassa-138	143	7	be	be	AUX
ijassa-138	143	8	used	use	VERB
ijassa-138	143	9	for	for	ADP
ijassa-138	143	10	the	the	DET
ijassa-138	143	11	virtual	virtual	ADJ
ijassa-138	143	12	market	market	NOUN
ijassa-138	143	13	simulation	simulation	NOUN
ijassa-138	143	14	in	in	ADP
ijassa-138	143	15	the	the	DET
ijassa-138	143	16	adaptive	adaptive	ADJ
ijassa-138	143	17	modeler	modeler	NOUN
ijassa-138	143	18	models	model	NOUN
ijassa-138	143	19	because	because	SCONJ
ijassa-138	143	20	most	most	ADJ
ijassa-138	143	21	of	of	ADP
ijassa-138	143	22	the	the	DET
ijassa-138	143	23	stock	stock	NOUN
ijassa-138	143	24	markets	market	NOUN
ijassa-138	143	25	are	be	AUX
ijassa-138	143	26	organized	organize	VERB
ijassa-138	143	27	as	as	ADP
ijassa-138	143	28	double	double	ADJ
ijassa-138	143	29	auctions	auction	NOUN
ijassa-138	143	30	,	,	PUNCT
ijassa-138	143	31	which	which	PRON
ijassa-138	143	32	is	be	AUX
ijassa-138	143	33	considered	consider	VERB
ijassa-138	143	34	to	to	PART
ijassa-138	143	35	be	be	AUX
ijassa-138	143	36	a	a	DET
ijassa-138	143	37	continuous	continuous	ADJ
ijassa-138	143	38	-	-	PUNCT
ijassa-138	143	39	time	time	NOUN
ijassa-138	143	40	game	game	NOUN
ijassa-138	143	41	of	of	ADP
ijassa-138	143	42	incomplete	incomplete	ADJ
ijassa-138	143	43	information	information	NOUN
ijassa-138	143	44	[	[	X
ijassa-138	143	45	24	24	NUM
ijassa-138	143	46	]	]	PUNCT
ijassa-138	143	47	.	.	PUNCT
ijassa-138	144	1	double	double	ADJ
ijassa-138	144	2	auction	auction	NOUN
ijassa-138	144	3	stock	stock	NOUN
ijassa-138	144	4	markets	market	NOUN
ijassa-138	144	5	converge	converge	VERB
ijassa-138	144	6	to	to	ADP
ijassa-138	144	7	the	the	DET
ijassa-138	144	8	equilibrium	equilibrium	NOUN
ijassa-138	144	9	derived	derive	VERB
ijassa-138	144	10	by	by	ADP
ijassa-138	144	11	assuming	assume	VERB
ijassa-138	144	12	that	that	SCONJ
ijassa-138	144	13	the	the	DET
ijassa-138	144	14	traders	trader	NOUN
ijassa-138	144	15	are	be	AUX
ijassa-138	144	16	profit	profit	NOUN
ijassa-138	144	17	-	-	PUNCT
ijassa-138	144	18	maximizing	maximize	VERB
ijassa-138	144	19	bayesian	bayesian	NOUN
ijassa-138	144	20	,	,	PUNCT
ijassa-138	144	21	being	be	AUX
ijassa-138	144	22	an	an	DET
ijassa-138	144	23	example	example	NOUN
ijassa-138	144	24	of	of	ADP
ijassa-138	144	25	a	a	DET
ijassa-138	144	26	microeconomic	microeconomic	ADJ
ijassa-138	144	27	system	system	NOUN
ijassa-138	144	28	,	,	PUNCT
ijassa-138	144	29	as	as	SCONJ
ijassa-138	144	30	described	describe	VERB
ijassa-138	144	31	in	in	ADP
ijassa-138	144	32	hurwicz	hurwicz	PROPN
ijassa-138	144	33	(	(	PUNCT
ijassa-138	144	34	1986	1986	NUM
ijassa-138	144	35	)	)	PUNCT
ijassa-138	145	1	[	[	X
ijassa-138	145	2	25	25	NUM
ijassa-138	145	3	]	]	PUNCT
ijassa-138	145	4	and	and	CCONJ
ijassa-138	145	5	smith	smith	PROPN
ijassa-138	145	6	(	(	PUNCT
ijassa-138	145	7	1982	1982	NUM
ijassa-138	145	8	)	)	PUNCT
ijassa-138	146	1	[	[	X
ijassa-138	146	2	26	26	NUM
ijassa-138	146	3	]	]	PUNCT
ijassa-138	146	4	.	.	PUNCT
ijassa-138	147	1	in	in	ADP
ijassa-138	147	2	the	the	DET
ijassa-138	147	3	double	double	ADJ
ijassa-138	147	4	auction	auction	NOUN
ijassa-138	147	5	markets	market	NOUN
ijassa-138	147	6	,	,	PUNCT
ijassa-138	147	7	agents	agent	NOUN
ijassa-138	147	8	introduce	introduce	VERB
ijassa-138	147	9	bid	bid	NOUN
ijassa-138	147	10	or	or	CCONJ
ijassa-138	147	11	ask	ask	VERB
ijassa-138	147	12	orders	order	NOUN
ijassa-138	147	13	,	,	PUNCT
ijassa-138	147	14	each	each	DET
ijassa-138	147	15	order	order	NOUN
ijassa-138	147	16	consisting	consist	VERB
ijassa-138	147	17	of	of	ADP
ijassa-138	147	18	a	a	DET
ijassa-138	147	19	price	price	NOUN
ijassa-138	147	20	and	and	CCONJ
ijassa-138	147	21	quantity	quantity	NOUN
ijassa-138	147	22	.	.	PUNCT
ijassa-138	148	1	the	the	DET
ijassa-138	148	2	bids	bid	NOUN
ijassa-138	148	3	and	and	CCONJ
ijassa-138	148	4	asks	ask	VERB
ijassa-138	148	5	orders	order	NOUN
ijassa-138	148	6	received	receive	VERB
ijassa-138	148	7	are	be	AUX
ijassa-138	148	8	put	put	VERB
ijassa-138	148	9	in	in	ADP
ijassa-138	148	10	the	the	DET
ijassa-138	148	11	order	order	NOUN
ijassa-138	148	12	book	book	NOUN
ijassa-138	148	13	and	and	CCONJ
ijassa-138	148	14	an	an	DET
ijassa-138	148	15	attempt	attempt	NOUN
ijassa-138	148	16	is	be	AUX
ijassa-138	148	17	made	make	VERB
ijassa-138	148	18	to	to	PART
ijassa-138	148	19	match	match	VERB
ijassa-138	148	20	them	they	PRON
ijassa-138	148	21	.	.	PUNCT
ijassa-138	149	1	the	the	DET
ijassa-138	149	2	price	price	NOUN
ijassa-138	149	3	of	of	ADP
ijassa-138	149	4	the	the	DET
ijassa-138	149	5	trades	trade	NOUN
ijassa-138	149	6	arranged	arrange	VERB
ijassa-138	149	7	must	must	AUX
ijassa-138	149	8	lie	lie	VERB
ijassa-138	149	9	in	in	ADP
ijassa-138	149	10	the	the	DET
ijassa-138	149	11	bid	bid	NOUN
ijassa-138	149	12	-	-	PUNCT
ijassa-138	149	13	ask	ask	NOUN
ijassa-138	149	14	spread	spread	NOUN
ijassa-138	149	15	(	(	PUNCT
ijassa-138	149	16	interval	interval	NOUN
ijassa-138	149	17	between	between	ADP
ijassa-138	149	18	bid	bid	NOUN
ijassa-138	149	19	price	price	NOUN
ijassa-138	149	20	and	and	CCONJ
ijassa-138	149	21	ask	ask	VERB
ijassa-138	149	22	price	price	NOUN
ijassa-138	149	23	)	)	PUNCT
ijassa-138	149	24	.	.	PUNCT
ijassa-138	150	1	furthermore	furthermore	ADV
ijassa-138	150	2	,	,	PUNCT
ijassa-138	150	3	the	the	DET
ijassa-138	150	4	use	use	NOUN
ijassa-138	150	5	of	of	ADP
ijassa-138	150	6	double	double	ADJ
ijassa-138	150	7	auction	auction	NOUN
ijassa-138	150	8	trading	trading	NOUN
ijassa-138	150	9	mechanism	mechanism	NOUN
ijassa-138	150	10	generates	generate	VERB
ijassa-138	150	11	stochastic	stochastic	ADJ
ijassa-138	150	12	waiting	waiting	NOUN
ijassa-138	150	13	times	time	NOUN
ijassa-138	150	14	between	between	ADP
ijassa-138	150	15	two	two	NUM
ijassa-138	150	16	trades	trade	NOUN
ijassa-138	150	17	,	,	PUNCT
ijassa-138	150	18	as	as	SCONJ
ijassa-138	150	19	stated	state	VERB
ijassa-138	150	20	by	by	ADP
ijassa-138	150	21	scalas	scala	NOUN
ijassa-138	150	22	[	[	X
ijassa-138	150	23	27	27	NUM
ijassa-138	150	24	]	]	PUNCT
ijassa-138	150	25	.	.	PUNCT
ijassa-138	151	1	an	an	DET
ijassa-138	151	2	example	example	NOUN
ijassa-138	151	3	of	of	ADP
ijassa-138	151	4	the	the	DET
ijassa-138	151	5	order	order	NOUN
ijassa-138	151	6	book	book	NOUN
ijassa-138	151	7	resulted	result	VERB
ijassa-138	151	8	from	from	ADP
ijassa-138	151	9	buy	buy	VERB
ijassa-138	151	10	and	and	CCONJ
ijassa-138	151	11	sell	sell	VERB
ijassa-138	151	12	orders	order	NOUN
ijassa-138	151	13	collected	collect	VERB
ijassa-138	151	14	by	by	ADP
ijassa-138	151	15	the	the	DET
ijassa-138	151	16	virtual	virtual	ADJ
ijassa-138	151	17	market	market	NOUN
ijassa-138	151	18	can	can	AUX
ijassa-138	151	19	be	be	AUX
ijassa-138	151	20	viewed	view	VERB
ijassa-138	151	21	in	in	ADP
ijassa-138	151	22	the	the	DET
ijassa-138	151	23	fig.4	fig.4	PROPN
ijassa-138	151	24	,	,	PUNCT
ijassa-138	151	25	5	5	NUM
ijassa-138	151	26	,	,	PUNCT
ijassa-138	151	27	6	6	NUM
ijassa-138	151	28	and	and	CCONJ
ijassa-138	151	29	7	7	NUM
ijassa-138	151	30	,	,	PUNCT
ijassa-138	151	31	where	where	SCONJ
ijassa-138	151	32	blue	blue	ADJ
ijassa-138	151	33	bars	bar	NOUN
ijassa-138	151	34	represent	represent	VERB
ijassa-138	151	35	buy	buy	NOUN
ijassa-138	151	36	orders	order	NOUN
ijassa-138	151	37	,	,	PUNCT
ijassa-138	151	38	red	red	ADJ
ijassa-138	151	39	bars	bar	NOUN
ijassa-138	151	40	represent	represent	VERB
ijassa-138	151	41	sell	sell	NOUN
ijassa-138	151	42	orders	order	NOUN
ijassa-138	151	43	and	and	CCONJ
ijassa-138	151	44	yellow	yellow	ADJ
ijassa-138	151	45	bars	bar	NOUN
ijassa-138	151	46	represent	represent	VERB
ijassa-138	151	47	buy	buy	VERB
ijassa-138	151	48	and	and	CCONJ
ijassa-138	151	49	sell	sell	VERB
ijassa-138	151	50	orders	order	NOUN
ijassa-138	151	51	at	at	ADP
ijassa-138	151	52	the	the	DET
ijassa-138	151	53	same	same	ADJ
ijassa-138	151	54	price	price	NOUN
ijassa-138	151	55	before	before	ADP
ijassa-138	151	56	the	the	DET
ijassa-138	151	57	market	market	NOUN
ijassa-138	151	58	clearing	clearing	NOUN
ijassa-138	151	59	.	.	PUNCT
ijassa-138	152	1	fig.4	fig.4	NUM
ijassa-138	152	2	and	and	CCONJ
ijassa-138	152	3	6	6	NUM
ijassa-138	152	4	illustrate	illustrate	VERB
ijassa-138	152	5	the	the	DET
ijassa-138	152	6	order	order	NOUN
ijassa-138	152	7	book	book	NOUN
ijassa-138	152	8	before	before	ADP
ijassa-138	152	9	the	the	DET
ijassa-138	152	10	clearing	clearing	NOUN
ijassa-138	152	11	,	,	PUNCT
ijassa-138	152	12	while	while	SCONJ
ijassa-138	152	13	fig.5	fig.5	NOUN
ijassa-138	152	14	and	and	CCONJ
ijassa-138	152	15	7	7	NUM
ijassa-138	152	16	illustrate	illustrate	VERB
ijassa-138	152	17	the	the	DET
ijassa-138	152	18	order	order	NOUN
ijassa-138	152	19	book	book	NOUN
ijassa-138	152	20	after	after	ADP
ijassa-138	152	21	clearing	clear	VERB
ijassa-138	152	22	,	,	PUNCT
ijassa-138	152	23	so	so	CCONJ
ijassa-138	152	24	only	only	ADV
ijassa-138	152	25	the	the	DET
ijassa-138	152	26	unexecuted	unexecuted	ADJ
ijassa-138	152	27	buy	buy	NOUN
ijassa-138	152	28	(	(	PUNCT
ijassa-138	152	29	blue	blue	ADJ
ijassa-138	152	30	)	)	PUNCT
ijassa-138	152	31	and	and	CCONJ
ijassa-138	152	32	sell	sell	VERB
ijassa-138	152	33	(	(	PUNCT
ijassa-138	152	34	red	red	ADJ
ijassa-138	152	35	)	)	PUNCT
ijassa-138	152	36	orders	order	NOUN
ijassa-138	152	37	remain	remain	VERB
ijassa-138	152	38	visible	visible	ADJ
ijassa-138	152	39	in	in	ADP
ijassa-138	152	40	these	these	DET
ijassa-138	152	41	two	two	NUM
ijassa-138	152	42	figures	figure	NOUN
ijassa-138	152	43	.	.	PUNCT
ijassa-138	153	1	the	the	DET
ijassa-138	153	2	clearing	clearing	NOUN
ijassa-138	153	3	price	price	NOUN
ijassa-138	153	4	can	can	AUX
ijassa-138	153	5	be	be	AUX
ijassa-138	153	6	observed	observe	VERB
ijassa-138	153	7	in	in	ADP
ijassa-138	153	8	the	the	DET
ijassa-138	153	9	top	top	NOUN
ijassa-138	153	10	of	of	ADP
ijassa-138	153	11	the	the	DET
ijassa-138	153	12	figures	figure	NOUN
ijassa-138	153	13	.	.	PUNCT
ijassa-138	154	1	in	in	ADP
ijassa-138	154	2	the	the	DET
ijassa-138	154	3	hereto	hereto	NOUN
ijassa-138	154	4	paper	paper	NOUN
ijassa-138	154	5	,	,	PUNCT
ijassa-138	154	6	the	the	DET
ijassa-138	154	7	zi	zi	NOUN
ijassa-138	154	8	traders	trader	NOUN
ijassa-138	154	9	model	model	NOUN
ijassa-138	154	10	is	be	AUX
ijassa-138	154	11	designed	design	VERB
ijassa-138	154	12	within	within	ADP
ijassa-138	154	13	the	the	DET
ijassa-138	154	14	context	context	NOUN
ijassa-138	154	15	of	of	ADP
ijassa-138	154	16	the	the	DET
ijassa-138	154	17	double	double	ADJ
ijassa-138	154	18	auction	auction	NOUN
ijassa-138	154	19	mechanism	mechanism	NOUN
ijassa-138	154	20	,	,	PUNCT
ijassa-138	154	21	which	which	PRON
ijassa-138	154	22	sets	set	VERB
ijassa-138	154	23	the	the	DET
ijassa-138	154	24	order	order	NOUN
ijassa-138	154	25	placement	placement	NOUN
ijassa-138	154	26	,	,	PUNCT
ijassa-138	154	27	clearing	clear	VERB
ijassa-138	154	28	price	price	NOUN
ijassa-138	154	29	,	,	PUNCT
ijassa-138	154	30	the	the	DET
ijassa-138	154	31	supply	supply	NOUN
ijassa-138	154	32	and	and	CCONJ
ijassa-138	154	33	demand	demand	NOUN
ijassa-138	154	34	.	.	PUNCT
ijassa-138	155	1	the	the	DET
ijassa-138	155	2	model	model	NOUN
ijassa-138	155	3	is	be	AUX
ijassa-138	155	4	implemented	implement	VERB
ijassa-138	155	5	in	in	ADP
ijassa-138	155	6	the	the	DET
ijassa-138	155	7	adaptive	adaptive	ADJ
ijassa-138	155	8	modeler	modeler	NOUN
ijassa-138	155	9	software	software	NOUN
ijassa-138	155	10	and	and	CCONJ
ijassa-138	155	11	will	will	AUX
ijassa-138	155	12	be	be	AUX
ijassa-138	155	13	used	use	VERB
ijassa-138	155	14	in	in	ADP
ijassa-138	155	15	this	this	DET
ijassa-138	155	16	paper	paper	NOUN
ijassa-138	155	17	to	to	PART
ijassa-138	155	18	simulate	simulate	VERB
ijassa-138	155	19	tick	tick	NOUN
ijassa-138	155	20	-	-	PUNCT
ijassa-138	155	21	by	by	ADP
ijassa-138	155	22	-	-	PUNCT
ijassa-138	155	23	tick	tick	NOUN
ijassa-138	155	24	high	high	ADJ
ijassa-138	155	25	-	-	PUNCT
ijassa-138	155	26	frequency	frequency	NOUN
ijassa-138	155	27	data	datum	NOUN
ijassa-138	155	28	.	.	PUNCT
ijassa-138	156	1	the	the	DET
ijassa-138	156	2	adaptive	adaptive	ADJ
ijassa-138	156	3	modeler	modeler	NOUN
ijassa-138	156	4	software	software	NOUN
ijassa-138	156	5	in	in	ADP
ijassa-138	156	6	the	the	DET
ijassa-138	156	7	zi	zi	NOUN
ijassa-138	156	8	agent	agent	NOUN
ijassa-138	156	9	-	-	PUNCT
ijassa-138	156	10	based	base	VERB
ijassa-138	156	11	model	model	NOUN
ijassa-138	156	12	uses	use	VERB
ijassa-138	156	13	only	only	ADV
ijassa-138	156	14	three	three	NUM
ijassa-138	156	15	types	type	NOUN
ijassa-138	156	16	of	of	ADP
ijassa-138	156	17	genes	gene	NOUN
ijassa-138	156	18	or	or	CCONJ
ijassa-138	156	19	trading	trading	NOUN
ijassa-138	156	20	strategies	strategy	NOUN
ijassa-138	156	21	,	,	PUNCT
ijassa-138	156	22	as	as	SCONJ
ijassa-138	156	23	mentioned	mention	VERB
ijassa-138	156	24	in	in	ADP
ijassa-138	156	25	table	table	NOUN
ijassa-138	156	26	4	4	NUM
ijassa-138	156	27	,	,	PUNCT
ijassa-138	156	28	namely	namely	ADV
ijassa-138	156	29	rndpos	rndpos	NOUN
ijassa-138	156	30	,	,	PUNCT
ijassa-138	156	31	rndlim	rndlim	NOUN
ijassa-138	156	32	and	and	CCONJ
ijassa-138	156	33	advice	advice	NOUN
ijassa-138	156	34	.	.	PUNCT
ijassa-138	157	1	the	the	DET
ijassa-138	157	2	rndpos	rndpos	NOUN
ijassa-138	157	3	gene	gene	NOUN
ijassa-138	157	4	returns	return	VERB
ijassa-138	157	5	a	a	DET
ijassa-138	157	6	position	position	NOUN
ijassa-138	157	7	value	value	NOUN
ijassa-138	157	8	ranging	range	VERB
ijassa-138	157	9	from	from	ADP
ijassa-138	157	10	-100	-100	PROPN
ijassa-138	157	11	%	%	NOUN
ijassa-138	157	12	to	to	PART
ijassa-138	157	13	100	100	NUM
ijassa-138	157	14	%	%	NOUN
ijassa-138	157	15	which	which	PRON
ijassa-138	157	16	is	be	AUX
ijassa-138	157	17	randomly	randomly	ADV
ijassa-138	157	18	generated	generate	VERB
ijassa-138	157	19	from	from	ADP
ijassa-138	157	20	a	a	DET
ijassa-138	157	21	uniform	uniform	ADJ
ijassa-138	157	22	distribution	distribution	NOUN
ijassa-138	157	23	,	,	PUNCT
ijassa-138	157	24	the	the	DET
ijassa-138	157	25	rndlim	rndlim	ADJ
ijassa-138	157	26	gene	gene	NOUN
ijassa-138	157	27	returns	return	VERB
ijassa-138	157	28	a	a	DET
ijassa-138	157	29	random	random	ADJ
ijassa-138	157	30	limit	limit	NOUN
ijassa-138	157	31	price	price	NOUN
ijassa-138	157	32	that	that	PRON
ijassa-138	157	33	is	be	AUX
ijassa-138	157	34	generated	generate	VERB
ijassa-138	157	35	as	as	SCONJ
ijassa-138	157	36	follows	follow	VERB
ijassa-138	157	37	:	:	PUNCT
ijassa-138	157	38	the	the	DET
ijassa-138	157	39	last	last	ADJ
ijassa-138	157	40	closing	closing	NOUN
ijassa-138	157	41	price	price	NOUN
ijassa-138	157	42	is	be	AUX
ijassa-138	157	43	taken	take	VERB
ijassa-138	157	44	from	from	ADP
ijassa-138	157	45	either	either	CCONJ
ijassa-138	157	46	the	the	DET
ijassa-138	157	47	virtual	virtual	ADJ
ijassa-138	157	48	market	market	NOUN
ijassa-138	157	49	or	or	CCONJ
ijassa-138	157	50	the	the	DET
ijassa-138	157	51	real	real	ADJ
ijassa-138	157	52	market	market	NOUN
ijassa-138	157	53	which	which	PRON
ijassa-138	157	54	is	be	AUX
ijassa-138	157	55	chosen	choose	VERB
ijassa-138	157	56	randomly	randomly	ADV
ijassa-138	157	57	,	,	PUNCT
ijassa-138	157	58	then	then	ADV
ijassa-138	157	59	the	the	DET
ijassa-138	157	60	price	price	NOUN
ijassa-138	157	61	is	be	AUX
ijassa-138	157	62	multiplied	multiply	VERB
ijassa-138	157	63	with	with	ADP
ijassa-138	157	64	a	a	DET
ijassa-138	157	65	normally	normally	ADV
ijassa-138	157	66	distributed	distribute	VERB
ijassa-138	157	67	random	random	ADJ
ijassa-138	157	68	value	value	NOUN
ijassa-138	157	69	with	with	ADP
ijassa-138	157	70	µ	µ	NOUN
ijassa-138	157	71	=	=	SYM
ijassa-138	157	72	1	1	NUM
ijassa-138	157	73	and	and	CCONJ
ijassa-138	157	74	σ	σ	NUM
ijassa-138	157	75	=	=	SYM
ijassa-138	157	76	3.5	3.5	NUM
ijassa-138	157	77	·	·	PUNCT
ijassa-138	157	78	σm	σm	X
ijassa-138	157	79	where	where	SCONJ
ijassa-138	157	80	σm	σm	PRON
ijassa-138	157	81	is	be	AUX
ijassa-138	157	82	the	the	DET
ijassa-138	157	83	standard	standard	ADJ
ijassa-138	157	84	deviation	deviation	NOUN
ijassa-138	157	85	of	of	ADP
ijassa-138	157	86	the	the	DET
ijassa-138	157	87	log	log	NOUN
ijassa-138	157	88	returns	return	NOUN
ijassa-138	157	89	of	of	ADP
ijassa-138	157	90	the	the	DET
ijassa-138	157	91	last	last	ADJ
ijassa-138	157	92	20	20	NUM
ijassa-138	157	93	bars	bar	NOUN
ijassa-138	157	94	of	of	ADP
ijassa-138	157	95	the	the	DET
ijassa-138	157	96	chosen	choose	VERB
ijassa-138	157	97	market	market	NOUN
ijassa-138	157	98	.	.	PUNCT
ijassa-138	158	1	the	the	DET
ijassa-138	158	2	advice	advice	NOUN
ijassa-138	158	3	gene	gene	NOUN
ijassa-138	158	4	combines	combine	VERB
ijassa-138	158	5	the	the	DET
ijassa-138	158	6	position	position	NOUN
ijassa-138	158	7	generated	generate	VERB
ijassa-138	158	8	by	by	ADP
ijassa-138	158	9	rndpos	rndpos	NOUN
ijassa-138	158	10	function	function	NOUN
ijassa-138	158	11	and	and	CCONJ
ijassa-138	158	12	the	the	DET
ijassa-138	158	13	limit	limit	NOUN
ijassa-138	158	14	price	price	NOUN
ijassa-138	158	15	value	value	NOUN
ijassa-138	158	16	generated	generate	VERB
ijassa-138	158	17	by	by	ADP
ijassa-138	158	18	the	the	DET
ijassa-138	158	19	rndlim	rndlim	ADJ
ijassa-138	158	20	function	function	NOUN
ijassa-138	158	21	into	into	ADP
ijassa-138	158	22	a	a	DET
ijassa-138	158	23	buy	buy	NOUN
ijassa-138	158	24	or	or	CCONJ
ijassa-138	158	25	sell	sell	VERB
ijassa-138	158	26	order	order	NOUN
ijassa-138	158	27	advice	advice	NOUN
ijassa-138	158	28	.	.	PUNCT
ijassa-138	159	1	the	the	DET
ijassa-138	159	2	buy	buy	NOUN
ijassa-138	159	3	or	or	CCONJ
ijassa-138	159	4	sell	sell	VERB
ijassa-138	159	5	order	order	NOUN
ijassa-138	159	6	is	be	AUX
ijassa-138	159	7	introduced	introduce	VERB
ijassa-138	159	8	in	in	ADP
ijassa-138	159	9	the	the	DET
ijassa-138	159	10	market	market	NOUN
ijassa-138	159	11	after	after	ADP
ijassa-138	159	12	comparing	compare	VERB
ijassa-138	159	13	the	the	DET
ijassa-138	159	14	desired	desire	VERB
ijassa-138	159	15	position	position	NOUN
ijassa-138	159	16	with	with	ADP
ijassa-138	159	17	the	the	DET
ijassa-138	159	18	agent	agent	NOUN
ijassa-138	159	19	’s	’s	PART
ijassa-138	159	20	d.	d.	PROPN
ijassa-138	159	21	dezsi	dezsi	PROPN
ijassa-138	159	22	,	,	PUNCT
ijassa-138	159	23	e.scarlat	e.scarlat	ADJ
ijassa-138	159	24	and	and	CCONJ
ijassa-138	159	25	i.	i.	PROPN
ijassa-138	159	26	măries	mărie	NOUN
ijassa-138	159	27	:	:	PUNCT
ijassa-138	159	28	agent	agent	NOUN
ijassa-138	159	29	-	-	PUNCT
ijassa-138	159	30	based	base	VERB
ijassa-138	159	31	models	model	NOUN
ijassa-138	159	32	simulations	simulation	NOUN
ijassa-138	159	33	for	for	ADP
ijassa-138	159	34	high	high	ADJ
ijassa-138	159	35	...	...	PUNCT
ijassa-138	159	36	262	262	NUM
ijassa-138	159	37	fig.4	fig.4	NOUN
ijassa-138	159	38	order	order	NOUN
ijassa-138	159	39	book	book	NOUN
ijassa-138	159	40	example	example	NOUN
ijassa-138	159	41	from	from	ADP
ijassa-138	159	42	the	the	DET
ijassa-138	159	43	zi	zi	PROPN
ijassa-138	159	44	-	-	PROPN
ijassa-138	159	45	abm	abm	PROPN
ijassa-138	159	46	simulation	simulation	NOUN
ijassa-138	159	47	for	for	ADP
ijassa-138	159	48	aapl	aapl	PROPN
ijassa-138	159	49	stock	stock	NOUN
ijassa-138	159	50	.	.	PUNCT
ijassa-138	160	1	blue	blue	ADJ
ijassa-138	160	2	bars	bar	NOUN
ijassa-138	160	3	represent	represent	VERB
ijassa-138	160	4	buy	buy	NOUN
ijassa-138	160	5	volume	volume	NOUN
ijassa-138	160	6	,	,	PUNCT
ijassa-138	160	7	red	red	ADJ
ijassa-138	160	8	bars	bar	NOUN
ijassa-138	160	9	represent	represent	VERB
ijassa-138	160	10	sell	sell	NOUN
ijassa-138	160	11	volume	volume	NOUN
ijassa-138	160	12	,	,	PUNCT
ijassa-138	160	13	yellow	yellow	ADJ
ijassa-138	160	14	bars	bar	NOUN
ijassa-138	160	15	represent	represent	VERB
ijassa-138	160	16	buy	buy	VERB
ijassa-138	160	17	and	and	CCONJ
ijassa-138	160	18	sell	sell	VERB
ijassa-138	160	19	volume	volume	NOUN
ijassa-138	160	20	at	at	ADP
ijassa-138	160	21	the	the	DET
ijassa-138	160	22	same	same	ADJ
ijassa-138	160	23	price	price	NOUN
ijassa-138	160	24	before	before	ADP
ijassa-138	160	25	clearing	clearing	NOUN
ijassa-138	160	26	;	;	PUNCT
ijassa-138	160	27	clearing	clear	VERB
ijassa-138	160	28	price	price	NOUN
ijassa-138	160	29	can	can	AUX
ijassa-138	160	30	be	be	AUX
ijassa-138	160	31	seen	see	VERB
ijassa-138	160	32	above	above	ADP
ijassa-138	160	33	the	the	DET
ijassa-138	160	34	chart	chart	NOUN
ijassa-138	160	35	fig.5	fig.5	NOUN
ijassa-138	160	36	order	order	NOUN
ijassa-138	160	37	book	book	NOUN
ijassa-138	160	38	example	example	NOUN
ijassa-138	160	39	from	from	ADP
ijassa-138	160	40	the	the	DET
ijassa-138	160	41	zi	zi	PROPN
ijassa-138	160	42	-	-	PROPN
ijassa-138	160	43	abm	abm	PROPN
ijassa-138	160	44	simulation	simulation	NOUN
ijassa-138	160	45	for	for	ADP
ijassa-138	160	46	aapl	aapl	PROPN
ijassa-138	160	47	stock	stock	NOUN
ijassa-138	160	48	.	.	PUNCT
ijassa-138	161	1	blue	blue	ADJ
ijassa-138	161	2	bars	bar	NOUN
ijassa-138	161	3	represent	represent	VERB
ijassa-138	161	4	buy	buy	NOUN
ijassa-138	161	5	volume	volume	NOUN
ijassa-138	161	6	,	,	PUNCT
ijassa-138	161	7	red	red	ADJ
ijassa-138	161	8	bars	bar	NOUN
ijassa-138	161	9	represent	represent	VERB
ijassa-138	161	10	sell	sell	NOUN
ijassa-138	161	11	volume	volume	NOUN
ijassa-138	161	12	after	after	ADP
ijassa-138	161	13	clearing	clearing	NOUN
ijassa-138	161	14	;	;	PUNCT
ijassa-138	161	15	clearing	clear	VERB
ijassa-138	161	16	price	price	NOUN
ijassa-138	161	17	can	can	AUX
ijassa-138	161	18	be	be	AUX
ijassa-138	161	19	seen	see	VERB
ijassa-138	161	20	above	above	ADP
ijassa-138	161	21	the	the	DET
ijassa-138	161	22	chart	chart	NOUN
ijassa-138	161	23	263	263	NUM
ijassa-138	161	24	advances	advance	NOUN
ijassa-138	161	25	in	in	ADP
ijassa-138	161	26	systems	system	NOUN
ijassa-138	161	27	science	science	NOUN
ijassa-138	161	28	and	and	CCONJ
ijassa-138	161	29	applications	application	NOUN
ijassa-138	161	30	(	(	PUNCT
ijassa-138	161	31	2013	2013	NUM
ijassa-138	161	32	)	)	PUNCT
ijassa-138	161	33	vol.13	vol.13	NOUN
ijassa-138	161	34	no.3	no.3	VERB
ijassa-138	161	35	fig.6	fig.6	PROPN
ijassa-138	161	36	order	order	NOUN
ijassa-138	161	37	book	book	NOUN
ijassa-138	161	38	example	example	NOUN
ijassa-138	161	39	from	from	ADP
ijassa-138	161	40	the	the	DET
ijassa-138	161	41	zi	zi	PROPN
ijassa-138	161	42	-	-	PROPN
ijassa-138	161	43	abm	abm	PROPN
ijassa-138	161	44	simulation	simulation	NOUN
ijassa-138	161	45	for	for	ADP
ijassa-138	161	46	aapl	aapl	PROPN
ijassa-138	161	47	stock	stock	NOUN
ijassa-138	161	48	.	.	PUNCT
ijassa-138	162	1	blue	blue	ADJ
ijassa-138	162	2	bars	bar	NOUN
ijassa-138	162	3	represent	represent	VERB
ijassa-138	162	4	cumulative	cumulative	ADJ
ijassa-138	162	5	buy	buy	NOUN
ijassa-138	162	6	volume	volume	NOUN
ijassa-138	162	7	,	,	PUNCT
ijassa-138	162	8	red	red	ADJ
ijassa-138	162	9	bars	bar	NOUN
ijassa-138	162	10	represent	represent	VERB
ijassa-138	162	11	cumulative	cumulative	ADJ
ijassa-138	162	12	sell	sell	NOUN
ijassa-138	162	13	volume	volume	NOUN
ijassa-138	162	14	,	,	PUNCT
ijassa-138	162	15	yellow	yellow	ADJ
ijassa-138	162	16	bars	bar	NOUN
ijassa-138	162	17	represent	represent	VERB
ijassa-138	162	18	buy	buy	VERB
ijassa-138	162	19	and	and	CCONJ
ijassa-138	162	20	sell	sell	VERB
ijassa-138	162	21	volume	volume	NOUN
ijassa-138	162	22	at	at	ADP
ijassa-138	162	23	the	the	DET
ijassa-138	162	24	same	same	ADJ
ijassa-138	162	25	price	price	NOUN
ijassa-138	162	26	before	before	ADP
ijassa-138	162	27	clearing	clearing	NOUN
ijassa-138	162	28	;	;	PUNCT
ijassa-138	162	29	clearing	clear	VERB
ijassa-138	162	30	price	price	NOUN
ijassa-138	162	31	can	can	AUX
ijassa-138	162	32	be	be	AUX
ijassa-138	162	33	seen	see	VERB
ijassa-138	162	34	above	above	ADP
ijassa-138	162	35	the	the	DET
ijassa-138	162	36	chart	chart	NOUN
ijassa-138	162	37	fig.7	fig.7	ADJ
ijassa-138	162	38	order	order	NOUN
ijassa-138	162	39	book	book	NOUN
ijassa-138	162	40	example	example	NOUN
ijassa-138	162	41	from	from	ADP
ijassa-138	162	42	the	the	DET
ijassa-138	162	43	zi	zi	PROPN
ijassa-138	162	44	-	-	PROPN
ijassa-138	162	45	abm	abm	PROPN
ijassa-138	162	46	simulation	simulation	NOUN
ijassa-138	162	47	for	for	ADP
ijassa-138	162	48	aapl	aapl	PROPN
ijassa-138	162	49	stock	stock	NOUN
ijassa-138	162	50	.	.	PUNCT
ijassa-138	163	1	blue	blue	ADJ
ijassa-138	163	2	bars	bar	NOUN
ijassa-138	163	3	represent	represent	VERB
ijassa-138	163	4	cumulative	cumulative	ADJ
ijassa-138	163	5	buy	buy	NOUN
ijassa-138	163	6	volume	volume	NOUN
ijassa-138	163	7	,	,	PUNCT
ijassa-138	163	8	red	red	ADJ
ijassa-138	163	9	bars	bar	NOUN
ijassa-138	163	10	represent	represent	VERB
ijassa-138	163	11	cumulative	cumulative	ADJ
ijassa-138	163	12	sell	sell	NOUN
ijassa-138	163	13	volume	volume	NOUN
ijassa-138	163	14	after	after	ADP
ijassa-138	163	15	clearing	clearing	NOUN
ijassa-138	163	16	;	;	PUNCT
ijassa-138	163	17	clearing	clear	VERB
ijassa-138	163	18	price	price	NOUN
ijassa-138	163	19	can	can	AUX
ijassa-138	163	20	be	be	AUX
ijassa-138	163	21	seen	see	VERB
ijassa-138	163	22	above	above	ADP
ijassa-138	163	23	the	the	DET
ijassa-138	163	24	chart	chart	NOUN
ijassa-138	163	25	d.	d.	PROPN
ijassa-138	163	26	dezsi	dezsi	PROPN
ijassa-138	163	27	,	,	PUNCT
ijassa-138	163	28	e.scarlat	e.scarlat	ADJ
ijassa-138	163	29	and	and	CCONJ
ijassa-138	163	30	i.	i.	PROPN
ijassa-138	163	31	măries	mărie	NOUN
ijassa-138	163	32	:	:	PUNCT
ijassa-138	163	33	agent	agent	NOUN
ijassa-138	163	34	-	-	PUNCT
ijassa-138	163	35	based	base	VERB
ijassa-138	163	36	models	model	NOUN
ijassa-138	163	37	simulations	simulation	NOUN
ijassa-138	163	38	for	for	ADP
ijassa-138	163	39	high	high	ADJ
ijassa-138	163	40	...	...	PUNCT
ijassa-138	163	41	264	264	NUM
ijassa-138	163	42	current	current	ADJ
ijassa-138	163	43	position	position	NOUN
ijassa-138	163	44	and	and	CCONJ
ijassa-138	163	45	calculating	calculate	VERB
ijassa-138	163	46	the	the	DET
ijassa-138	163	47	number	number	NOUN
ijassa-138	163	48	of	of	ADP
ijassa-138	163	49	shares	share	NOUN
ijassa-138	163	50	that	that	PRON
ijassa-138	163	51	need	need	VERB
ijassa-138	163	52	to	to	PART
ijassa-138	163	53	be	be	AUX
ijassa-138	163	54	bought	buy	VERB
ijassa-138	163	55	or	or	CCONJ
ijassa-138	163	56	sold	sell	VERB
ijassa-138	163	57	,	,	PUNCT
ijassa-138	163	58	taking	take	VERB
ijassa-138	163	59	also	also	ADV
ijassa-138	163	60	in	in	ADP
ijassa-138	163	61	consideration	consideration	NOUN
ijassa-138	163	62	the	the	DET
ijassa-138	163	63	available	available	ADJ
ijassa-138	163	64	cash	cash	NOUN
ijassa-138	163	65	.	.	PUNCT
ijassa-138	164	1	this	this	DET
ijassa-138	164	2	order	order	NOUN
ijassa-138	164	3	generation	generation	NOUN
ijassa-138	164	4	process	process	NOUN
ijassa-138	164	5	is	be	AUX
ijassa-138	164	6	explained	explain	VERB
ijassa-138	164	7	in	in	ADP
ijassa-138	164	8	detail	detail	NOUN
ijassa-138	164	9	in	in	ADP
ijassa-138	164	10	the	the	DET
ijassa-138	164	11	paper	paper	NOUN
ijassa-138	164	12	agent	agent	NOUN
ijassa-138	164	13	-	-	PUNCT
ijassa-138	164	14	based	base	VERB
ijassa-138	164	15	simulation	simulation	NOUN
ijassa-138	164	16	of	of	ADP
ijassa-138	164	17	a	a	DET
ijassa-138	164	18	financial	financial	ADJ
ijassa-138	164	19	market	market	NOUN
ijassa-138	164	20	by	by	ADP
ijassa-138	164	21	raberto	raberto	PROPN
ijassa-138	164	22	(	(	PUNCT
ijassa-138	164	23	2001	2001	NUM
ijassa-138	164	24	)	)	PUNCT
ijassa-138	165	1	[	[	X
ijassa-138	165	2	17	17	NUM
ijassa-138	165	3	]	]	PUNCT
ijassa-138	165	4	,	,	PUNCT
ijassa-138	165	5	together	together	ADV
ijassa-138	165	6	with	with	ADP
ijassa-138	165	7	the	the	DET
ijassa-138	165	8	ability	ability	NOUN
ijassa-138	165	9	of	of	ADP
ijassa-138	165	10	this	this	DET
ijassa-138	165	11	model	model	NOUN
ijassa-138	165	12	to	to	PART
ijassa-138	165	13	exhibit	exhibit	VERB
ijassa-138	165	14	the	the	DET
ijassa-138	165	15	stylized	stylize	VERB
ijassa-138	165	16	facts	fact	NOUN
ijassa-138	165	17	of	of	ADP
ijassa-138	165	18	financial	financial	ADJ
ijassa-138	165	19	time	time	NOUN
ijassa-138	165	20	series	series	NOUN
ijassa-138	165	21	,	,	PUNCT
ijassa-138	165	22	such	such	ADJ
ijassa-138	165	23	as	as	ADP
ijassa-138	165	24	fat	fat	ADJ
ijassa-138	165	25	tails	tail	NOUN
ijassa-138	165	26	and	and	CCONJ
ijassa-138	165	27	volatility	volatility	NOUN
ijassa-138	165	28	clustering	clustering	NOUN
ijassa-138	165	29	,	,	PUNCT
ijassa-138	165	30	using	use	VERB
ijassa-138	165	31	simple	simple	ADJ
ijassa-138	165	32	trading	trading	NOUN
ijassa-138	165	33	rules	rule	NOUN
ijassa-138	165	34	,	,	PUNCT
ijassa-138	165	35	budget	budget	NOUN
ijassa-138	165	36	restriction	restriction	NOUN
ijassa-138	165	37	of	of	ADP
ijassa-138	165	38	the	the	DET
ijassa-138	165	39	agents	agent	NOUN
ijassa-138	165	40	,	,	PUNCT
ijassa-138	165	41	order	order	NOUN
ijassa-138	165	42	limit	limit	NOUN
ijassa-138	165	43	prices	price	NOUN
ijassa-138	165	44	,	,	PUNCT
ijassa-138	165	45	and	and	CCONJ
ijassa-138	165	46	the	the	DET
ijassa-138	165	47	creation	creation	NOUN
ijassa-138	165	48	and	and	CCONJ
ijassa-138	165	49	matching	matching	NOUN
ijassa-138	165	50	of	of	ADP
ijassa-138	165	51	demand	demand	NOUN
ijassa-138	165	52	and	and	CCONJ
ijassa-138	165	53	supply	supply	NOUN
ijassa-138	165	54	curves	curve	NOUN
ijassa-138	165	55	.	.	PUNCT
ijassa-138	166	1	the	the	DET
ijassa-138	166	2	zero	zero	NUM
ijassa-138	166	3	-	-	PUNCT
ijassa-138	166	4	intelligence	intelligence	NOUN
ijassa-138	166	5	agent	agent	NOUN
ijassa-138	166	6	-	-	PUNCT
ijassa-138	166	7	based	base	VERB
ijassa-138	166	8	model	model	NOUN
ijassa-138	166	9	always	always	ADV
ijassa-138	166	10	skips	skip	VERB
ijassa-138	166	11	the	the	DET
ijassa-138	166	12	breeding	breeding	NOUN
ijassa-138	166	13	step	step	NOUN
ijassa-138	166	14	by	by	ADP
ijassa-138	166	15	setting	set	VERB
ijassa-138	166	16	the	the	DET
ijassa-138	166	17	breeding	breeding	NOUN
ijassa-138	166	18	cycle	cycle	NOUN
ijassa-138	166	19	frequency	frequency	NOUN
ijassa-138	166	20	parameter	parameter	NOUN
ijassa-138	166	21	at	at	ADP
ijassa-138	166	22	a	a	DET
ijassa-138	166	23	very	very	ADV
ijassa-138	166	24	high	high	ADJ
ijassa-138	166	25	value	value	NOUN
ijassa-138	166	26	(	(	PUNCT
ijassa-138	166	27	1,000,000	1,000,000	NUM
ijassa-138	166	28	)	)	PUNCT
ijassa-138	166	29	as	as	SCONJ
ijassa-138	166	30	mentioned	mention	VERB
ijassa-138	166	31	in	in	ADP
ijassa-138	166	32	table	table	NOUN
ijassa-138	166	33	4	4	NUM
ijassa-138	166	34	,	,	PUNCT
ijassa-138	166	35	therefore	therefore	ADV
ijassa-138	166	36	agents	agent	NOUN
ijassa-138	166	37	are	be	AUX
ijassa-138	166	38	not	not	PART
ijassa-138	166	39	replaced	replace	VERB
ijassa-138	166	40	with	with	ADP
ijassa-138	166	41	better	well	ADJ
ijassa-138	166	42	ones	one	NOUN
ijassa-138	166	43	,	,	PUNCT
ijassa-138	166	44	the	the	DET
ijassa-138	166	45	population	population	NOUN
ijassa-138	166	46	does	do	AUX
ijassa-138	166	47	not	not	PART
ijassa-138	166	48	evolve	evolve	VERB
ijassa-138	166	49	,	,	PUNCT
ijassa-138	166	50	nor	nor	CCONJ
ijassa-138	166	51	adapt	adapt	VERB
ijassa-138	166	52	to	to	ADP
ijassa-138	166	53	the	the	DET
ijassa-138	166	54	market	market	NOUN
ijassa-138	166	55	conditions	condition	NOUN
ijassa-138	166	56	,	,	PUNCT
ijassa-138	166	57	agents	agent	NOUN
ijassa-138	166	58	trading	trade	VERB
ijassa-138	166	59	in	in	ADP
ijassa-138	166	60	a	a	DET
ijassa-138	166	61	random	random	ADJ
ijassa-138	166	62	manner	manner	NOUN
ijassa-138	166	63	.	.	PUNCT
ijassa-138	167	1	4.2	4.2	NUM
ijassa-138	167	2	the	the	DET
ijassa-138	167	3	intelligent	intelligent	ADJ
ijassa-138	167	4	agent	agent	NOUN
ijassa-138	167	5	-	-	PUNCT
ijassa-138	167	6	based	base	VERB
ijassa-138	167	7	model	model	NOUN
ijassa-138	167	8	the	the	DET
ijassa-138	167	9	intelligent	intelligent	ADJ
ijassa-138	167	10	agent	agent	NOUN
ijassa-138	167	11	-	-	PUNCT
ijassa-138	167	12	based	base	VERB
ijassa-138	167	13	model	model	NOUN
ijassa-138	167	14	cycle	cycle	NOUN
ijassa-138	167	15	starts	start	VERB
ijassa-138	167	16	by	by	ADP
ijassa-138	167	17	receiving	receive	VERB
ijassa-138	167	18	a	a	DET
ijassa-138	167	19	new	new	ADJ
ijassa-138	167	20	quote	quote	NOUN
ijassa-138	167	21	bar	bar	NOUN
ijassa-138	167	22	,	,	PUNCT
ijassa-138	167	23	so	so	SCONJ
ijassa-138	167	24	that	that	SCONJ
ijassa-138	167	25	agents	agent	NOUN
ijassa-138	167	26	can	can	AUX
ijassa-138	167	27	place	place	VERB
ijassa-138	167	28	a	a	DET
ijassa-138	167	29	new	new	ADJ
ijassa-138	167	30	order	order	NOUN
ijassa-138	167	31	or	or	CCONJ
ijassa-138	167	32	remain	remain	VERB
ijassa-138	167	33	inactive	inactive	ADJ
ijassa-138	167	34	according	accord	VERB
ijassa-138	167	35	to	to	ADP
ijassa-138	167	36	their	their	PRON
ijassa-138	167	37	trading	trading	NOUN
ijassa-138	167	38	strategy	strategy	NOUN
ijassa-138	167	39	.	.	PUNCT
ijassa-138	168	1	after	after	SCONJ
ijassa-138	168	2	all	all	DET
ijassa-138	168	3	agents	agent	NOUN
ijassa-138	168	4	have	have	AUX
ijassa-138	168	5	evaluated	evaluate	VERB
ijassa-138	168	6	their	their	PRON
ijassa-138	168	7	trading	trading	NOUN
ijassa-138	168	8	strategy	strategy	NOUN
ijassa-138	168	9	,	,	PUNCT
ijassa-138	168	10	the	the	DET
ijassa-138	168	11	virtual	virtual	ADJ
ijassa-138	168	12	market	market	NOUN
ijassa-138	168	13	determines	determine	VERB
ijassa-138	168	14	the	the	DET
ijassa-138	168	15	clearing	clearing	NOUN
ijassa-138	168	16	price	price	NOUN
ijassa-138	168	17	,	,	PUNCT
ijassa-138	168	18	executes	execute	VERB
ijassa-138	168	19	all	all	DET
ijassa-138	168	20	executable	executable	ADJ
ijassa-138	168	21	orders	order	NOUN
ijassa-138	168	22	and	and	CCONJ
ijassa-138	168	23	releases	release	VERB
ijassa-138	168	24	the	the	DET
ijassa-138	168	25	price	price	NOUN
ijassa-138	168	26	forecast	forecast	NOUN
ijassa-138	168	27	for	for	ADP
ijassa-138	168	28	the	the	DET
ijassa-138	168	29	next	next	ADJ
ijassa-138	168	30	bar	bar	NOUN
ijassa-138	168	31	.	.	PUNCT
ijassa-138	169	1	after	after	ADP
ijassa-138	169	2	that	that	PRON
ijassa-138	169	3	,	,	PUNCT
ijassa-138	169	4	breeding	breeding	NOUN
ijassa-138	169	5	of	of	ADP
ijassa-138	169	6	new	new	ADJ
ijassa-138	169	7	agents	agent	NOUN
ijassa-138	169	8	and	and	CCONJ
ijassa-138	169	9	replacement	replacement	NOUN
ijassa-138	169	10	by	by	ADP
ijassa-138	169	11	evolutionary	evolutionary	ADJ
ijassa-138	169	12	operations	operation	NOUN
ijassa-138	169	13	such	such	ADJ
ijassa-138	169	14	as	as	ADP
ijassa-138	169	15	crossover	crossover	NOUN
ijassa-138	169	16	and	and	CCONJ
ijassa-138	169	17	mutation	mutation	NOUN
ijassa-138	169	18	can	can	AUX
ijassa-138	169	19	take	take	VERB
ijassa-138	169	20	place	place	NOUN
ijassa-138	169	21	,	,	PUNCT
ijassa-138	169	22	a	a	DET
ijassa-138	169	23	process	process	NOUN
ijassa-138	169	24	which	which	PRON
ijassa-138	169	25	repeats	repeat	VERB
ijassa-138	169	26	itself	itself	PRON
ijassa-138	169	27	for	for	ADP
ijassa-138	169	28	each	each	DET
ijassa-138	169	29	bar	bar	NOUN
ijassa-138	169	30	.	.	PUNCT
ijassa-138	170	1	the	the	DET
ijassa-138	170	2	trading	trading	NOUN
ijassa-138	170	3	rules	rule	NOUN
ijassa-138	170	4	of	of	ADP
ijassa-138	170	5	the	the	DET
ijassa-138	170	6	model	model	NOUN
ijassa-138	170	7	uses	use	VERB
ijassa-138	170	8	historical	historical	ADJ
ijassa-138	170	9	price	price	NOUN
ijassa-138	170	10	data	datum	NOUN
ijassa-138	170	11	as	as	ADP
ijassa-138	170	12	input	input	NOUN
ijassa-138	170	13	,	,	PUNCT
ijassa-138	170	14	either	either	CCONJ
ijassa-138	170	15	from	from	ADP
ijassa-138	170	16	the	the	DET
ijassa-138	170	17	virtual	virtual	ADJ
ijassa-138	170	18	market	market	NOUN
ijassa-138	170	19	either	either	CCONJ
ijassa-138	170	20	from	from	ADP
ijassa-138	170	21	the	the	DET
ijassa-138	170	22	real	real	ADJ
ijassa-138	170	23	market	market	NOUN
ijassa-138	170	24	,	,	PUNCT
ijassa-138	170	25	and	and	CCONJ
ijassa-138	170	26	return	return	VERB
ijassa-138	170	27	an	an	DET
ijassa-138	170	28	advice	advice	NOUN
ijassa-138	170	29	consisting	consist	VERB
ijassa-138	170	30	of	of	ADP
ijassa-138	170	31	a	a	DET
ijassa-138	170	32	desired	desire	VERB
ijassa-138	170	33	position	position	NOUN
ijassa-138	170	34	,	,	PUNCT
ijassa-138	170	35	as	as	ADP
ijassa-138	170	36	a	a	DET
ijassa-138	170	37	percentage	percentage	NOUN
ijassa-138	170	38	of	of	ADP
ijassa-138	170	39	wealth	wealth	NOUN
ijassa-138	170	40	,	,	PUNCT
ijassa-138	170	41	and	and	CCONJ
ijassa-138	170	42	an	an	DET
ijassa-138	170	43	order	order	NOUN
ijassa-138	170	44	limit	limit	NOUN
ijassa-138	170	45	price	price	NOUN
ijassa-138	170	46	for	for	ADP
ijassa-138	170	47	buying	buying	NOUN
ijassa-138	170	48	or	or	CCONJ
ijassa-138	170	49	selling	sell	VERB
ijassa-138	170	50	the	the	DET
ijassa-138	170	51	security	security	NOUN
ijassa-138	170	52	.	.	PUNCT
ijassa-138	171	1	the	the	DET
ijassa-138	171	2	trading	trading	NOUN
ijassa-138	171	3	rules	rule	NOUN
ijassa-138	171	4	are	be	AUX
ijassa-138	171	5	implemented	implement	VERB
ijassa-138	171	6	by	by	ADP
ijassa-138	171	7	genetic	genetic	ADJ
ijassa-138	171	8	programming	programming	NOUN
ijassa-138	171	9	technology	technology	NOUN
ijassa-138	171	10	explained	explain	VERB
ijassa-138	171	11	bellow	bellow	ADJ
ijassa-138	171	12	.	.	PUNCT
ijassa-138	172	1	through	through	ADP
ijassa-138	172	2	evolution	evolution	NOUN
ijassa-138	172	3	the	the	DET
ijassa-138	172	4	trading	trading	NOUN
ijassa-138	172	5	rules	rule	NOUN
ijassa-138	172	6	are	be	AUX
ijassa-138	172	7	set	set	VERB
ijassa-138	172	8	to	to	PART
ijassa-138	172	9	use	use	VERB
ijassa-138	172	10	the	the	DET
ijassa-138	172	11	input	input	NOUN
ijassa-138	172	12	data	datum	NOUN
ijassa-138	172	13	and	and	CCONJ
ijassa-138	172	14	functions	function	NOUN
ijassa-138	172	15	(	(	PUNCT
ijassa-138	172	16	trading	trading	NOUN
ijassa-138	172	17	strategies	strategy	NOUN
ijassa-138	172	18	)	)	PUNCT
ijassa-138	172	19	that	that	PRON
ijassa-138	172	20	have	have	VERB
ijassa-138	172	21	the	the	DET
ijassa-138	172	22	most	most	ADV
ijassa-138	172	23	predictive	predictive	ADJ
ijassa-138	172	24	value	value	NOUN
ijassa-138	172	25	.	.	PUNCT
ijassa-138	173	1	the	the	DET
ijassa-138	173	2	agents	agent	NOUN
ijassa-138	173	3	’	’	PART
ijassa-138	173	4	trading	trading	NOUN
ijassa-138	173	5	rules	rule	NOUN
ijassa-138	173	6	development	development	NOUN
ijassa-138	173	7	is	be	AUX
ijassa-138	173	8	implemented	implement	VERB
ijassa-138	173	9	in	in	ADP
ijassa-138	173	10	the	the	DET
ijassa-138	173	11	software	software	NOUN
ijassa-138	173	12	by	by	ADP
ijassa-138	173	13	using	use	VERB
ijassa-138	173	14	the	the	DET
ijassa-138	173	15	strongly	strongly	ADV
ijassa-138	173	16	typed	type	VERB
ijassa-138	173	17	genetic	genetic	ADJ
ijassa-138	173	18	programming	programming	NOUN
ijassa-138	173	19	(	(	PUNCT
ijassa-138	173	20	stgp	stgp	ADJ
ijassa-138	173	21	)	)	PUNCT
ijassa-138	173	22	approach	approach	NOUN
ijassa-138	173	23	,	,	PUNCT
ijassa-138	173	24	and	and	CCONJ
ijassa-138	173	25	use	use	VERB
ijassa-138	173	26	the	the	DET
ijassa-138	173	27	input	input	NOUN
ijassa-138	173	28	data	datum	NOUN
ijassa-138	173	29	and	and	CCONJ
ijassa-138	173	30	functions	function	NOUN
ijassa-138	173	31	that	that	PRON
ijassa-138	173	32	have	have	VERB
ijassa-138	173	33	the	the	DET
ijassa-138	173	34	most	most	ADV
ijassa-138	173	35	predictive	predictive	ADJ
ijassa-138	173	36	value	value	NOUN
ijassa-138	173	37	in	in	ADP
ijassa-138	173	38	order	order	NOUN
ijassa-138	173	39	for	for	SCONJ
ijassa-138	173	40	the	the	DET
ijassa-138	173	41	agents	agent	NOUN
ijassa-138	173	42	with	with	ADP
ijassa-138	173	43	poor	poor	ADJ
ijassa-138	173	44	performance	performance	NOUN
ijassa-138	173	45	to	to	PART
ijassa-138	173	46	be	be	AUX
ijassa-138	173	47	replaced	replace	VERB
ijassa-138	173	48	by	by	ADP
ijassa-138	173	49	new	new	ADJ
ijassa-138	173	50	agents	agent	NOUN
ijassa-138	173	51	whose	whose	DET
ijassa-138	173	52	trading	trading	NOUN
ijassa-138	173	53	rules	rule	NOUN
ijassa-138	173	54	are	be	AUX
ijassa-138	173	55	created	create	VERB
ijassa-138	173	56	by	by	ADP
ijassa-138	173	57	recombining	recombining	NOUN
ijassa-138	173	58	and	and	CCONJ
ijassa-138	173	59	mutating	mutate	VERB
ijassa-138	173	60	the	the	DET
ijassa-138	173	61	trading	trading	NOUN
ijassa-138	173	62	rules	rule	NOUN
ijassa-138	173	63	of	of	ADP
ijassa-138	173	64	the	the	DET
ijassa-138	173	65	agents	agent	NOUN
ijassa-138	173	66	with	with	ADP
ijassa-138	173	67	good	good	ADJ
ijassa-138	173	68	performance	performance	NOUN
ijassa-138	173	69	.	.	PUNCT
ijassa-138	174	1	the	the	DET
ijassa-138	174	2	stgp	stgp	PROPN
ijassa-138	174	3	was	be	AUX
ijassa-138	174	4	introduced	introduce	VERB
ijassa-138	174	5	by	by	ADP
ijassa-138	174	6	montana	montana	PROPN
ijassa-138	174	7	(	(	PUNCT
ijassa-138	174	8	2002	2002	NUM
ijassa-138	174	9	)	)	PUNCT
ijassa-138	175	1	[	[	X
ijassa-138	175	2	10	10	NUM
ijassa-138	175	3	]	]	PUNCT
ijassa-138	175	4	,	,	PUNCT
ijassa-138	175	5	with	with	ADP
ijassa-138	175	6	the	the	DET
ijassa-138	175	7	scope	scope	NOUN
ijassa-138	175	8	of	of	ADP
ijassa-138	175	9	improving	improve	VERB
ijassa-138	175	10	the	the	DET
ijassa-138	175	11	genetic	genetic	ADJ
ijassa-138	175	12	programming	programming	NOUN
ijassa-138	175	13	technique	technique	NOUN
ijassa-138	175	14	by	by	ADP
ijassa-138	175	15	introducing	introduce	VERB
ijassa-138	175	16	data	datum	NOUN
ijassa-138	175	17	types	type	NOUN
ijassa-138	175	18	constraints	constraint	NOUN
ijassa-138	175	19	for	for	ADP
ijassa-138	175	20	all	all	DET
ijassa-138	175	21	the	the	DET
ijassa-138	175	22	procedures	procedure	NOUN
ijassa-138	175	23	,	,	PUNCT
ijassa-138	175	24	functions	function	NOUN
ijassa-138	175	25	,	,	PUNCT
ijassa-138	175	26	variables	variable	NOUN
ijassa-138	175	27	and	and	CCONJ
ijassa-138	175	28	constants	constant	NOUN
ijassa-138	175	29	,	,	PUNCT
ijassa-138	175	30	thus	thus	ADV
ijassa-138	175	31	decreasing	decrease	VERB
ijassa-138	175	32	the	the	DET
ijassa-138	175	33	search	search	NOUN
ijassa-138	175	34	time	time	NOUN
ijassa-138	175	35	and	and	CCONJ
ijassa-138	175	36	improving	improve	VERB
ijassa-138	175	37	the	the	DET
ijassa-138	175	38	generalization	generalization	NOUN
ijassa-138	175	39	performance	performance	NOUN
ijassa-138	175	40	of	of	ADP
ijassa-138	175	41	the	the	DET
ijassa-138	175	42	solution	solution	NOUN
ijassa-138	175	43	found	find	VERB
ijassa-138	175	44	.	.	PUNCT
ijassa-138	176	1	therefore	therefore	ADV
ijassa-138	176	2	,	,	PUNCT
ijassa-138	176	3	the	the	DET
ijassa-138	176	4	genomes	genome	NOUN
ijassa-138	176	5	(	(	PUNCT
ijassa-138	176	6	programs	program	NOUN
ijassa-138	176	7	)	)	PUNCT
ijassa-138	176	8	represent	represent	VERB
ijassa-138	176	9	the	the	DET
ijassa-138	176	10	agents	agent	NOUN
ijassa-138	176	11	’	’	PART
ijassa-138	176	12	trading	trading	NOUN
ijassa-138	176	13	rules	rule	NOUN
ijassa-138	176	14	and	and	CCONJ
ijassa-138	176	15	they	they	PRON
ijassa-138	176	16	contain	contain	VERB
ijassa-138	176	17	genes	gene	NOUN
ijassa-138	176	18	(	(	PUNCT
ijassa-138	176	19	functions	function	NOUN
ijassa-138	176	20	)	)	PUNCT
ijassa-138	176	21	,	,	PUNCT
ijassa-138	176	22	thus	thus	ADV
ijassa-138	176	23	agents	agent	NOUN
ijassa-138	176	24	trade	trade	VERB
ijassa-138	176	25	the	the	DET
ijassa-138	176	26	security	security	NOUN
ijassa-138	176	27	on	on	ADP
ijassa-138	176	28	the	the	DET
ijassa-138	176	29	virtual	virtual	ADJ
ijassa-138	176	30	market	market	NOUN
ijassa-138	176	31	based	base	VERB
ijassa-138	176	32	on	on	ADP
ijassa-138	176	33	their	their	PRON
ijassa-138	176	34	analysis	analysis	NOUN
ijassa-138	176	35	of	of	ADP
ijassa-138	176	36	historical	historical	ADJ
ijassa-138	176	37	quotes	quote	NOUN
ijassa-138	176	38	.	.	PUNCT
ijassa-138	177	1	in	in	ADP
ijassa-138	177	2	order	order	NOUN
ijassa-138	177	3	to	to	PART
ijassa-138	177	4	obtain	obtain	VERB
ijassa-138	177	5	random	random	ADJ
ijassa-138	177	6	sequences	sequence	NOUN
ijassa-138	177	7	for	for	ADP
ijassa-138	177	8	the	the	DET
ijassa-138	177	9	initial	initial	ADJ
ijassa-138	177	10	creation	creation	NOUN
ijassa-138	177	11	of	of	ADP
ijassa-138	177	12	trading	trading	NOUN
ijassa-138	177	13	rules	rule	NOUN
ijassa-138	177	14	or	or	CCONJ
ijassa-138	177	15	genomes	genome	NOUN
ijassa-138	177	16	and	and	CCONJ
ijassa-138	177	17	for	for	ADP
ijassa-138	177	18	the	the	DET
ijassa-138	177	19	crossover	crossover	NOUN
ijassa-138	177	20	and	and	CCONJ
ijassa-138	177	21	mutation	mutation	NOUN
ijassa-138	177	22	operators	operator	NOUN
ijassa-138	177	23	of	of	ADP
ijassa-138	177	24	the	the	DET
ijassa-138	177	25	breeding	breeding	NOUN
ijassa-138	177	26	process	process	NOUN
ijassa-138	177	27	,	,	PUNCT
ijassa-138	177	28	the	the	DET
ijassa-138	177	29	adaptive	adaptive	ADJ
ijassa-138	177	30	modeler	modeler	NOUN
ijassa-138	177	31	software	software	NOUN
ijassa-138	177	32	265	265	NUM
ijassa-138	177	33	advances	advance	NOUN
ijassa-138	177	34	in	in	ADP
ijassa-138	177	35	systems	system	NOUN
ijassa-138	177	36	science	science	NOUN
ijassa-138	177	37	and	and	CCONJ
ijassa-138	177	38	applications	application	NOUN
ijassa-138	177	39	(	(	PUNCT
ijassa-138	177	40	2013	2013	NUM
ijassa-138	177	41	)	)	PUNCT
ijassa-138	177	42	vol.13	vol.13	NOUN
ijassa-138	177	43	no.3	no.3	PROPN
ijassa-138	177	44	uses	use	VERB
ijassa-138	177	45	the	the	DET
ijassa-138	177	46	mersenne	mersenne	PROPN
ijassa-138	177	47	twister	twister	PROPN
ijassa-138	177	48	algorithm	algorithm	PROPN
ijassa-138	178	1	[	[	X
ijassa-138	178	2	18	18	NUM
ijassa-138	178	3	]	]	PUNCT
ijassa-138	178	4	to	to	PART
ijassa-138	178	5	generate	generate	VERB
ijassa-138	178	6	pseudo	pseudo	NOUN
ijassa-138	178	7	random	random	ADJ
ijassa-138	178	8	number	number	NOUN
ijassa-138	178	9	sequences	sequence	NOUN
ijassa-138	178	10	.	.	PUNCT
ijassa-138	179	1	more	more	ADJ
ijassa-138	179	2	information	information	NOUN
ijassa-138	179	3	regarding	regard	VERB
ijassa-138	179	4	the	the	DET
ijassa-138	179	5	adaptive	adaptive	ADJ
ijassa-138	179	6	modeler	modeler	NOUN
ijassa-138	179	7	software	software	NOUN
ijassa-138	179	8	and	and	CCONJ
ijassa-138	179	9	how	how	SCONJ
ijassa-138	179	10	it	it	PRON
ijassa-138	179	11	works	work	VERB
ijassa-138	179	12	can	can	AUX
ijassa-138	179	13	be	be	AUX
ijassa-138	179	14	found	find	VERB
ijassa-138	179	15	at	at	ADP
ijassa-138	179	16	http://altreva.com/adaptive	http://altreva.com/adaptive	PROPN
ijassa-138	179	17	modeler	modeler	NOUN
ijassa-138	179	18	users	user	NOUN
ijassa-138	179	19	guide.htm	guide.htm	X
ijassa-138	179	20	.	.	PUNCT
ijassa-138	180	1	also	also	ADV
ijassa-138	180	2	,	,	PUNCT
ijassa-138	180	3	all	all	DET
ijassa-138	180	4	the	the	DET
ijassa-138	180	5	genes	gene	NOUN
ijassa-138	180	6	as	as	ADP
ijassa-138	180	7	functions	function	NOUN
ijassa-138	180	8	are	be	AUX
ijassa-138	180	9	described	describe	VERB
ijassa-138	180	10	in	in	ADP
ijassa-138	180	11	the	the	DET
ijassa-138	180	12	guide	guide	NOUN
ijassa-138	180	13	,	,	PUNCT
ijassa-138	180	14	along	along	ADP
ijassa-138	180	15	with	with	ADP
ijassa-138	180	16	the	the	DET
ijassa-138	180	17	types	type	NOUN
ijassa-138	180	18	of	of	ADP
ijassa-138	180	19	the	the	DET
ijassa-138	180	20	arguments	argument	NOUN
ijassa-138	180	21	used	use	VERB
ijassa-138	180	22	.	.	PUNCT
ijassa-138	181	1	during	during	ADP
ijassa-138	181	2	the	the	DET
ijassa-138	181	3	breeding	breeding	NOUN
ijassa-138	181	4	process	process	NOUN
ijassa-138	181	5	which	which	PRON
ijassa-138	181	6	is	be	AUX
ijassa-138	181	7	specific	specific	ADJ
ijassa-138	181	8	only	only	ADV
ijassa-138	181	9	to	to	ADP
ijassa-138	181	10	the	the	DET
ijassa-138	181	11	intelligent	intelligent	ADJ
ijassa-138	181	12	agent	agent	NOUN
ijassa-138	181	13	-	-	PUNCT
ijassa-138	181	14	based	base	VERB
ijassa-138	181	15	model	model	NOUN
ijassa-138	181	16	,	,	PUNCT
ijassa-138	181	17	new	new	ADJ
ijassa-138	181	18	offspring	offspring	NOUN
ijassa-138	181	19	agents	agent	NOUN
ijassa-138	181	20	are	be	AUX
ijassa-138	181	21	created	create	VERB
ijassa-138	181	22	from	from	ADP
ijassa-138	181	23	some	some	PRON
ijassa-138	181	24	of	of	ADP
ijassa-138	181	25	the	the	DET
ijassa-138	181	26	best	good	ADJ
ijassa-138	181	27	performing	perform	VERB
ijassa-138	181	28	agents	agent	NOUN
ijassa-138	181	29	to	to	PART
ijassa-138	181	30	replace	replace	VERB
ijassa-138	181	31	some	some	PRON
ijassa-138	181	32	of	of	ADP
ijassa-138	181	33	the	the	DET
ijassa-138	181	34	worst	bad	ADJ
ijassa-138	181	35	performing	perform	VERB
ijassa-138	181	36	agents	agent	NOUN
ijassa-138	181	37	.	.	PUNCT
ijassa-138	182	1	in	in	ADP
ijassa-138	182	2	order	order	NOUN
ijassa-138	182	3	to	to	PART
ijassa-138	182	4	achieve	achieve	VERB
ijassa-138	182	5	this	this	PRON
ijassa-138	182	6	,	,	PUNCT
ijassa-138	182	7	at	at	ADP
ijassa-138	182	8	every	every	DET
ijassa-138	182	9	bar	bar	NOUN
ijassa-138	182	10	,	,	PUNCT
ijassa-138	182	11	agents	agent	NOUN
ijassa-138	182	12	with	with	ADP
ijassa-138	182	13	the	the	DET
ijassa-138	182	14	highest	high	ADJ
ijassa-138	182	15	breeding	breeding	NOUN
ijassa-138	182	16	fitness	fitness	NOUN
ijassa-138	182	17	return	return	NOUN
ijassa-138	182	18	are	be	AUX
ijassa-138	182	19	selected	select	VERB
ijassa-138	182	20	as	as	ADP
ijassa-138	182	21	parents	parent	NOUN
ijassa-138	182	22	,	,	PUNCT
ijassa-138	182	23	and	and	CCONJ
ijassa-138	182	24	the	the	DET
ijassa-138	182	25	genomes	genome	NOUN
ijassa-138	182	26	(	(	PUNCT
ijassa-138	182	27	trading	trading	NOUN
ijassa-138	182	28	rules	rule	NOUN
ijassa-138	182	29	)	)	PUNCT
ijassa-138	182	30	of	of	ADP
ijassa-138	182	31	pairs	pair	NOUN
ijassa-138	182	32	of	of	ADP
ijassa-138	182	33	these	these	DET
ijassa-138	182	34	parents	parent	NOUN
ijassa-138	182	35	are	be	AUX
ijassa-138	182	36	then	then	ADV
ijassa-138	182	37	recombined	recombine	VERB
ijassa-138	182	38	through	through	ADP
ijassa-138	182	39	genetic	genetic	ADJ
ijassa-138	182	40	crossover	crossover	NOUN
ijassa-138	182	41	to	to	PART
ijassa-138	182	42	create	create	VERB
ijassa-138	182	43	new	new	ADJ
ijassa-138	182	44	genomes	genome	NOUN
ijassa-138	182	45	that	that	PRON
ijassa-138	182	46	are	be	AUX
ijassa-138	182	47	given	give	VERB
ijassa-138	182	48	to	to	ADP
ijassa-138	182	49	new	new	ADJ
ijassa-138	182	50	offspring	offspring	NOUN
ijassa-138	182	51	agents	agent	NOUN
ijassa-138	182	52	.	.	PUNCT
ijassa-138	183	1	these	these	DET
ijassa-138	183	2	new	new	ADJ
ijassa-138	183	3	agents	agent	NOUN
ijassa-138	183	4	replace	replace	VERB
ijassa-138	183	5	agents	agent	NOUN
ijassa-138	183	6	with	with	ADP
ijassa-138	183	7	the	the	DET
ijassa-138	183	8	lowest	low	ADJ
ijassa-138	183	9	replacement	replacement	NOUN
ijassa-138	183	10	fitness	fitness	NOUN
ijassa-138	183	11	return	return	NOUN
ijassa-138	183	12	.	.	PUNCT
ijassa-138	184	1	the	the	DET
ijassa-138	184	2	fitness	fitness	NOUN
ijassa-138	184	3	functions	function	NOUN
ijassa-138	184	4	are	be	AUX
ijassa-138	184	5	a	a	DET
ijassa-138	184	6	measurement	measurement	NOUN
ijassa-138	184	7	of	of	ADP
ijassa-138	184	8	the	the	DET
ijassa-138	184	9	agents	agents	PROPN
ijassa-138	184	10	investment	investment	NOUN
ijassa-138	184	11	return	return	VERB
ijassa-138	184	12	over	over	ADP
ijassa-138	184	13	a	a	DET
ijassa-138	184	14	certain	certain	ADJ
ijassa-138	184	15	period	period	NOUN
ijassa-138	184	16	,	,	PUNCT
ijassa-138	184	17	therefore	therefore	ADV
ijassa-138	184	18	the	the	DET
ijassa-138	184	19	breeding	breeding	NOUN
ijassa-138	184	20	fitness	fitness	NOUN
ijassa-138	184	21	return	return	NOUN
ijassa-138	184	22	is	be	AUX
ijassa-138	184	23	computed	compute	VERB
ijassa-138	184	24	as	as	ADP
ijassa-138	184	25	a	a	DET
ijassa-138	184	26	short	short	ADJ
ijassa-138	184	27	term	term	NOUN
ijassa-138	184	28	trailing	trail	VERB
ijassa-138	184	29	return	return	NOUN
ijassa-138	184	30	measure	measure	NOUN
ijassa-138	184	31	of	of	ADP
ijassa-138	184	32	the	the	DET
ijassa-138	184	33	wealth	wealth	NOUN
ijassa-138	184	34	over	over	ADP
ijassa-138	184	35	the	the	DET
ijassa-138	184	36	last	last	ADJ
ijassa-138	184	37	80	80	NUM
ijassa-138	184	38	analyzed	analyze	VERB
ijassa-138	184	39	quotes	quote	NOUN
ijassa-138	184	40	and	and	CCONJ
ijassa-138	184	41	represents	represent	VERB
ijassa-138	184	42	the	the	DET
ijassa-138	184	43	selection	selection	NOUN
ijassa-138	184	44	criterion	criterion	NOUN
ijassa-138	184	45	for	for	ADP
ijassa-138	184	46	breeding	breeding	NOUN
ijassa-138	184	47	(	(	PUNCT
ijassa-138	184	48	best	good	ADJ
ijassa-138	184	49	agents	agent	NOUN
ijassa-138	184	50	)	)	PUNCT
ijassa-138	184	51	,	,	PUNCT
ijassa-138	184	52	while	while	SCONJ
ijassa-138	184	53	the	the	DET
ijassa-138	184	54	replacement	replacement	NOUN
ijassa-138	184	55	fitness	fitness	NOUN
ijassa-138	184	56	return	return	NOUN
ijassa-138	184	57	is	be	AUX
ijassa-138	184	58	computed	compute	VERB
ijassa-138	184	59	as	as	ADP
ijassa-138	184	60	the	the	DET
ijassa-138	184	61	average	average	ADJ
ijassa-138	184	62	return	return	NOUN
ijassa-138	184	63	per	per	ADP
ijassa-138	184	64	bar	bar	NOUN
ijassa-138	184	65	and	and	CCONJ
ijassa-138	184	66	represents	represent	VERB
ijassa-138	184	67	the	the	DET
ijassa-138	184	68	selection	selection	NOUN
ijassa-138	184	69	criterion	criterion	NOUN
ijassa-138	184	70	for	for	ADP
ijassa-138	184	71	replacement	replacement	NOUN
ijassa-138	184	72	(	(	PUNCT
ijassa-138	184	73	worst	bad	ADJ
ijassa-138	184	74	agents	agent	NOUN
ijassa-138	184	75	)	)	PUNCT
ijassa-138	184	76	.	.	PUNCT
ijassa-138	185	1	fig.8	fig.8	PROPN
ijassa-138	185	2	oaddobe	oaddobe	PROPN
ijassa-138	185	3	stock	stock	PROPN
ijassa-138	185	4	simulation	simulation	PROPN
ijassa-138	185	5	-	-	PUNCT
ijassa-138	185	6	intelligent	intelligent	ADJ
ijassa-138	185	7	agent	agent	NOUN
ijassa-138	185	8	-	-	PUNCT
ijassa-138	185	9	based	base	VERB
ijassa-138	185	10	model	model	NOUN
ijassa-138	185	11	5	5	NUM
ijassa-138	185	12	simulation	simulation	NOUN
ijassa-138	185	13	results	result	VERB
ijassa-138	185	14	the	the	DET
ijassa-138	185	15	results	result	NOUN
ijassa-138	185	16	of	of	ADP
ijassa-138	185	17	the	the	DET
ijassa-138	185	18	simulations	simulation	NOUN
ijassa-138	185	19	are	be	AUX
ijassa-138	185	20	illustrated	illustrate	VERB
ijassa-138	185	21	in	in	ADP
ijassa-138	185	22	fig.8	fig.8	PROPN
ijassa-138	185	23	-	-	PUNCT
ijassa-138	185	24	25	25	NUM
ijassa-138	185	25	,	,	PUNCT
ijassa-138	185	26	and	and	CCONJ
ijassa-138	185	27	were	be	AUX
ijassa-138	185	28	conducted	conduct	VERB
ijassa-138	185	29	over	over	ADP
ijassa-138	185	30	each	each	PRON
ijassa-138	185	31	of	of	ADP
ijassa-138	185	32	the	the	DET
ijassa-138	185	33	ten	ten	NUM
ijassa-138	185	34	analyzed	analyze	VERB
ijassa-138	185	35	stocks	stock	NOUN
ijassa-138	185	36	,	,	PUNCT
ijassa-138	185	37	for	for	ADP
ijassa-138	185	38	both	both	DET
ijassa-138	185	39	types	type	NOUN
ijassa-138	185	40	of	of	ADP
ijassa-138	185	41	agent	agent	NOUN
ijassa-138	185	42	-	-	PUNCT
ijassa-138	185	43	based	base	VERB
ijassa-138	185	44	models	model	NOUN
ijassa-138	185	45	,	,	PUNCT
ijassa-138	185	46	with	with	ADP
ijassa-138	185	47	intelligent	intelligent	ADJ
ijassa-138	185	48	agents	agent	NOUN
ijassa-138	185	49	and	and	CCONJ
ijassa-138	185	50	zero	zero	NUM
ijassa-138	185	51	intelligence	intelligence	NOUN
ijassa-138	185	52	agents	agent	NOUN
ijassa-138	185	53	.	.	PUNCT
ijassa-138	186	1	the	the	DET
ijassa-138	186	2	results	result	NOUN
ijassa-138	186	3	of	of	ADP
ijassa-138	186	4	the	the	DET
ijassa-138	186	5	simulations	simulation	NOUN
ijassa-138	186	6	mainly	mainly	ADV
ijassa-138	186	7	illustrate	illustrate	VERB
ijassa-138	186	8	a	a	DET
ijassa-138	186	9	better	well	ADJ
ijassa-138	186	10	performance	performance	NOUN
ijassa-138	186	11	of	of	ADP
ijassa-138	186	12	the	the	DET
ijassa-138	186	13	intelligent	intelligent	ADJ
ijassa-138	186	14	agent	agent	NOUN
ijassa-138	186	15	-	-	PUNCT
ijassa-138	186	16	based	base	VERB
ijassa-138	186	17	model	model	NOUN
ijassa-138	186	18	in	in	ADP
ijassa-138	186	19	terms	term	NOUN
ijassa-138	186	20	of	of	ADP
ijassa-138	186	21	forecast	forecast	NOUN
ijassa-138	186	22	accuracy	accuracy	NOUN
ijassa-138	186	23	,	,	PUNCT
ijassa-138	186	24	except	except	SCONJ
ijassa-138	186	25	for	for	ADP
ijassa-138	186	26	the	the	DET
ijassa-138	186	27	stocks	stock	NOUN
ijassa-138	186	28	addobe	addobe	PROPN
ijassa-138	186	29	and	and	CCONJ
ijassa-138	186	30	citigroup	citigroup	NOUN
ijassa-138	186	31	.	.	PUNCT
ijassa-138	187	1	the	the	DET
ijassa-138	187	2	results	result	NOUN
ijassa-138	187	3	must	must	AUX
ijassa-138	187	4	be	be	AUX
ijassa-138	187	5	further	far	ADV
ijassa-138	187	6	tested	test	VERB
ijassa-138	187	7	for	for	ADP
ijassa-138	187	8	how	how	SCONJ
ijassa-138	187	9	stylized	stylize	VERB
ijassa-138	187	10	facts	fact	NOUN
ijassa-138	187	11	are	be	AUX
ijassa-138	187	12	reproduced	reproduce	VERB
ijassa-138	187	13	with	with	ADP
ijassa-138	187	14	these	these	DET
ijassa-138	187	15	models	model	NOUN
ijassa-138	187	16	,	,	PUNCT
ijassa-138	187	17	compared	compare	VERB
ijassa-138	187	18	to	to	ADP
ijassa-138	187	19	real	real	ADJ
ijassa-138	187	20	stock	stock	NOUN
ijassa-138	187	21	quotes	quote	NOUN
ijassa-138	187	22	.	.	PUNCT
ijassa-138	188	1	d.	d.	PROPN
ijassa-138	188	2	dezsi	dezsi	PROPN
ijassa-138	188	3	,	,	PUNCT
ijassa-138	188	4	e.scarlat	e.scarlat	ADJ
ijassa-138	188	5	and	and	CCONJ
ijassa-138	188	6	i.	i.	PROPN
ijassa-138	188	7	măries	mărie	NOUN
ijassa-138	188	8	:	:	PUNCT
ijassa-138	188	9	agent	agent	NOUN
ijassa-138	188	10	-	-	PUNCT
ijassa-138	188	11	based	base	VERB
ijassa-138	188	12	models	model	NOUN
ijassa-138	188	13	simulations	simulation	NOUN
ijassa-138	188	14	for	for	ADP
ijassa-138	188	15	high	high	ADJ
ijassa-138	188	16	...	...	PUNCT
ijassa-138	188	17	266	266	NUM
ijassa-138	188	18	fig.9	fig.9	PROPN
ijassa-138	188	19	addobe	addobe	DET
ijassa-138	188	20	stock	stock	PROPN
ijassa-138	188	21	simulation	simulation	PROPN
ijassa-138	188	22	-	-	PUNCT
ijassa-138	188	23	zero	zero	NUM
ijassa-138	188	24	-	-	PUNCT
ijassa-138	188	25	intelligence	intelligence	NOUN
ijassa-138	188	26	agent	agent	NOUN
ijassa-138	188	27	-	-	PUNCT
ijassa-138	188	28	based	base	VERB
ijassa-138	188	29	model	model	NOUN
ijassa-138	188	30	fig.10	fig.10	PROPN
ijassa-138	188	31	apple	apple	NOUN
ijassa-138	188	32	stock	stock	NOUN
ijassa-138	188	33	simulation	simulation	NOUN
ijassa-138	188	34	-	-	PUNCT
ijassa-138	188	35	intelligent	intelligent	ADJ
ijassa-138	188	36	agent	agent	NOUN
ijassa-138	188	37	-	-	PUNCT
ijassa-138	188	38	based	base	VERB
ijassa-138	188	39	model	model	NOUN
ijassa-138	188	40	fig.11	fig.11	PROPN
ijassa-138	188	41	apple	apple	PROPN
ijassa-138	188	42	stock	stock	PROPN
ijassa-138	188	43	simulation	simulation	NOUN
ijassa-138	188	44	-	-	PUNCT
ijassa-138	188	45	zero	zero	NUM
ijassa-138	188	46	-	-	PUNCT
ijassa-138	188	47	intelligence	intelligence	NOUN
ijassa-138	188	48	agent	agent	NOUN
ijassa-138	188	49	-	-	PUNCT
ijassa-138	188	50	based	base	VERB
ijassa-138	188	51	model	model	NOUN
ijassa-138	188	52	267	267	NUM
ijassa-138	188	53	advances	advance	NOUN
ijassa-138	188	54	in	in	ADP
ijassa-138	188	55	systems	system	NOUN
ijassa-138	188	56	science	science	NOUN
ijassa-138	188	57	and	and	CCONJ
ijassa-138	188	58	applications	application	NOUN
ijassa-138	188	59	(	(	PUNCT
ijassa-138	188	60	2013	2013	NUM
ijassa-138	188	61	)	)	PUNCT
ijassa-138	188	62	vol.13	vol.13	NOUN
ijassa-138	188	63	no.3	no.3	VERB
ijassa-138	188	64	fig.12	fig.12	PROPN
ijassa-138	188	65	bank	bank	PROPN
ijassa-138	188	66	of	of	ADP
ijassa-138	188	67	america	america	PROPN
ijassa-138	188	68	stock	stock	PROPN
ijassa-138	188	69	simulation	simulation	PROPN
ijassa-138	188	70	-	-	PUNCT
ijassa-138	188	71	intelligent	intelligent	ADJ
ijassa-138	188	72	agent	agent	NOUN
ijassa-138	188	73	-	-	PUNCT
ijassa-138	188	74	based	base	VERB
ijassa-138	188	75	model	model	NOUN
ijassa-138	188	76	fig.13	fig.13	PROPN
ijassa-138	188	77	bank	bank	PROPN
ijassa-138	188	78	of	of	ADP
ijassa-138	188	79	america	america	PROPN
ijassa-138	188	80	stock	stock	PROPN
ijassa-138	188	81	simulation	simulation	PROPN
ijassa-138	188	82	-	-	PUNCT
ijassa-138	188	83	zero	zero	NUM
ijassa-138	188	84	-	-	PUNCT
ijassa-138	188	85	intelligence	intelligence	NOUN
ijassa-138	188	86	agent	agent	NOUN
ijassa-138	188	87	-	-	PUNCT
ijassa-138	188	88	based	base	VERB
ijassa-138	188	89	model	model	NOUN
ijassa-138	188	90	fig.14	fig.14	ADP
ijassa-138	188	91	citigroup	citigroup	PROPN
ijassa-138	188	92	stock	stock	NOUN
ijassa-138	188	93	simulation	simulation	NOUN
ijassa-138	188	94	-	-	PUNCT
ijassa-138	188	95	intelligent	intelligent	ADJ
ijassa-138	188	96	agent	agent	NOUN
ijassa-138	188	97	-	-	PUNCT
ijassa-138	188	98	based	base	VERB
ijassa-138	188	99	model	model	NOUN
ijassa-138	188	100	d.	d.	PROPN
ijassa-138	188	101	dezsi	dezsi	PROPN
ijassa-138	188	102	,	,	PUNCT
ijassa-138	188	103	e.scarlat	e.scarlat	ADJ
ijassa-138	188	104	and	and	CCONJ
ijassa-138	188	105	i.	i.	PROPN
ijassa-138	188	106	măries	mărie	NOUN
ijassa-138	188	107	:	:	PUNCT
ijassa-138	188	108	agent	agent	NOUN
ijassa-138	188	109	-	-	PUNCT
ijassa-138	188	110	based	base	VERB
ijassa-138	188	111	models	model	NOUN
ijassa-138	188	112	simulations	simulation	NOUN
ijassa-138	188	113	for	for	ADP
ijassa-138	188	114	high	high	ADJ
ijassa-138	188	115	...	...	PUNCT
ijassa-138	188	116	268	268	NUM
ijassa-138	188	117	fig.15	fig.15	NOUN
ijassa-138	188	118	citigroup	citigroup	PROPN
ijassa-138	188	119	stock	stock	PROPN
ijassa-138	188	120	simulation	simulation	PROPN
ijassa-138	188	121	-	-	PUNCT
ijassa-138	188	122	zero	zero	NUM
ijassa-138	188	123	-	-	PUNCT
ijassa-138	188	124	intelligence	intelligence	NOUN
ijassa-138	188	125	agent	agent	NOUN
ijassa-138	188	126	-	-	PUNCT
ijassa-138	188	127	based	base	VERB
ijassa-138	188	128	model	model	NOUN
ijassa-138	188	129	fig.16	fig.16	PROPN
ijassa-138	188	130	exxon	exxon	PROPN
ijassa-138	188	131	mobil	mobil	PROPN
ijassa-138	188	132	stock	stock	PROPN
ijassa-138	188	133	simulation	simulation	PROPN
ijassa-138	188	134	-	-	PUNCT
ijassa-138	188	135	intelligent	intelligent	ADJ
ijassa-138	188	136	agent	agent	NOUN
ijassa-138	188	137	-	-	PUNCT
ijassa-138	188	138	based	base	VERB
ijassa-138	188	139	model	model	NOUN
ijassa-138	188	140	fig.17	fig.17	PROPN
ijassa-138	188	141	exxon	exxon	PROPN
ijassa-138	188	142	mobil	mobil	PROPN
ijassa-138	188	143	stock	stock	PROPN
ijassa-138	188	144	simulation	simulation	PROPN
ijassa-138	188	145	-	-	PUNCT
ijassa-138	188	146	zero	zero	NUM
ijassa-138	188	147	-	-	PUNCT
ijassa-138	188	148	intelligence	intelligence	NOUN
ijassa-138	188	149	agent	agent	NOUN
ijassa-138	188	150	-	-	PUNCT
ijassa-138	188	151	based	base	VERB
ijassa-138	188	152	model	model	NOUN
ijassa-138	188	153	269	269	NUM
ijassa-138	188	154	advances	advance	NOUN
ijassa-138	188	155	in	in	ADP
ijassa-138	188	156	systems	system	NOUN
ijassa-138	188	157	science	science	NOUN
ijassa-138	188	158	and	and	CCONJ
ijassa-138	188	159	applications	application	NOUN
ijassa-138	188	160	(	(	PUNCT
ijassa-138	188	161	2013	2013	NUM
ijassa-138	188	162	)	)	PUNCT
ijassa-138	188	163	vol.13	vol.13	NOUN
ijassa-138	188	164	no.3	no.3	VERB
ijassa-138	188	165	fig.18	fig.18	PROPN
ijassa-138	188	166	general	general	PROPN
ijassa-138	188	167	electric	electric	PROPN
ijassa-138	188	168	stock	stock	PROPN
ijassa-138	188	169	simulation	simulation	NOUN
ijassa-138	188	170	-	-	PUNCT
ijassa-138	188	171	intelligent	intelligent	ADJ
ijassa-138	188	172	agent	agent	NOUN
ijassa-138	188	173	-	-	PUNCT
ijassa-138	188	174	based	base	VERB
ijassa-138	188	175	model	model	NOUN
ijassa-138	188	176	fig.19	fig.19	PROPN
ijassa-138	188	177	general	general	PROPN
ijassa-138	188	178	electric	electric	PROPN
ijassa-138	188	179	stock	stock	PROPN
ijassa-138	188	180	simulation	simulation	PROPN
ijassa-138	188	181	-	-	PUNCT
ijassa-138	188	182	zero	zero	NUM
ijassa-138	188	183	-	-	PUNCT
ijassa-138	188	184	intelligence	intelligence	NOUN
ijassa-138	188	185	agent	agent	NOUN
ijassa-138	188	186	-	-	PUNCT
ijassa-138	188	187	based	base	VERB
ijassa-138	188	188	model	model	NOUN
ijassa-138	188	189	fig.20	fig.20	PROPN
ijassa-138	188	190	ibm	ibm	PROPN
ijassa-138	188	191	stock	stock	NOUN
ijassa-138	188	192	simulation	simulation	NOUN
ijassa-138	188	193	-	-	PUNCT
ijassa-138	188	194	intelligent	intelligent	ADJ
ijassa-138	188	195	agent	agent	NOUN
ijassa-138	188	196	-	-	PUNCT
ijassa-138	188	197	based	base	VERB
ijassa-138	188	198	model	model	NOUN
ijassa-138	188	199	d.	d.	PROPN
ijassa-138	188	200	dezsi	dezsi	PROPN
ijassa-138	188	201	,	,	PUNCT
ijassa-138	188	202	e.scarlat	e.scarlat	ADJ
ijassa-138	188	203	and	and	CCONJ
ijassa-138	188	204	i.	i.	PROPN
ijassa-138	188	205	măries	mărie	NOUN
ijassa-138	188	206	:	:	PUNCT
ijassa-138	188	207	agent	agent	NOUN
ijassa-138	188	208	-	-	PUNCT
ijassa-138	188	209	based	base	VERB
ijassa-138	188	210	models	model	NOUN
ijassa-138	188	211	simulations	simulation	NOUN
ijassa-138	188	212	for	for	ADP
ijassa-138	188	213	high	high	ADJ
ijassa-138	188	214	...	...	PUNCT
ijassa-138	188	215	270	270	NUM
ijassa-138	188	216	fig.21	fig.21	PROPN
ijassa-138	188	217	general	general	PROPN
ijassa-138	188	218	electric	electric	PROPN
ijassa-138	188	219	stock	stock	PROPN
ijassa-138	188	220	simulation	simulation	PROPN
ijassa-138	188	221	-	-	PUNCT
ijassa-138	188	222	zero	zero	NUM
ijassa-138	188	223	-	-	PUNCT
ijassa-138	188	224	intelligence	intelligence	NOUN
ijassa-138	188	225	agent	agent	NOUN
ijassa-138	188	226	-	-	PUNCT
ijassa-138	188	227	based	base	VERB
ijassa-138	188	228	model	model	NOUN
ijassa-138	188	229	fig.22	fig.22	PROPN
ijassa-138	188	230	pfizer	pfizer	PROPN
ijassa-138	188	231	stock	stock	PROPN
ijassa-138	188	232	simulation	simulation	NOUN
ijassa-138	188	233	-	-	PUNCT
ijassa-138	188	234	intelligent	intelligent	ADJ
ijassa-138	188	235	agent	agent	NOUN
ijassa-138	188	236	-	-	PUNCT
ijassa-138	188	237	based	base	VERB
ijassa-138	188	238	model	model	NOUN
ijassa-138	188	239	fig.23	fig.23	PROPN
ijassa-138	188	240	pfizer	pfizer	PROPN
ijassa-138	188	241	stock	stock	PROPN
ijassa-138	188	242	simulation	simulation	PROPN
ijassa-138	188	243	-	-	PUNCT
ijassa-138	188	244	zero	zero	NUM
ijassa-138	188	245	-	-	PUNCT
ijassa-138	188	246	intelligence	intelligence	NOUN
ijassa-138	188	247	agent	agent	NOUN
ijassa-138	188	248	-	-	PUNCT
ijassa-138	188	249	based	base	VERB
ijassa-138	188	250	model	model	NOUN
ijassa-138	188	251	271	271	NUM
ijassa-138	188	252	advances	advance	NOUN
ijassa-138	188	253	in	in	ADP
ijassa-138	188	254	systems	system	NOUN
ijassa-138	188	255	science	science	NOUN
ijassa-138	188	256	and	and	CCONJ
ijassa-138	188	257	applications	application	NOUN
ijassa-138	188	258	(	(	PUNCT
ijassa-138	188	259	2013	2013	NUM
ijassa-138	188	260	)	)	PUNCT
ijassa-138	188	261	vol.13	vol.13	NOUN
ijassa-138	188	262	no.3	no.3	VERB
ijassa-138	188	263	fig.24	fig.24	PROPN
ijassa-138	188	264	wells	wells	PROPN
ijassa-138	188	265	fargo	fargo	PROPN
ijassa-138	188	266	stock	stock	PROPN
ijassa-138	188	267	simulation	simulation	PROPN
ijassa-138	188	268	-	-	PUNCT
ijassa-138	188	269	intelligent	intelligent	ADJ
ijassa-138	188	270	agent	agent	NOUN
ijassa-138	188	271	-	-	PUNCT
ijassa-138	188	272	based	base	VERB
ijassa-138	188	273	model	model	NOUN
ijassa-138	188	274	fig.25	fig.25	PROPN
ijassa-138	188	275	wells	wells	PROPN
ijassa-138	188	276	fargo	fargo	PROPN
ijassa-138	188	277	stock	stock	PROPN
ijassa-138	188	278	simulation	simulation	PROPN
ijassa-138	188	279	-	-	PUNCT
ijassa-138	188	280	zero	zero	NUM
ijassa-138	188	281	-	-	PUNCT
ijassa-138	188	282	intelligence	intelligence	NOUN
ijassa-138	188	283	agent	agent	NOUN
ijassa-138	188	284	-	-	PUNCT
ijassa-138	188	285	based	base	VERB
ijassa-138	188	286	model	model	NOUN
ijassa-138	188	287	it	it	PRON
ijassa-138	188	288	is	be	AUX
ijassa-138	188	289	worth	worth	ADJ
ijassa-138	188	290	mentioning	mention	VERB
ijassa-138	188	291	that	that	SCONJ
ijassa-138	188	292	wealth	wealth	NOUN
ijassa-138	188	293	is	be	AUX
ijassa-138	188	294	much	much	ADV
ijassa-138	188	295	better	well	ADJ
ijassa-138	188	296	and	and	CCONJ
ijassa-138	188	297	uniformly	uniformly	ADV
ijassa-138	188	298	distributed	distribute	VERB
ijassa-138	188	299	among	among	ADP
ijassa-138	188	300	agents	agent	NOUN
ijassa-138	188	301	in	in	ADP
ijassa-138	188	302	the	the	DET
ijassa-138	188	303	case	case	NOUN
ijassa-138	188	304	of	of	ADP
ijassa-138	188	305	zero	zero	NUM
ijassa-138	188	306	-	-	PUNCT
ijassa-138	188	307	intelligence	intelligence	NOUN
ijassa-138	188	308	agent	agent	NOUN
ijassa-138	188	309	-	-	PUNCT
ijassa-138	188	310	based	base	VERB
ijassa-138	188	311	model	model	NOUN
ijassa-138	188	312	,	,	PUNCT
ijassa-138	188	313	as	as	SCONJ
ijassa-138	188	314	it	it	PRON
ijassa-138	188	315	can	can	AUX
ijassa-138	188	316	be	be	AUX
ijassa-138	188	317	observed	observe	VERB
ijassa-138	188	318	in	in	ADP
ijassa-138	188	319	the	the	DET
ijassa-138	188	320	fig.8	fig.8	PROPN
ijassa-138	188	321	-	-	PUNCT
ijassa-138	188	322	25	25	NUM
ijassa-138	188	323	,	,	PUNCT
ijassa-138	188	324	which	which	PRON
ijassa-138	188	325	is	be	AUX
ijassa-138	188	326	of	of	ADP
ijassa-138	188	327	great	great	ADJ
ijassa-138	188	328	importance	importance	NOUN
ijassa-138	188	329	for	for	ADP
ijassa-138	188	330	market	market	NOUN
ijassa-138	188	331	design	design	NOUN
ijassa-138	188	332	,	,	PUNCT
ijassa-138	188	333	while	while	SCONJ
ijassa-138	188	334	intelligent	intelligent	ADJ
ijassa-138	188	335	agent	agent	NOUN
ijassa-138	188	336	-	-	PUNCT
ijassa-138	188	337	based	base	VERB
ijassa-138	188	338	models	model	NOUN
ijassa-138	188	339	generate	generate	VERB
ijassa-138	188	340	discrepancies	discrepancy	NOUN
ijassa-138	188	341	among	among	ADP
ijassa-138	188	342	agents	agent	NOUN
ijassa-138	188	343	’	'	PUNCT
ijassa-138	188	344	wealth	wealth	NOUN
ijassa-138	188	345	distribution	distribution	NOUN
ijassa-138	188	346	.	.	PUNCT
ijassa-138	189	1	on	on	ADP
ijassa-138	189	2	the	the	DET
ijassa-138	189	3	other	other	ADJ
ijassa-138	189	4	hand	hand	NOUN
ijassa-138	189	5	,	,	PUNCT
ijassa-138	189	6	the	the	DET
ijassa-138	189	7	wealth	wealth	NOUN
ijassa-138	189	8	in	in	ADP
ijassa-138	189	9	the	the	DET
ijassa-138	189	10	intelligent	intelligent	ADJ
ijassa-138	189	11	agent	agent	NOUN
ijassa-138	189	12	-	-	PUNCT
ijassa-138	189	13	based	base	VERB
ijassa-138	189	14	model	model	NOUN
ijassa-138	189	15	simulations	simulation	NOUN
ijassa-138	189	16	is	be	AUX
ijassa-138	189	17	much	much	ADV
ijassa-138	189	18	better	well	ADV
ijassa-138	189	19	preserved	preserve	VERB
ijassa-138	189	20	compared	compare	VERB
ijassa-138	189	21	to	to	ADP
ijassa-138	189	22	the	the	DET
ijassa-138	189	23	zero	zero	NUM
ijassa-138	189	24	intelligence	intelligence	NOUN
ijassa-138	189	25	agentbased	agentbase	VERB
ijassa-138	189	26	models	model	NOUN
ijassa-138	189	27	,	,	PUNCT
ijassa-138	189	28	due	due	ADP
ijassa-138	189	29	to	to	ADP
ijassa-138	189	30	the	the	DET
ijassa-138	189	31	fact	fact	NOUN
ijassa-138	189	32	that	that	SCONJ
ijassa-138	189	33	intelligent	intelligent	ADJ
ijassa-138	189	34	agent	agent	NOUN
ijassa-138	189	35	-	-	PUNCT
ijassa-138	189	36	based	base	VERB
ijassa-138	189	37	model	model	NOUN
ijassa-138	189	38	is	be	AUX
ijassa-138	189	39	not	not	PART
ijassa-138	189	40	a	a	DET
ijassa-138	189	41	closed	closed	ADJ
ijassa-138	189	42	economy	economy	NOUN
ijassa-138	189	43	due	due	ADP
ijassa-138	189	44	to	to	ADP
ijassa-138	189	45	the	the	DET
ijassa-138	189	46	replacement	replacement	NOUN
ijassa-138	189	47	of	of	ADP
ijassa-138	189	48	the	the	DET
ijassa-138	189	49	agents	agent	NOUN
ijassa-138	189	50	which	which	PRON
ijassa-138	189	51	bring	bring	VERB
ijassa-138	189	52	new	new	ADJ
ijassa-138	189	53	capital	capital	NOUN
ijassa-138	189	54	in	in	ADP
ijassa-138	189	55	the	the	DET
ijassa-138	189	56	virtual	virtual	ADJ
ijassa-138	189	57	market	market	NOUN
ijassa-138	189	58	,	,	PUNCT
ijassa-138	189	59	while	while	SCONJ
ijassa-138	189	60	the	the	DET
ijassa-138	189	61	zero	zero	NUM
ijassa-138	189	62	-	-	PUNCT
ijassa-138	189	63	intelligence	intelligence	NOUN
ijassa-138	189	64	agent	agent	NOUN
ijassa-138	189	65	-	-	PUNCT
ijassa-138	189	66	based	base	VERB
ijassa-138	189	67	model	model	NOUN
ijassa-138	189	68	uses	use	VERB
ijassa-138	189	69	the	the	DET
ijassa-138	189	70	same	same	ADJ
ijassa-138	189	71	traders	trader	NOUN
ijassa-138	189	72	during	during	ADP
ijassa-138	189	73	all	all	DET
ijassa-138	189	74	the	the	DET
ijassa-138	189	75	simulation	simulation	NOUN
ijassa-138	189	76	period	period	NOUN
ijassa-138	189	77	.	.	PUNCT
ijassa-138	190	1	this	this	PRON
ijassa-138	190	2	generates	generate	VERB
ijassa-138	190	3	a	a	DET
ijassa-138	190	4	divergence	divergence	NOUN
ijassa-138	190	5	between	between	ADP
ijassa-138	190	6	the	the	DET
ijassa-138	190	7	buy	buy	NOUN
ijassa-138	190	8	orders	order	NOUN
ijassa-138	190	9	and	and	CCONJ
ijassa-138	190	10	sell	sell	VERB
ijassa-138	190	11	orders	order	NOUN
ijassa-138	190	12	due	due	ADP
ijassa-138	190	13	to	to	ADP
ijassa-138	190	14	lack	lack	NOUN
ijassa-138	190	15	of	of	ADP
ijassa-138	190	16	cash	cash	NOUN
ijassa-138	190	17	,	,	PUNCT
ijassa-138	190	18	thus	thus	ADV
ijassa-138	190	19	buy	buy	VERB
ijassa-138	190	20	orders	order	NOUN
ijassa-138	190	21	.	.	PUNCT
ijassa-138	191	1	as	as	SCONJ
ijassa-138	191	2	illustrated	illustrate	VERB
ijassa-138	191	3	in	in	ADP
ijassa-138	191	4	the	the	DET
ijassa-138	191	5	average	average	ADJ
ijassa-138	191	6	genome	genome	NOUN
ijassa-138	191	7	size	size	NOUN
ijassa-138	191	8	window	window	NOUN
ijassa-138	191	9	in	in	ADP
ijassa-138	191	10	the	the	DET
ijassa-138	191	11	fig.9	fig.9	PROPN
ijassa-138	191	12	-	-	PUNCT
ijassa-138	191	13	25	25	NUM
ijassa-138	191	14	for	for	ADP
ijassa-138	191	15	the	the	DET
ijassa-138	191	16	zero	zero	NUM
ijassa-138	191	17	-	-	PUNCT
ijassa-138	191	18	intelligence	intelligence	NOUN
ijassa-138	191	19	agent	agent	NOUN
ijassa-138	191	20	-	-	PUNCT
ijassa-138	191	21	based	base	VERB
ijassa-138	191	22	models	model	NOUN
ijassa-138	191	23	the	the	DET
ijassa-138	191	24	value	value	NOUN
ijassa-138	191	25	remains	remain	VERB
ijassa-138	191	26	constant	constant	ADJ
ijassa-138	191	27	at	at	ADP
ijassa-138	191	28	3	3	NUM
ijassa-138	191	29	,	,	PUNCT
ijassa-138	191	30	as	as	SCONJ
ijassa-138	191	31	there	there	PRON
ijassa-138	191	32	are	be	VERB
ijassa-138	191	33	only	only	ADV
ijassa-138	191	34	3	3	NUM
ijassa-138	191	35	genes	gene	NOUN
ijassa-138	191	36	(	(	PUNCT
ijassa-138	191	37	functions	function	NOUN
ijassa-138	191	38	)	)	PUNCT
ijassa-138	191	39	that	that	PRON
ijassa-138	191	40	generate	generate	VERB
ijassa-138	191	41	the	the	DET
ijassa-138	191	42	trades	trade	NOUN
ijassa-138	191	43	of	of	ADP
ijassa-138	191	44	the	the	DET
ijassa-138	191	45	population	population	NOUN
ijassa-138	191	46	,	,	PUNCT
ijassa-138	191	47	while	while	SCONJ
ijassa-138	191	48	for	for	ADP
ijassa-138	191	49	the	the	DET
ijassa-138	191	50	intelligent	intelligent	ADJ
ijassa-138	191	51	agent	agent	NOUN
ijassa-138	191	52	-	-	PUNCT
ijassa-138	191	53	based	base	VERB
ijassa-138	191	54	model	model	NOUN
ijassa-138	191	55	the	the	DET
ijassa-138	191	56	value	value	NOUN
ijassa-138	191	57	ranges	range	VERB
ijassa-138	191	58	between	between	ADP
ijassa-138	191	59	30	30	NUM
ijassa-138	191	60	and	and	CCONJ
ijassa-138	191	61	80	80	NUM
ijassa-138	191	62	,	,	PUNCT
ijassa-138	191	63	showing	show	VERB
ijassa-138	191	64	how	how	SCONJ
ijassa-138	191	65	the	the	DET
ijassa-138	191	66	agents	agent	NOUN
ijassa-138	191	67	strategies	strategy	NOUN
ijassa-138	191	68	constantly	constantly	ADV
ijassa-138	191	69	adapt	adapt	VERB
ijassa-138	191	70	and	and	CCONJ
ijassa-138	191	71	evolve	evolve	VERB
ijassa-138	191	72	during	during	ADP
ijassa-138	191	73	the	the	DET
ijassa-138	191	74	simulations	simulation	NOUN
ijassa-138	191	75	.	.	PUNCT
ijassa-138	192	1	d.	d.	PROPN
ijassa-138	192	2	dezsi	dezsi	PROPN
ijassa-138	192	3	,	,	PUNCT
ijassa-138	192	4	e.scarlat	e.scarlat	ADJ
ijassa-138	192	5	and	and	CCONJ
ijassa-138	192	6	i.	i.	PROPN
ijassa-138	192	7	măries	mărie	NOUN
ijassa-138	192	8	:	:	PUNCT
ijassa-138	192	9	agent	agent	NOUN
ijassa-138	192	10	-	-	PUNCT
ijassa-138	192	11	based	base	VERB
ijassa-138	192	12	models	model	NOUN
ijassa-138	192	13	simulations	simulation	NOUN
ijassa-138	192	14	for	for	ADP
ijassa-138	192	15	high	high	ADJ
ijassa-138	192	16	...	...	PUNCT
ijassa-138	192	17	272	272	NUM
ijassa-138	192	18	in	in	ADP
ijassa-138	192	19	order	order	NOUN
ijassa-138	192	20	to	to	PART
ijassa-138	192	21	compare	compare	VERB
ijassa-138	192	22	the	the	DET
ijassa-138	192	23	fit	fit	NOUN
ijassa-138	192	24	of	of	ADP
ijassa-138	192	25	the	the	DET
ijassa-138	192	26	models	model	NOUN
ijassa-138	192	27	to	to	ADP
ijassa-138	192	28	the	the	DET
ijassa-138	192	29	real	real	ADJ
ijassa-138	192	30	data	datum	NOUN
ijassa-138	192	31	and	and	CCONJ
ijassa-138	192	32	to	to	PART
ijassa-138	192	33	compare	compare	VERB
ijassa-138	192	34	the	the	DET
ijassa-138	192	35	efficiency	efficiency	NOUN
ijassa-138	192	36	of	of	ADP
ijassa-138	192	37	the	the	DET
ijassa-138	192	38	models	model	NOUN
ijassa-138	192	39	,	,	PUNCT
ijassa-138	192	40	the	the	DET
ijassa-138	192	41	root	root	NOUN
ijassa-138	192	42	mean	mean	VERB
ijassa-138	192	43	squared	square	VERB
ijassa-138	192	44	error	error	NOUN
ijassa-138	192	45	and	and	CCONJ
ijassa-138	192	46	mean	mean	VERB
ijassa-138	192	47	absolute	absolute	ADJ
ijassa-138	192	48	error	error	NOUN
ijassa-138	192	49	have	have	AUX
ijassa-138	192	50	been	be	AUX
ijassa-138	192	51	computed	compute	VERB
ijassa-138	192	52	and	and	CCONJ
ijassa-138	192	53	listed	list	VERB
ijassa-138	192	54	in	in	ADP
ijassa-138	192	55	table	table	NOUN
ijassa-138	192	56	5	5	NUM
ijassa-138	192	57	.	.	PUNCT
ijassa-138	193	1	the	the	DET
ijassa-138	193	2	results	result	NOUN
ijassa-138	193	3	show	show	VERB
ijassa-138	193	4	that	that	SCONJ
ijassa-138	193	5	the	the	DET
ijassa-138	193	6	intelligent	intelligent	ADJ
ijassa-138	193	7	agent	agent	NOUN
ijassa-138	193	8	-	-	PUNCT
ijassa-138	193	9	based	base	VERB
ijassa-138	193	10	model	model	NOUN
ijassa-138	193	11	performed	perform	VERB
ijassa-138	193	12	better	well	ADV
ijassa-138	193	13	compared	compare	VERB
ijassa-138	193	14	to	to	ADP
ijassa-138	193	15	the	the	DET
ijassa-138	193	16	zero	zero	NUM
ijassa-138	193	17	-	-	PUNCT
ijassa-138	193	18	intelligent	intelligent	ADJ
ijassa-138	193	19	agent	agent	NOUN
ijassa-138	193	20	-	-	PUNCT
ijassa-138	193	21	based	base	VERB
ijassa-138	193	22	model	model	NOUN
ijassa-138	193	23	in	in	ADP
ijassa-138	193	24	terms	term	NOUN
ijassa-138	193	25	of	of	ADP
ijassa-138	193	26	price	price	NOUN
ijassa-138	193	27	forecast	forecast	NOUN
ijassa-138	193	28	.	.	PUNCT
ijassa-138	194	1	table	table	NOUN
ijassa-138	194	2	5	5	NUM
ijassa-138	194	3	root	root	NOUN
ijassa-138	194	4	mean	mean	VERB
ijassa-138	194	5	squared	square	VERB
ijassa-138	194	6	error	error	NOUN
ijassa-138	194	7	and	and	CCONJ
ijassa-138	194	8	mean	mean	VERB
ijassa-138	194	9	absolute	absolute	ADJ
ijassa-138	194	10	error	error	NOUN
ijassa-138	194	11	for	for	ADP
ijassa-138	194	12	the	the	DET
ijassa-138	194	13	simulations	simulation	NOUN
ijassa-138	194	14	stocks	stock	NOUN
ijassa-138	194	15	model	model	VERB
ijassa-138	194	16	simulated	simulate	VERB
ijassa-138	194	17	root	root	NOUN
ijassa-138	194	18	mean	mean	VERB
ijassa-138	194	19	squared	square	VERB
ijassa-138	194	20	error	error	NOUN
ijassa-138	194	21	mean	mean	VERB
ijassa-138	194	22	absolute	absolute	ADJ
ijassa-138	194	23	error	error	NOUN
ijassa-138	194	24	addobe	addobe	NOUN
ijassa-138	194	25	(	(	PUNCT
ijassa-138	194	26	adbe	adbe	NOUN
ijassa-138	194	27	)	)	PUNCT
ijassa-138	194	28	zi	zi	NOUN
ijassa-138	194	29	-	-	PUNCT
ijassa-138	194	30	abm	abm	PROPN
ijassa-138	194	31	0.010	0.010	NUM
ijassa-138	194	32	0.006	0.006	NUM
ijassa-138	194	33	i	i	PROPN
ijassa-138	194	34	-	-	PUNCT
ijassa-138	194	35	abm	abm	PROPN
ijassa-138	194	36	0.032	0.032	NUM
ijassa-138	194	37	0.003	0.003	NUM
ijassa-138	194	38	alcoa	alcoa	PROPN
ijassa-138	194	39	(	(	PUNCT
ijassa-138	194	40	aa	aa	PROPN
ijassa-138	194	41	)	)	PUNCT
ijassa-138	194	42	zi	zi	NOUN
ijassa-138	194	43	-	-	NOUN
ijassa-138	194	44	abm	abm	PROPN
ijassa-138	194	45	0.004	0.004	NUM
ijassa-138	194	46	0.003	0.003	NUM
ijassa-138	194	47	i	i	PROPN
ijassa-138	194	48	-	-	PUNCT
ijassa-138	194	49	abm	abm	PROPN
ijassa-138	194	50	0.002	0.002	NUM
ijassa-138	194	51	0.001	0.001	NUM
ijassa-138	194	52	apple	apple	NOUN
ijassa-138	194	53	(	(	PUNCT
ijassa-138	194	54	aapl	aapl	NOUN
ijassa-138	194	55	)	)	PUNCT
ijassa-138	194	56	zi	zi	NOUN
ijassa-138	194	57	-	-	PUNCT
ijassa-138	194	58	abm	abm	PROPN
ijassa-138	194	59	0.279	0.279	NUM
ijassa-138	194	60	0.124	0.124	NUM
ijassa-138	195	1	i	i	PROPN
ijassa-138	195	2	-	-	PUNCT
ijassa-138	195	3	abm	abm	PROPN
ijassa-138	195	4	0.110	0.110	NUM
ijassa-138	195	5	0.056	0.056	NUM
ijassa-138	195	6	bank	bank	PROPN
ijassa-138	195	7	of	of	ADP
ijassa-138	195	8	america	america	PROPN
ijassa-138	195	9	(	(	PUNCT
ijassa-138	195	10	bac	bac	PROPN
ijassa-138	195	11	)	)	PUNCT
ijassa-138	195	12	zi	zi	PROPN
ijassa-138	195	13	-	-	PROPN
ijassa-138	195	14	abm	abm	PROPN
ijassa-138	195	15	0.007	0.007	NUM
ijassa-138	195	16	0.003	0.003	NUM
ijassa-138	195	17	i	i	PROPN
ijassa-138	195	18	-	-	PUNCT
ijassa-138	195	19	abm	abm	PROPN
ijassa-138	195	20	0.002	0.002	NUM
ijassa-138	195	21	0.000	0.000	NUM
ijassa-138	195	22	citigroup	citigroup	PROPN
ijassa-138	195	23	inc	inc	PROPN
ijassa-138	195	24	.	.	PUNCT
ijassa-138	196	1	(	(	PUNCT
ijassa-138	196	2	c	c	X
ijassa-138	196	3	)	)	PUNCT
ijassa-138	196	4	zi	zi	NOUN
ijassa-138	196	5	-	-	PUNCT
ijassa-138	196	6	abm	abm	PROPN
ijassa-138	196	7	0.027	0.027	NUM
ijassa-138	196	8	0.011	0.011	NUM
ijassa-138	196	9	i	i	PROPN
ijassa-138	196	10	-	-	PUNCT
ijassa-138	196	11	abm	abm	PROPN
ijassa-138	196	12	0.110	0.110	NUM
ijassa-138	196	13	0.003	0.003	NUM
ijassa-138	196	14	exxon	exxon	PROPN
ijassa-138	196	15	mobile	mobile	NOUN
ijassa-138	196	16	(	(	PUNCT
ijassa-138	196	17	xom	xom	PROPN
ijassa-138	196	18	)	)	PUNCT
ijassa-138	196	19	zi	zi	PROPN
ijassa-138	196	20	-	-	PUNCT
ijassa-138	196	21	abm	abm	PROPN
ijassa-138	196	22	0.040	0.040	NUM
ijassa-138	196	23	0.020	0.020	NUM
ijassa-138	196	24	i	i	PROPN
ijassa-138	196	25	-	-	PUNCT
ijassa-138	196	26	abm	abm	PROPN
ijassa-138	196	27	0.010	0.010	NUM
ijassa-138	196	28	0.005	0.005	NUM
ijassa-138	196	29	general	general	ADJ
ijassa-138	196	30	electric	electric	ADJ
ijassa-138	196	31	(	(	PUNCT
ijassa-138	196	32	ge	ge	PROPN
ijassa-138	196	33	)	)	PUNCT
ijassa-138	196	34	zi	zi	PROPN
ijassa-138	196	35	-	-	PROPN
ijassa-138	196	36	abm	abm	PROPN
ijassa-138	196	37	0.013	0.013	NUM
ijassa-138	196	38	0.006	0.006	NUM
ijassa-138	196	39	i	i	PROPN
ijassa-138	196	40	-	-	PUNCT
ijassa-138	196	41	abm	abm	PROPN
ijassa-138	196	42	0.003	0.003	NUM
ijassa-138	196	43	0.001	0.001	NUM
ijassa-138	196	44	ibm	ibm	PROPN
ijassa-138	196	45	(	(	PUNCT
ijassa-138	196	46	ibm	ibm	PROPN
ijassa-138	196	47	)	)	PUNCT
ijassa-138	196	48	zi	zi	PROPN
ijassa-138	196	49	-	-	PROPN
ijassa-138	196	50	abm	abm	PROPN
ijassa-138	196	51	0.062	0.062	NUM
ijassa-138	196	52	0.041	0.041	NUM
ijassa-138	196	53	i	i	PROPN
ijassa-138	196	54	-	-	PUNCT
ijassa-138	196	55	abm	abm	PROPN
ijassa-138	196	56	0.037	0.037	NUM
ijassa-138	196	57	0.020	0.020	NUM
ijassa-138	196	58	pfitzer	pfitzer	PROPN
ijassa-138	196	59	inc	inc	PROPN
ijassa-138	196	60	.	.	PROPN
ijassa-138	196	61	(	(	PUNCT
ijassa-138	196	62	pfe	pfe	PROPN
ijassa-138	196	63	)	)	PUNCT
ijassa-138	196	64	zi	zi	PROPN
ijassa-138	196	65	-	-	PROPN
ijassa-138	196	66	abm	abm	PROPN
ijassa-138	196	67	0.035	0.035	NUM
ijassa-138	196	68	0.011	0.011	NUM
ijassa-138	196	69	i	i	PROPN
ijassa-138	196	70	-	-	PUNCT
ijassa-138	196	71	abm	abm	PROPN
ijassa-138	196	72	0.003	0.003	NUM
ijassa-138	196	73	0.001	0.001	NUM
ijassa-138	196	74	wells	wells	PROPN
ijassa-138	196	75	fargo	fargo	PROPN
ijassa-138	196	76	(	(	PUNCT
ijassa-138	196	77	wfc	wfc	PROPN
ijassa-138	196	78	)	)	PUNCT
ijassa-138	196	79	zi	zi	PROPN
ijassa-138	196	80	-	-	PUNCT
ijassa-138	196	81	abm	abm	PROPN
ijassa-138	196	82	0.016	0.016	NUM
ijassa-138	196	83	0.007	0.007	NUM
ijassa-138	196	84	i	i	PROPN
ijassa-138	196	85	-	-	PUNCT
ijassa-138	196	86	abm	abm	PROPN
ijassa-138	196	87	0.009	0.009	NUM
ijassa-138	196	88	0.002	0.002	NUM
ijassa-138	196	89	6	6	NUM
ijassa-138	196	90	conclusions	conclusion	NOUN
ijassa-138	196	91	taking	take	VERB
ijassa-138	196	92	into	into	ADP
ijassa-138	196	93	account	account	NOUN
ijassa-138	196	94	the	the	DET
ijassa-138	196	95	previous	previous	ADJ
ijassa-138	196	96	studies	study	NOUN
ijassa-138	196	97	on	on	ADP
ijassa-138	196	98	the	the	DET
ijassa-138	196	99	impact	impact	NOUN
ijassa-138	196	100	of	of	ADP
ijassa-138	196	101	high	high	ADJ
ijassa-138	196	102	frequency	frequency	NOUN
ijassa-138	196	103	trading	trading	NOUN
ijassa-138	196	104	on	on	ADP
ijassa-138	196	105	the	the	DET
ijassa-138	196	106	financial	financial	ADJ
ijassa-138	196	107	markets	market	NOUN
ijassa-138	196	108	,	,	PUNCT
ijassa-138	196	109	the	the	DET
ijassa-138	196	110	results	result	NOUN
ijassa-138	196	111	have	have	AUX
ijassa-138	196	112	shown	show	VERB
ijassa-138	196	113	that	that	SCONJ
ijassa-138	196	114	this	this	DET
ijassa-138	196	115	algorithmic	algorithmic	ADJ
ijassa-138	196	116	trading	trading	NOUN
ijassa-138	196	117	has	have	AUX
ijassa-138	196	118	led	lead	VERB
ijassa-138	196	119	to	to	ADP
ijassa-138	196	120	higher	high	ADJ
ijassa-138	196	121	liquidity	liquidity	NOUN
ijassa-138	196	122	,	,	PUNCT
ijassa-138	196	123	improved	improve	VERB
ijassa-138	196	124	market	market	NOUN
ijassa-138	196	125	efficiency	efficiency	NOUN
ijassa-138	196	126	without	without	ADP
ijassa-138	196	127	harming	harm	VERB
ijassa-138	196	128	market	market	NOUN
ijassa-138	196	129	integrity	integrity	NOUN
ijassa-138	196	130	and	and	CCONJ
ijassa-138	196	131	lower	low	ADJ
ijassa-138	196	132	incidence	incidence	NOUN
ijassa-138	196	133	of	of	ADP
ijassa-138	196	134	market	market	NOUN
ijassa-138	196	135	manipulation	manipulation	NOUN
ijassa-138	196	136	.	.	PUNCT
ijassa-138	197	1	although	although	SCONJ
ijassa-138	197	2	the	the	DET
ijassa-138	197	3	results	result	NOUN
ijassa-138	197	4	of	of	ADP
ijassa-138	197	5	the	the	DET
ijassa-138	197	6	research	research	NOUN
ijassa-138	197	7	in	in	ADP
ijassa-138	197	8	this	this	DET
ijassa-138	197	9	field	field	NOUN
ijassa-138	197	10	is	be	AUX
ijassa-138	197	11	rather	rather	ADV
ijassa-138	197	12	optimist	optimist	NOUN
ijassa-138	197	13	thus	thus	ADV
ijassa-138	197	14	far	far	ADV
ijassa-138	197	15	,	,	PUNCT
ijassa-138	197	16	regarding	regard	VERB
ijassa-138	197	17	the	the	DET
ijassa-138	197	18	impact	impact	NOUN
ijassa-138	197	19	of	of	ADP
ijassa-138	197	20	hft	hft	NOUN
ijassa-138	197	21	over	over	ADP
ijassa-138	197	22	the	the	DET
ijassa-138	197	23	financial	financial	ADJ
ijassa-138	197	24	market	market	NOUN
ijassa-138	197	25	,	,	PUNCT
ijassa-138	197	26	the	the	DET
ijassa-138	197	27	studies	study	NOUN
ijassa-138	197	28	are	be	AUX
ijassa-138	197	29	few	few	ADJ
ijassa-138	197	30	and	and	CCONJ
ijassa-138	197	31	do	do	AUX
ijassa-138	197	32	not	not	PART
ijassa-138	197	33	comprise	comprise	VERB
ijassa-138	197	34	all	all	DET
ijassa-138	197	35	the	the	DET
ijassa-138	197	36	intra	intra	ADJ
ijassa-138	197	37	-	-	ADJ
ijassa-138	197	38	day	day	NOUN
ijassa-138	197	39	price	price	NOUN
ijassa-138	197	40	impact	impact	NOUN
ijassa-138	197	41	,	,	PUNCT
ijassa-138	197	42	nor	nor	CCONJ
ijassa-138	197	43	the	the	DET
ijassa-138	197	44	impact	impact	NOUN
ijassa-138	197	45	of	of	ADP
ijassa-138	197	46	the	the	DET
ijassa-138	197	47	unexecuted	unexecuted	ADJ
ijassa-138	197	48	orders	order	NOUN
ijassa-138	197	49	which	which	PRON
ijassa-138	197	50	are	be	AUX
ijassa-138	197	51	introduced	introduce	VERB
ijassa-138	197	52	into	into	ADP
ijassa-138	197	53	the	the	DET
ijassa-138	197	54	market	market	NOUN
ijassa-138	197	55	by	by	ADP
ijassa-138	197	56	these	these	DET
ijassa-138	197	57	trading	trading	NOUN
ijassa-138	197	58	algorithms	algorithm	NOUN
ijassa-138	197	59	.	.	PUNCT
ijassa-138	198	1	thus	thus	ADV
ijassa-138	198	2	,	,	PUNCT
ijassa-138	198	3	investors	investor	NOUN
ijassa-138	198	4	are	be	AUX
ijassa-138	198	5	worried	worried	ADJ
ijassa-138	198	6	regarding	regard	VERB
ijassa-138	198	7	the	the	DET
ijassa-138	198	8	possible	possible	ADJ
ijassa-138	198	9	manipulation	manipulation	NOUN
ijassa-138	198	10	of	of	ADP
ijassa-138	198	11	the	the	DET
ijassa-138	198	12	market	market	NOUN
ijassa-138	198	13	following	follow	VERB
ijassa-138	198	14	these	these	DET
ijassa-138	198	15	high	high	ADJ
ijassa-138	198	16	frequency	frequency	NOUN
ijassa-138	198	17	trades	trade	NOUN
ijassa-138	198	18	,	,	PUNCT
ijassa-138	198	19	and	and	CCONJ
ijassa-138	198	20	currently	currently	ADV
ijassa-138	198	21	regulators	regulator	NOUN
ijassa-138	198	22	focus	focus	VERB
ijassa-138	198	23	more	more	ADV
ijassa-138	198	24	and	and	CCONJ
ijassa-138	198	25	more	more	ADJ
ijassa-138	198	26	on	on	ADP
ijassa-138	198	27	a	a	DET
ijassa-138	198	28	better	well	ADJ
ijassa-138	198	29	policy	policy	NOUN
ijassa-138	198	30	for	for	ADP
ijassa-138	198	31	regaining	regain	VERB
ijassa-138	198	32	the	the	DET
ijassa-138	198	33	trust	trust	NOUN
ijassa-138	198	34	of	of	ADP
ijassa-138	198	35	the	the	DET
ijassa-138	198	36	investors	investor	NOUN
ijassa-138	198	37	in	in	ADP
ijassa-138	198	38	the	the	DET
ijassa-138	198	39	market	market	NOUN
ijassa-138	198	40	by	by	ADP
ijassa-138	198	41	limiting	limit	VERB
ijassa-138	198	42	the	the	DET
ijassa-138	198	43	hft	hft	NOUN
ijassa-138	198	44	in	in	ADP
ijassa-138	198	45	the	the	DET
ijassa-138	198	46	markets	market	NOUN
ijassa-138	198	47	by	by	ADP
ijassa-138	198	48	imposing	impose	VERB
ijassa-138	198	49	that	that	SCONJ
ijassa-138	198	50	the	the	DET
ijassa-138	198	51	trading	trading	NOUN
ijassa-138	198	52	systems	system	NOUN
ijassa-138	198	53	are	be	AUX
ijassa-138	198	54	configured	configure	VERB
ijassa-138	198	55	such	such	ADJ
ijassa-138	198	56	as	as	ADP
ijassa-138	198	57	not	not	PART
ijassa-138	198	58	to	to	PART
ijassa-138	198	59	cause	cause	VERB
ijassa-138	198	60	market	market	NOUN
ijassa-138	198	61	disturbances	disturbance	NOUN
ijassa-138	198	62	,	,	PUNCT
ijassa-138	198	63	a	a	DET
ijassa-138	198	64	higher	high	ADJ
ijassa-138	198	65	control	control	NOUN
ijassa-138	198	66	of	of	ADP
ijassa-138	198	67	the	the	DET
ijassa-138	198	68	market	market	NOUN
ijassa-138	198	69	strategies	strategy	NOUN
ijassa-138	198	70	is	be	AUX
ijassa-138	198	71	intended	intend	VERB
ijassa-138	198	72	to	to	PART
ijassa-138	198	73	be	be	AUX
ijassa-138	198	74	implemented	implement	VERB
ijassa-138	198	75	,	,	PUNCT
ijassa-138	198	76	and	and	CCONJ
ijassa-138	198	77	a	a	DET
ijassa-138	198	78	fee	fee	NOUN
ijassa-138	198	79	is	be	AUX
ijassa-138	198	80	also	also	ADV
ijassa-138	198	81	to	to	PART
ijassa-138	198	82	be	be	AUX
ijassa-138	198	83	charged	charge	VERB
ijassa-138	198	84	in	in	ADP
ijassa-138	198	85	the	the	DET
ijassa-138	198	86	case	case	NOUN
ijassa-138	198	87	of	of	ADP
ijassa-138	198	88	excessive	excessive	ADJ
ijassa-138	198	89	use	use	NOUN
ijassa-138	198	90	of	of	ADP
ijassa-138	198	91	the	the	DET
ijassa-138	198	92	system	system	NOUN
ijassa-138	198	93	and	and	CCONJ
ijassa-138	198	94	a	a	DET
ijassa-138	198	95	limit	limit	NOUN
ijassa-138	198	96	introduced	introduce	VERB
ijassa-138	198	97	on	on	ADP
ijassa-138	198	98	the	the	DET
ijassa-138	198	99	ratio	ratio	NOUN
ijassa-138	198	100	of	of	ADP
ijassa-138	198	101	unexecuted	unexecuted	ADJ
ijassa-138	198	102	orders	order	NOUN
ijassa-138	198	103	.	.	PUNCT
ijassa-138	199	1	the	the	DET
ijassa-138	199	2	results	result	NOUN
ijassa-138	199	3	show	show	VERB
ijassa-138	199	4	that	that	SCONJ
ijassa-138	199	5	in	in	ADP
ijassa-138	199	6	almost	almost	ADV
ijassa-138	199	7	all	all	DET
ijassa-138	199	8	the	the	DET
ijassa-138	199	9	cases	case	NOUN
ijassa-138	199	10	the	the	DET
ijassa-138	199	11	intelligent	intelligent	ADJ
ijassa-138	199	12	agent	agent	NOUN
ijassa-138	199	13	-	-	PUNCT
ijassa-138	199	14	based	base	VERB
ijassa-138	199	15	mod273	mod273	PROPN
ijassa-138	199	16	advances	advance	VERB
ijassa-138	199	17	in	in	ADP
ijassa-138	199	18	systems	system	NOUN
ijassa-138	199	19	science	science	NOUN
ijassa-138	199	20	and	and	CCONJ
ijassa-138	199	21	applications	application	NOUN
ijassa-138	199	22	(	(	PUNCT
ijassa-138	199	23	2013	2013	NUM
ijassa-138	199	24	)	)	PUNCT
ijassa-138	199	25	vol.13	vol.13	NOUN
ijassa-138	199	26	no.3	no.3	PROPN
ijassa-138	199	27	el	el	PROPN
ijassa-138	199	28	performed	perform	VERB
ijassa-138	199	29	better	well	ADV
ijassa-138	199	30	when	when	SCONJ
ijassa-138	199	31	compared	compare	VERB
ijassa-138	199	32	to	to	ADP
ijassa-138	199	33	the	the	DET
ijassa-138	199	34	zero	zero	NUM
ijassa-138	199	35	-	-	PUNCT
ijassa-138	199	36	intelligence	intelligence	NOUN
ijassa-138	199	37	agent	agent	NOUN
ijassa-138	199	38	-	-	PUNCT
ijassa-138	199	39	based	base	VERB
ijassa-138	199	40	model	model	NOUN
ijassa-138	199	41	,	,	PUNCT
ijassa-138	199	42	which	which	PRON
ijassa-138	199	43	could	could	AUX
ijassa-138	199	44	be	be	AUX
ijassa-138	199	45	interpreted	interpret	VERB
ijassa-138	199	46	as	as	ADP
ijassa-138	199	47	lower	low	ADJ
ijassa-138	199	48	market	market	NOUN
ijassa-138	199	49	efficiency	efficiency	NOUN
ijassa-138	199	50	,	,	PUNCT
ijassa-138	199	51	allowing	allow	VERB
ijassa-138	199	52	for	for	ADP
ijassa-138	199	53	predictions	prediction	NOUN
ijassa-138	199	54	of	of	ADP
ijassa-138	199	55	the	the	DET
ijassa-138	199	56	stock	stock	NOUN
ijassa-138	199	57	market	market	NOUN
ijassa-138	199	58	price	price	NOUN
ijassa-138	199	59	,	,	PUNCT
ijassa-138	199	60	or	or	CCONJ
ijassa-138	199	61	even	even	ADV
ijassa-138	199	62	stock	stock	NOUN
ijassa-138	199	63	market	market	NOUN
ijassa-138	199	64	manipulation	manipulation	NOUN
ijassa-138	199	65	.	.	PUNCT
ijassa-138	200	1	this	this	PRON
ijassa-138	200	2	has	have	VERB
ijassa-138	200	3	to	to	PART
ijassa-138	200	4	be	be	AUX
ijassa-138	200	5	further	far	ADV
ijassa-138	200	6	studied	study	VERB
ijassa-138	200	7	and	and	CCONJ
ijassa-138	200	8	efficient	efficient	ADJ
ijassa-138	200	9	market	market	NOUN
ijassa-138	200	10	hypothesis	hypothesis	NOUN
ijassa-138	200	11	should	should	AUX
ijassa-138	200	12	be	be	AUX
ijassa-138	200	13	tested	test	VERB
ijassa-138	200	14	.	.	PUNCT
ijassa-138	201	1	the	the	DET
ijassa-138	201	2	hereto	hereto	NOUN
ijassa-138	201	3	paper	paper	NOUN
ijassa-138	201	4	brings	bring	VERB
ijassa-138	201	5	to	to	PART
ijassa-138	201	6	light	light	VERB
ijassa-138	201	7	the	the	DET
ijassa-138	201	8	importance	importance	NOUN
ijassa-138	201	9	and	and	CCONJ
ijassa-138	201	10	accuracy	accuracy	NOUN
ijassa-138	201	11	of	of	ADP
ijassa-138	201	12	the	the	DET
ijassa-138	201	13	agent	agent	NOUN
ijassa-138	201	14	-	-	PUNCT
ijassa-138	201	15	based	base	VERB
ijassa-138	201	16	models	model	NOUN
ijassa-138	201	17	when	when	SCONJ
ijassa-138	201	18	it	it	PRON
ijassa-138	201	19	comes	come	VERB
ijassa-138	201	20	to	to	ADP
ijassa-138	201	21	stock	stock	NOUN
ijassa-138	201	22	market	market	NOUN
ijassa-138	201	23	price	price	NOUN
ijassa-138	201	24	forecast	forecast	NOUN
ijassa-138	201	25	and	and	CCONJ
ijassa-138	201	26	modeling	modeling	NOUN
ijassa-138	201	27	,	,	PUNCT
ijassa-138	201	28	and	and	CCONJ
ijassa-138	201	29	more	more	ADV
ijassa-138	201	30	important	important	ADJ
ijassa-138	201	31	it	it	PRON
ijassa-138	201	32	applies	apply	VERB
ijassa-138	201	33	these	these	DET
ijassa-138	201	34	types	type	NOUN
ijassa-138	201	35	of	of	ADP
ijassa-138	201	36	models	model	NOUN
ijassa-138	201	37	on	on	ADP
ijassa-138	201	38	high	high	ADJ
ijassa-138	201	39	frequency	frequency	NOUN
ijassa-138	201	40	trading	trading	NOUN
ijassa-138	201	41	data	datum	NOUN
ijassa-138	201	42	,	,	PUNCT
ijassa-138	201	43	obtaining	obtain	VERB
ijassa-138	201	44	high	high	ADJ
ijassa-138	201	45	accuracy	accuracy	NOUN
ijassa-138	201	46	in	in	ADP
ijassa-138	201	47	forecasting	forecasting	NOUN
ijassa-138	201	48	.	.	PUNCT
ijassa-138	202	1	further	further	ADJ
ijassa-138	202	2	research	research	NOUN
ijassa-138	202	3	should	should	AUX
ijassa-138	202	4	focus	focus	VERB
ijassa-138	202	5	on	on	ADP
ijassa-138	202	6	improving	improve	VERB
ijassa-138	202	7	the	the	DET
ijassa-138	202	8	fit	fit	NOUN
ijassa-138	202	9	of	of	ADP
ijassa-138	202	10	these	these	DET
ijassa-138	202	11	models	model	NOUN
ijassa-138	202	12	with	with	ADP
ijassa-138	202	13	the	the	DET
ijassa-138	202	14	real	real	ADJ
ijassa-138	202	15	stock	stock	NOUN
ijassa-138	202	16	market	market	NOUN
ijassa-138	202	17	by	by	ADP
ijassa-138	202	18	adding	add	VERB
ijassa-138	202	19	brokerage	brokerage	NOUN
ijassa-138	202	20	fee	fee	NOUN
ijassa-138	202	21	and	and	CCONJ
ijassa-138	202	22	allowing	allow	VERB
ijassa-138	202	23	zero	zero	NUM
ijassa-138	202	24	-	-	PUNCT
ijassa-138	202	25	intelligence	intelligence	NOUN
ijassa-138	202	26	agents	agent	NOUN
ijassa-138	202	27	to	to	PART
ijassa-138	202	28	breed	breed	VERB
ijassa-138	202	29	(	(	PUNCT
ijassa-138	202	30	but	but	CCONJ
ijassa-138	202	31	not	not	PART
ijassa-138	202	32	to	to	PART
ijassa-138	202	33	adapt	adapt	VERB
ijassa-138	202	34	)	)	PUNCT
ijassa-138	202	35	,	,	PUNCT
ijassa-138	202	36	thus	thus	ADV
ijassa-138	202	37	renewing	renew	VERB
ijassa-138	202	38	the	the	DET
ijassa-138	202	39	population	population	NOUN
ijassa-138	202	40	to	to	PART
ijassa-138	202	41	obtain	obtain	VERB
ijassa-138	202	42	a	a	DET
ijassa-138	202	43	zerointelligence	zerointelligence	NOUN
ijassa-138	202	44	agent	agent	NOUN
ijassa-138	202	45	-	-	PUNCT
ijassa-138	202	46	based	base	VERB
ijassa-138	202	47	model	model	NOUN
ijassa-138	202	48	closer	close	ADV
ijassa-138	202	49	to	to	ADP
ijassa-138	202	50	reality	reality	NOUN
ijassa-138	202	51	.	.	PUNCT
ijassa-138	203	1	acknowledgements	acknowledgement	NOUN
ijassa-138	203	2	this	this	DET
ijassa-138	203	3	work	work	NOUN
ijassa-138	203	4	was	be	AUX
ijassa-138	203	5	co	co	VERB
ijassa-138	203	6	-	-	VERB
ijassa-138	203	7	financed	finance	VERB
ijassa-138	203	8	from	from	ADP
ijassa-138	203	9	the	the	DET
ijassa-138	203	10	european	european	ADJ
ijassa-138	203	11	social	social	PROPN
ijassa-138	203	12	fund	fund	NOUN
ijassa-138	203	13	through	through	ADP
ijassa-138	203	14	sectorial	sectorial	ADJ
ijassa-138	203	15	operational	operational	ADJ
ijassa-138	203	16	programme	programme	NOUN
ijassa-138	203	17	human	human	ADJ
ijassa-138	203	18	resources	resource	NOUN
ijassa-138	203	19	development	development	NOUN
ijassa-138	203	20	2007	2007	NUM
ijassa-138	203	21	-	-	SYM
ijassa-138	203	22	2013	2013	NUM
ijassa-138	203	23	,	,	PUNCT
ijassa-138	203	24	project	project	NOUN
ijassa-138	203	25	number	number	NOUN
ijassa-138	203	26	posdru/107/1.5	posdru/107/1.5	NOUN
ijassa-138	203	27	/	/	SYM
ijassa-138	203	28	s/77213	s/77213	PROPN
ijassa-138	203	29	“	"	PUNCT
ijassa-138	203	30	ph.d	ph.d	PROPN
ijassa-138	203	31	.	.	PUNCT
ijassa-138	204	1	for	for	ADP
ijassa-138	204	2	a	a	DET
ijassa-138	204	3	career	career	NOUN
ijassa-138	204	4	in	in	ADP
ijassa-138	204	5	interdisciplinary	interdisciplinary	ADJ
ijassa-138	204	6	economic	economic	ADJ
ijassa-138	204	7	research	research	NOUN
ijassa-138	204	8	at	at	ADP
ijassa-138	204	9	the	the	DET
ijassa-138	204	10	european	european	PROPN
ijassa-138	204	11	standards	standard	NOUN
ijassa-138	204	12	”	"	PUNCT
ijassa-138	204	13	.	.	PUNCT
ijassa-138	204	14	references	reference	NOUN
ijassa-138	204	15	[	[	X
ijassa-138	204	16	1	1	X
ijassa-138	204	17	]	]	PUNCT
ijassa-138	204	18	j.	j.	PROPN
ijassa-138	204	19	beddington	beddington	PROPN
ijassa-138	204	20	.	.	PUNCT
ijassa-138	205	1	(	(	PUNCT
ijassa-138	205	2	2012	2012	NUM
ijassa-138	205	3	)	)	PUNCT
ijassa-138	205	4	,	,	PUNCT
ijassa-138	205	5	“	"	PUNCT
ijassa-138	205	6	the	the	DET
ijassa-138	205	7	future	future	NOUN
ijassa-138	205	8	of	of	ADP
ijassa-138	205	9	computer	computer	NOUN
ijassa-138	205	10	trading	trading	NOUN
ijassa-138	205	11	in	in	ADP
ijassa-138	205	12	financial	financial	ADJ
ijassa-138	205	13	markets	market	NOUN
ijassa-138	205	14	”	"	PUNCT
ijassa-138	205	15	,	,	PUNCT
ijassa-138	205	16	the	the	DET
ijassa-138	205	17	govornment	govornment	NOUN
ijassa-138	205	18	office	office	NOUN
ijassa-138	205	19	for	for	ADP
ijassa-138	205	20	science	science	NOUN
ijassa-138	205	21	,	,	PUNCT
ijassa-138	205	22	london	london	PROPN
ijassa-138	205	23	.	.	PUNCT
ijassa-138	206	1	[	[	X
ijassa-138	206	2	2	2	X
ijassa-138	206	3	]	]	PUNCT
ijassa-138	206	4	j.	j.	PROPN
ijassa-138	206	5	brogaard	brogaard	PROPN
ijassa-138	206	6	.	.	PUNCT
ijassa-138	207	1	(	(	PUNCT
ijassa-138	207	2	2010	2010	NUM
ijassa-138	207	3	)	)	PUNCT
ijassa-138	207	4	,	,	PUNCT
ijassa-138	207	5	“	"	PUNCT
ijassa-138	207	6	high	high	ADJ
ijassa-138	207	7	frequency	frequency	NOUN
ijassa-138	207	8	trading	trading	NOUN
ijassa-138	207	9	and	and	CCONJ
ijassa-138	207	10	its	its	PRON
ijassa-138	207	11	impact	impact	NOUN
ijassa-138	207	12	on	on	ADP
ijassa-138	207	13	market	market	NOUN
ijassa-138	207	14	quality	quality	NOUN
ijassa-138	207	15	”	"	PUNCT
ijassa-138	207	16	,	,	PUNCT
ijassa-138	207	17	social	social	ADJ
ijassa-138	207	18	science	science	NOUN
ijassa-138	207	19	research	research	NOUN
ijassa-138	207	20	network	network	NOUN
ijassa-138	207	21	.	.	PUNCT
ijassa-138	208	1	[	[	X
ijassa-138	208	2	3	3	X
ijassa-138	208	3	]	]	X
ijassa-138	208	4	d.	d.	PROPN
ijassa-138	208	5	cumming	cumming	PROPN
ijassa-138	208	6	,	,	PUNCT
ijassa-138	208	7	f.	f.	PROPN
ijassa-138	208	8	zhan	zhan	PROPN
ijassa-138	208	9	and	and	CCONJ
ijassa-138	208	10	m.	m.	PROPN
ijassa-138	208	11	aitken	aitken	PROPN
ijassa-138	208	12	.	.	PUNCT
ijassa-138	209	1	(	(	PUNCT
ijassa-138	209	2	2012	2012	NUM
ijassa-138	209	3	)	)	PUNCT
ijassa-138	209	4	,	,	PUNCT
ijassa-138	209	5	“	"	PUNCT
ijassa-138	209	6	high	high	ADJ
ijassa-138	209	7	frequency	frequency	NOUN
ijassa-138	209	8	trading	trading	NOUN
ijassa-138	209	9	and	and	CCONJ
ijassa-138	209	10	end	end	NOUN
ijassa-138	209	11	-	-	PUNCT
ijassa-138	209	12	of	of	ADP
ijassa-138	209	13	-	-	PUNCT
ijassa-138	209	14	day	day	NOUN
ijassa-138	209	15	manipulation	manipulation	NOUN
ijassa-138	209	16	”	"	PUNCT
ijassa-138	209	17	,	,	PUNCT
ijassa-138	209	18	government	government	NOUN
ijassa-138	209	19	office	office	NOUN
ijassa-138	209	20	for	for	ADP
ijassa-138	209	21	science	science	NOUN
ijassa-138	209	22	,	,	PUNCT
ijassa-138	209	23	london	london	PROPN
ijassa-138	209	24	.	.	PUNCT
ijassa-138	210	1	[	[	X
ijassa-138	210	2	4	4	X
ijassa-138	210	3	]	]	PUNCT
ijassa-138	210	4	m.	m.	NOUN
ijassa-138	210	5	aitken	aitken	PROPN
ijassa-138	210	6	,	,	PUNCT
ijassa-138	210	7	f.	f.	PROPN
ijassa-138	210	8	harris	harris	PROPN
ijassa-138	210	9	,	,	PUNCT
ijassa-138	210	10	t.	t.	PROPN
ijassa-138	210	11	mclnish	mclnish	PROPN
ijassa-138	210	12	and	and	CCONJ
ijassa-138	210	13	a.	a.	NOUN
ijassa-138	210	14	aspris	aspris	NOUN
ijassa-138	210	15	.	.	PUNCT
ijassa-138	211	1	(	(	PUNCT
ijassa-138	211	2	2012	2012	NUM
ijassa-138	211	3	)	)	PUNCT
ijassa-138	212	1	,	,	PUNCT
ijassa-138	212	2	“	"	PUNCT
ijassa-138	212	3	high	high	ADJ
ijassa-138	212	4	frequency	frequency	NOUN
ijassa-138	212	5	trading	trading	NOUN
ijassa-138	212	6	assessing	assess	VERB
ijassa-138	212	7	the	the	DET
ijassa-138	212	8	impact	impact	NOUN
ijassa-138	212	9	on	on	ADP
ijassa-138	212	10	market	market	NOUN
ijassa-138	212	11	efficiency	efficiency	NOUN
ijassa-138	212	12	and	and	CCONJ
ijassa-138	212	13	integrity	integrity	NOUN
ijassa-138	212	14	”	"	PUNCT
ijassa-138	212	15	,	,	PUNCT
ijassa-138	212	16	government	government	NOUN
ijassa-138	212	17	office	office	NOUN
ijassa-138	212	18	for	for	ADP
ijassa-138	212	19	science	science	NOUN
ijassa-138	212	20	,	,	PUNCT
ijassa-138	212	21	london	london	PROPN
ijassa-138	212	22	.	.	PUNCT
ijassa-138	213	1	[	[	X
ijassa-138	213	2	5	5	NUM
ijassa-138	213	3	]	]	PUNCT
ijassa-138	213	4	r.	r.	PROPN
ijassa-138	213	5	cont	cont	PROPN
ijassa-138	213	6	.	.	PUNCT
ijassa-138	214	1	(	(	PUNCT
ijassa-138	214	2	2011	2011	NUM
ijassa-138	214	3	)	)	PUNCT
ijassa-138	214	4	,	,	PUNCT
ijassa-138	214	5	“	"	PUNCT
ijassa-138	214	6	statistical	statistical	ADJ
ijassa-138	214	7	modeling	modeling	NOUN
ijassa-138	214	8	of	of	ADP
ijassa-138	214	9	high	high	ADJ
ijassa-138	214	10	frequency	frequency	NOUN
ijassa-138	214	11	financial	financial	ADJ
ijassa-138	214	12	data	datum	NOUN
ijassa-138	214	13	:	:	PUNCT
ijassa-138	214	14	facts	fact	NOUN
ijassa-138	214	15	,	,	PUNCT
ijassa-138	214	16	models	model	NOUN
ijassa-138	214	17	and	and	CCONJ
ijassa-138	214	18	challenges	challenge	NOUN
ijassa-138	214	19	”	"	PUNCT
ijassa-138	214	20	,	,	PUNCT
ijassa-138	214	21	ieee	ieee	NOUN
ijassa-138	214	22	signal	signal	NOUN
ijassa-138	214	23	processing	processing	NOUN
ijassa-138	214	24	magazine	magazine	NOUN
ijassa-138	214	25	.	.	PUNCT
ijassa-138	215	1	[	[	X
ijassa-138	215	2	6	6	NUM
ijassa-138	215	3	]	]	PUNCT
ijassa-138	215	4	l.	l.	PROPN
ijassa-138	215	5	ponta	ponta	PROPN
ijassa-138	215	6	,	,	PUNCT
ijassa-138	215	7	m.	m.	NOUN
ijassa-138	215	8	raberto	raberto	PROPN
ijassa-138	215	9	,	,	PUNCT
ijassa-138	215	10	s.	s.	PROPN
ijassa-138	215	11	cincotti	cincotti	PROPN
ijassa-138	215	12	and	and	CCONJ
ijassa-138	215	13	e.	e.	PROPN
ijassa-138	215	14	scalas	scalas	PROPN
ijassa-138	215	15	.	.	PUNCT
ijassa-138	216	1	(	(	PUNCT
ijassa-138	216	2	2012	2012	NUM
ijassa-138	216	3	)	)	PUNCT
ijassa-138	216	4	,	,	PUNCT
ijassa-138	216	5	“	"	PUNCT
ijassa-138	216	6	modeling	model	VERB
ijassa-138	216	7	nonstationarities	nonstationaritie	NOUN
ijassa-138	216	8	in	in	ADP
ijassa-138	216	9	high	high	ADJ
ijassa-138	216	10	-	-	PUNCT
ijassa-138	216	11	frequency	frequency	NOUN
ijassa-138	216	12	financial	financial	ADJ
ijassa-138	216	13	time	time	NOUN
ijassa-138	216	14	series	series	PROPN
ijassa-138	216	15	”	"	PUNCT
ijassa-138	216	16	,	,	PUNCT
ijassa-138	216	17	in	in	ADP
ijassa-138	216	18	cord	cord	NOUN
ijassa-138	216	19	conference	conference	NOUN
ijassa-138	216	20	proceedings	proceeding	NOUN
ijassa-138	216	21	.	.	PUNCT
ijassa-138	217	1	d.	d.	PROPN
ijassa-138	217	2	dezsi	dezsi	PROPN
ijassa-138	217	3	,	,	PUNCT
ijassa-138	217	4	e.scarlat	e.scarlat	ADJ
ijassa-138	217	5	and	and	CCONJ
ijassa-138	217	6	i.	i.	PROPN
ijassa-138	217	7	măries	mărie	NOUN
ijassa-138	217	8	:	:	PUNCT
ijassa-138	217	9	agent	agent	NOUN
ijassa-138	217	10	-	-	PUNCT
ijassa-138	217	11	based	base	VERB
ijassa-138	217	12	models	model	NOUN
ijassa-138	217	13	simulations	simulation	NOUN
ijassa-138	217	14	for	for	ADP
ijassa-138	217	15	high	high	ADJ
ijassa-138	217	16	...	...	PUNCT
ijassa-138	217	17	274	274	NUM
ijassa-138	217	18	[	[	SYM
ijassa-138	217	19	7	7	NUM
ijassa-138	217	20	]	]	PUNCT
ijassa-138	217	21	m.	m.	NOUN
ijassa-138	217	22	aloud	aloud	PROPN
ijassa-138	217	23	,	,	PUNCT
ijassa-138	217	24	m.	m.	NOUN
ijassa-138	217	25	fasli	fasli	PROPN
ijassa-138	217	26	,	,	PUNCT
ijassa-138	217	27	e.	e.	PROPN
ijassa-138	217	28	tsang	tsang	PROPN
ijassa-138	217	29	,	,	PUNCT
ijassa-138	217	30	a.	a.	NOUN
ijassa-138	217	31	dupuis	dupuis	PROPN
ijassa-138	217	32	and	and	CCONJ
ijassa-138	217	33	r.	r.	PROPN
ijassa-138	217	34	olsen	olsen	PROPN
ijassa-138	217	35	.	.	PUNCT
ijassa-138	218	1	(	(	PUNCT
ijassa-138	218	2	2013	2013	NUM
ijassa-138	218	3	)	)	PUNCT
ijassa-138	218	4	,	,	PUNCT
ijassa-138	218	5	“	"	PUNCT
ijassa-138	218	6	modelling	model	VERB
ijassa-138	218	7	the	the	DET
ijassa-138	218	8	high	high	ADJ
ijassa-138	218	9	-	-	PUNCT
ijassa-138	218	10	hrequency	hrequency	NOUN
ijassa-138	218	11	fx	fx	NOUN
ijassa-138	218	12	market	market	NOUN
ijassa-138	218	13	:	:	PUNCT
ijassa-138	218	14	an	an	DET
ijassa-138	218	15	agent	agent	NOUN
ijassa-138	218	16	-	-	PUNCT
ijassa-138	218	17	based	base	VERB
ijassa-138	218	18	approach	approach	NOUN
ijassa-138	218	19	”	"	PUNCT
ijassa-138	218	20	,	,	PUNCT
ijassa-138	218	21	university	university	NOUN
ijassa-138	218	22	of	of	ADP
ijassa-138	218	23	essex	essex	PROPN
ijassa-138	218	24	,	,	PUNCT
ijassa-138	218	25	technical	technical	ADJ
ijassa-138	218	26	reports	report	NOUN
ijassa-138	218	27	,	,	PUNCT
ijassa-138	218	28	colchester	colchester	NOUN
ijassa-138	218	29	.	.	PUNCT
ijassa-138	219	1	[	[	X
ijassa-138	219	2	8	8	NUM
ijassa-138	219	3	]	]	PUNCT
ijassa-138	219	4	x.	x.	NOUN
ijassa-138	219	5	li	li	PROPN
ijassa-138	219	6	and	and	CCONJ
ijassa-138	219	7	a.	a.	PROPN
ijassa-138	219	8	krause	krause	PROPN
ijassa-138	219	9	.	.	PUNCT
ijassa-138	220	1	(	(	PUNCT
ijassa-138	220	2	2009	2009	NUM
ijassa-138	220	3	)	)	PUNCT
ijassa-138	220	4	,	,	PUNCT
ijassa-138	220	5	“	"	PUNCT
ijassa-138	220	6	a	a	DET
ijassa-138	220	7	comparison	comparison	NOUN
ijassa-138	220	8	of	of	ADP
ijassa-138	220	9	market	market	NOUN
ijassa-138	220	10	structures	structure	NOUN
ijassa-138	220	11	with	with	ADP
ijassa-138	220	12	near	near	ADV
ijassa-138	220	13	-	-	PUNCT
ijassa-138	220	14	zero	zero	NUM
ijassa-138	220	15	-	-	PUNCT
ijassa-138	220	16	intelligence	intelligence	NOUN
ijassa-138	220	17	traders	trader	NOUN
ijassa-138	220	18	”	"	PUNCT
ijassa-138	220	19	,	,	PUNCT
ijassa-138	220	20	intelligent	intelligent	ADJ
ijassa-138	220	21	data	datum	NOUN
ijassa-138	220	22	engineering	engineering	NOUN
ijassa-138	220	23	and	and	CCONJ
ijassa-138	220	24	automated	automated	ADJ
ijassa-138	220	25	learning	learning	NOUN
ijassa-138	220	26	-	-	PUNCT
ijassa-138	220	27	ideal	ideal	NOUN
ijassa-138	220	28	2009	2009	NUM
ijassa-138	220	29	,	,	PUNCT
ijassa-138	220	30	lecture	lecture	NOUN
ijassa-138	220	31	notes	note	NOUN
ijassa-138	220	32	in	in	ADP
ijassa-138	220	33	computer	computer	NOUN
ijassa-138	220	34	science	science	NOUN
ijassa-138	220	35	,	,	PUNCT
ijassa-138	220	36	vol.5788	vol.5788	ADP
ijassa-138	220	37	,	,	PUNCT
ijassa-138	220	38	pp.703	pp.703	NOUN
ijassa-138	220	39	-	-	ADV
ijassa-138	220	40	710	710	NUM
ijassa-138	220	41	.	.	PUNCT
ijassa-138	221	1	[	[	X
ijassa-138	221	2	9	9	NUM
ijassa-138	221	3	]	]	PUNCT
ijassa-138	221	4	s.	s.	PROPN
ijassa-138	221	5	sunder	sunder	PROPN
ijassa-138	221	6	.	.	PUNCT
ijassa-138	222	1	(	(	PUNCT
ijassa-138	222	2	2004	2004	NUM
ijassa-138	222	3	)	)	PUNCT
ijassa-138	222	4	,	,	PUNCT
ijassa-138	222	5	“	"	PUNCT
ijassa-138	222	6	markets	market	NOUN
ijassa-138	222	7	as	as	ADP
ijassa-138	222	8	artifacts	artifact	NOUN
ijassa-138	222	9	:	:	PUNCT
ijassa-138	222	10	aggregate	aggregate	ADJ
ijassa-138	222	11	efficiency	efficiency	NOUN
ijassa-138	222	12	form	form	NOUN
ijassa-138	222	13	zerointelligence	zerointelligence	NOUN
ijassa-138	222	14	traders	trader	NOUN
ijassa-138	222	15	”	"	PUNCT
ijassa-138	222	16	,	,	PUNCT
ijassa-138	222	17	in	in	ADP
ijassa-138	222	18	m.	m.	PROPN
ijassa-138	222	19	e.	e.	PROPN
ijassa-138	222	20	augier	augier	PROPN
ijassa-138	222	21	and	and	CCONJ
ijassa-138	222	22	j.	j.	PROPN
ijassa-138	222	23	g.	g.	PROPN
ijassa-138	222	24	march	march	PROPN
ijassa-138	222	25	,	,	PUNCT
ijassa-138	222	26	editors	editor	NOUN
ijassa-138	222	27	,	,	PUNCT
ijassa-138	222	28	models	model	NOUN
ijassa-138	222	29	of	of	ADP
ijassa-138	222	30	a	a	DET
ijassa-138	222	31	man	man	NOUN
ijassa-138	222	32	:	:	PUNCT
ijassa-138	222	33	essays	essay	NOUN
ijassa-138	222	34	in	in	ADP
ijassa-138	222	35	memory	memory	NOUN
ijassa-138	222	36	of	of	ADP
ijassa-138	222	37	herbert	herbert	PROPN
ijassa-138	222	38	a.	a.	PROPN
ijassa-138	222	39	simon	simon	PROPN
ijassa-138	222	40	,	,	PUNCT
ijassa-138	222	41	the	the	DET
ijassa-138	222	42	mit	mit	PROPN
ijassa-138	222	43	press	press	PROPN
ijassa-138	222	44	,	,	PUNCT
ijassa-138	222	45	cambridge	cambridge	PROPN
ijassa-138	222	46	.	.	PUNCT
ijassa-138	223	1	[	[	X
ijassa-138	223	2	10	10	NUM
ijassa-138	223	3	]	]	X
ijassa-138	223	4	d.	d.	PROPN
ijassa-138	223	5	montana	montana	PROPN
ijassa-138	223	6	.	.	PUNCT
ijassa-138	224	1	(	(	PUNCT
ijassa-138	224	2	2002	2002	NUM
ijassa-138	224	3	)	)	PUNCT
ijassa-138	224	4	,	,	PUNCT
ijassa-138	224	5	“	"	PUNCT
ijassa-138	224	6	strongly	strongly	ADV
ijassa-138	224	7	typed	type	VERB
ijassa-138	224	8	genetic	genetic	ADJ
ijassa-138	224	9	programming	programming	NOUN
ijassa-138	224	10	”	"	PUNCT
ijassa-138	224	11	,	,	PUNCT
ijassa-138	224	12	evolutionary	evolutionary	ADJ
ijassa-138	224	13	computation	computation	NOUN
ijassa-138	224	14	,	,	PUNCT
ijassa-138	224	15	vol.3	vol.3	PROPN
ijassa-138	224	16	,	,	PUNCT
ijassa-138	224	17	no.2	no.2	PROPN
ijassa-138	224	18	,	,	PUNCT
ijassa-138	224	19	pp.199	pp.199	NOUN
ijassa-138	224	20	-	-	PUNCT
ijassa-138	224	21	230	230	NUM
ijassa-138	224	22	,	,	PUNCT
ijassa-138	224	23	.	.	PUNCT
ijassa-138	225	1	[	[	X
ijassa-138	225	2	11	11	NUM
ijassa-138	225	3	]	]	PUNCT
ijassa-138	225	4	t.	t.	NOUN
ijassa-138	225	5	vuorenmaa	vuorenmaa	NOUN
ijassa-138	225	6	.	.	PUNCT
ijassa-138	226	1	(	(	PUNCT
ijassa-138	226	2	2012	2012	NUM
ijassa-138	226	3	)	)	PUNCT
ijassa-138	226	4	,	,	PUNCT
ijassa-138	226	5	“	"	PUNCT
ijassa-138	226	6	the	the	DET
ijassa-138	226	7	good	good	NOUN
ijassa-138	226	8	,	,	PUNCT
ijassa-138	226	9	the	the	DET
ijassa-138	226	10	bad	bad	ADJ
ijassa-138	226	11	,	,	PUNCT
ijassa-138	226	12	and	and	CCONJ
ijassa-138	226	13	the	the	DET
ijassa-138	226	14	ugly	ugly	NOUN
ijassa-138	226	15	of	of	ADP
ijassa-138	226	16	automated	automate	VERB
ijassa-138	226	17	high	high	ADJ
ijassa-138	226	18	-	-	PUNCT
ijassa-138	226	19	frequency	frequency	NOUN
ijassa-138	226	20	trading	trading	NOUN
ijassa-138	226	21	”	"	PUNCT
ijassa-138	226	22	,	,	PUNCT
ijassa-138	226	23	social	social	ADJ
ijassa-138	226	24	science	science	NOUN
ijassa-138	226	25	research	research	NOUN
ijassa-138	226	26	network	network	NOUN
ijassa-138	226	27	.	.	PUNCT
ijassa-138	227	1	[	[	X
ijassa-138	227	2	12	12	NUM
ijassa-138	227	3	]	]	PUNCT
ijassa-138	227	4	j.	j.	PROPN
ijassa-138	227	5	barr	barr	PROPN
ijassa-138	227	6	,	,	PUNCT
ijassa-138	227	7	t.	t.	PROPN
ijassa-138	227	8	tassier	tassier	NOUN
ijassa-138	227	9	and	and	CCONJ
ijassa-138	227	10	l.	l.	PROPN
ijassa-138	227	11	ussher	ussher	PROPN
ijassa-138	227	12	.	.	PUNCT
ijassa-138	228	1	(	(	PUNCT
ijassa-138	228	2	2008	2008	NUM
ijassa-138	228	3	)	)	PUNCT
ijassa-138	228	4	,	,	PUNCT
ijassa-138	228	5	“	"	PUNCT
ijassa-138	228	6	a	a	DET
ijassa-138	228	7	future	future	NOUN
ijassa-138	228	8	of	of	ADP
ijassa-138	228	9	agent	agent	NOUN
ijassa-138	228	10	-	-	PUNCT
ijassa-138	228	11	based	base	VERB
ijassa-138	228	12	models	model	NOUN
ijassa-138	228	13	in	in	ADP
ijassa-138	228	14	economics	economic	NOUN
ijassa-138	228	15	:	:	PUNCT
ijassa-138	228	16	a	a	DET
ijassa-138	228	17	panel	panel	NOUN
ijassa-138	228	18	discussion	discussion	NOUN
ijassa-138	228	19	,	,	PUNCT
ijassa-138	228	20	eastern	eastern	ADJ
ijassa-138	228	21	economic	economic	PROPN
ijassa-138	228	22	association	association	PROPN
ijassa-138	228	23	annual	annual	ADJ
ijassa-138	228	24	meeting	meeting	NOUN
ijassa-138	228	25	,	,	PUNCT
ijassa-138	228	26	boston	boston	PROPN
ijassa-138	228	27	”	"	PUNCT
ijassa-138	228	28	,	,	PUNCT
ijassa-138	228	29	eastern	eastern	ADJ
ijassa-138	228	30	economic	economic	ADJ
ijassa-138	228	31	journal	journal	NOUN
ijassa-138	228	32	,	,	PUNCT
ijassa-138	228	33	vol.34	vol.34	PROPN
ijassa-138	228	34	,	,	PUNCT
ijassa-138	228	35	pp.550	pp.550	PRON
ijassa-138	228	36	-	-	PUNCT
ijassa-138	228	37	565	565	NUM
ijassa-138	228	38	.	.	PUNCT
ijassa-138	229	1	[	[	X
ijassa-138	229	2	13	13	NUM
ijassa-138	229	3	]	]	PUNCT
ijassa-138	229	4	r.	r.	PROPN
ijassa-138	229	5	cont	cont	PROPN
ijassa-138	229	6	.	.	PUNCT
ijassa-138	230	1	(	(	PUNCT
ijassa-138	230	2	2001	2001	NUM
ijassa-138	230	3	)	)	PUNCT
ijassa-138	230	4	,	,	PUNCT
ijassa-138	230	5	“	"	PUNCT
ijassa-138	230	6	empirical	empirical	ADJ
ijassa-138	230	7	properties	property	NOUN
ijassa-138	230	8	of	of	ADP
ijassa-138	230	9	asset	asset	NOUN
ijassa-138	230	10	returns	return	NOUN
ijassa-138	230	11	:	:	PUNCT
ijassa-138	230	12	stylized	stylize	VERB
ijassa-138	230	13	facts	fact	NOUN
ijassa-138	230	14	and	and	CCONJ
ijassa-138	230	15	statistical	statistical	ADJ
ijassa-138	230	16	issues	issue	NOUN
ijassa-138	230	17	”	"	PUNCT
ijassa-138	230	18	,	,	PUNCT
ijassa-138	230	19	quantitative	quantitative	ADJ
ijassa-138	230	20	finance	finance	NOUN
ijassa-138	230	21	,	,	PUNCT
ijassa-138	230	22	vol.1	vol.1	NUM
ijassa-138	230	23	,	,	PUNCT
ijassa-138	230	24	pp.223	pp.223	PROPN
ijassa-138	230	25	-	-	PUNCT
ijassa-138	230	26	236	236	NUM
ijassa-138	230	27	.	.	PUNCT
ijassa-138	231	1	[	[	X
ijassa-138	231	2	14	14	NUM
ijassa-138	231	3	]	]	PUNCT
ijassa-138	231	4	“	"	PUNCT
ijassa-138	231	5	www.altreva.com	www.altreva.com	NOUN
ijassa-138	231	6	”	"	PUNCT
ijassa-138	231	7	,	,	PUNCT
ijassa-138	231	8	altreva	altreva	PROPN
ijassa-138	231	9	.	.	PUNCT
ijassa-138	232	1	(	(	PUNCT
ijassa-138	232	2	2003	2003	NUM
ijassa-138	232	3	)	)	PUNCT
ijassa-138	232	4	,	,	PUNCT
ijassa-138	232	5	available	available	ADJ
ijassa-138	232	6	:	:	PUNCT
ijassa-138	232	7	http://www.altreva.com	http://www.altreva.com	X
ijassa-138	232	8	/technology.html	/technology.html	PUNCT
ijassa-138	232	9	.	.	PUNCT
ijassa-138	233	1	[	[	X
ijassa-138	233	2	15	15	NUM
ijassa-138	233	3	]	]	X
ijassa-138	233	4	v.	v.	CCONJ
ijassa-138	233	5	alfi	alfi	PROPN
ijassa-138	233	6	,	,	PUNCT
ijassa-138	233	7	m.	m.	NOUN
ijassa-138	233	8	cristelli	cristelli	PROPN
ijassa-138	233	9	,	,	PUNCT
ijassa-138	233	10	l.	l.	PROPN
ijassa-138	233	11	pietronero	pietronero	PROPN
ijassa-138	233	12	and	and	CCONJ
ijassa-138	233	13	a.	a.	NOUN
ijassa-138	233	14	zaccaria	zaccaria	PROPN
ijassa-138	233	15	.	.	PUNCT
ijassa-138	233	16	(	(	PUNCT
ijassa-138	233	17	2009	2009	NUM
ijassa-138	233	18	)	)	PUNCT
ijassa-138	233	19	,	,	PUNCT
ijassa-138	233	20	“	"	PUNCT
ijassa-138	233	21	minimal	minimal	ADJ
ijassa-138	233	22	agent	agent	NOUN
ijassa-138	233	23	based	base	VERB
ijassa-138	233	24	model	model	NOUN
ijassa-138	233	25	for	for	ADP
ijassa-138	233	26	financial	financial	ADJ
ijassa-138	233	27	markets	market	NOUN
ijassa-138	233	28	i	i	PRON
ijassa-138	233	29	:	:	PUNCT
ijassa-138	233	30	origin	origin	NOUN
ijassa-138	233	31	and	and	CCONJ
ijassa-138	233	32	self	self	NOUN
ijassa-138	233	33	-	-	PUNCT
ijassa-138	233	34	organization	organization	NOUN
ijassa-138	233	35	of	of	ADP
ijassa-138	233	36	stulized	stulize	VERB
ijassa-138	233	37	facts	fact	NOUN
ijassa-138	233	38	”	"	PUNCT
ijassa-138	233	39	,	,	PUNCT
ijassa-138	233	40	the	the	DET
ijassa-138	233	41	european	european	PROPN
ijassa-138	233	42	physical	physical	PROPN
ijassa-138	233	43	journal	journal	PROPN
ijassa-138	233	44	,	,	PUNCT
ijassa-138	233	45	vol.67	vol.67	PROPN
ijassa-138	233	46	,	,	PUNCT
ijassa-138	233	47	no.3	no.3	NOUN
ijassa-138	233	48	,	,	PUNCT
ijassa-138	233	49	pp.385	pp.385	PROPN
ijassa-138	233	50	-	-	PUNCT
ijassa-138	233	51	397	397	NUM
ijassa-138	233	52	.	.	PUNCT
ijassa-138	234	1	[	[	X
ijassa-138	234	2	16	16	NUM
ijassa-138	234	3	]	]	X
ijassa-138	234	4	g.	g.	PROPN
ijassa-138	234	5	daniel	daniel	PROPN
ijassa-138	234	6	.	.	PUNCT
ijassa-138	235	1	(	(	PUNCT
ijassa-138	235	2	2006	2006	NUM
ijassa-138	235	3	)	)	PUNCT
ijassa-138	235	4	,	,	PUNCT
ijassa-138	235	5	asynchronous	asynchronous	ADJ
ijassa-138	235	6	simulations	simulation	NOUN
ijassa-138	235	7	of	of	ADP
ijassa-138	235	8	a	a	DET
ijassa-138	235	9	limit	limit	NOUN
ijassa-138	235	10	order	order	NOUN
ijassa-138	235	11	book	book	NOUN
ijassa-138	235	12	,	,	PUNCT
ijassa-138	235	13	university	university	PROPN
ijassa-138	235	14	of	of	ADP
ijassa-138	235	15	manchester	manchester	PROPN
ijassa-138	235	16	,	,	PUNCT
ijassa-138	235	17	ph.d	ph.d	PROPN
ijassa-138	235	18	.	.	PUNCT
ijassa-138	236	1	thesis	thesis	NOUN
ijassa-138	236	2	.	.	PUNCT
ijassa-138	237	1	[	[	X
ijassa-138	237	2	17	17	NUM
ijassa-138	237	3	]	]	PUNCT
ijassa-138	237	4	m.	m.	NOUN
ijassa-138	237	5	raberto	raberto	PROPN
ijassa-138	237	6	,	,	PUNCT
ijassa-138	237	7	s.	s.	PROPN
ijassa-138	237	8	cincotti	cincotti	PROPN
ijassa-138	237	9	,	,	PUNCT
ijassa-138	237	10	s.	s.	PROPN
ijassa-138	237	11	focardi	focardi	PROPN
ijassa-138	237	12	and	and	CCONJ
ijassa-138	237	13	m.	m.	NOUN
ijassa-138	237	14	marchesi	marchesi	PROPN
ijassa-138	237	15	.	.	PUNCT
ijassa-138	238	1	(	(	PUNCT
ijassa-138	238	2	2001	2001	NUM
ijassa-138	238	3	)	)	PUNCT
ijassa-138	238	4	,	,	PUNCT
ijassa-138	238	5	“	"	PUNCT
ijassa-138	238	6	agent	agent	NOUN
ijassa-138	238	7	-	-	PUNCT
ijassa-138	238	8	based	base	VERB
ijassa-138	238	9	simulation	simulation	NOUN
ijassa-138	238	10	of	of	ADP
ijassa-138	238	11	a	a	DET
ijassa-138	238	12	financial	financial	ADJ
ijassa-138	238	13	market	market	NOUN
ijassa-138	238	14	”	"	PUNCT
ijassa-138	238	15	,	,	PUNCT
ijassa-138	238	16	physica	physica	NOUN
ijassa-138	238	17	,	,	PUNCT
ijassa-138	238	18	vol.299	vol.299	INTJ
ijassa-138	238	19	,	,	PUNCT
ijassa-138	238	20	pp.319	pp.319	PROPN
ijassa-138	238	21	-	-	PROPN
ijassa-138	238	22	327	327	NUM
ijassa-138	238	23	.	.	PUNCT
ijassa-138	239	1	[	[	X
ijassa-138	239	2	18	18	NUM
ijassa-138	239	3	]	]	PUNCT
ijassa-138	239	4	m.	m.	NOUN
ijassa-138	239	5	matsumoto	matsumoto	PROPN
ijassa-138	239	6	and	and	CCONJ
ijassa-138	239	7	t.	t.	PROPN
ijassa-138	239	8	nishimura	nishimura	PROPN
ijassa-138	239	9	.	.	PUNCT
ijassa-138	240	1	(	(	PUNCT
ijassa-138	240	2	1998	1998	NUM
ijassa-138	240	3	)	)	PUNCT
ijassa-138	241	1	,	,	PUNCT
ijassa-138	241	2	“	"	PUNCT
ijassa-138	241	3	mersenne	mersenne	NOUN
ijassa-138	241	4	twister	twister	PROPN
ijassa-138	241	5	:	:	PUNCT
ijassa-138	241	6	a	a	DET
ijassa-138	241	7	623dimensionally	623dimensionally	PROPN
ijassa-138	241	8	equidistributed	equidistributed	ADJ
ijassa-138	241	9	uniform	uniform	ADJ
ijassa-138	241	10	pseudorandom	pseudorandom	PROPN
ijassa-138	241	11	number	number	NOUN
ijassa-138	241	12	generator	generator	PROPN
ijassa-138	241	13	”	"	PUNCT
ijassa-138	241	14	,	,	PUNCT
ijassa-138	241	15	acm	acm	PROPN
ijassa-138	241	16	trans	trans	PROPN
ijassa-138	241	17	.	.	PUNCT
ijassa-138	242	1	on	on	ADP
ijassa-138	242	2	modeling	modeling	NOUN
ijassa-138	242	3	and	and	CCONJ
ijassa-138	242	4	computer	computer	NOUN
ijassa-138	242	5	simulation	simulation	NOUN
ijassa-138	242	6	,	,	PUNCT
ijassa-138	242	7	vol.8	vol.8	PROPN
ijassa-138	242	8	,	,	PUNCT
ijassa-138	242	9	no.1	no.1	NUM
ijassa-138	242	10	,	,	PUNCT
ijassa-138	242	11	pp.3	pp.3	PROPN
ijassa-138	242	12	-	-	PUNCT
ijassa-138	242	13	30	30	NUM
ijassa-138	242	14	.	.	PUNCT
ijassa-138	243	1	[	[	X
ijassa-138	243	2	19	19	NUM
ijassa-138	243	3	]	]	X
ijassa-138	243	4	d.	d.	PROPN
ijassa-138	243	5	gode	gode	PROPN
ijassa-138	243	6	and	and	CCONJ
ijassa-138	243	7	s.	s.	PROPN
ijassa-138	243	8	sunder	sunder	PROPN
ijassa-138	243	9	.	.	PUNCT
ijassa-138	244	1	(	(	PUNCT
ijassa-138	244	2	1993	1993	NUM
ijassa-138	244	3	)	)	PUNCT
ijassa-138	244	4	,	,	PUNCT
ijassa-138	244	5	“	"	PUNCT
ijassa-138	244	6	lower	low	ADJ
ijassa-138	244	7	bounds	bound	NOUN
ijassa-138	244	8	for	for	ADP
ijassa-138	244	9	efficiency	efficiency	NOUN
ijassa-138	244	10	of	of	ADP
ijassa-138	244	11	surplus	surplus	ADJ
ijassa-138	244	12	extraction	extraction	NOUN
ijassa-138	244	13	in	in	ADP
ijassa-138	244	14	double	double	ADJ
ijassa-138	244	15	auctions	auction	NOUN
ijassa-138	244	16	,	,	PUNCT
ijassa-138	244	17	in	in	ADP
ijassa-138	244	18	the	the	DET
ijassa-138	244	19	double	double	ADJ
ijassa-138	244	20	auction	auction	NOUN
ijassa-138	244	21	market	market	NOUN
ijassa-138	244	22	:	:	PUNCT
ijassa-138	244	23	institutions	institution	NOUN
ijassa-138	244	24	,	,	PUNCT
ijassa-138	244	25	275	275	NUM
ijassa-138	244	26	advances	advance	NOUN
ijassa-138	244	27	in	in	ADP
ijassa-138	244	28	systems	system	NOUN
ijassa-138	244	29	science	science	NOUN
ijassa-138	244	30	and	and	CCONJ
ijassa-138	244	31	applications	application	NOUN
ijassa-138	244	32	(	(	PUNCT
ijassa-138	244	33	2013	2013	NUM
ijassa-138	244	34	)	)	PUNCT
ijassa-138	244	35	vol.13	vol.13	NOUN
ijassa-138	244	36	no.3	no.3	PROPN
ijassa-138	244	37	theories	theory	NOUN
ijassa-138	244	38	,	,	PUNCT
ijassa-138	244	39	and	and	CCONJ
ijassa-138	244	40	evidence	evidence	NOUN
ijassa-138	244	41	”	"	PUNCT
ijassa-138	244	42	,	,	PUNCT
ijassa-138	244	43	in	in	ADP
ijassa-138	244	44	the	the	DET
ijassa-138	244	45	double	double	ADJ
ijassa-138	244	46	auction	auction	NOUN
ijassa-138	244	47	market	market	NOUN
ijassa-138	244	48	,	,	PUNCT
ijassa-138	244	49	eds	eds	PROPN
ijassa-138	244	50	.	.	PUNCT
ijassa-138	245	1	d.	d.	PROPN
ijassa-138	245	2	friedman	friedman	PROPN
ijassa-138	245	3	and	and	CCONJ
ijassa-138	245	4	j.	j.	PROPN
ijassa-138	245	5	rust	rust	PROPN
ijassa-138	245	6	,	,	PUNCT
ijassa-138	245	7	sfi	sfi	PROPN
ijassa-138	245	8	studies	study	NOUN
ijassa-138	245	9	in	in	ADP
ijassa-138	245	10	the	the	DET
ijassa-138	245	11	science	science	NOUN
ijassa-138	245	12	of	of	ADP
ijassa-138	245	13	complexity	complexity	NOUN
ijassa-138	245	14	,	,	PUNCT
ijassa-138	245	15	proc.vol	proc.vol	NUM
ijassa-138	245	16	.	.	PROPN
ijassa-138	245	17	xiv	xiv	PROPN
ijassa-138	245	18	.	.	PUNCT
ijassa-138	246	1	[	[	X
ijassa-138	246	2	20	20	NUM
ijassa-138	246	3	]	]	PUNCT
ijassa-138	246	4	v.	v.	X
ijassa-138	246	5	walia	walia	PROPN
ijassa-138	246	6	,	,	PUNCT
ijassa-138	246	7	a.	a.	NOUN
ijassa-138	246	8	byde	byde	PROPN
ijassa-138	246	9	and	and	CCONJ
ijassa-138	246	10	d.	d.	PROPN
ijassa-138	246	11	cliff	cliff	PROPN
ijassa-138	246	12	.	.	PUNCT
ijassa-138	247	1	(	(	PUNCT
ijassa-138	247	2	2003	2003	NUM
ijassa-138	247	3	)	)	PUNCT
ijassa-138	247	4	,	,	PUNCT
ijassa-138	247	5	“	"	PUNCT
ijassa-138	247	6	evolving	evolve	VERB
ijassa-138	247	7	market	market	NOUN
ijassa-138	247	8	design	design	NOUN
ijassa-138	247	9	in	in	ADP
ijassa-138	247	10	zero	zero	NUM
ijassa-138	247	11	-	-	PUNCT
ijassa-138	247	12	intelligence	intelligence	NOUN
ijassa-138	247	13	trader	trader	NOUN
ijassa-138	247	14	markets	market	NOUN
ijassa-138	247	15	”	"	PUNCT
ijassa-138	247	16	,	,	PUNCT
ijassa-138	247	17	in	in	ADP
ijassa-138	247	18	ieee	ieee	PROPN
ijassa-138	247	19	international	international	ADJ
ijassa-138	247	20	conference	conference	PROPN
ijassa-138	247	21	on	on	ADP
ijassa-138	247	22	ecommerce	ecommerce	NOUN
ijassa-138	247	23	(	(	PUNCT
ijassa-138	247	24	ieee	ieee	NOUN
ijassa-138	247	25	-	-	PUNCT
ijassa-138	247	26	cec03	cec03	NOUN
ijassa-138	247	27	)	)	PUNCT
ijassa-138	247	28	,	,	PUNCT
ijassa-138	247	29	newport	newport	PROPN
ijassa-138	247	30	beach	beach	PROPN
ijassa-138	247	31	,	,	PUNCT
ijassa-138	247	32	ca	ca	PROPN
ijassa-138	247	33	.	.	PROPN
ijassa-138	247	34	,	,	PUNCT
ijassa-138	247	35	usa	usa	PROPN
ijassa-138	247	36	.	.	PUNCT
ijassa-138	248	1	[	[	X
ijassa-138	248	2	21	21	NUM
ijassa-138	248	3	]	]	X
ijassa-138	248	4	d.	d.	PROPN
ijassa-138	248	5	ladley	ladley	PROPN
ijassa-138	248	6	.	.	PUNCT
ijassa-138	249	1	(	(	PUNCT
ijassa-138	249	2	2012	2012	NUM
ijassa-138	249	3	)	)	PUNCT
ijassa-138	249	4	,	,	PUNCT
ijassa-138	249	5	“	"	PUNCT
ijassa-138	249	6	zero	zero	NUM
ijassa-138	249	7	intelligence	intelligence	NOUN
ijassa-138	249	8	in	in	ADP
ijassa-138	249	9	economics	economic	NOUN
ijassa-138	249	10	and	and	CCONJ
ijassa-138	249	11	finance	finance	NOUN
ijassa-138	249	12	”	"	PUNCT
ijassa-138	249	13	,	,	PUNCT
ijassa-138	249	14	the	the	DET
ijassa-138	249	15	knowledge	knowledge	NOUN
ijassa-138	249	16	engineering	engineering	PROPN
ijassa-138	249	17	review	review	PROPN
ijassa-138	249	18	,	,	PUNCT
ijassa-138	249	19	cambridge	cambridge	PROPN
ijassa-138	249	20	university	university	PROPN
ijassa-138	249	21	press	press	NOUN
ijassa-138	249	22	,	,	PUNCT
ijassa-138	249	23	vol.27	vol.27	NOUN
ijassa-138	249	24	,	,	PUNCT
ijassa-138	249	25	pp.273	pp.273	NOUN
ijassa-138	249	26	-	-	PUNCT
ijassa-138	249	27	286	286	NUM
ijassa-138	249	28	.	.	PUNCT
ijassa-138	250	1	[	[	X
ijassa-138	250	2	22	22	NUM
ijassa-138	250	3	]	]	X
ijassa-138	250	4	d.	d.	PROPN
ijassa-138	250	5	farmer	farmer	PROPN
ijassa-138	250	6	,	,	PUNCT
ijassa-138	250	7	p.	p.	NOUN
ijassa-138	250	8	patelli	patelli	PROPN
ijassa-138	250	9	and	and	CCONJ
ijassa-138	250	10	i.	i.	PROPN
ijassa-138	250	11	zovko	zovko	PROPN
ijassa-138	250	12	.	.	PUNCT
ijassa-138	251	1	(	(	PUNCT
ijassa-138	251	2	2004	2004	NUM
ijassa-138	251	3	)	)	PUNCT
ijassa-138	251	4	,	,	PUNCT
ijassa-138	251	5	“	"	PUNCT
ijassa-138	251	6	the	the	DET
ijassa-138	251	7	predictive	predictive	ADJ
ijassa-138	251	8	power	power	NOUN
ijassa-138	251	9	of	of	ADP
ijassa-138	251	10	zero	zero	NUM
ijassa-138	251	11	intelligence	intelligence	NOUN
ijassa-138	251	12	in	in	ADP
ijassa-138	251	13	financial	financial	ADJ
ijassa-138	251	14	markets	market	NOUN
ijassa-138	251	15	”	"	PUNCT
ijassa-138	251	16	,	,	PUNCT
ijassa-138	251	17	proceedings	proceeding	NOUN
ijassa-138	251	18	of	of	ADP
ijassa-138	251	19	the	the	DET
ijassa-138	251	20	national	national	PROPN
ijassa-138	251	21	academy	academy	PROPN
ijassa-138	251	22	of	of	ADP
ijassa-138	251	23	sciences	sciences	PROPN
ijassa-138	251	24	of	of	ADP
ijassa-138	251	25	the	the	DET
ijassa-138	251	26	united	united	PROPN
ijassa-138	251	27	states	states	PROPN
ijassa-138	251	28	of	of	ADP
ijassa-138	251	29	america	america	PROPN
ijassa-138	251	30	,	,	PUNCT
ijassa-138	251	31	vol.102	vol.102	PROPN
ijassa-138	251	32	,	,	PUNCT
ijassa-138	251	33	no.6	no.6	PROPN
ijassa-138	251	34	,	,	PUNCT
ijassa-138	251	35	pp.2254	pp.2254	PROPN
ijassa-138	251	36	-	-	PUNCT
ijassa-138	251	37	2259	2259	NUM
ijassa-138	251	38	.	.	PUNCT
ijassa-138	252	1	[	[	X
ijassa-138	252	2	23	23	NUM
ijassa-138	252	3	]	]	X
ijassa-138	252	4	d.	d.	PROPN
ijassa-138	252	5	gode	gode	PROPN
ijassa-138	252	6	and	and	CCONJ
ijassa-138	252	7	s.	s.	PROPN
ijassa-138	252	8	sunder	sunder	PROPN
ijassa-138	252	9	.	.	PUNCT
ijassa-138	253	1	(	(	PUNCT
ijassa-138	253	2	1993	1993	NUM
ijassa-138	253	3	)	)	PUNCT
ijassa-138	253	4	,	,	PUNCT
ijassa-138	253	5	“	"	PUNCT
ijassa-138	253	6	allocative	allocative	ADJ
ijassa-138	253	7	efficiency	efficiency	NOUN
ijassa-138	253	8	of	of	ADP
ijassa-138	253	9	markets	market	NOUN
ijassa-138	253	10	with	with	ADP
ijassa-138	253	11	zerointelligence	zerointelligence	NOUN
ijassa-138	253	12	traders	trader	NOUN
ijassa-138	253	13	:	:	PUNCT
ijassa-138	253	14	market	market	NOUN
ijassa-138	253	15	as	as	ADP
ijassa-138	253	16	a	a	DET
ijassa-138	253	17	partial	partial	ADJ
ijassa-138	253	18	substitute	substitute	NOUN
ijassa-138	253	19	for	for	ADP
ijassa-138	253	20	individual	individual	ADJ
ijassa-138	253	21	rationality	rationality	NOUN
ijassa-138	253	22	”	"	PUNCT
ijassa-138	253	23	,	,	PUNCT
ijassa-138	253	24	journal	journal	NOUN
ijassa-138	253	25	of	of	ADP
ijassa-138	253	26	political	political	ADJ
ijassa-138	253	27	economy	economy	NOUN
ijassa-138	253	28	,	,	PUNCT
ijassa-138	253	29	vol.101	vol.101	NOUN
ijassa-138	253	30	,	,	PUNCT
ijassa-138	253	31	pp.119	pp.119	PROPN
ijassa-138	253	32	-	-	PUNCT
ijassa-138	253	33	137	137	NUM
ijassa-138	253	34	.	.	PUNCT
ijassa-138	254	1	[	[	X
ijassa-138	254	2	24	24	NUM
ijassa-138	254	3	]	]	PUNCT
ijassa-138	254	4	j.	j.	PROPN
ijassa-138	254	5	rust	rust	PROPN
ijassa-138	254	6	,	,	PUNCT
ijassa-138	254	7	r.	r.	PROPN
ijassa-138	254	8	palmer	palmer	PROPN
ijassa-138	254	9	and	and	CCONJ
ijassa-138	254	10	j.	j.	PROPN
ijassa-138	254	11	miller	miller	PROPN
ijassa-138	254	12	.	.	PUNCT
ijassa-138	255	1	(	(	PUNCT
ijassa-138	255	2	1989	1989	NUM
ijassa-138	255	3	)	)	PUNCT
ijassa-138	255	4	,	,	PUNCT
ijassa-138	255	5	“	"	PUNCT
ijassa-138	255	6	a	a	DET
ijassa-138	255	7	double	double	ADJ
ijassa-138	255	8	auction	auction	NOUN
ijassa-138	255	9	market	market	NOUN
ijassa-138	255	10	for	for	ADP
ijassa-138	255	11	computerized	computerized	ADJ
ijassa-138	255	12	traders	trader	NOUN
ijassa-138	255	13	”	"	PUNCT
ijassa-138	255	14	,	,	PUNCT
ijassa-138	255	15	santa	santa	PROPN
ijassa-138	255	16	fe	fe	PROPN
ijassa-138	255	17	institute	institute	PROPN
ijassa-138	255	18	,	,	PUNCT
ijassa-138	255	19	new	new	PROPN
ijassa-138	255	20	mexico	mexico	PROPN
ijassa-138	255	21	.	.	PUNCT
ijassa-138	256	1	[	[	X
ijassa-138	256	2	25	25	NUM
ijassa-138	256	3	]	]	PUNCT
ijassa-138	256	4	l.	l.	PROPN
ijassa-138	256	5	hurwitz	hurwitz	PROPN
ijassa-138	256	6	.	.	PUNCT
ijassa-138	257	1	(	(	PUNCT
ijassa-138	257	2	1986	1986	NUM
ijassa-138	257	3	)	)	PUNCT
ijassa-138	257	4	,	,	PUNCT
ijassa-138	257	5	“	"	PUNCT
ijassa-138	257	6	on	on	ADP
ijassa-138	257	7	informationally	informationally	ADV
ijassa-138	257	8	decentralized	decentralize	VERB
ijassa-138	257	9	systems	system	NOUN
ijassa-138	257	10	”	"	PUNCT
ijassa-138	257	11	,	,	PUNCT
ijassa-138	257	12	in	in	ADP
ijassa-138	257	13	decision	decision	NOUN
ijassa-138	257	14	and	and	CCONJ
ijassa-138	257	15	organization	organization	NOUN
ijassa-138	257	16	,	,	PUNCT
ijassa-138	257	17	minnesota	minnesota	PROPN
ijassa-138	257	18	,	,	PUNCT
ijassa-138	257	19	univ	univ	PROPN
ijassa-138	257	20	.	.	PROPN
ijassa-138	257	21	of	of	ADP
ijassa-138	257	22	minnesota	minnesota	PROPN
ijassa-138	257	23	press	press	PROPN
ijassa-138	257	24	,	,	PUNCT
ijassa-138	257	25	pp.297	pp.297	NOUN
ijassa-138	257	26	-	-	PUNCT
ijassa-138	257	27	336	336	NUM
ijassa-138	257	28	.	.	PUNCT
ijassa-138	258	1	[	[	X
ijassa-138	258	2	26	26	NUM
ijassa-138	258	3	]	]	PUNCT
ijassa-138	258	4	v.	v.	PROPN
ijassa-138	258	5	l.	l.	PROPN
ijassa-138	258	6	smith	smith	PROPN
ijassa-138	258	7	.	.	PUNCT
ijassa-138	259	1	(	(	PUNCT
ijassa-138	259	2	1982	1982	NUM
ijassa-138	259	3	)	)	PUNCT
ijassa-138	259	4	,	,	PUNCT
ijassa-138	259	5	“	"	PUNCT
ijassa-138	259	6	microeconomic	microeconomic	ADJ
ijassa-138	259	7	systems	system	NOUN
ijassa-138	259	8	as	as	ADP
ijassa-138	259	9	an	an	DET
ijassa-138	259	10	experimental	experimental	ADJ
ijassa-138	259	11	science	science	NOUN
ijassa-138	259	12	”	"	PUNCT
ijassa-138	259	13	,	,	PUNCT
ijassa-138	259	14	the	the	DET
ijassa-138	259	15	american	american	PROPN
ijassa-138	259	16	economic	economic	PROPN
ijassa-138	259	17	review	review	PROPN
ijassa-138	259	18	,	,	PUNCT
ijassa-138	259	19	vol.72	vol.72	NOUN
ijassa-138	259	20	,	,	PUNCT
ijassa-138	259	21	no.5	no.5	PROPN
ijassa-138	259	22	,	,	PUNCT
ijassa-138	259	23	pp.923	pp.923	PROPN
ijassa-138	259	24	-	-	PUNCT
ijassa-138	259	25	955	955	NUM
ijassa-138	259	26	.	.	PUNCT
ijassa-138	260	1	[	[	X
ijassa-138	260	2	27	27	NUM
ijassa-138	260	3	]	]	X
ijassa-138	260	4	e.	e.	PROPN
ijassa-138	260	5	scalas	scalas	PROPN
ijassa-138	260	6	.	.	PUNCT
ijassa-138	261	1	(	(	PUNCT
ijassa-138	261	2	2007	2007	NUM
ijassa-138	261	3	)	)	PUNCT
ijassa-138	261	4	,	,	PUNCT
ijassa-138	261	5	“	"	PUNCT
ijassa-138	261	6	mixtures	mixture	NOUN
ijassa-138	261	7	of	of	ADP
ijassa-138	261	8	compound	compound	NOUN
ijassa-138	261	9	poisson	poisson	NOUN
ijassa-138	261	10	processes	process	NOUN
ijassa-138	261	11	as	as	ADP
ijassa-138	261	12	models	model	NOUN
ijassa-138	261	13	of	of	ADP
ijassa-138	261	14	tick	tick	NOUN
ijassa-138	261	15	-	-	PUNCT
ijassa-138	261	16	by	by	ADP
ijassa-138	261	17	-	-	PUNCT
ijassa-138	261	18	tick	tick	NOUN
ijassa-138	261	19	financial	financial	ADJ
ijassa-138	261	20	data	datum	NOUN
ijassa-138	261	21	”	"	PUNCT
ijassa-138	261	22	,	,	PUNCT
ijassa-138	261	23	chaos	chaos	NOUN
ijassa-138	261	24	,	,	PUNCT
ijassa-138	261	25	solitons	soliton	NOUN
ijassa-138	261	26	&	&	CCONJ
ijassa-138	261	27	fractals	fractal	NOUN
ijassa-138	261	28	,	,	PUNCT
ijassa-138	261	29	vol.34	vol.34	NOUN
ijassa-138	261	30	,	,	PUNCT
ijassa-138	261	31	pp.33	pp.33	PROPN
ijassa-138	261	32	-	-	PUNCT
ijassa-138	261	33	40	40	NUM
ijassa-138	261	34	.	.	PUNCT
ijassa-138	262	1	corresponding	correspond	VERB
ijassa-138	262	2	author	author	NOUN
ijassa-138	262	3	d.	d.	PROPN
ijassa-138	262	4	dezsi	dezsi	PROPN
ijassa-138	262	5	can	can	AUX
ijassa-138	262	6	be	be	AUX
ijassa-138	262	7	contracted	contract	VERB
ijassa-138	262	8	at	at	ADP
ijassa-138	262	9	:	:	PUNCT
ijassa-138	262	10	dianadezsi@yahoo.com	dianadezsi@yahoo.com	X
