id	sid	tid	token	lemma	pos
easat-10407	1	1	edelweiss	edelweiss	PROPN
easat-10407	1	2	applied	apply	VERB
easat-10407	1	3	science	science	NOUN
easat-10407	1	4	and	and	CCONJ
easat-10407	1	5	technology	technology	NOUN
easat-10407	1	6	issn	issn	PROPN
easat-10407	1	7	:	:	PUNCT
easat-10407	1	8	2576	2576	NUM
easat-10407	1	9	-	-	SYM
easat-10407	1	10	8484	8484	NUM
easat-10407	1	11	vol	vol	NOUN
easat-10407	1	12	.	.	PROPN
easat-10407	2	1	9	9	NUM
easat-10407	2	2	,	,	PUNCT
easat-10407	2	3	no	no	INTJ
easat-10407	2	4	.	.	NOUN
easat-10407	2	5	10	10	NUM
easat-10407	2	6	,	,	PUNCT
easat-10407	2	7	334	334	NUM
easat-10407	2	8	-	-	SYM
easat-10407	2	9	345	345	NUM
easat-10407	2	10	2025	2025	NUM
easat-10407	2	11	publisher	publisher	NOUN
easat-10407	2	12	:	:	PUNCT
easat-10407	2	13	learning	learn	VERB
easat-10407	2	14	gate	gate	NOUN
easat-10407	2	15	doi	doi	PROPN
easat-10407	2	16	:	:	PUNCT
easat-10407	2	17	10.55214/2576	10.55214/2576	NUM
easat-10407	2	18	-	-	SYM
easat-10407	2	19	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	2	20	©	©	ADP
easat-10407	2	21	2025	2025	NUM
easat-10407	2	22	by	by	ADP
easat-10407	2	23	the	the	DET
easat-10407	2	24	author	author	NOUN
easat-10407	2	25	;	;	PUNCT
easat-10407	2	26	licensee	licensee	PROPN
easat-10407	2	27	learning	learning	NOUN
easat-10407	2	28	gate	gate	NOUN
easat-10407	3	1	©	©	PROPN
easat-10407	3	2	2025	2025	NUM
easat-10407	3	3	by	by	ADP
easat-10407	3	4	the	the	DET
easat-10407	3	5	author	author	NOUN
easat-10407	3	6	;	;	PUNCT
easat-10407	3	7	licensee	licensee	PROPN
easat-10407	3	8	learning	learning	NOUN
easat-10407	3	9	gate	gate	NOUN
easat-10407	3	10	history	history	NOUN
easat-10407	3	11	:	:	PUNCT
easat-10407	3	12	received	receive	VERB
easat-10407	3	13	:	:	PUNCT
easat-10407	3	14	5	5	NUM
easat-10407	3	15	august	august	PROPN
easat-10407	3	16	2025	2025	NUM
easat-10407	3	17	;	;	PUNCT
easat-10407	3	18	revised	revise	VERB
easat-10407	3	19	:	:	PUNCT
easat-10407	3	20	22	22	NUM
easat-10407	3	21	september	september	PROPN
easat-10407	3	22	2025	2025	NUM
easat-10407	3	23	;	;	PUNCT
easat-10407	3	24	accepted	accept	VERB
easat-10407	3	25	:	:	PUNCT
easat-10407	3	26	25	25	NUM
easat-10407	3	27	september	september	PROPN
easat-10407	3	28	2025	2025	NUM
easat-10407	3	29	;	;	PUNCT
easat-10407	3	30	published	publish	VERB
easat-10407	3	31	:	:	PUNCT
easat-10407	3	32	8	8	NUM
easat-10407	3	33	october	october	NOUN
easat-10407	3	34	2025	2025	NUM
easat-10407	3	35	*	*	PUNCT
easat-10407	3	36	correspondence	correspondence	NOUN
easat-10407	3	37	:	:	PUNCT
easat-10407	4	1	c.volos@nup.ac.cy	c.volos@nup.ac.cy	NOUN
easat-10407	4	2	optimizing	optimize	VERB
easat-10407	4	3	trading	trading	NOUN
easat-10407	4	4	strategies	strategy	NOUN
easat-10407	4	5	using	use	VERB
easat-10407	4	6	genetic	genetic	ADJ
easat-10407	4	7	algorithms	algorithm	NOUN
easat-10407	4	8	:	:	PUNCT
easat-10407	4	9	a	a	DET
easat-10407	4	10	review	review	NOUN
easat-10407	4	11	and	and	CCONJ
easat-10407	4	12	implementation	implementation	NOUN
easat-10407	4	13	christos	christos	PROPN
easat-10407	4	14	n.	n.	PROPN
easat-10407	4	15	christodoulou	christodoulou	PROPN
easat-10407	4	16	-	-	PUNCT
easat-10407	4	17	volos1	volos1	PROPN
easat-10407	4	18	*	*	PROPN
easat-10407	4	19	1department	1department	NUM
easat-10407	4	20	of	of	ADP
easat-10407	4	21	economics	economic	NOUN
easat-10407	4	22	and	and	CCONJ
easat-10407	4	23	business	business	NOUN
easat-10407	4	24	,	,	PUNCT
easat-10407	4	25	neapolis	neapolis	PROPN
easat-10407	4	26	university	university	NOUN
easat-10407	4	27	,	,	PUNCT
easat-10407	4	28	pafos	pafos	NOUN
easat-10407	4	29	,	,	PUNCT
easat-10407	4	30	cyprus	cyprus	PROPN
easat-10407	4	31	;	;	PUNCT
easat-10407	4	32	c.volos@nup.ac.cy	c.volos@nup.ac.cy	NOUN
easat-10407	4	33	(	(	PUNCT
easat-10407	4	34	c.n.c.v	c.n.c.v	PROPN
easat-10407	4	35	.	.	PROPN
easat-10407	4	36	)	)	PUNCT
easat-10407	4	37	.	.	PUNCT
easat-10407	5	1	abstract	abstract	ADV
easat-10407	5	2	:	:	PUNCT
easat-10407	5	3	this	this	DET
easat-10407	5	4	article	article	NOUN
easat-10407	5	5	explores	explore	VERB
easat-10407	5	6	the	the	DET
easat-10407	5	7	application	application	NOUN
easat-10407	5	8	of	of	ADP
easat-10407	5	9	genetic	genetic	ADJ
easat-10407	5	10	algorithms	algorithm	NOUN
easat-10407	5	11	(	(	PUNCT
easat-10407	5	12	gas	gas	NOUN
easat-10407	5	13	)	)	PUNCT
easat-10407	5	14	to	to	PART
easat-10407	5	15	optimize	optimize	VERB
easat-10407	5	16	trading	trading	NOUN
easat-10407	5	17	systems	system	NOUN
easat-10407	5	18	,	,	PUNCT
easat-10407	5	19	based	base	VERB
easat-10407	5	20	on	on	ADP
easat-10407	5	21	both	both	CCONJ
easat-10407	5	22	a	a	DET
easat-10407	5	23	literature	literature	NOUN
easat-10407	5	24	review	review	NOUN
easat-10407	5	25	and	and	CCONJ
easat-10407	5	26	an	an	DET
easat-10407	5	27	empirical	empirical	ADJ
easat-10407	5	28	implementation	implementation	NOUN
easat-10407	5	29	.	.	PUNCT
easat-10407	6	1	it	it	PRON
easat-10407	6	2	initially	initially	ADV
easat-10407	6	3	introduces	introduce	VERB
easat-10407	6	4	the	the	DET
easat-10407	6	5	fundamentals	fundamental	NOUN
easat-10407	6	6	of	of	ADP
easat-10407	6	7	gas	gas	NOUN
easat-10407	6	8	,	,	PUNCT
easat-10407	6	9	including	include	VERB
easat-10407	6	10	selection	selection	NOUN
easat-10407	6	11	,	,	PUNCT
easat-10407	6	12	crossover	crossover	NOUN
easat-10407	6	13	,	,	PUNCT
easat-10407	6	14	mutation	mutation	NOUN
easat-10407	6	15	,	,	PUNCT
easat-10407	6	16	and	and	CCONJ
easat-10407	6	17	fitness	fitness	NOUN
easat-10407	6	18	evaluation	evaluation	NOUN
easat-10407	6	19	,	,	PUNCT
easat-10407	6	20	and	and	CCONJ
easat-10407	6	21	their	their	PRON
easat-10407	6	22	advantages	advantage	NOUN
easat-10407	6	23	in	in	ADP
easat-10407	6	24	coping	cope	VERB
easat-10407	6	25	with	with	ADP
easat-10407	6	26	complex	complex	ADJ
easat-10407	6	27	financial	financial	ADJ
easat-10407	6	28	markets	market	NOUN
easat-10407	6	29	.	.	PUNCT
easat-10407	7	1	the	the	DET
easat-10407	7	2	review	review	NOUN
easat-10407	7	3	section	section	NOUN
easat-10407	7	4	discusses	discuss	VERB
easat-10407	7	5	previous	previous	ADJ
easat-10407	7	6	work	work	NOUN
easat-10407	7	7	in	in	ADP
easat-10407	7	8	ga	ga	NOUN
easat-10407	7	9	-	-	PUNCT
easat-10407	7	10	based	base	VERB
easat-10407	7	11	trading	trading	NOUN
easat-10407	7	12	models	model	NOUN
easat-10407	7	13	and	and	CCONJ
easat-10407	7	14	the	the	DET
easat-10407	7	15	effectiveness	effectiveness	NOUN
easat-10407	7	16	of	of	ADP
easat-10407	7	17	gas	gas	NOUN
easat-10407	7	18	in	in	ADP
easat-10407	7	19	parameter	parameter	NOUN
easat-10407	7	20	optimization	optimization	NOUN
easat-10407	7	21	,	,	PUNCT
easat-10407	7	22	rule	rule	NOUN
easat-10407	7	23	extraction	extraction	NOUN
easat-10407	7	24	,	,	PUNCT
easat-10407	7	25	and	and	CCONJ
easat-10407	7	26	handling	handle	VERB
easat-10407	7	27	dynamic	dynamic	ADJ
easat-10407	7	28	market	market	NOUN
easat-10407	7	29	situations	situation	NOUN
easat-10407	7	30	.	.	PUNCT
easat-10407	8	1	in	in	ADP
easat-10407	8	2	the	the	DET
easat-10407	8	3	implementation	implementation	NOUN
easat-10407	8	4	section	section	NOUN
easat-10407	8	5	,	,	PUNCT
easat-10407	8	6	a	a	DET
easat-10407	8	7	ga	ga	PROPN
easat-10407	8	8	is	be	AUX
easat-10407	8	9	applied	apply	VERB
easat-10407	8	10	to	to	PART
easat-10407	8	11	optimize	optimize	VERB
easat-10407	8	12	a	a	DET
easat-10407	8	13	trading	trading	NOUN
easat-10407	8	14	strategy	strategy	NOUN
easat-10407	8	15	for	for	ADP
easat-10407	8	16	a	a	DET
easat-10407	8	17	sample	sample	NOUN
easat-10407	8	18	financial	financial	ADJ
easat-10407	8	19	instrument	instrument	NOUN
easat-10407	8	20	and	and	CCONJ
easat-10407	8	21	evaluate	evaluate	VERB
easat-10407	8	22	its	its	PRON
easat-10407	8	23	performance	performance	NOUN
easat-10407	8	24	based	base	VERB
easat-10407	8	25	on	on	ADP
easat-10407	8	26	benchmark	benchmark	NOUN
easat-10407	8	27	models	model	NOUN
easat-10407	8	28	.	.	PUNCT
easat-10407	9	1	key	key	ADJ
easat-10407	9	2	conclusions	conclusion	NOUN
easat-10407	9	3	validate	validate	VERB
easat-10407	9	4	the	the	DET
easat-10407	9	5	effectiveness	effectiveness	NOUN
easat-10407	9	6	of	of	ADP
easat-10407	9	7	gas	gas	NOUN
easat-10407	9	8	in	in	ADP
easat-10407	9	9	maximizing	maximize	VERB
easat-10407	9	10	profitability	profitability	NOUN
easat-10407	9	11	when	when	SCONJ
easat-10407	9	12	overfitting	overfitte	VERB
easat-10407	9	13	and	and	CCONJ
easat-10407	9	14	computationally	computationally	ADV
easat-10407	9	15	intensive	intensive	ADJ
easat-10407	9	16	problems	problem	NOUN
easat-10407	9	17	dominate	dominate	VERB
easat-10407	9	18	.	.	PUNCT
easat-10407	10	1	the	the	DET
easat-10407	10	2	work	work	NOUN
easat-10407	10	3	ends	end	VERB
easat-10407	10	4	with	with	ADP
easat-10407	10	5	its	its	PRON
easat-10407	10	6	pragmatic	pragmatic	ADJ
easat-10407	10	7	implications	implication	NOUN
easat-10407	10	8	,	,	PUNCT
easat-10407	10	9	limitations	limitation	NOUN
easat-10407	10	10	,	,	PUNCT
easat-10407	10	11	and	and	CCONJ
easat-10407	10	12	directions	direction	NOUN
easat-10407	10	13	for	for	ADP
easat-10407	10	14	future	future	ADJ
easat-10407	10	15	research	research	NOUN
easat-10407	10	16	into	into	ADP
easat-10407	10	17	evolutionary	evolutionary	ADJ
easat-10407	10	18	computing	computing	NOUN
easat-10407	10	19	within	within	ADP
easat-10407	10	20	financial	financial	ADJ
easat-10407	10	21	markets	market	NOUN
easat-10407	10	22	.	.	PUNCT
easat-10407	11	1	keywords	keyword	NOUN
easat-10407	11	2	:	:	PUNCT
easat-10407	11	3	evolutionary	evolutionary	ADJ
easat-10407	11	4	computing	computing	NOUN
easat-10407	11	5	,	,	PUNCT
easat-10407	11	6	genetic	genetic	ADJ
easat-10407	11	7	algorithms	algorithm	NOUN
easat-10407	11	8	(	(	PUNCT
easat-10407	11	9	gas	gas	NOUN
easat-10407	11	10	)	)	PUNCT
easat-10407	11	11	,	,	PUNCT
easat-10407	11	12	machine	machine	NOUN
easat-10407	11	13	learning	learning	NOUN
easat-10407	11	14	in	in	ADP
easat-10407	11	15	finance	finance	NOUN
easat-10407	11	16	,	,	PUNCT
easat-10407	11	17	overfitting	overfitte	VERB
easat-10407	11	18	in	in	ADP
easat-10407	11	19	trading	trading	NOUN
easat-10407	11	20	models	model	NOUN
easat-10407	11	21	,	,	PUNCT
easat-10407	11	22	trading	trading	NOUN
easat-10407	11	23	strategy	strategy	NOUN
easat-10407	11	24	optimization	optimization	NOUN
easat-10407	11	25	.	.	PUNCT
easat-10407	12	1	1	1	X
easat-10407	12	2	.	.	X
easat-10407	12	3	introduction	introduction	NOUN
easat-10407	12	4	artificial	artificial	ADJ
easat-10407	12	5	intelligence	intelligence	NOUN
easat-10407	12	6	(	(	PUNCT
easat-10407	12	7	ai	ai	NOUN
easat-10407	12	8	)	)	PUNCT
easat-10407	12	9	has	have	AUX
easat-10407	12	10	made	make	VERB
easat-10407	12	11	significant	significant	ADJ
easat-10407	12	12	advances	advance	NOUN
easat-10407	12	13	in	in	ADP
easat-10407	12	14	recent	recent	ADJ
easat-10407	12	15	years	year	NOUN
easat-10407	12	16	in	in	ADP
easat-10407	12	17	the	the	DET
easat-10407	12	18	financial	financial	ADJ
easat-10407	12	19	and	and	CCONJ
easat-10407	12	20	economic	economic	ADJ
easat-10407	12	21	fields	field	NOUN
easat-10407	12	22	.	.	PUNCT
easat-10407	13	1	ai	ai	VERB
easat-10407	13	2	-	-	PUNCT
easat-10407	13	3	based	base	VERB
easat-10407	13	4	methods	method	NOUN
easat-10407	13	5	applied	apply	VERB
easat-10407	13	6	in	in	ADP
easat-10407	13	7	finance	finance	NOUN
easat-10407	13	8	have	have	AUX
easat-10407	13	9	been	be	AUX
easat-10407	13	10	capable	capable	ADJ
easat-10407	13	11	of	of	ADP
easat-10407	13	12	automating	automate	VERB
easat-10407	13	13	trading	trading	NOUN
easat-10407	13	14	strategies	strategy	NOUN
easat-10407	13	15	,	,	PUNCT
easat-10407	13	16	risk	risk	NOUN
easat-10407	13	17	management	management	NOUN
easat-10407	13	18	,	,	PUNCT
easat-10407	13	19	and	and	CCONJ
easat-10407	13	20	portfolio	portfolio	NOUN
easat-10407	13	21	optimization	optimization	NOUN
easat-10407	13	22	,	,	PUNCT
easat-10407	13	23	significantly	significantly	ADV
easat-10407	13	24	enhancing	enhance	VERB
easat-10407	13	25	decision	decision	NOUN
easat-10407	13	26	-	-	PUNCT
easat-10407	13	27	making	make	VERB
easat-10407	13	28	processes	process	NOUN
easat-10407	13	29	.	.	PUNCT
easat-10407	14	1	among	among	ADP
easat-10407	14	2	the	the	DET
easat-10407	14	3	various	various	ADJ
easat-10407	14	4	ai	ai	ADJ
easat-10407	14	5	approaches	approach	NOUN
easat-10407	14	6	,	,	PUNCT
easat-10407	14	7	genetic	genetic	ADJ
easat-10407	14	8	algorithms	algorithm	NOUN
easat-10407	14	9	(	(	PUNCT
easat-10407	14	10	gas	gas	NOUN
easat-10407	14	11	)	)	PUNCT
easat-10407	14	12	have	have	AUX
easat-10407	14	13	proven	prove	VERB
easat-10407	14	14	to	to	PART
easat-10407	14	15	be	be	AUX
easat-10407	14	16	a	a	DET
easat-10407	14	17	powerful	powerful	ADJ
easat-10407	14	18	tool	tool	NOUN
easat-10407	14	19	for	for	ADP
easat-10407	14	20	the	the	DET
easat-10407	14	21	optimization	optimization	NOUN
easat-10407	14	22	of	of	ADP
easat-10407	14	23	trading	trading	NOUN
easat-10407	14	24	strategies	strategy	NOUN
easat-10407	14	25	in	in	ADP
easat-10407	14	26	international	international	ADJ
easat-10407	14	27	finance	finance	NOUN
easat-10407	14	28	and	and	CCONJ
easat-10407	14	29	trade	trade	NOUN
easat-10407	14	30	.	.	PUNCT
easat-10407	15	1	evolving	evolve	VERB
easat-10407	15	2	from	from	ADP
easat-10407	15	3	darwinian	darwinian	ADJ
easat-10407	15	4	techniques	technique	NOUN
easat-10407	15	5	,	,	PUNCT
easat-10407	15	6	gas	gas	NOUN
easat-10407	15	7	simulate	simulate	VERB
easat-10407	15	8	the	the	DET
easat-10407	15	9	mechanism	mechanism	NOUN
easat-10407	15	10	of	of	ADP
easat-10407	15	11	natural	natural	ADJ
easat-10407	15	12	selection	selection	NOUN
easat-10407	15	13	to	to	PART
easat-10407	15	14	develop	develop	VERB
easat-10407	15	15	solutions	solution	NOUN
easat-10407	15	16	iteratively	iteratively	ADV
easat-10407	15	17	for	for	ADP
easat-10407	15	18	complex	complex	ADJ
easat-10407	15	19	problems	problem	NOUN
easat-10407	15	20	.	.	PUNCT
easat-10407	16	1	gas	gas	NOUN
easat-10407	16	2	have	have	AUX
easat-10407	16	3	been	be	AUX
easat-10407	16	4	extensively	extensively	ADV
easat-10407	16	5	successful	successful	ADJ
easat-10407	16	6	in	in	ADP
easat-10407	16	7	numerous	numerous	ADJ
easat-10407	16	8	fields	field	NOUN
easat-10407	16	9	,	,	PUNCT
easat-10407	16	10	including	include	VERB
easat-10407	16	11	portfolio	portfolio	NOUN
easat-10407	16	12	optimization	optimization	NOUN
easat-10407	16	13	,	,	PUNCT
easat-10407	16	14	algorithmic	algorithmic	ADJ
easat-10407	16	15	trading	trading	NOUN
easat-10407	16	16	,	,	PUNCT
easat-10407	16	17	asset	asset	NOUN
easat-10407	16	18	pricing	pricing	NOUN
easat-10407	16	19	,	,	PUNCT
easat-10407	16	20	and	and	CCONJ
easat-10407	16	21	risk	risk	NOUN
easat-10407	16	22	management	management	NOUN
easat-10407	16	23	[	[	X
easat-10407	16	24	1	1	NUM
easat-10407	16	25	,	,	PUNCT
easat-10407	16	26	2	2	NUM
easat-10407	16	27	]	]	PUNCT
easat-10407	16	28	.	.	PUNCT
easat-10407	17	1	volatility	volatility	NOUN
easat-10407	17	2	and	and	CCONJ
easat-10407	17	3	unpredictability	unpredictability	NOUN
easat-10407	17	4	of	of	ADP
easat-10407	17	5	the	the	DET
easat-10407	17	6	financial	financial	ADJ
easat-10407	17	7	markets	market	NOUN
easat-10407	17	8	create	create	VERB
easat-10407	17	9	severe	severe	ADJ
easat-10407	17	10	threats	threat	NOUN
easat-10407	17	11	to	to	ADP
easat-10407	17	12	financial	financial	ADJ
easat-10407	17	13	institutions	institution	NOUN
easat-10407	17	14	,	,	PUNCT
easat-10407	17	15	traders	trader	NOUN
easat-10407	17	16	,	,	PUNCT
easat-10407	17	17	and	and	CCONJ
easat-10407	17	18	predictors	predictor	NOUN
easat-10407	17	19	.	.	PUNCT
easat-10407	18	1	history	history	NOUN
easat-10407	18	2	and	and	CCONJ
easat-10407	18	3	pre	pre	ADJ
easat-10407	18	4	-	-	ADJ
easat-10407	18	5	specified	specified	ADJ
easat-10407	18	6	rule	rule	NOUN
easat-10407	18	7	-	-	PUNCT
easat-10407	18	8	based	base	VERB
easat-10407	18	9	models	model	NOUN
easat-10407	18	10	upon	upon	SCONJ
easat-10407	18	11	which	which	PRON
easat-10407	18	12	traditional	traditional	ADJ
easat-10407	18	13	forecasting	forecasting	NOUN
easat-10407	18	14	models	model	NOUN
easat-10407	18	15	and	and	CCONJ
easat-10407	18	16	strategy	strategy	NOUN
easat-10407	18	17	optimization	optimization	NOUN
easat-10407	18	18	depend	depend	VERB
easat-10407	18	19	might	might	AUX
easat-10407	18	20	not	not	PART
easat-10407	18	21	be	be	AUX
easat-10407	18	22	sufficient	sufficient	ADJ
easat-10407	18	23	in	in	ADP
easat-10407	18	24	addressing	address	VERB
easat-10407	18	25	sudden	sudden	ADJ
easat-10407	18	26	market	market	NOUN
easat-10407	18	27	movements	movement	NOUN
easat-10407	18	28	and	and	CCONJ
easat-10407	18	29	structural	structural	ADJ
easat-10407	18	30	shifts	shift	NOUN
easat-10407	18	31	.	.	PUNCT
easat-10407	19	1	all	all	DET
easat-10407	19	2	these	these	DET
easat-10407	19	3	conventional	conventional	ADJ
easat-10407	19	4	techniques	technique	NOUN
easat-10407	19	5	rely	rely	VERB
easat-10407	19	6	on	on	ADP
easat-10407	19	7	the	the	DET
easat-10407	19	8	assumption	assumption	NOUN
easat-10407	19	9	that	that	SCONJ
easat-10407	19	10	the	the	DET
easat-10407	19	11	financial	financial	ADJ
easat-10407	19	12	markets	market	NOUN
easat-10407	19	13	operate	operate	VERB
easat-10407	19	14	under	under	ADP
easat-10407	19	15	relatively	relatively	ADV
easat-10407	19	16	stable	stable	ADJ
easat-10407	19	17	conditions	condition	NOUN
easat-10407	19	18	without	without	ADP
easat-10407	19	19	regard	regard	NOUN
easat-10407	19	20	to	to	ADP
easat-10407	19	21	external	external	ADJ
easat-10407	19	22	shocks	shock	NOUN
easat-10407	19	23	in	in	ADP
easat-10407	19	24	the	the	DET
easat-10407	19	25	form	form	NOUN
easat-10407	19	26	of	of	ADP
easat-10407	19	27	geopolitical	geopolitical	ADJ
easat-10407	19	28	shifts	shift	NOUN
easat-10407	19	29	,	,	PUNCT
easat-10407	19	30	macroeconomic	macroeconomic	ADJ
easat-10407	19	31	trends	trend	NOUN
easat-10407	19	32	,	,	PUNCT
easat-10407	19	33	and	and	CCONJ
easat-10407	19	34	unforeseen	unforeseen	ADJ
easat-10407	19	35	liquidity	liquidity	NOUN
easat-10407	19	36	disruptions	disruption	NOUN
easat-10407	19	37	.	.	PUNCT
easat-10407	20	1	additionally	additionally	ADV
easat-10407	20	2	,	,	PUNCT
easat-10407	20	3	rule	rule	NOUN
easat-10407	20	4	-	-	PUNCT
easat-10407	20	5	based	base	VERB
easat-10407	20	6	or	or	CCONJ
easat-10407	20	7	manual	manual	ADJ
easat-10407	20	8	trading	trading	NOUN
easat-10407	20	9	methods	method	NOUN
easat-10407	20	10	are	be	AUX
easat-10407	20	11	far	far	ADV
easat-10407	20	12	too	too	ADV
easat-10407	20	13	restrictive	restrictive	ADJ
easat-10407	20	14	to	to	PART
easat-10407	20	15	take	take	VERB
easat-10407	20	16	advantage	advantage	NOUN
easat-10407	20	17	of	of	ADP
easat-10407	20	18	heaps	heap	NOUN
easat-10407	20	19	of	of	ADP
easat-10407	20	20	up	up	ADP
easat-10407	20	21	-	-	PUNCT
easat-10407	20	22	to	to	ADP
easat-10407	20	23	-	-	PUNCT
easat-10407	20	24	date	date	NOUN
easat-10407	20	25	real	real	ADJ
easat-10407	20	26	-	-	PUNCT
easat-10407	20	27	time	time	NOUN
easat-10407	20	28	data	datum	NOUN
easat-10407	20	29	as	as	ADV
easat-10407	20	30	well	well	ADV
easat-10407	20	31	as	as	ADP
easat-10407	20	32	adapt	adapt	ADJ
easat-10407	20	33	to	to	ADP
easat-10407	20	34	shifting	shift	VERB
easat-10407	20	35	patterns	pattern	NOUN
easat-10407	20	36	in	in	ADP
easat-10407	20	37	the	the	DET
easat-10407	20	38	marketplace	marketplace	NOUN
easat-10407	20	39	.	.	PUNCT
easat-10407	21	1	genetic	genetic	ADJ
easat-10407	21	2	algorithms	algorithm	NOUN
easat-10407	21	3	,	,	PUNCT
easat-10407	21	4	in	in	ADP
easat-10407	21	5	contrast	contrast	NOUN
easat-10407	21	6	,	,	PUNCT
easat-10407	21	7	are	be	AUX
easat-10407	21	8	an	an	DET
easat-10407	21	9	adaptive	adaptive	ADJ
easat-10407	21	10	and	and	CCONJ
easat-10407	21	11	dynamic	dynamic	ADJ
easat-10407	21	12	way	way	NOUN
easat-10407	21	13	of	of	ADP
easat-10407	21	14	optimizing	optimize	VERB
easat-10407	21	15	trading	trading	NOUN
easat-10407	21	16	strategies	strategy	NOUN
easat-10407	21	17	.	.	PUNCT
easat-10407	22	1	based	base	VERB
easat-10407	22	2	on	on	ADP
easat-10407	22	3	the	the	DET
easat-10407	22	4	mechanisms	mechanism	NOUN
easat-10407	22	5	of	of	ADP
easat-10407	22	6	natural	natural	ADJ
easat-10407	22	7	evolution	evolution	NOUN
easat-10407	22	8	,	,	PUNCT
easat-10407	22	9	gas	gas	NOUN
easat-10407	22	10	allow	allow	VERB
easat-10407	22	11	for	for	ADP
easat-10407	22	12	the	the	DET
easat-10407	22	13	automatic	automatic	ADJ
easat-10407	22	14	discovery	discovery	NOUN
easat-10407	22	15	of	of	ADP
easat-10407	22	16	stable	stable	ADJ
easat-10407	22	17	trading	trading	NOUN
easat-10407	22	18	rules	rule	NOUN
easat-10407	22	19	without	without	ADP
easat-10407	22	20	making	make	VERB
easat-10407	22	21	strict	strict	ADJ
easat-10407	22	22	assumptions	assumption	NOUN
easat-10407	22	23	about	about	ADP
easat-10407	22	24	market	market	NOUN
easat-10407	22	25	behavior	behavior	NOUN
easat-10407	22	26	.	.	PUNCT
easat-10407	23	1	it	it	PRON
easat-10407	23	2	is	be	AUX
easat-10407	23	3	the	the	DET
easat-10407	23	4	technique	technique	NOUN
easat-10407	23	5	of	of	ADP
easat-10407	23	6	establishing	establish	VERB
easat-10407	23	7	an	an	DET
easat-10407	23	8	initial	initial	ADJ
easat-10407	23	9	population	population	NOUN
easat-10407	23	10	of	of	ADP
easat-10407	23	11	potential	potential	ADJ
easat-10407	23	12	trading	trading	NOUN
easat-10407	23	13	strategies	strategy	NOUN
easat-10407	23	14	,	,	PUNCT
easat-10407	23	15	evaluating	evaluate	VERB
easat-10407	23	16	their	their	PRON
easat-10407	23	17	performance	performance	NOUN
easat-10407	23	18	based	base	VERB
easat-10407	23	19	on	on	ADP
easat-10407	23	20	a	a	DET
easat-10407	23	21	pre	pre	ADJ
easat-10407	23	22	-	-	ADJ
easat-10407	23	23	defined	define	VERB
easat-10407	23	24	fitness	fitness	NOUN
easat-10407	23	25	function	function	NOUN
easat-10407	23	26	,	,	PUNCT
easat-10407	23	27	and	and	CCONJ
easat-10407	23	28	then	then	ADV
easat-10407	23	29	subjecting	subject	VERB
easat-10407	23	30	them	they	PRON
easat-10407	23	31	to	to	ADP
easat-10407	23	32	genetic	genetic	ADJ
easat-10407	23	33	operators	operator	NOUN
easat-10407	23	34	such	such	ADJ
easat-10407	23	35	as	as	ADP
easat-10407	23	36	selection	selection	NOUN
easat-10407	23	37	,	,	PUNCT
easat-10407	23	38	crossover	crossover	NOUN
easat-10407	23	39	,	,	PUNCT
easat-10407	23	40	and	and	CCONJ
easat-10407	23	41	mutation	mutation	NOUN
easat-10407	23	42	so	so	SCONJ
easat-10407	23	43	that	that	SCONJ
easat-10407	23	44	improved	improve	VERB
easat-10407	23	45	-	-	PUNCT
easat-10407	23	46	performing	perform	VERB
easat-10407	23	47	strategies	strategy	NOUN
easat-10407	23	48	can	can	AUX
easat-10407	23	49	be	be	AUX
easat-10407	23	50	created	create	VERB
easat-10407	23	51	in	in	ADP
easat-10407	23	52	future	future	ADJ
easat-10407	23	53	generations	generation	NOUN
easat-10407	23	54	.	.	PUNCT
easat-10407	24	1	the	the	DET
easat-10407	24	2	evolutionary	evolutionary	ADJ
easat-10407	24	3	https://orcid.org/0000-0002-3188-844x	https://orcid.org/0000-0002-3188-844x	PROPN
easat-10407	24	4	335	335	NUM
easat-10407	24	5	edelweiss	edelweiss	PROPN
easat-10407	24	6	applied	apply	VERB
easat-10407	24	7	science	science	NOUN
easat-10407	24	8	and	and	CCONJ
easat-10407	24	9	technology	technology	NOUN
easat-10407	24	10	issn	issn	PROPN
easat-10407	24	11	:	:	PUNCT
easat-10407	24	12	2576	2576	NUM
easat-10407	24	13	-	-	SYM
easat-10407	24	14	8484	8484	NUM
easat-10407	24	15	vol	vol	NOUN
easat-10407	24	16	.	.	PROPN
easat-10407	25	1	9	9	NUM
easat-10407	25	2	,	,	PUNCT
easat-10407	25	3	no	no	INTJ
easat-10407	25	4	.	.	NOUN
easat-10407	25	5	10	10	NUM
easat-10407	25	6	:	:	PUNCT
easat-10407	25	7	334	334	NUM
easat-10407	25	8	-	-	SYM
easat-10407	25	9	345	345	NUM
easat-10407	25	10	,	,	PUNCT
easat-10407	25	11	2025	2025	NUM
easat-10407	25	12	doi	doi	NOUN
easat-10407	25	13	:	:	PUNCT
easat-10407	25	14	10.55214/2576	10.55214/2576	NUM
easat-10407	25	15	-	-	SYM
easat-10407	25	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	25	17	©	©	ADP
easat-10407	25	18	2025	2025	NUM
easat-10407	25	19	by	by	ADP
easat-10407	25	20	the	the	DET
easat-10407	25	21	author	author	NOUN
easat-10407	25	22	;	;	PUNCT
easat-10407	25	23	licensee	licensee	NOUN
easat-10407	25	24	learning	learning	NOUN
easat-10407	25	25	gate	gate	NOUN
easat-10407	25	26	mechanism	mechanism	NOUN
easat-10407	25	27	allows	allow	VERB
easat-10407	25	28	institutions	institution	NOUN
easat-10407	25	29	and	and	CCONJ
easat-10407	25	30	traders	trader	NOUN
easat-10407	25	31	to	to	PART
easat-10407	25	32	learn	learn	VERB
easat-10407	25	33	successful	successful	ADJ
easat-10407	25	34	trading	trading	NOUN
easat-10407	25	35	patterns	pattern	NOUN
easat-10407	25	36	that	that	PRON
easat-10407	25	37	adapt	adapt	VERB
easat-10407	25	38	to	to	ADP
easat-10407	25	39	shifts	shift	NOUN
easat-10407	25	40	in	in	ADP
easat-10407	25	41	market	market	NOUN
easat-10407	25	42	conditions	condition	NOUN
easat-10407	25	43	,	,	PUNCT
easat-10407	25	44	improving	improve	VERB
easat-10407	25	45	shortand	shortand	NOUN
easat-10407	25	46	long	long	ADJ
easat-10407	25	47	-	-	PUNCT
easat-10407	25	48	term	term	NOUN
easat-10407	25	49	decision	decision	NOUN
easat-10407	25	50	-	-	PUNCT
easat-10407	25	51	making	make	VERB
easat-10407	25	52	procedures	procedure	NOUN
easat-10407	25	53	[	[	X
easat-10407	25	54	3	3	NUM
easat-10407	25	55	]	]	PUNCT
easat-10407	25	56	.	.	PUNCT
easat-10407	26	1	one	one	NUM
easat-10407	26	2	of	of	ADP
easat-10407	26	3	the	the	DET
easat-10407	26	4	most	most	ADV
easat-10407	26	5	important	important	ADJ
easat-10407	26	6	benefits	benefit	NOUN
easat-10407	26	7	of	of	ADP
easat-10407	26	8	employing	employ	VERB
easat-10407	26	9	gas	gas	NOUN
easat-10407	26	10	for	for	ADP
easat-10407	26	11	optimizing	optimize	VERB
easat-10407	26	12	trading	trading	NOUN
easat-10407	26	13	strategies	strategy	NOUN
easat-10407	26	14	is	be	AUX
easat-10407	26	15	that	that	SCONJ
easat-10407	26	16	they	they	PRON
easat-10407	26	17	can	can	AUX
easat-10407	26	18	search	search	VERB
easat-10407	26	19	through	through	ADP
easat-10407	26	20	a	a	DET
easat-10407	26	21	vast	vast	ADJ
easat-10407	26	22	space	space	NOUN
easat-10407	26	23	of	of	ADP
easat-10407	26	24	potential	potential	ADJ
easat-10407	26	25	trading	trading	NOUN
easat-10407	26	26	rules	rule	NOUN
easat-10407	26	27	.	.	PUNCT
easat-10407	27	1	unlike	unlike	ADP
easat-10407	27	2	conventional	conventional	ADJ
easat-10407	27	3	techniques	technique	NOUN
easat-10407	27	4	that	that	PRON
easat-10407	27	5	depend	depend	VERB
easat-10407	27	6	on	on	ADP
easat-10407	27	7	gradient	gradient	NOUN
easat-10407	27	8	-	-	PUNCT
easat-10407	27	9	based	base	VERB
easat-10407	27	10	optimization	optimization	NOUN
easat-10407	27	11	algorithms	algorithm	NOUN
easat-10407	27	12	or	or	CCONJ
easat-10407	27	13	statistical	statistical	ADJ
easat-10407	27	14	models	model	NOUN
easat-10407	27	15	,	,	PUNCT
easat-10407	27	16	gas	gas	NOUN
easat-10407	27	17	do	do	AUX
easat-10407	27	18	not	not	PART
easat-10407	27	19	require	require	VERB
easat-10407	27	20	differentiability	differentiability	NOUN
easat-10407	27	21	or	or	CCONJ
easat-10407	27	22	direct	direct	ADJ
easat-10407	27	23	mathematical	mathematical	ADJ
easat-10407	27	24	representations	representation	NOUN
easat-10407	27	25	of	of	ADP
easat-10407	27	26	market	market	NOUN
easat-10407	27	27	dynamics	dynamic	NOUN
easat-10407	27	28	.	.	PUNCT
easat-10407	28	1	they	they	PRON
easat-10407	28	2	are	be	AUX
easat-10407	28	3	therefore	therefore	ADV
easat-10407	28	4	highly	highly	ADV
easat-10407	28	5	suitable	suitable	ADJ
easat-10407	28	6	for	for	ADP
easat-10407	28	7	addressing	address	VERB
easat-10407	28	8	very	very	ADV
easat-10407	28	9	nonlinear	nonlinear	ADJ
easat-10407	28	10	and	and	CCONJ
easat-10407	28	11	complex	complex	ADJ
easat-10407	28	12	problems	problem	NOUN
easat-10407	28	13	,	,	PUNCT
easat-10407	28	14	where	where	SCONJ
easat-10407	28	15	traditional	traditional	ADJ
easat-10407	28	16	methods	method	NOUN
easat-10407	28	17	often	often	ADV
easat-10407	28	18	fail	fail	VERB
easat-10407	28	19	to	to	PART
easat-10407	28	20	find	find	VERB
easat-10407	28	21	optimal	optimal	ADJ
easat-10407	28	22	solutions	solution	NOUN
easat-10407	28	23	because	because	SCONJ
easat-10407	28	24	they	they	PRON
easat-10407	28	25	become	become	VERB
easat-10407	28	26	trapped	trapped	ADJ
easat-10407	28	27	in	in	ADP
easat-10407	28	28	local	local	ADJ
easat-10407	28	29	minima	minima	NOUN
easat-10407	28	30	.	.	PUNCT
easat-10407	29	1	additionally	additionally	ADV
easat-10407	29	2	,	,	PUNCT
easat-10407	29	3	gas	gas	NOUN
easat-10407	29	4	can	can	AUX
easat-10407	29	5	handle	handle	VERB
easat-10407	29	6	noisy	noisy	ADJ
easat-10407	29	7	and	and	CCONJ
easat-10407	29	8	incomplete	incomplete	ADJ
easat-10407	29	9	financial	financial	ADJ
easat-10407	29	10	data	datum	NOUN
easat-10407	29	11	,	,	PUNCT
easat-10407	29	12	making	make	VERB
easat-10407	29	13	them	they	PRON
easat-10407	29	14	insensitive	insensitive	ADJ
easat-10407	29	15	to	to	ADP
easat-10407	29	16	market	market	NOUN
easat-10407	29	17	inconsistencies	inconsistency	NOUN
easat-10407	29	18	and	and	CCONJ
easat-10407	29	19	anomalies	anomaly	NOUN
easat-10407	29	20	.	.	PUNCT
easat-10407	30	1	several	several	ADJ
easat-10407	30	2	experiments	experiment	NOUN
easat-10407	30	3	have	have	AUX
easat-10407	30	4	demonstrated	demonstrate	VERB
easat-10407	30	5	the	the	DET
easat-10407	30	6	effectiveness	effectiveness	NOUN
easat-10407	30	7	of	of	ADP
easat-10407	30	8	genetic	genetic	ADJ
easat-10407	30	9	algorithms	algorithm	NOUN
easat-10407	30	10	in	in	ADP
easat-10407	30	11	financial	financial	ADJ
easat-10407	30	12	markets	market	NOUN
easat-10407	30	13	.	.	PUNCT
easat-10407	31	1	early	early	ADJ
easat-10407	31	2	experiments	experiment	NOUN
easat-10407	31	3	included	include	VERB
easat-10407	31	4	evolving	evolve	VERB
easat-10407	31	5	technical	technical	ADJ
easat-10407	31	6	trading	trading	NOUN
easat-10407	31	7	rules	rule	NOUN
easat-10407	31	8	from	from	ADP
easat-10407	31	9	past	past	ADJ
easat-10407	31	10	market	market	NOUN
easat-10407	31	11	data	datum	NOUN
easat-10407	31	12	and	and	CCONJ
easat-10407	31	13	demonstrated	demonstrate	VERB
easat-10407	31	14	that	that	SCONJ
easat-10407	31	15	ga	ga	NOUN
easat-10407	31	16	-	-	PUNCT
easat-10407	31	17	optimized	optimize	VERB
easat-10407	31	18	strategies	strategy	NOUN
easat-10407	31	19	would	would	AUX
easat-10407	31	20	outperform	outperform	VERB
easat-10407	31	21	standard	standard	ADJ
easat-10407	31	22	technical	technical	ADJ
easat-10407	31	23	indicators	indicator	NOUN
easat-10407	31	24	.	.	PUNCT
easat-10407	32	1	recent	recent	ADJ
easat-10407	32	2	studies	study	NOUN
easat-10407	32	3	have	have	VERB
easat-10407	32	4	advanced	advance	VERB
easat-10407	32	5	hybrid	hybrid	ADJ
easat-10407	32	6	solutions	solution	NOUN
easat-10407	32	7	by	by	ADP
easat-10407	32	8	combining	combine	VERB
easat-10407	32	9	gas	gas	NOUN
easat-10407	32	10	with	with	ADP
easat-10407	32	11	other	other	ADJ
easat-10407	32	12	machine	machine	NOUN
easat-10407	32	13	learning	learning	NOUN
easat-10407	32	14	methods	method	NOUN
easat-10407	32	15	such	such	ADJ
easat-10407	32	16	as	as	ADP
easat-10407	32	17	artificial	artificial	ADJ
easat-10407	32	18	neural	neural	ADJ
easat-10407	32	19	networks	network	NOUN
easat-10407	32	20	,	,	PUNCT
easat-10407	32	21	reinforcement	reinforcement	NOUN
easat-10407	32	22	learning	learning	NOUN
easat-10407	32	23	,	,	PUNCT
easat-10407	32	24	and	and	CCONJ
easat-10407	32	25	deep	deep	ADJ
easat-10407	32	26	learning	learning	NOUN
easat-10407	32	27	to	to	PART
easat-10407	32	28	further	far	ADV
easat-10407	32	29	enhance	enhance	VERB
easat-10407	32	30	trading	trading	NOUN
easat-10407	32	31	performance	performance	NOUN
easat-10407	32	32	[	[	X
easat-10407	32	33	1	1	NUM
easat-10407	32	34	]	]	PUNCT
easat-10407	32	35	.	.	PUNCT
easat-10407	33	1	hybrid	hybrid	ADJ
easat-10407	33	2	models	model	NOUN
easat-10407	33	3	combine	combine	VERB
easat-10407	33	4	the	the	DET
easat-10407	33	5	best	good	ADJ
easat-10407	33	6	aspects	aspect	NOUN
easat-10407	33	7	of	of	ADP
easat-10407	33	8	various	various	ADJ
easat-10407	33	9	ai	ai	ADJ
easat-10407	33	10	approaches	approach	NOUN
easat-10407	33	11	,	,	PUNCT
easat-10407	33	12	enabling	enable	VERB
easat-10407	33	13	more	more	ADV
easat-10407	33	14	sophisticated	sophisticated	ADJ
easat-10407	33	15	pattern	pattern	NOUN
easat-10407	33	16	identification	identification	NOUN
easat-10407	33	17	,	,	PUNCT
easat-10407	33	18	forecasting	forecast	VERB
easat-10407	33	19	modeling	modeling	NOUN
easat-10407	33	20	,	,	PUNCT
easat-10407	33	21	and	and	CCONJ
easat-10407	33	22	real	real	ADJ
easat-10407	33	23	-	-	PUNCT
easat-10407	33	24	time	time	NOUN
easat-10407	33	25	decision	decision	NOUN
easat-10407	33	26	-	-	PUNCT
easat-10407	33	27	making	making	NOUN
easat-10407	33	28	.	.	PUNCT
easat-10407	34	1	while	while	SCONJ
easat-10407	34	2	they	they	PRON
easat-10407	34	3	have	have	VERB
easat-10407	34	4	their	their	PRON
easat-10407	34	5	advantages	advantage	NOUN
easat-10407	34	6	,	,	PUNCT
easat-10407	34	7	gas	gas	NOUN
easat-10407	34	8	also	also	ADV
easat-10407	34	9	have	have	VERB
easat-10407	34	10	some	some	DET
easat-10407	34	11	drawbacks	drawback	NOUN
easat-10407	34	12	and	and	CCONJ
easat-10407	34	13	limitations	limitation	NOUN
easat-10407	34	14	.	.	PUNCT
easat-10407	35	1	one	one	NUM
easat-10407	35	2	of	of	ADP
easat-10407	35	3	the	the	DET
easat-10407	35	4	primary	primary	ADJ
easat-10407	35	5	problems	problem	NOUN
easat-10407	35	6	is	be	AUX
easat-10407	35	7	the	the	DET
easat-10407	35	8	algorithm	algorithm	NOUN
easat-10407	35	9	’s	’s	PART
easat-10407	35	10	sensitivity	sensitivity	NOUN
easat-10407	35	11	to	to	ADP
easat-10407	35	12	hyperparameter	hyperparameter	NOUN
easat-10407	35	13	settings	setting	NOUN
easat-10407	35	14	,	,	PUNCT
easat-10407	35	15	such	such	ADJ
easat-10407	35	16	as	as	ADP
easat-10407	35	17	mutation	mutation	NOUN
easat-10407	35	18	rates	rate	NOUN
easat-10407	35	19	,	,	PUNCT
easat-10407	35	20	crossover	crossover	ADP
easat-10407	35	21	probabilities	probability	NOUN
easat-10407	35	22	,	,	PUNCT
easat-10407	35	23	and	and	CCONJ
easat-10407	35	24	population	population	NOUN
easat-10407	35	25	size	size	NOUN
easat-10407	35	26	.	.	PUNCT
easat-10407	36	1	inaccurate	inaccurate	ADJ
easat-10407	36	2	tuning	tuning	NOUN
easat-10407	36	3	of	of	ADP
easat-10407	36	4	these	these	DET
easat-10407	36	5	parameters	parameter	NOUN
easat-10407	36	6	may	may	AUX
easat-10407	36	7	lead	lead	VERB
easat-10407	36	8	to	to	ADP
easat-10407	36	9	premature	premature	ADJ
easat-10407	36	10	convergence	convergence	NOUN
easat-10407	36	11	,	,	PUNCT
easat-10407	36	12	whereby	whereby	SCONJ
easat-10407	36	13	the	the	DET
easat-10407	36	14	algorithm	algorithm	NOUN
easat-10407	36	15	converges	converge	VERB
easat-10407	36	16	to	to	ADP
easat-10407	36	17	poor	poor	ADJ
easat-10407	36	18	trading	trading	NOUN
easat-10407	36	19	strategies	strategy	NOUN
easat-10407	36	20	without	without	ADP
easat-10407	36	21	adequately	adequately	ADV
easat-10407	36	22	exploring	explore	VERB
easat-10407	36	23	the	the	DET
easat-10407	36	24	search	search	NOUN
easat-10407	36	25	space	space	NOUN
easat-10407	36	26	.	.	PUNCT
easat-10407	37	1	in	in	ADP
easat-10407	37	2	addition	addition	NOUN
easat-10407	37	3	,	,	PUNCT
easat-10407	37	4	gas	gas	NOUN
easat-10407	37	5	are	be	AUX
easat-10407	37	6	likely	likely	ADJ
easat-10407	37	7	to	to	PART
easat-10407	37	8	suffer	suffer	VERB
easat-10407	37	9	from	from	ADP
easat-10407	37	10	overfitting	overfitte	VERB
easat-10407	37	11	,	,	PUNCT
easat-10407	37	12	particularly	particularly	ADV
easat-10407	37	13	in	in	ADP
easat-10407	37	14	learning	learn	VERB
easat-10407	37	15	from	from	ADP
easat-10407	37	16	past	past	ADJ
easat-10407	37	17	market	market	NOUN
easat-10407	37	18	data	datum	NOUN
easat-10407	37	19	.	.	PUNCT
easat-10407	38	1	overfitted	overfitte	VERB
easat-10407	38	2	trading	trading	NOUN
easat-10407	38	3	strategies	strategy	NOUN
easat-10407	38	4	generalize	generalize	VERB
easat-10407	38	5	effectively	effectively	ADV
easat-10407	38	6	to	to	ADP
easat-10407	38	7	past	past	ADJ
easat-10407	38	8	data	datum	NOUN
easat-10407	38	9	but	but	CCONJ
easat-10407	38	10	are	be	AUX
easat-10407	38	11	not	not	PART
easat-10407	38	12	able	able	ADJ
easat-10407	38	13	to	to	PART
easat-10407	38	14	perform	perform	VERB
easat-10407	38	15	well	well	ADV
easat-10407	38	16	on	on	ADP
easat-10407	38	17	unseen	unseen	ADJ
easat-10407	38	18	market	market	NOUN
easat-10407	38	19	data	datum	NOUN
easat-10407	38	20	and	and	CCONJ
easat-10407	38	21	therefore	therefore	ADV
easat-10407	38	22	perform	perform	VERB
easat-10407	38	23	poorly	poorly	ADV
easat-10407	38	24	in	in	ADP
easat-10407	38	25	reality	reality	NOUN
easat-10407	38	26	.	.	PUNCT
easat-10407	39	1	to	to	PART
easat-10407	39	2	alleviate	alleviate	VERB
easat-10407	39	3	these	these	DET
easat-10407	39	4	risks	risk	NOUN
easat-10407	39	5	,	,	PUNCT
easat-10407	39	6	researchers	researcher	NOUN
easat-10407	39	7	have	have	AUX
easat-10407	39	8	come	come	VERB
easat-10407	39	9	up	up	ADP
easat-10407	39	10	with	with	ADP
easat-10407	39	11	adaptive	adaptive	ADJ
easat-10407	39	12	gas	gas	NOUN
easat-10407	39	13	,	,	PUNCT
easat-10407	39	14	which	which	PRON
easat-10407	39	15	alter	alter	VERB
easat-10407	39	16	hyperparameters	hyperparameter	VERB
easat-10407	39	17	dynamically	dynamically	ADV
easat-10407	39	18	as	as	ADP
easat-10407	39	19	a	a	DET
easat-10407	39	20	function	function	NOUN
easat-10407	39	21	of	of	ADP
easat-10407	39	22	the	the	DET
easat-10407	39	23	evolutionary	evolutionary	ADJ
easat-10407	39	24	state	state	NOUN
easat-10407	39	25	of	of	ADP
easat-10407	39	26	the	the	DET
easat-10407	39	27	population	population	NOUN
easat-10407	40	1	[	[	X
easat-10407	40	2	2	2	NUM
easat-10407	40	3	,	,	PUNCT
easat-10407	40	4	4	4	NUM
easat-10407	40	5	,	,	PUNCT
easat-10407	40	6	5	5	NUM
easat-10407	40	7	]	]	PUNCT
easat-10407	40	8	.	.	PUNCT
easat-10407	41	1	the	the	DET
easat-10407	41	2	present	present	ADJ
easat-10407	41	3	study	study	NOUN
easat-10407	41	4	proposes	propose	VERB
easat-10407	41	5	a	a	DET
easat-10407	41	6	genetic	genetic	ADJ
easat-10407	41	7	algorithm	algorithm	NOUN
easat-10407	41	8	approach	approach	NOUN
easat-10407	41	9	to	to	PART
easat-10407	41	10	evolve	evolve	VERB
easat-10407	41	11	trading	trading	NOUN
easat-10407	41	12	strategies	strategy	NOUN
easat-10407	41	13	in	in	ADP
easat-10407	41	14	artificial	artificial	ADJ
easat-10407	41	15	financial	financial	ADJ
easat-10407	41	16	markets	market	NOUN
easat-10407	41	17	.	.	PUNCT
easat-10407	42	1	the	the	DET
easat-10407	42	2	approach	approach	NOUN
easat-10407	42	3	begins	begin	VERB
easat-10407	42	4	with	with	ADP
easat-10407	42	5	the	the	DET
easat-10407	42	6	creation	creation	NOUN
easat-10407	42	7	of	of	ADP
easat-10407	42	8	an	an	DET
easat-10407	42	9	initial	initial	ADJ
easat-10407	42	10	population	population	NOUN
easat-10407	42	11	of	of	ADP
easat-10407	42	12	trading	trading	NOUN
easat-10407	42	13	strategies	strategy	NOUN
easat-10407	42	14	,	,	PUNCT
easat-10407	42	15	the	the	DET
easat-10407	42	16	computation	computation	NOUN
easat-10407	42	17	of	of	ADP
easat-10407	42	18	their	their	PRON
easat-10407	42	19	profitability	profitability	NOUN
easat-10407	42	20	-	-	PUNCT
easat-10407	42	21	based	base	VERB
easat-10407	42	22	fitness	fitness	NOUN
easat-10407	42	23	values	value	NOUN
easat-10407	42	24	,	,	PUNCT
easat-10407	42	25	and	and	CCONJ
easat-10407	42	26	the	the	DET
easat-10407	42	27	application	application	NOUN
easat-10407	42	28	of	of	ADP
easat-10407	42	29	genetic	genetic	ADJ
easat-10407	42	30	operators	operator	NOUN
easat-10407	42	31	to	to	PART
easat-10407	42	32	iteratively	iteratively	ADV
easat-10407	42	33	tune	tune	NOUN
easat-10407	42	34	and	and	CCONJ
easat-10407	42	35	enhance	enhance	VERB
easat-10407	42	36	their	their	PRON
easat-10407	42	37	performance	performance	NOUN
easat-10407	42	38	.	.	PUNCT
easat-10407	43	1	based	base	VERB
easat-10407	43	2	on	on	ADP
easat-10407	43	3	stochastic	stochastic	ADJ
easat-10407	43	4	search	search	NOUN
easat-10407	43	5	processes	process	NOUN
easat-10407	43	6	,	,	PUNCT
easat-10407	43	7	the	the	DET
easat-10407	43	8	algorithm	algorithm	NOUN
easat-10407	43	9	tests	test	VERB
easat-10407	43	10	different	different	ADJ
easat-10407	43	11	versions	version	NOUN
easat-10407	43	12	of	of	ADP
easat-10407	43	13	strategies	strategy	NOUN
easat-10407	43	14	and	and	CCONJ
easat-10407	43	15	identifies	identify	VERB
easat-10407	43	16	optimal	optimal	ADJ
easat-10407	43	17	trading	trading	NOUN
easat-10407	43	18	rules	rule	NOUN
easat-10407	43	19	in	in	ADP
easat-10407	43	20	the	the	DET
easat-10407	43	21	context	context	NOUN
easat-10407	43	22	of	of	ADP
easat-10407	43	23	volatile	volatile	ADJ
easat-10407	43	24	market	market	NOUN
easat-10407	43	25	conditions	condition	NOUN
easat-10407	43	26	.	.	PUNCT
easat-10407	44	1	unlike	unlike	ADP
easat-10407	44	2	conventional	conventional	ADJ
easat-10407	44	3	optimization	optimization	NOUN
easat-10407	44	4	techniques	technique	NOUN
easat-10407	44	5	that	that	PRON
easat-10407	44	6	rely	rely	VERB
easat-10407	44	7	on	on	ADP
easat-10407	44	8	pre	pre	ADJ
easat-10407	44	9	-	-	ADJ
easat-10407	44	10	specified	specified	ADJ
easat-10407	44	11	parameters	parameter	NOUN
easat-10407	44	12	,	,	PUNCT
easat-10407	44	13	the	the	DET
easat-10407	44	14	gabased	gabase	VERB
easat-10407	44	15	technique	technique	NOUN
easat-10407	44	16	continues	continue	VERB
easat-10407	44	17	to	to	PART
easat-10407	44	18	refine	refine	VERB
easat-10407	44	19	trading	trading	NOUN
easat-10407	44	20	strategies	strategy	NOUN
easat-10407	44	21	in	in	ADP
easat-10407	44	22	accordance	accordance	NOUN
easat-10407	44	23	with	with	ADP
easat-10407	44	24	changing	change	VERB
easat-10407	44	25	market	market	NOUN
easat-10407	44	26	trends	trend	NOUN
easat-10407	44	27	and	and	CCONJ
easat-10407	44	28	is	be	AUX
easat-10407	44	29	a	a	DET
easat-10407	44	30	valuable	valuable	ADJ
easat-10407	44	31	instrument	instrument	NOUN
easat-10407	44	32	for	for	ADP
easat-10407	44	33	traders	trader	NOUN
easat-10407	44	34	and	and	CCONJ
easat-10407	44	35	financial	financial	ADJ
easat-10407	44	36	analysts	analyst	NOUN
easat-10407	44	37	(	(	PUNCT
easat-10407	44	38	see	see	VERB
easat-10407	44	39	an	an	DET
easat-10407	44	40	extensive	extensive	ADJ
easat-10407	44	41	overview	overview	NOUN
easat-10407	44	42	in	in	ADP
easat-10407	44	43	the	the	DET
easat-10407	44	44	appendix	appendix	NOUN
easat-10407	44	45	providing	provide	VERB
easat-10407	44	46	a	a	DET
easat-10407	44	47	systematic	systematic	ADJ
easat-10407	44	48	account	account	NOUN
easat-10407	44	49	of	of	ADP
easat-10407	44	50	the	the	DET
easat-10407	44	51	ga	ga	PROPN
easat-10407	44	52	,	,	PUNCT
easat-10407	44	53	including	include	VERB
easat-10407	44	54	methodology	methodology	NOUN
easat-10407	44	55	,	,	PUNCT
easat-10407	44	56	implementation	implementation	NOUN
easat-10407	44	57	steps	step	NOUN
easat-10407	44	58	,	,	PUNCT
easat-10407	44	59	and	and	CCONJ
easat-10407	44	60	computational	computational	ADJ
easat-10407	44	61	aspects	aspect	NOUN
easat-10407	44	62	)	)	PUNCT
easat-10407	44	63	.	.	PUNCT
easat-10407	45	1	there	there	PRON
easat-10407	45	2	are	be	VERB
easat-10407	45	3	three	three	NUM
easat-10407	45	4	contributions	contribution	NOUN
easat-10407	45	5	of	of	ADP
easat-10407	45	6	this	this	DET
easat-10407	45	7	paper	paper	NOUN
easat-10407	45	8	.	.	PUNCT
easat-10407	46	1	first	first	ADV
easat-10407	46	2	,	,	PUNCT
easat-10407	46	3	it	it	PRON
easat-10407	46	4	provides	provide	VERB
easat-10407	46	5	an	an	DET
easat-10407	46	6	extensive	extensive	ADJ
easat-10407	46	7	review	review	NOUN
easat-10407	46	8	of	of	ADP
easat-10407	46	9	the	the	DET
easat-10407	46	10	literature	literature	NOUN
easat-10407	46	11	on	on	ADP
easat-10407	46	12	genetic	genetic	ADJ
easat-10407	46	13	algorithms	algorithm	NOUN
easat-10407	46	14	in	in	ADP
easat-10407	46	15	finance	finance	NOUN
easat-10407	46	16	,	,	PUNCT
easat-10407	46	17	extracting	extract	VERB
easat-10407	46	18	the	the	DET
easat-10407	46	19	most	most	ADV
easat-10407	46	20	significant	significant	ADJ
easat-10407	46	21	developments	development	NOUN
easat-10407	46	22	and	and	CCONJ
easat-10407	46	23	future	future	ADJ
easat-10407	46	24	directions	direction	NOUN
easat-10407	46	25	in	in	ADP
easat-10407	46	26	the	the	DET
easat-10407	46	27	area	area	NOUN
easat-10407	46	28	.	.	PUNCT
easat-10407	47	1	second	second	ADJ
easat-10407	47	2	,	,	PUNCT
easat-10407	47	3	it	it	PRON
easat-10407	47	4	proposes	propose	VERB
easat-10407	47	5	a	a	DET
easat-10407	47	6	new	new	ADJ
easat-10407	47	7	ga	ga	NOUN
easat-10407	47	8	application	application	NOUN
easat-10407	47	9	for	for	ADP
easat-10407	47	10	trading	trading	NOUN
easat-10407	47	11	strategy	strategy	NOUN
easat-10407	47	12	optimization	optimization	NOUN
easat-10407	47	13	,	,	PUNCT
easat-10407	47	14	specifying	specify	VERB
easat-10407	47	15	the	the	DET
easat-10407	47	16	algorithm	algorithm	NOUN
easat-10407	47	17	structure	structure	NOUN
easat-10407	47	18	,	,	PUNCT
easat-10407	47	19	fitness	fitness	NOUN
easat-10407	47	20	function	function	NOUN
easat-10407	47	21	,	,	PUNCT
easat-10407	47	22	and	and	CCONJ
easat-10407	47	23	evolution	evolution	NOUN
easat-10407	47	24	operators	operator	NOUN
easat-10407	47	25	.	.	PUNCT
easat-10407	48	1	third	third	ADV
easat-10407	48	2	,	,	PUNCT
easat-10407	48	3	it	it	PRON
easat-10407	48	4	includes	include	VERB
easat-10407	48	5	an	an	DET
easat-10407	48	6	empirical	empirical	ADJ
easat-10407	48	7	test	test	NOUN
easat-10407	48	8	of	of	ADP
easat-10407	48	9	the	the	DET
easat-10407	48	10	proposed	propose	VERB
easat-10407	48	11	method	method	NOUN
easat-10407	48	12	,	,	PUNCT
easat-10407	48	13	analyzing	analyze	VERB
easat-10407	48	14	its	its	PRON
easat-10407	48	15	performance	performance	NOUN
easat-10407	48	16	against	against	ADP
easat-10407	48	17	baseline	baseline	NOUN
easat-10407	48	18	models	model	NOUN
easat-10407	48	19	and	and	CCONJ
easat-10407	48	20	testing	test	VERB
easat-10407	48	21	its	its	PRON
easat-10407	48	22	performance	performance	NOUN
easat-10407	48	23	across	across	ADP
easat-10407	48	24	different	different	ADJ
easat-10407	48	25	market	market	NOUN
easat-10407	48	26	conditions	condition	NOUN
easat-10407	48	27	.	.	PUNCT
easat-10407	49	1	the	the	DET
easat-10407	49	2	rest	rest	NOUN
easat-10407	49	3	of	of	ADP
easat-10407	49	4	this	this	DET
easat-10407	49	5	paper	paper	NOUN
easat-10407	49	6	is	be	AUX
easat-10407	49	7	organized	organize	VERB
easat-10407	49	8	as	as	SCONJ
easat-10407	49	9	follows	follow	VERB
easat-10407	49	10	:	:	PUNCT
easat-10407	49	11	section	section	NOUN
easat-10407	49	12	2	2	NUM
easat-10407	49	13	provides	provide	VERB
easat-10407	49	14	an	an	DET
easat-10407	49	15	overview	overview	NOUN
easat-10407	49	16	of	of	ADP
easat-10407	49	17	related	related	ADJ
easat-10407	49	18	works	work	NOUN
easat-10407	49	19	on	on	ADP
easat-10407	49	20	using	use	VERB
easat-10407	49	21	genetic	genetic	ADJ
easat-10407	49	22	algorithms	algorithm	NOUN
easat-10407	49	23	in	in	ADP
easat-10407	49	24	finance	finance	NOUN
easat-10407	49	25	and	and	CCONJ
easat-10407	49	26	trading	trading	NOUN
easat-10407	49	27	,	,	PUNCT
easat-10407	49	28	including	include	VERB
easat-10407	49	29	early	early	ADJ
easat-10407	49	30	research	research	NOUN
easat-10407	49	31	and	and	CCONJ
easat-10407	49	32	recent	recent	ADJ
easat-10407	49	33	developments	development	NOUN
easat-10407	49	34	.	.	PUNCT
easat-10407	50	1	section	section	NOUN
easat-10407	50	2	3	3	NUM
easat-10407	50	3	introduces	introduce	NOUN
easat-10407	50	4	the	the	DET
easat-10407	50	5	methodology	methodology	NOUN
easat-10407	50	6	,	,	PUNCT
easat-10407	50	7	covering	cover	VERB
easat-10407	50	8	the	the	DET
easat-10407	50	9	definition	definition	NOUN
easat-10407	50	10	of	of	ADP
easat-10407	50	11	the	the	DET
easat-10407	50	12	fitness	fitness	NOUN
easat-10407	50	13	function	function	NOUN
easat-10407	50	14	,	,	PUNCT
easat-10407	50	15	population	population	NOUN
easat-10407	50	16	initialization	initialization	NOUN
easat-10407	50	17	,	,	PUNCT
easat-10407	50	18	selection	selection	NOUN
easat-10407	50	19	operators	operator	NOUN
easat-10407	50	20	,	,	PUNCT
easat-10407	50	21	crossover	crossover	ADP
easat-10407	50	22	strategies	strategy	NOUN
easat-10407	50	23	,	,	PUNCT
easat-10407	50	24	and	and	CCONJ
easat-10407	50	25	mutation	mutation	NOUN
easat-10407	50	26	operations	operation	NOUN
easat-10407	50	27	.	.	PUNCT
easat-10407	51	1	section	section	NOUN
easat-10407	51	2	4	4	NUM
easat-10407	51	3	outlines	outline	VERB
easat-10407	51	4	the	the	DET
easat-10407	51	5	experimental	experimental	ADJ
easat-10407	51	6	design	design	NOUN
easat-10407	51	7	and	and	CCONJ
easat-10407	51	8	findings	finding	NOUN
easat-10407	51	9	,	,	PUNCT
easat-10407	51	10	offering	offer	VERB
easat-10407	51	11	an	an	DET
easat-10407	51	12	in	in	ADP
easat-10407	51	13	-	-	PUNCT
easat-10407	51	14	depth	depth	NOUN
easat-10407	51	15	analysis	analysis	NOUN
easat-10407	51	16	of	of	ADP
easat-10407	51	17	the	the	DET
easat-10407	51	18	results	result	NOUN
easat-10407	51	19	,	,	PUNCT
easat-10407	51	20	including	include	VERB
easat-10407	51	21	the	the	DET
easat-10407	51	22	strengths	strength	NOUN
easat-10407	51	23	and	and	CCONJ
easat-10407	51	24	weaknesses	weakness	NOUN
easat-10407	51	25	of	of	ADP
easat-10407	51	26	the	the	DET
easat-10407	51	27	methodology	methodology	NOUN
easat-10407	51	28	.	.	PUNCT
easat-10407	52	1	section	section	NOUN
easat-10407	52	2	5	5	NUM
easat-10407	52	3	concludes	conclude	VERB
easat-10407	52	4	the	the	DET
easat-10407	52	5	paper	paper	NOUN
easat-10407	52	6	by	by	ADP
easat-10407	52	7	providing	provide	VERB
easat-10407	52	8	a	a	DET
easat-10407	52	9	key	key	ADJ
easat-10407	52	10	insight	insight	NOUN
easat-10407	52	11	overview	overview	NOUN
easat-10407	52	12	,	,	PUNCT
easat-10407	52	13	drawing	draw	VERB
easat-10407	52	14	practical	practical	ADJ
easat-10407	52	15	implications	implication	NOUN
easat-10407	52	16	,	,	PUNCT
easat-10407	52	17	and	and	CCONJ
easat-10407	52	18	suggesting	suggest	VERB
easat-10407	52	19	future	future	ADJ
easat-10407	52	20	research	research	NOUN
easat-10407	52	21	directions	direction	NOUN
easat-10407	52	22	in	in	ADP
easat-10407	52	23	applying	apply	VERB
easat-10407	52	24	ai	ai	NOUN
easat-10407	52	25	-	-	PUNCT
easat-10407	52	26	based	base	VERB
easat-10407	52	27	evolutionary	evolutionary	ADJ
easat-10407	52	28	algorithms	algorithm	NOUN
easat-10407	52	29	in	in	ADP
easat-10407	52	30	financial	financial	ADJ
easat-10407	52	31	markets	market	NOUN
easat-10407	52	32	.	.	PUNCT
easat-10407	53	1	336	336	NUM
easat-10407	53	2	edelweiss	edelweiss	PROPN
easat-10407	53	3	applied	apply	VERB
easat-10407	53	4	science	science	NOUN
easat-10407	53	5	and	and	CCONJ
easat-10407	53	6	technology	technology	NOUN
easat-10407	53	7	issn	issn	PROPN
easat-10407	53	8	:	:	PUNCT
easat-10407	53	9	2576	2576	NUM
easat-10407	53	10	-	-	SYM
easat-10407	53	11	8484	8484	NUM
easat-10407	53	12	vol	vol	NOUN
easat-10407	53	13	.	.	PROPN
easat-10407	54	1	9	9	NUM
easat-10407	54	2	,	,	PUNCT
easat-10407	54	3	no	no	INTJ
easat-10407	54	4	.	.	NOUN
easat-10407	54	5	10	10	NUM
easat-10407	54	6	:	:	PUNCT
easat-10407	54	7	334	334	NUM
easat-10407	54	8	-	-	SYM
easat-10407	54	9	345	345	NUM
easat-10407	54	10	,	,	PUNCT
easat-10407	54	11	2025	2025	NUM
easat-10407	54	12	doi	doi	NOUN
easat-10407	54	13	:	:	PUNCT
easat-10407	54	14	10.55214/2576	10.55214/2576	NUM
easat-10407	54	15	-	-	SYM
easat-10407	54	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	54	17	©	©	ADP
easat-10407	54	18	2025	2025	NUM
easat-10407	54	19	by	by	ADP
easat-10407	54	20	the	the	DET
easat-10407	54	21	author	author	NOUN
easat-10407	54	22	;	;	PUNCT
easat-10407	54	23	licensee	licensee	NOUN
easat-10407	54	24	learning	learn	VERB
easat-10407	54	25	gate	gate	NOUN
easat-10407	54	26	by	by	ADP
easat-10407	54	27	its	its	PRON
easat-10407	54	28	approach	approach	NOUN
easat-10407	54	29	to	to	ADP
easat-10407	54	30	the	the	DET
easat-10407	54	31	optimization	optimization	NOUN
easat-10407	54	32	problem	problem	NOUN
easat-10407	54	33	of	of	ADP
easat-10407	54	34	trading	trading	NOUN
easat-10407	54	35	strategies	strategy	NOUN
easat-10407	54	36	with	with	ADP
easat-10407	54	37	evolutionary	evolutionary	ADJ
easat-10407	54	38	computation	computation	NOUN
easat-10407	54	39	,	,	PUNCT
easat-10407	54	40	this	this	DET
easat-10407	54	41	work	work	NOUN
easat-10407	54	42	contributes	contribute	VERB
easat-10407	54	43	to	to	ADP
easat-10407	54	44	the	the	DET
easat-10407	54	45	growing	grow	VERB
easat-10407	54	46	literature	literature	NOUN
easat-10407	54	47	on	on	ADP
easat-10407	54	48	ai	ai	NOUN
easat-10407	54	49	-	-	PUNCT
easat-10407	54	50	based	base	VERB
easat-10407	54	51	financial	financial	ADJ
easat-10407	54	52	modeling	modeling	NOUN
easat-10407	54	53	.	.	PUNCT
easat-10407	55	1	with	with	ADP
easat-10407	55	2	every	every	DET
easat-10407	55	3	innovation	innovation	NOUN
easat-10407	55	4	in	in	ADP
easat-10407	55	5	the	the	DET
easat-10407	55	6	financial	financial	ADJ
easat-10407	55	7	markets	market	NOUN
easat-10407	55	8	,	,	PUNCT
easat-10407	55	9	the	the	DET
easat-10407	55	10	role	role	NOUN
easat-10407	55	11	of	of	ADP
easat-10407	55	12	inserting	insert	VERB
easat-10407	55	13	smart	smart	ADJ
easat-10407	55	14	algorithms	algorithm	NOUN
easat-10407	55	15	such	such	ADJ
easat-10407	55	16	as	as	ADP
easat-10407	55	17	gas	gas	NOUN
easat-10407	55	18	is	be	AUX
easat-10407	55	19	bound	bind	VERB
easat-10407	55	20	to	to	PART
easat-10407	55	21	become	become	VERB
easat-10407	55	22	increasingly	increasingly	ADV
easat-10407	55	23	significant	significant	ADJ
easat-10407	55	24	in	in	ADP
easat-10407	55	25	shaping	shape	VERB
easat-10407	55	26	the	the	DET
easat-10407	55	27	future	future	NOUN
easat-10407	55	28	of	of	ADP
easat-10407	55	29	algorithmic	algorithmic	ADJ
easat-10407	55	30	trading	trading	NOUN
easat-10407	55	31	,	,	PUNCT
easat-10407	55	32	portfolio	portfolio	NOUN
easat-10407	55	33	optimization	optimization	NOUN
easat-10407	55	34	,	,	PUNCT
easat-10407	55	35	and	and	CCONJ
easat-10407	55	36	risk	risk	NOUN
easat-10407	55	37	management	management	NOUN
easat-10407	55	38	.	.	PUNCT
easat-10407	56	1	2	2	X
easat-10407	56	2	.	.	X
easat-10407	56	3	review	review	NOUN
easat-10407	56	4	of	of	ADP
easat-10407	56	5	related	related	ADJ
easat-10407	56	6	works	work	NOUN
easat-10407	56	7	genetic	genetic	ADJ
easat-10407	56	8	algorithms	algorithm	NOUN
easat-10407	56	9	(	(	PUNCT
easat-10407	56	10	gas	gas	NOUN
easat-10407	56	11	)	)	PUNCT
easat-10407	56	12	have	have	AUX
easat-10407	56	13	been	be	AUX
easat-10407	56	14	extensively	extensively	ADV
easat-10407	56	15	researched	research	VERB
easat-10407	56	16	and	and	CCONJ
easat-10407	56	17	applied	apply	VERB
easat-10407	56	18	in	in	ADP
easat-10407	56	19	financial	financial	ADJ
easat-10407	56	20	markets	market	NOUN
easat-10407	56	21	for	for	ADP
easat-10407	56	22	portfolio	portfolio	NOUN
easat-10407	56	23	management	management	NOUN
easat-10407	56	24	,	,	PUNCT
easat-10407	56	25	trading	trading	NOUN
easat-10407	56	26	strategy	strategy	NOUN
easat-10407	56	27	optimization	optimization	NOUN
easat-10407	56	28	,	,	PUNCT
easat-10407	56	29	and	and	CCONJ
easat-10407	56	30	risk	risk	NOUN
easat-10407	56	31	analysis	analysis	NOUN
easat-10407	56	32	.	.	PUNCT
easat-10407	57	1	as	as	ADP
easat-10407	57	2	an	an	DET
easat-10407	57	3	evolutionary	evolutionary	ADJ
easat-10407	57	4	computation	computation	NOUN
easat-10407	57	5	technique	technique	NOUN
easat-10407	57	6	,	,	PUNCT
easat-10407	57	7	gas	gas	NOUN
easat-10407	57	8	offer	offer	NOUN
easat-10407	57	9	a	a	DET
easat-10407	57	10	robust	robust	ADJ
easat-10407	57	11	paradigm	paradigm	NOUN
easat-10407	57	12	for	for	ADP
easat-10407	57	13	addressing	address	VERB
easat-10407	57	14	the	the	DET
easat-10407	57	15	complexity	complexity	NOUN
easat-10407	57	16	of	of	ADP
easat-10407	57	17	financial	financial	ADJ
easat-10407	57	18	decision	decision	NOUN
easat-10407	57	19	-	-	PUNCT
easat-10407	57	20	making	making	NOUN
easat-10407	57	21	by	by	ADP
easat-10407	57	22	iteratively	iteratively	ADV
easat-10407	57	23	optimizing	optimize	VERB
easat-10407	57	24	solutions	solution	NOUN
easat-10407	57	25	based	base	VERB
easat-10407	57	26	on	on	ADP
easat-10407	57	27	market	market	NOUN
easat-10407	57	28	conditions	condition	NOUN
easat-10407	57	29	.	.	PUNCT
easat-10407	58	1	over	over	ADP
easat-10407	58	2	the	the	DET
easat-10407	58	3	past	past	ADJ
easat-10407	58	4	two	two	NUM
easat-10407	58	5	decades	decade	NOUN
easat-10407	58	6	,	,	PUNCT
easat-10407	58	7	various	various	ADJ
easat-10407	58	8	gabased	gabase	VERB
easat-10407	58	9	approaches	approach	NOUN
easat-10407	58	10	have	have	AUX
easat-10407	58	11	been	be	AUX
easat-10407	58	12	developed	develop	VERB
easat-10407	58	13	to	to	PART
easat-10407	58	14	enhance	enhance	VERB
easat-10407	58	15	trading	trading	NOUN
easat-10407	58	16	performance	performance	NOUN
easat-10407	58	17	,	,	PUNCT
easat-10407	58	18	increase	increase	VERB
easat-10407	58	19	risk	risk	NOUN
easat-10407	58	20	-	-	PUNCT
easat-10407	58	21	adjusted	adjust	VERB
easat-10407	58	22	returns	return	NOUN
easat-10407	58	23	,	,	PUNCT
easat-10407	58	24	and	and	CCONJ
easat-10407	58	25	create	create	VERB
easat-10407	58	26	adaptive	adaptive	ADJ
easat-10407	58	27	financial	financial	ADJ
easat-10407	58	28	models	model	NOUN
easat-10407	58	29	that	that	PRON
easat-10407	58	30	are	be	AUX
easat-10407	58	31	resilient	resilient	ADJ
easat-10407	58	32	to	to	ADP
easat-10407	58	33	the	the	DET
easat-10407	58	34	dynamic	dynamic	ADJ
easat-10407	58	35	nature	nature	NOUN
easat-10407	58	36	of	of	ADP
easat-10407	58	37	financial	financial	ADJ
easat-10407	58	38	markets	market	NOUN
easat-10407	58	39	.	.	PUNCT
easat-10407	59	1	genetic	genetic	ADJ
easat-10407	59	2	algorithms	algorithm	NOUN
easat-10407	59	3	have	have	AUX
easat-10407	59	4	been	be	AUX
easat-10407	59	5	used	use	VERB
easat-10407	59	6	in	in	ADP
easat-10407	59	7	finance	finance	NOUN
easat-10407	59	8	since	since	SCONJ
easat-10407	59	9	the	the	DET
easat-10407	59	10	early	early	ADJ
easat-10407	59	11	1990s	1990	NOUN
easat-10407	59	12	,	,	PUNCT
easat-10407	59	13	when	when	SCONJ
easat-10407	59	14	researchers	researcher	NOUN
easat-10407	59	15	recognized	recognize	VERB
easat-10407	59	16	their	their	PRON
easat-10407	59	17	capability	capability	NOUN
easat-10407	59	18	to	to	PART
easat-10407	59	19	develop	develop	VERB
easat-10407	59	20	optimal	optimal	ADJ
easat-10407	59	21	trading	trading	NOUN
easat-10407	59	22	rules	rule	NOUN
easat-10407	59	23	from	from	ADP
easat-10407	59	24	historical	historical	ADJ
easat-10407	59	25	market	market	NOUN
easat-10407	59	26	information	information	NOUN
easat-10407	59	27	.	.	PUNCT
easat-10407	60	1	allen	allen	PROPN
easat-10407	60	2	and	and	CCONJ
easat-10407	60	3	karjalainen	karjalainen	NOUN
easat-10407	61	1	[	[	X
easat-10407	61	2	6	6	NUM
easat-10407	61	3	]	]	PUNCT
easat-10407	61	4	were	be	AUX
easat-10407	61	5	some	some	PRON
easat-10407	61	6	of	of	ADP
easat-10407	61	7	the	the	DET
easat-10407	61	8	pioneers	pioneer	NOUN
easat-10407	61	9	in	in	ADP
easat-10407	61	10	this	this	DET
easat-10407	61	11	field	field	NOUN
easat-10407	61	12	who	who	PRON
easat-10407	61	13	demonstrated	demonstrate	VERB
easat-10407	61	14	that	that	SCONJ
easat-10407	61	15	gas	gas	NOUN
easat-10407	61	16	are	be	AUX
easat-10407	61	17	capable	capable	ADJ
easat-10407	61	18	of	of	ADP
easat-10407	61	19	generating	generate	VERB
easat-10407	61	20	profitable	profitable	ADJ
easat-10407	61	21	trading	trading	NOUN
easat-10407	61	22	rules	rule	NOUN
easat-10407	61	23	through	through	ADP
easat-10407	61	24	selecting	select	VERB
easat-10407	61	25	and	and	CCONJ
easat-10407	61	26	combining	combine	VERB
easat-10407	61	27	successful	successful	ADJ
easat-10407	61	28	strategies	strategy	NOUN
easat-10407	61	29	.	.	PUNCT
easat-10407	62	1	their	their	PRON
easat-10407	62	2	research	research	NOUN
easat-10407	62	3	established	establish	VERB
easat-10407	62	4	that	that	SCONJ
easat-10407	62	5	ga	ga	NOUN
easat-10407	62	6	-	-	PUNCT
easat-10407	62	7	based	base	VERB
easat-10407	62	8	trading	trading	NOUN
easat-10407	62	9	systems	system	NOUN
easat-10407	62	10	sometimes	sometimes	ADV
easat-10407	62	11	outperformed	outperform	VERB
easat-10407	62	12	traditional	traditional	ADJ
easat-10407	62	13	technical	technical	ADJ
easat-10407	62	14	indicators	indicator	NOUN
easat-10407	62	15	such	such	ADJ
easat-10407	62	16	as	as	ADP
easat-10407	62	17	moving	move	VERB
easat-10407	62	18	averages	average	NOUN
easat-10407	62	19	and	and	CCONJ
easat-10407	62	20	momentum	momentum	NOUN
easat-10407	62	21	-	-	PUNCT
easat-10407	62	22	based	base	VERB
easat-10407	62	23	systems	system	NOUN
easat-10407	62	24	.	.	PUNCT
easat-10407	63	1	during	during	ADP
easat-10407	63	2	this	this	DET
easat-10407	63	3	early	early	ADJ
easat-10407	63	4	phase	phase	NOUN
easat-10407	63	5	,	,	PUNCT
easat-10407	63	6	researchers	researcher	NOUN
easat-10407	63	7	focused	focus	VERB
easat-10407	63	8	on	on	ADP
easat-10407	63	9	developing	develop	VERB
easat-10407	63	10	rule	rule	NOUN
easat-10407	63	11	-	-	PUNCT
easat-10407	63	12	based	base	VERB
easat-10407	63	13	trading	trading	NOUN
easat-10407	63	14	systems	system	NOUN
easat-10407	63	15	with	with	ADP
easat-10407	63	16	parameters	parameter	NOUN
easat-10407	63	17	optimized	optimize	VERB
easat-10407	63	18	using	use	VERB
easat-10407	63	19	genetic	genetic	ADJ
easat-10407	63	20	algorithms	algorithm	NOUN
easat-10407	63	21	for	for	ADP
easat-10407	63	22	pre	pre	ADJ
easat-10407	63	23	-	-	ADJ
easat-10407	63	24	specified	specified	ADJ
easat-10407	63	25	technical	technical	ADJ
easat-10407	63	26	indicators	indicator	NOUN
easat-10407	63	27	.	.	PUNCT
easat-10407	64	1	for	for	ADP
easat-10407	64	2	example	example	NOUN
easat-10407	64	3	,	,	PUNCT
easat-10407	64	4	work	work	NOUN
easat-10407	64	5	during	during	ADP
easat-10407	64	6	this	this	DET
easat-10407	64	7	period	period	NOUN
easat-10407	64	8	explored	explore	VERB
easat-10407	64	9	how	how	SCONJ
easat-10407	64	10	gas	gas	NOUN
easat-10407	64	11	could	could	AUX
easat-10407	64	12	optimize	optimize	VERB
easat-10407	64	13	the	the	DET
easat-10407	64	14	buying	buying	NOUN
easat-10407	64	15	and	and	CCONJ
easat-10407	64	16	selling	sell	VERB
easat-10407	64	17	thresholds	threshold	NOUN
easat-10407	64	18	of	of	ADP
easat-10407	64	19	indicators	indicator	NOUN
easat-10407	64	20	like	like	ADP
easat-10407	64	21	the	the	DET
easat-10407	64	22	relative	relative	ADJ
easat-10407	64	23	strength	strength	NOUN
easat-10407	64	24	index	index	NOUN
easat-10407	64	25	(	(	PUNCT
easat-10407	64	26	rsi	rsi	NOUN
easat-10407	64	27	)	)	PUNCT
easat-10407	64	28	and	and	CCONJ
easat-10407	64	29	bollinger	bollinger	PROPN
easat-10407	64	30	bands	band	NOUN
easat-10407	64	31	.	.	PUNCT
easat-10407	65	1	studies	study	NOUN
easat-10407	65	2	reported	report	VERB
easat-10407	65	3	that	that	SCONJ
easat-10407	65	4	gas	gas	NOUN
easat-10407	65	5	were	be	AUX
easat-10407	65	6	particularly	particularly	ADV
easat-10407	65	7	useful	useful	ADJ
easat-10407	65	8	in	in	ADP
easat-10407	65	9	noisy	noisy	ADJ
easat-10407	65	10	and	and	CCONJ
easat-10407	65	11	ambiguous	ambiguous	ADJ
easat-10407	65	12	financial	financial	ADJ
easat-10407	65	13	environments	environment	NOUN
easat-10407	65	14	because	because	SCONJ
easat-10407	65	15	they	they	PRON
easat-10407	65	16	could	could	AUX
easat-10407	65	17	discover	discover	VERB
easat-10407	65	18	patterns	pattern	NOUN
easat-10407	65	19	in	in	ADP
easat-10407	65	20	historical	historical	ADJ
easat-10407	65	21	price	price	NOUN
easat-10407	65	22	movements	movement	NOUN
easat-10407	65	23	that	that	PRON
easat-10407	65	24	standard	standard	ADJ
easat-10407	65	25	models	model	NOUN
easat-10407	65	26	overlooked	overlook	VERB
easat-10407	65	27	.	.	PUNCT
easat-10407	66	1	starting	start	VERB
easat-10407	66	2	from	from	ADP
easat-10407	66	3	this	this	DET
easat-10407	66	4	initial	initial	ADJ
easat-10407	66	5	research	research	NOUN
easat-10407	66	6	,	,	PUNCT
easat-10407	66	7	2000s	2000s	NUM
easat-10407	66	8	researchers	researcher	NOUN
easat-10407	66	9	began	begin	VERB
easat-10407	66	10	exploring	explore	VERB
easat-10407	66	11	more	more	ADV
easat-10407	66	12	advanced	advanced	ADJ
easat-10407	66	13	applications	application	NOUN
easat-10407	66	14	of	of	ADP
easat-10407	66	15	genetic	genetic	ADJ
easat-10407	66	16	algorithms	algorithm	NOUN
easat-10407	66	17	for	for	ADP
easat-10407	66	18	the	the	DET
easat-10407	66	19	optimization	optimization	NOUN
easat-10407	66	20	of	of	ADP
easat-10407	66	21	trading	trading	NOUN
easat-10407	66	22	strategies	strategy	NOUN
easat-10407	66	23	.	.	PUNCT
easat-10407	67	1	the	the	DET
easat-10407	67	2	focus	focus	NOUN
easat-10407	67	3	shifted	shift	VERB
easat-10407	67	4	from	from	ADP
easat-10407	67	5	the	the	DET
easat-10407	67	6	optimization	optimization	NOUN
easat-10407	67	7	of	of	ADP
easat-10407	67	8	single	single	ADJ
easat-10407	67	9	technical	technical	ADJ
easat-10407	67	10	indicators	indicator	NOUN
easat-10407	67	11	to	to	ADP
easat-10407	67	12	the	the	DET
easat-10407	67	13	construction	construction	NOUN
easat-10407	67	14	of	of	ADP
easat-10407	67	15	entire	entire	ADJ
easat-10407	67	16	trading	trading	NOUN
easat-10407	67	17	strategies	strategy	NOUN
easat-10407	67	18	that	that	PRON
easat-10407	67	19	could	could	AUX
easat-10407	67	20	self	self	NOUN
easat-10407	67	21	-	-	PUNCT
easat-10407	67	22	optimize	optimize	NOUN
easat-10407	67	23	in	in	ADP
easat-10407	67	24	reaction	reaction	NOUN
easat-10407	67	25	to	to	ADP
easat-10407	67	26	changing	change	VERB
easat-10407	67	27	markets	market	NOUN
easat-10407	67	28	.	.	PUNCT
easat-10407	68	1	neely	neely	PROPN
easat-10407	68	2	et	et	PROPN
easat-10407	68	3	al	al	PROPN
easat-10407	68	4	.	.	PUNCT
easat-10407	69	1	[	[	X
easat-10407	69	2	7	7	X
easat-10407	69	3	]	]	PUNCT
easat-10407	69	4	used	use	VERB
easat-10407	69	5	genetic	genetic	ADJ
easat-10407	69	6	programming	programming	NOUN
easat-10407	69	7	,	,	PUNCT
easat-10407	69	8	an	an	DET
easat-10407	69	9	extension	extension	NOUN
easat-10407	69	10	of	of	ADP
easat-10407	69	11	genetic	genetic	ADJ
easat-10407	69	12	algorithms	algorithm	NOUN
easat-10407	69	13	,	,	PUNCT
easat-10407	69	14	for	for	ADP
easat-10407	69	15	currency	currency	NOUN
easat-10407	69	16	trading	trading	NOUN
easat-10407	69	17	and	and	CCONJ
easat-10407	69	18	were	be	AUX
easat-10407	69	19	able	able	ADJ
easat-10407	69	20	to	to	PART
easat-10407	69	21	demonstrate	demonstrate	VERB
easat-10407	69	22	that	that	SCONJ
easat-10407	69	23	evolved	evolve	VERB
easat-10407	69	24	trading	trading	NOUN
easat-10407	69	25	rules	rule	NOUN
easat-10407	69	26	could	could	AUX
easat-10407	69	27	produce	produce	VERB
easat-10407	69	28	improved	improved	ADJ
easat-10407	69	29	risk	risk	NOUN
easat-10407	69	30	-	-	PUNCT
easat-10407	69	31	adjusted	adjust	VERB
easat-10407	69	32	returns	return	NOUN
easat-10407	69	33	compared	compare	VERB
easat-10407	69	34	to	to	ADP
easat-10407	69	35	rule	rule	NOUN
easat-10407	69	36	-	-	PUNCT
easat-10407	69	37	based	base	VERB
easat-10407	69	38	conventional	conventional	ADJ
easat-10407	69	39	methods	method	NOUN
easat-10407	69	40	.	.	PUNCT
easat-10407	70	1	their	their	PRON
easat-10407	70	2	research	research	NOUN
easat-10407	70	3	highlighted	highlight	VERB
easat-10407	70	4	the	the	DET
easat-10407	70	5	ability	ability	NOUN
easat-10407	70	6	of	of	ADP
easat-10407	70	7	gas	gas	NOUN
easat-10407	70	8	to	to	PART
easat-10407	70	9	discover	discover	VERB
easat-10407	70	10	non	non	ADJ
easat-10407	70	11	-	-	ADJ
easat-10407	70	12	cryptic	cryptic	ADJ
easat-10407	70	13	trading	trading	NOUN
easat-10407	70	14	patterns	pattern	NOUN
easat-10407	70	15	,	,	PUNCT
easat-10407	70	16	especially	especially	ADV
easat-10407	70	17	in	in	ADP
easat-10407	70	18	high	high	ADJ
easat-10407	70	19	-	-	PUNCT
easat-10407	70	20	frequency	frequency	NOUN
easat-10407	70	21	trading	trading	NOUN
easat-10407	70	22	conditions	condition	NOUN
easat-10407	70	23	,	,	PUNCT
easat-10407	70	24	where	where	SCONJ
easat-10407	70	25	market	market	NOUN
easat-10407	70	26	irregularities	irregularity	NOUN
easat-10407	70	27	could	could	AUX
easat-10407	70	28	be	be	AUX
easat-10407	70	29	exploited	exploit	VERB
easat-10407	70	30	.	.	PUNCT
easat-10407	71	1	similarly	similarly	ADV
easat-10407	71	2	,	,	PUNCT
easat-10407	71	3	potvin	potvin	PROPN
easat-10407	71	4	et	et	PROPN
easat-10407	71	5	al	al	PROPN
easat-10407	71	6	.	.	PUNCT
easat-10407	72	1	[	[	X
easat-10407	72	2	8	8	NUM
easat-10407	72	3	]	]	PUNCT
easat-10407	72	4	investigated	investigate	VERB
easat-10407	72	5	ga	ga	NOUN
easat-10407	72	6	-	-	PUNCT
easat-10407	72	7	based	base	VERB
easat-10407	72	8	approaches	approach	NOUN
easat-10407	72	9	to	to	ADP
easat-10407	72	10	stock	stock	NOUN
easat-10407	72	11	market	market	NOUN
easat-10407	72	12	trading	trading	NOUN
easat-10407	72	13	with	with	ADP
easat-10407	72	14	a	a	DET
easat-10407	72	15	particular	particular	ADJ
easat-10407	72	16	emphasis	emphasis	NOUN
easat-10407	72	17	on	on	ADP
easat-10407	72	18	the	the	DET
easat-10407	72	19	robustness	robustness	NOUN
easat-10407	72	20	of	of	ADP
easat-10407	72	21	ga	ga	NOUN
easat-10407	72	22	-	-	PUNCT
easat-10407	72	23	optimized	optimize	VERB
easat-10407	72	24	rules	rule	NOUN
easat-10407	72	25	across	across	ADP
easat-10407	72	26	different	different	ADJ
easat-10407	72	27	market	market	NOUN
easat-10407	72	28	regimes	regime	NOUN
easat-10407	72	29	.	.	PUNCT
easat-10407	73	1	the	the	DET
easat-10407	73	2	study	study	NOUN
easat-10407	73	3	found	find	VERB
easat-10407	73	4	that	that	SCONJ
easat-10407	73	5	ga	ga	NOUN
easat-10407	73	6	-	-	PUNCT
easat-10407	73	7	evolved	evolve	VERB
easat-10407	73	8	trading	trading	NOUN
easat-10407	73	9	rules	rule	NOUN
easat-10407	73	10	possessed	possess	VERB
easat-10407	73	11	the	the	DET
easat-10407	73	12	capacity	capacity	NOUN
easat-10407	73	13	to	to	PART
easat-10407	73	14	adapt	adapt	VERB
easat-10407	73	15	dynamically	dynamically	ADV
easat-10407	73	16	to	to	ADP
easat-10407	73	17	shifting	shift	VERB
easat-10407	73	18	levels	level	NOUN
easat-10407	73	19	of	of	ADP
easat-10407	73	20	volatility	volatility	NOUN
easat-10407	73	21	,	,	PUNCT
easat-10407	73	22	making	make	VERB
easat-10407	73	23	them	they	PRON
easat-10407	73	24	more	more	ADV
easat-10407	73	25	resilient	resilient	ADJ
easat-10407	73	26	than	than	ADP
easat-10407	73	27	static	static	ADJ
easat-10407	73	28	rule	rule	NOUN
easat-10407	73	29	-	-	PUNCT
easat-10407	73	30	based	base	VERB
easat-10407	73	31	systems	system	NOUN
easat-10407	73	32	.	.	PUNCT
easat-10407	74	1	the	the	DET
easat-10407	74	2	findings	finding	NOUN
easat-10407	74	3	reinforced	reinforce	VERB
easat-10407	74	4	the	the	DET
easat-10407	74	5	hypothesis	hypothesis	NOUN
easat-10407	74	6	that	that	PRON
easat-10407	74	7	genetic	genetic	ADJ
easat-10407	74	8	algorithms	algorithm	NOUN
easat-10407	74	9	could	could	AUX
easat-10407	74	10	enhance	enhance	VERB
easat-10407	74	11	trading	trading	NOUN
easat-10407	74	12	performance	performance	NOUN
easat-10407	74	13	through	through	ADP
easat-10407	74	14	continuously	continuously	ADV
easat-10407	74	15	evolving	evolve	VERB
easat-10407	74	16	and	and	CCONJ
easat-10407	74	17	refining	refining	NOUN
easat-10407	74	18	trading	trading	NOUN
easat-10407	74	19	rules	rule	NOUN
easat-10407	74	20	in	in	ADP
easat-10407	74	21	line	line	NOUN
easat-10407	74	22	with	with	ADP
easat-10407	74	23	market	market	NOUN
easat-10407	74	24	changes	change	NOUN
easat-10407	74	25	.	.	PUNCT
easat-10407	75	1	new	new	ADJ
easat-10407	75	2	advances	advance	NOUN
easat-10407	75	3	in	in	ADP
easat-10407	75	4	machine	machine	NOUN
easat-10407	75	5	learning	learning	NOUN
easat-10407	75	6	have	have	AUX
easat-10407	75	7	provided	provide	VERB
easat-10407	75	8	the	the	DET
easat-10407	75	9	basis	basis	NOUN
easat-10407	75	10	to	to	PART
easat-10407	75	11	combine	combine	VERB
easat-10407	75	12	genetic	genetic	ADJ
easat-10407	75	13	algorithms	algorithm	NOUN
easat-10407	75	14	with	with	ADP
easat-10407	75	15	machine	machine	NOUN
easat-10407	75	16	learning	learn	VERB
easat-10407	75	17	techniques	technique	NOUN
easat-10407	75	18	so	so	SCONJ
easat-10407	75	19	that	that	SCONJ
easat-10407	75	20	trading	trading	NOUN
easat-10407	75	21	strategies	strategy	NOUN
easat-10407	75	22	can	can	AUX
easat-10407	75	23	be	be	AUX
easat-10407	75	24	further	far	ADV
easat-10407	75	25	optimized	optimize	VERB
easat-10407	75	26	.	.	PUNCT
easat-10407	76	1	hybrid	hybrid	ADJ
easat-10407	76	2	models	model	NOUN
easat-10407	76	3	integrating	integrate	VERB
easat-10407	76	4	the	the	DET
easat-10407	76	5	evolutionary	evolutionary	ADJ
easat-10407	76	6	search	search	NOUN
easat-10407	76	7	mechanism	mechanism	NOUN
easat-10407	76	8	of	of	ADP
easat-10407	76	9	gas	gas	NOUN
easat-10407	76	10	with	with	ADP
easat-10407	76	11	the	the	DET
easat-10407	76	12	forecasting	forecasting	NOUN
easat-10407	76	13	ability	ability	NOUN
easat-10407	76	14	of	of	ADP
easat-10407	76	15	machine	machine	NOUN
easat-10407	76	16	learning	learn	VERB
easat-10407	76	17	algorithms	algorithm	NOUN
easat-10407	76	18	such	such	ADJ
easat-10407	76	19	as	as	ADP
easat-10407	76	20	artificial	artificial	ADJ
easat-10407	76	21	neural	neural	ADJ
easat-10407	76	22	networks	network	NOUN
easat-10407	76	23	(	(	PUNCT
easat-10407	76	24	anns	anns	NOUN
easat-10407	76	25	)	)	PUNCT
easat-10407	76	26	,	,	PUNCT
easat-10407	76	27	reinforcement	reinforcement	NOUN
easat-10407	76	28	learning	learning	NOUN
easat-10407	76	29	(	(	PUNCT
easat-10407	76	30	rl	rl	NOUN
easat-10407	76	31	)	)	PUNCT
easat-10407	76	32	,	,	PUNCT
easat-10407	76	33	and	and	CCONJ
easat-10407	76	34	deep	deep	ADJ
easat-10407	76	35	learning	learning	NOUN
easat-10407	76	36	have	have	AUX
easat-10407	76	37	been	be	AUX
easat-10407	76	38	explored	explore	VERB
easat-10407	76	39	by	by	ADP
easat-10407	76	40	researchers	researcher	NOUN
easat-10407	76	41	.	.	PUNCT
easat-10407	77	1	chen	chen	PROPN
easat-10407	77	2	and	and	CCONJ
easat-10407	77	3	yeh	yeh	PROPN
easat-10407	78	1	[	[	X
easat-10407	78	2	9	9	NUM
easat-10407	78	3	]	]	PUNCT
easat-10407	78	4	demonstrated	demonstrate	VERB
easat-10407	78	5	that	that	SCONJ
easat-10407	78	6	anns	anns	NOUN
easat-10407	78	7	could	could	AUX
easat-10407	78	8	be	be	AUX
easat-10407	78	9	successfully	successfully	ADV
easat-10407	78	10	hybridized	hybridize	VERB
easat-10407	78	11	with	with	ADP
easat-10407	78	12	gas	gas	NOUN
easat-10407	78	13	to	to	PART
easat-10407	78	14	optimize	optimize	VERB
easat-10407	78	15	trading	trading	NOUN
easat-10407	78	16	rules	rule	NOUN
easat-10407	78	17	.	.	PUNCT
easat-10407	79	1	in	in	ADP
easat-10407	79	2	this	this	DET
easat-10407	79	3	study	study	NOUN
easat-10407	79	4	,	,	PUNCT
easat-10407	79	5	gas	gas	NOUN
easat-10407	79	6	were	be	AUX
easat-10407	79	7	adopted	adopt	VERB
easat-10407	79	8	to	to	PART
easat-10407	79	9	determine	determine	VERB
easat-10407	79	10	the	the	DET
easat-10407	79	11	best	good	ADJ
easat-10407	79	12	input	input	NOUN
easat-10407	79	13	features	feature	NOUN
easat-10407	79	14	and	and	CCONJ
easat-10407	79	15	neural	neural	ADJ
easat-10407	79	16	network	network	NOUN
easat-10407	79	17	parameter	parameter	NOUN
easat-10407	79	18	values	value	NOUN
easat-10407	79	19	to	to	PART
easat-10407	79	20	improve	improve	VERB
easat-10407	79	21	predictive	predictive	ADJ
easat-10407	79	22	performance	performance	NOUN
easat-10407	79	23	and	and	CCONJ
easat-10407	79	24	trading	trading	NOUN
easat-10407	79	25	performance	performance	NOUN
easat-10407	79	26	.	.	PUNCT
easat-10407	80	1	the	the	DET
easat-10407	80	2	combined	combined	ADJ
easat-10407	80	3	system	system	NOUN
easat-10407	80	4	allowed	allow	VERB
easat-10407	80	5	the	the	DET
easat-10407	80	6	model	model	NOUN
easat-10407	80	7	to	to	PART
easat-10407	80	8	learn	learn	VERB
easat-10407	80	9	complex	complex	ADJ
easat-10407	80	10	market	market	NOUN
easat-10407	80	11	patterns	pattern	NOUN
easat-10407	80	12	and	and	CCONJ
easat-10407	80	13	develop	develop	VERB
easat-10407	80	14	and	and	CCONJ
easat-10407	80	15	improve	improve	VERB
easat-10407	80	16	trading	trading	NOUN
easat-10407	80	17	rules	rule	NOUN
easat-10407	80	18	at	at	ADP
easat-10407	80	19	the	the	DET
easat-10407	80	20	same	same	ADJ
easat-10407	80	21	time	time	NOUN
easat-10407	80	22	.	.	PUNCT
easat-10407	81	1	experimental	experimental	ADJ
easat-10407	81	2	results	result	NOUN
easat-10407	81	3	showed	show	VERB
easat-10407	81	4	that	that	SCONJ
easat-10407	81	5	ga	ga	NOUN
easat-10407	81	6	-	-	PUNCT
easat-10407	81	7	optimized	optimize	VERB
easat-10407	81	8	anns	anns	NOUN
easat-10407	81	9	outperformed	outperform	VERB
easat-10407	81	10	fixed	fix	VERB
easat-10407	81	11	-	-	PUNCT
easat-10407	81	12	parameter	parameter	NOUN
easat-10407	81	13	-	-	PUNCT
easat-10407	81	14	based	base	VERB
easat-10407	81	15	conventional	conventional	ADJ
easat-10407	81	16	machine	machine	NOUN
easat-10407	81	17	learning	learning	NOUN
easat-10407	81	18	models	model	NOUN
easat-10407	81	19	.	.	PUNCT
easat-10407	82	1	similarly	similarly	ADV
easat-10407	82	2	,	,	PUNCT
easat-10407	82	3	cavalcante	cavalcante	VERB
easat-10407	82	4	et	et	PROPN
easat-10407	82	5	al	al	PROPN
easat-10407	82	6	.	.	PUNCT
easat-10407	83	1	[	[	X
easat-10407	83	2	4	4	X
easat-10407	83	3	]	]	PUNCT
easat-10407	83	4	proposed	propose	VERB
easat-10407	83	5	a	a	DET
easat-10407	83	6	reinforcement	reinforcement	NOUN
easat-10407	83	7	learning	learning	NOUN
easat-10407	83	8	architecture	architecture	NOUN
easat-10407	83	9	in	in	ADP
easat-10407	83	10	algorithmic	algorithmic	ADJ
easat-10407	83	11	trading	trading	NOUN
easat-10407	83	12	with	with	ADP
easat-10407	83	13	ga	ga	PROPN
easat-10407	83	14	as	as	ADP
easat-10407	83	15	the	the	DET
easat-10407	83	16	foundation	foundation	NOUN
easat-10407	83	17	.	.	PUNCT
easat-10407	84	1	337	337	NUM
easat-10407	84	2	edelweiss	edelweiss	PROPN
easat-10407	84	3	applied	apply	VERB
easat-10407	84	4	science	science	NOUN
easat-10407	84	5	and	and	CCONJ
easat-10407	84	6	technology	technology	NOUN
easat-10407	84	7	issn	issn	PROPN
easat-10407	84	8	:	:	PUNCT
easat-10407	84	9	2576	2576	NUM
easat-10407	84	10	-	-	SYM
easat-10407	84	11	8484	8484	NUM
easat-10407	84	12	vol	vol	NOUN
easat-10407	84	13	.	.	PROPN
easat-10407	85	1	9	9	NUM
easat-10407	85	2	,	,	PUNCT
easat-10407	85	3	no	no	INTJ
easat-10407	85	4	.	.	NOUN
easat-10407	85	5	10	10	NUM
easat-10407	85	6	:	:	PUNCT
easat-10407	85	7	334	334	NUM
easat-10407	85	8	-	-	SYM
easat-10407	85	9	345	345	NUM
easat-10407	85	10	,	,	PUNCT
easat-10407	85	11	2025	2025	NUM
easat-10407	85	12	doi	doi	NOUN
easat-10407	85	13	:	:	PUNCT
easat-10407	85	14	10.55214/2576	10.55214/2576	NUM
easat-10407	85	15	-	-	SYM
easat-10407	85	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	85	17	©	©	ADP
easat-10407	85	18	2025	2025	NUM
easat-10407	85	19	by	by	ADP
easat-10407	85	20	the	the	DET
easat-10407	85	21	author	author	NOUN
easat-10407	85	22	;	;	PUNCT
easat-10407	85	23	licensee	licensee	NOUN
easat-10407	85	24	learning	learning	NOUN
easat-10407	85	25	gate	gate	NOUN
easat-10407	85	26	by	by	ADP
easat-10407	85	27	tuning	tune	VERB
easat-10407	85	28	reward	reward	NOUN
easat-10407	85	29	functions	function	NOUN
easat-10407	85	30	and	and	CCONJ
easat-10407	85	31	reinforcement	reinforcement	NOUN
easat-10407	85	32	learning	learn	VERB
easat-10407	85	33	agent	agent	NOUN
easat-10407	85	34	hyperparameters	hyperparameter	NOUN
easat-10407	85	35	using	use	VERB
easat-10407	85	36	gas	gas	NOUN
easat-10407	85	37	,	,	PUNCT
easat-10407	85	38	they	they	PRON
easat-10407	85	39	were	be	AUX
easat-10407	85	40	able	able	ADJ
easat-10407	85	41	to	to	PART
easat-10407	85	42	develop	develop	VERB
easat-10407	85	43	adaptive	adaptive	ADJ
easat-10407	85	44	trading	trading	NOUN
easat-10407	85	45	rules	rule	NOUN
easat-10407	85	46	that	that	PRON
easat-10407	85	47	adjust	adjust	VERB
easat-10407	85	48	dynamically	dynamically	ADV
easat-10407	85	49	according	accord	VERB
easat-10407	85	50	to	to	ADP
easat-10407	85	51	evolving	evolve	VERB
easat-10407	85	52	market	market	NOUN
easat-10407	85	53	conditions	condition	NOUN
easat-10407	85	54	.	.	PUNCT
easat-10407	86	1	this	this	DET
easat-10407	86	2	research	research	NOUN
easat-10407	86	3	demonstrated	demonstrate	VERB
easat-10407	86	4	that	that	SCONJ
easat-10407	86	5	the	the	DET
easat-10407	86	6	combination	combination	NOUN
easat-10407	86	7	of	of	ADP
easat-10407	86	8	evolutionary	evolutionary	ADJ
easat-10407	86	9	algorithms	algorithm	NOUN
easat-10407	86	10	with	with	ADP
easat-10407	86	11	reinforcement	reinforcement	NOUN
easat-10407	86	12	learning	learning	NOUN
easat-10407	86	13	could	could	AUX
easat-10407	86	14	enhance	enhance	VERB
easat-10407	86	15	the	the	DET
easat-10407	86	16	decision	decision	NOUN
easat-10407	86	17	-	-	PUNCT
easat-10407	86	18	making	make	VERB
easat-10407	86	19	process	process	NOUN
easat-10407	86	20	in	in	ADP
easat-10407	86	21	algorithmic	algorithmic	ADJ
easat-10407	86	22	trading	trading	NOUN
easat-10407	86	23	in	in	ADP
easat-10407	86	24	a	a	DET
easat-10407	86	25	way	way	NOUN
easat-10407	86	26	that	that	PRON
easat-10407	86	27	traders	trader	NOUN
easat-10407	86	28	could	could	AUX
easat-10407	86	29	respond	respond	VERB
easat-10407	86	30	more	more	ADV
easat-10407	86	31	adequately	adequately	ADV
easat-10407	86	32	to	to	ADP
easat-10407	86	33	market	market	NOUN
easat-10407	86	34	fluctuations	fluctuation	NOUN
easat-10407	86	35	.	.	PUNCT
easat-10407	87	1	a	a	DET
easat-10407	87	2	different	different	ADJ
easat-10407	87	3	line	line	NOUN
easat-10407	87	4	of	of	ADP
easat-10407	87	5	research	research	NOUN
easat-10407	87	6	has	have	AUX
easat-10407	87	7	been	be	AUX
easat-10407	87	8	using	use	VERB
easat-10407	87	9	deep	deep	ADJ
easat-10407	87	10	learning	learning	NOUN
easat-10407	87	11	approaches	approach	NOUN
easat-10407	87	12	integrated	integrate	VERB
easat-10407	87	13	with	with	ADP
easat-10407	87	14	gas	gas	NOUN
easat-10407	87	15	.	.	PUNCT
easat-10407	88	1	researchers	researcher	NOUN
easat-10407	88	2	have	have	AUX
easat-10407	88	3	used	use	VERB
easat-10407	88	4	gas	gas	NOUN
easat-10407	88	5	to	to	PART
easat-10407	88	6	optimize	optimize	VERB
easat-10407	88	7	deep	deep	ADJ
easat-10407	88	8	neural	neural	ADJ
easat-10407	88	9	network	network	NOUN
easat-10407	88	10	architectures	architecture	NOUN
easat-10407	88	11	,	,	PUNCT
easat-10407	88	12	selecting	select	VERB
easat-10407	88	13	the	the	DET
easat-10407	88	14	best	good	ADJ
easat-10407	88	15	hyperparameters	hyperparameter	NOUN
easat-10407	88	16	and	and	CCONJ
easat-10407	88	17	network	network	NOUN
easat-10407	88	18	structures	structure	NOUN
easat-10407	88	19	for	for	ADP
easat-10407	88	20	financial	financial	ADJ
easat-10407	88	21	forecasting	forecasting	NOUN
easat-10407	88	22	model	model	NOUN
easat-10407	88	23	optimization	optimization	NOUN
easat-10407	88	24	.	.	PUNCT
easat-10407	89	1	it	it	PRON
easat-10407	89	2	has	have	AUX
easat-10407	89	3	been	be	AUX
easat-10407	89	4	used	use	VERB
easat-10407	89	5	successfully	successfully	ADV
easat-10407	89	6	for	for	ADP
easat-10407	89	7	stock	stock	NOUN
easat-10407	89	8	price	price	NOUN
easat-10407	89	9	movement	movement	NOUN
easat-10407	89	10	prediction	prediction	NOUN
easat-10407	89	11	,	,	PUNCT
easat-10407	89	12	trading	trading	NOUN
easat-10407	89	13	signal	signal	NOUN
easat-10407	89	14	detection	detection	NOUN
easat-10407	89	15	,	,	PUNCT
easat-10407	89	16	and	and	CCONJ
easat-10407	89	17	portfolio	portfolio	NOUN
easat-10407	89	18	optimization	optimization	NOUN
easat-10407	89	19	[	[	X
easat-10407	89	20	10	10	NUM
easat-10407	89	21	-	-	SYM
easat-10407	89	22	12	12	NUM
easat-10407	89	23	]	]	PUNCT
easat-10407	89	24	.	.	PUNCT
easat-10407	90	1	aside	aside	ADV
easat-10407	90	2	from	from	ADP
easat-10407	90	3	trading	trading	NOUN
easat-10407	90	4	strategy	strategy	NOUN
easat-10407	90	5	optimization	optimization	NOUN
easat-10407	90	6	,	,	PUNCT
easat-10407	90	7	genetic	genetic	ADJ
easat-10407	90	8	algorithms	algorithm	NOUN
easat-10407	90	9	have	have	AUX
easat-10407	90	10	also	also	ADV
easat-10407	90	11	found	find	VERB
easat-10407	90	12	application	application	NOUN
easat-10407	90	13	in	in	ADP
easat-10407	90	14	portfolio	portfolio	NOUN
easat-10407	90	15	optimization	optimization	NOUN
easat-10407	90	16	and	and	CCONJ
easat-10407	90	17	risk	risk	NOUN
easat-10407	90	18	management	management	NOUN
easat-10407	90	19	[	[	X
easat-10407	90	20	12	12	NUM
easat-10407	90	21	]	]	PUNCT
easat-10407	90	22	.	.	PUNCT
easat-10407	91	1	portfolio	portfolio	NOUN
easat-10407	91	2	management	management	NOUN
easat-10407	91	3	entails	entail	VERB
easat-10407	91	4	the	the	DET
easat-10407	91	5	selection	selection	NOUN
easat-10407	91	6	of	of	ADP
easat-10407	91	7	an	an	DET
easat-10407	91	8	optimal	optimal	ADJ
easat-10407	91	9	portfolio	portfolio	NOUN
easat-10407	91	10	of	of	ADP
easat-10407	91	11	assets	asset	NOUN
easat-10407	91	12	that	that	PRON
easat-10407	91	13	will	will	AUX
easat-10407	91	14	yield	yield	VERB
easat-10407	91	15	maximum	maximum	ADJ
easat-10407	91	16	return	return	NOUN
easat-10407	91	17	with	with	ADP
easat-10407	91	18	minimum	minimum	ADJ
easat-10407	91	19	risk	risk	NOUN
easat-10407	91	20	,	,	PUNCT
easat-10407	91	21	an	an	DET
easat-10407	91	22	issue	issue	NOUN
easat-10407	91	23	that	that	PRON
easat-10407	91	24	used	use	VERB
easat-10407	91	25	to	to	PART
easat-10407	91	26	be	be	AUX
easat-10407	91	27	addressed	address	VERB
easat-10407	91	28	using	use	VERB
easat-10407	91	29	mean	mean	ADJ
easat-10407	91	30	-	-	PUNCT
easat-10407	91	31	variance	variance	NOUN
easat-10407	91	32	optimization	optimization	NOUN
easat-10407	91	33	approaches	approach	NOUN
easat-10407	91	34	introduced	introduce	VERB
easat-10407	91	35	by	by	ADP
easat-10407	91	36	prasad	prasad	PROPN
easat-10407	91	37	et	et	PROPN
easat-10407	91	38	al	al	PROPN
easat-10407	91	39	.	.	PUNCT
easat-10407	92	1	[	[	X
easat-10407	92	2	13	13	NUM
easat-10407	92	3	]	]	PUNCT
easat-10407	92	4	.	.	PUNCT
easat-10407	93	1	while	while	SCONJ
easat-10407	93	2	these	these	DET
easat-10407	93	3	traditional	traditional	ADJ
easat-10407	93	4	solutions	solution	NOUN
easat-10407	93	5	are	be	AUX
easat-10407	93	6	inadequate	inadequate	ADJ
easat-10407	93	7	in	in	ADP
easat-10407	93	8	handling	handle	VERB
easat-10407	93	9	sophisticated	sophisticated	ADJ
easat-10407	93	10	,	,	PUNCT
easat-10407	93	11	multi	multi	ADJ
easat-10407	93	12	-	-	ADJ
easat-10407	93	13	objective	objective	ADJ
easat-10407	93	14	optimization	optimization	NOUN
easat-10407	93	15	problems	problem	NOUN
easat-10407	93	16	,	,	PUNCT
easat-10407	93	17	there	there	PRON
easat-10407	93	18	has	have	AUX
easat-10407	93	19	been	be	AUX
easat-10407	93	20	ample	ample	ADJ
easat-10407	93	21	reason	reason	NOUN
easat-10407	93	22	for	for	SCONJ
easat-10407	93	23	gas	gas	NOUN
easat-10407	93	24	to	to	PART
easat-10407	93	25	be	be	AUX
easat-10407	93	26	proposed	propose	VERB
easat-10407	93	27	as	as	ADP
easat-10407	93	28	a	a	DET
easat-10407	93	29	compelling	compelling	ADJ
easat-10407	93	30	alternative	alternative	NOUN
easat-10407	93	31	.	.	PUNCT
easat-10407	94	1	dewhurst	dewhurst	NOUN
easat-10407	94	2	et	et	PROPN
easat-10407	94	3	al	al	PROPN
easat-10407	94	4	.	.	PUNCT
easat-10407	95	1	[	[	X
easat-10407	95	2	12	12	NUM
easat-10407	95	3	]	]	PUNCT
easat-10407	95	4	demonstrated	demonstrate	VERB
easat-10407	95	5	that	that	SCONJ
easat-10407	95	6	portfolio	portfolio	NOUN
easat-10407	95	7	selection	selection	NOUN
easat-10407	95	8	processes	process	NOUN
easat-10407	95	9	based	base	VERB
easat-10407	95	10	on	on	ADP
easat-10407	95	11	ga	ga	PROPN
easat-10407	95	12	were	be	AUX
easat-10407	95	13	able	able	ADJ
easat-10407	95	14	to	to	PART
easat-10407	95	15	balance	balance	VERB
easat-10407	95	16	risk	risk	NOUN
easat-10407	95	17	and	and	CCONJ
easat-10407	95	18	return	return	VERB
easat-10407	95	19	effectively	effectively	ADV
easat-10407	95	20	,	,	PUNCT
easat-10407	95	21	outperforming	outperform	VERB
easat-10407	95	22	conventional	conventional	ADJ
easat-10407	95	23	optimization	optimization	NOUN
easat-10407	95	24	techniques	technique	NOUN
easat-10407	95	25	in	in	ADP
easat-10407	95	26	certain	certain	ADJ
easat-10407	95	27	market	market	NOUN
easat-10407	95	28	conditions	condition	NOUN
easat-10407	95	29	.	.	PUNCT
easat-10407	96	1	their	their	PRON
easat-10407	96	2	study	study	NOUN
easat-10407	96	3	applied	apply	VERB
easat-10407	96	4	gas	gas	NOUN
easat-10407	96	5	to	to	PART
easat-10407	96	6	dynamically	dynamically	ADV
easat-10407	96	7	adjust	adjust	VERB
easat-10407	96	8	asset	asset	NOUN
easat-10407	96	9	weightings	weighting	NOUN
easat-10407	96	10	based	base	VERB
easat-10407	96	11	on	on	ADP
easat-10407	96	12	prevailing	prevail	VERB
easat-10407	96	13	market	market	NOUN
easat-10407	96	14	conditions	condition	NOUN
easat-10407	96	15	,	,	PUNCT
easat-10407	96	16	leading	lead	VERB
easat-10407	96	17	to	to	ADP
easat-10407	96	18	portfolios	portfolio	NOUN
easat-10407	96	19	that	that	PRON
easat-10407	96	20	were	be	AUX
easat-10407	96	21	less	less	ADV
easat-10407	96	22	vulnerable	vulnerable	ADJ
easat-10407	96	23	to	to	ADP
easat-10407	96	24	sudden	sudden	ADJ
easat-10407	96	25	market	market	NOUN
easat-10407	96	26	shifts	shift	NOUN
easat-10407	96	27	.	.	PUNCT
easat-10407	97	1	brabazon	brabazon	NOUN
easat-10407	97	2	et	et	PROPN
easat-10407	97	3	al	al	PROPN
easat-10407	97	4	.	.	PUNCT
easat-10407	98	1	[	[	X
easat-10407	98	2	14	14	NUM
easat-10407	98	3	]	]	PUNCT
easat-10407	98	4	also	also	ADV
easat-10407	98	5	carried	carry	VERB
easat-10407	98	6	on	on	ADP
easat-10407	98	7	the	the	DET
easat-10407	98	8	use	use	NOUN
easat-10407	98	9	of	of	ADP
easat-10407	98	10	evolutionary	evolutionary	ADJ
easat-10407	98	11	computation	computation	NOUN
easat-10407	98	12	for	for	ADP
easat-10407	98	13	asset	asset	NOUN
easat-10407	98	14	allocation	allocation	NOUN
easat-10407	98	15	under	under	ADP
easat-10407	98	16	uncertainty	uncertainty	NOUN
easat-10407	98	17	.	.	PUNCT
easat-10407	99	1	their	their	PRON
easat-10407	99	2	research	research	NOUN
easat-10407	99	3	demonstrated	demonstrate	VERB
easat-10407	99	4	how	how	SCONJ
easat-10407	99	5	gas	gas	NOUN
easat-10407	99	6	can	can	AUX
easat-10407	99	7	optimize	optimize	VERB
easat-10407	99	8	portfolio	portfolio	NOUN
easat-10407	99	9	weights	weight	NOUN
easat-10407	99	10	with	with	ADP
easat-10407	99	11	problems	problem	NOUN
easat-10407	99	12	such	such	ADJ
easat-10407	99	13	as	as	ADP
easat-10407	99	14	liquidity	liquidity	NOUN
easat-10407	99	15	limitations	limitation	NOUN
easat-10407	99	16	,	,	PUNCT
easat-10407	99	17	trading	trading	NOUN
easat-10407	99	18	fees	fee	NOUN
easat-10407	99	19	,	,	PUNCT
easat-10407	99	20	and	and	CCONJ
easat-10407	99	21	sector	sector	NOUN
easat-10407	99	22	diversification	diversification	NOUN
easat-10407	99	23	.	.	PUNCT
easat-10407	100	1	the	the	DET
easat-10407	100	2	flexibility	flexibility	NOUN
easat-10407	100	3	of	of	ADP
easat-10407	100	4	genetic	genetic	ADJ
easat-10407	100	5	algorithms	algorithm	NOUN
easat-10407	100	6	permitted	permit	VERB
easat-10407	100	7	more	more	ADV
easat-10407	100	8	aggressive	aggressive	ADJ
easat-10407	100	9	portfolio	portfolio	NOUN
easat-10407	100	10	construction	construction	NOUN
easat-10407	100	11	methods	method	NOUN
easat-10407	100	12	,	,	PUNCT
easat-10407	100	13	particularly	particularly	ADV
easat-10407	100	14	under	under	ADP
easat-10407	100	15	periods	period	NOUN
easat-10407	100	16	of	of	ADP
easat-10407	100	17	volatile	volatile	ADJ
easat-10407	100	18	markets	market	NOUN
easat-10407	100	19	where	where	SCONJ
easat-10407	100	20	traditional	traditional	ADJ
easat-10407	100	21	optimization	optimization	NOUN
easat-10407	100	22	models	model	NOUN
easat-10407	100	23	were	be	AUX
easat-10407	100	24	not	not	PART
easat-10407	100	25	able	able	ADJ
easat-10407	100	26	to	to	PART
easat-10407	100	27	perceive	perceive	VERB
easat-10407	100	28	the	the	DET
easat-10407	100	29	complexity	complexity	NOUN
easat-10407	100	30	of	of	ADP
easat-10407	100	31	financial	financial	ADJ
easat-10407	100	32	linkages	linkage	NOUN
easat-10407	100	33	.	.	PUNCT
easat-10407	101	1	aside	aside	ADV
easat-10407	101	2	from	from	ADP
easat-10407	101	3	optimization	optimization	NOUN
easat-10407	101	4	of	of	ADP
easat-10407	101	5	trading	trading	NOUN
easat-10407	101	6	strategies	strategy	NOUN
easat-10407	101	7	,	,	PUNCT
easat-10407	101	8	genetic	genetic	ADJ
easat-10407	101	9	algorithms	algorithm	NOUN
easat-10407	101	10	have	have	AUX
easat-10407	101	11	been	be	AUX
easat-10407	101	12	used	use	VERB
easat-10407	101	13	in	in	ADP
easat-10407	101	14	portfolio	portfolio	NOUN
easat-10407	101	15	optimization	optimization	NOUN
easat-10407	101	16	and	and	CCONJ
easat-10407	101	17	risk	risk	NOUN
easat-10407	101	18	management	management	NOUN
easat-10407	101	19	.	.	PUNCT
easat-10407	102	1	portfolio	portfolio	NOUN
easat-10407	102	2	maximization	maximization	PROPN
easat-10407	102	3	is	be	AUX
easat-10407	102	4	the	the	DET
easat-10407	102	5	process	process	NOUN
easat-10407	102	6	of	of	ADP
easat-10407	102	7	choosing	choose	VERB
easat-10407	102	8	the	the	DET
easat-10407	102	9	best	good	ADJ
easat-10407	102	10	portfolio	portfolio	NOUN
easat-10407	102	11	of	of	ADP
easat-10407	102	12	assets	asset	NOUN
easat-10407	102	13	in	in	ADP
easat-10407	102	14	a	a	DET
easat-10407	102	15	bid	bid	NOUN
easat-10407	102	16	to	to	PART
easat-10407	102	17	get	get	VERB
easat-10407	102	18	the	the	DET
easat-10407	102	19	most	most	ADJ
easat-10407	102	20	returns	return	NOUN
easat-10407	102	21	for	for	ADP
easat-10407	102	22	the	the	DET
easat-10407	102	23	least	least	ADJ
easat-10407	102	24	risk	risk	NOUN
easat-10407	102	25	,	,	PUNCT
easat-10407	102	26	a	a	DET
easat-10407	102	27	dilemma	dilemma	NOUN
easat-10407	102	28	that	that	PRON
easat-10407	102	29	has	have	AUX
easat-10407	102	30	classically	classically	ADV
easat-10407	102	31	been	be	AUX
easat-10407	102	32	solved	solve	VERB
easat-10407	102	33	using	use	VERB
easat-10407	102	34	mean	mean	ADJ
easat-10407	102	35	-	-	PUNCT
easat-10407	102	36	variance	variance	NOUN
easat-10407	102	37	optimization	optimization	NOUN
easat-10407	102	38	methods	method	NOUN
easat-10407	102	39	pioneered	pioneer	VERB
easat-10407	102	40	by	by	ADP
easat-10407	102	41	markowitz	markowitz	PROPN
easat-10407	102	42	[	[	X
easat-10407	102	43	15	15	NUM
easat-10407	102	44	]	]	PUNCT
easat-10407	102	45	.	.	PUNCT
easat-10407	103	1	conventional	conventional	ADJ
easat-10407	103	2	methods	method	NOUN
easat-10407	103	3	,	,	PUNCT
easat-10407	103	4	however	however	ADV
easat-10407	103	5	,	,	PUNCT
easat-10407	103	6	tend	tend	VERB
easat-10407	103	7	to	to	PART
easat-10407	103	8	be	be	AUX
easat-10407	103	9	ineffective	ineffective	ADJ
easat-10407	103	10	in	in	ADP
easat-10407	103	11	dealing	deal	VERB
easat-10407	103	12	with	with	ADP
easat-10407	103	13	intricate	intricate	ADJ
easat-10407	103	14	,	,	PUNCT
easat-10407	103	15	multi	multi	ADJ
easat-10407	103	16	-	-	ADJ
easat-10407	103	17	objective	objective	ADJ
easat-10407	103	18	optimization	optimization	NOUN
easat-10407	103	19	issues	issue	NOUN
easat-10407	103	20	,	,	PUNCT
easat-10407	103	21	and	and	CCONJ
easat-10407	103	22	hence	hence	ADV
easat-10407	103	23	gas	gas	NOUN
easat-10407	103	24	present	present	NOUN
easat-10407	103	25	a	a	DET
easat-10407	103	26	worthwhile	worthwhile	ADJ
easat-10407	103	27	alternative	alternative	NOUN
easat-10407	103	28	.	.	PUNCT
easat-10407	104	1	despite	despite	SCONJ
easat-10407	104	2	their	their	PRON
easat-10407	104	3	success	success	NOUN
easat-10407	104	4	,	,	PUNCT
easat-10407	104	5	ga	ga	NOUN
easat-10407	104	6	-	-	PUNCT
easat-10407	104	7	based	base	VERB
easat-10407	104	8	finance	finance	NOUN
easat-10407	104	9	techniques	technique	NOUN
easat-10407	104	10	have	have	VERB
easat-10407	104	11	their	their	PRON
easat-10407	104	12	limitations	limitation	NOUN
easat-10407	104	13	[	[	X
easat-10407	104	14	16	16	NUM
easat-10407	104	15	]	]	PUNCT
easat-10407	104	16	.	.	PUNCT
easat-10407	105	1	a	a	DET
easat-10407	105	2	primary	primary	ADJ
easat-10407	105	3	problem	problem	NOUN
easat-10407	105	4	is	be	AUX
easat-10407	105	5	fitting	fitting	ADJ
easat-10407	105	6	to	to	ADP
easat-10407	105	7	the	the	DET
easat-10407	105	8	past	past	ADJ
easat-10407	105	9	history	history	NOUN
easat-10407	105	10	,	,	PUNCT
easat-10407	105	11	wherein	wherein	SCONJ
easat-10407	105	12	optimized	optimize	VERB
easat-10407	105	13	trading	trading	NOUN
easat-10407	105	14	rules	rule	NOUN
easat-10407	105	15	perform	perform	VERB
easat-10407	105	16	well	well	ADV
easat-10407	105	17	in	in	ADP
easat-10407	105	18	backtests	backtest	NOUN
easat-10407	105	19	but	but	CCONJ
easat-10407	105	20	fail	fail	VERB
easat-10407	105	21	to	to	PART
easat-10407	105	22	generalize	generalize	VERB
easat-10407	105	23	to	to	ADP
easat-10407	105	24	unseen	unseen	ADJ
easat-10407	105	25	future	future	ADJ
easat-10407	105	26	market	market	NOUN
easat-10407	105	27	scenarios	scenario	NOUN
easat-10407	105	28	.	.	PUNCT
easat-10407	106	1	this	this	PRON
easat-10407	106	2	is	be	AUX
easat-10407	106	3	because	because	SCONJ
easat-10407	106	4	gas	gas	NOUN
easat-10407	106	5	will	will	AUX
easat-10407	106	6	optimize	optimize	VERB
easat-10407	106	7	for	for	ADP
easat-10407	106	8	what	what	PRON
easat-10407	106	9	has	have	AUX
easat-10407	106	10	worked	work	VERB
easat-10407	106	11	previously	previously	ADV
easat-10407	106	12	instead	instead	ADV
easat-10407	106	13	of	of	ADP
easat-10407	106	14	necessarily	necessarily	ADV
easat-10407	106	15	what	what	PRON
easat-10407	106	16	will	will	AUX
easat-10407	106	17	work	work	VERB
easat-10407	106	18	,	,	PUNCT
easat-10407	106	19	and	and	CCONJ
easat-10407	106	20	therefore	therefore	ADV
easat-10407	106	21	achieve	achieve	VERB
easat-10407	106	22	sub	sub	ADJ
easat-10407	106	23	-	-	ADJ
easat-10407	106	24	optimal	optimal	ADJ
easat-10407	106	25	performance	performance	NOUN
easat-10407	106	26	in	in	ADP
easat-10407	106	27	practice	practice	NOUN
easat-10407	106	28	.	.	PUNCT
easat-10407	107	1	computational	computational	ADJ
easat-10407	107	2	complexity	complexity	NOUN
easat-10407	107	3	is	be	AUX
easat-10407	107	4	another	another	DET
easat-10407	107	5	issue	issue	NOUN
easat-10407	107	6	.	.	PUNCT
easat-10407	108	1	genetic	genetic	ADJ
easat-10407	108	2	algorithms	algorithm	NOUN
easat-10407	108	3	are	be	AUX
easat-10407	108	4	computationally	computationally	ADV
easat-10407	108	5	demanding	demanding	ADJ
easat-10407	108	6	,	,	PUNCT
easat-10407	108	7	especially	especially	ADV
easat-10407	108	8	when	when	SCONJ
easat-10407	108	9	applied	apply	VERB
easat-10407	108	10	to	to	ADP
easat-10407	108	11	high	high	ADJ
easat-10407	108	12	-	-	PUNCT
easat-10407	108	13	frequency	frequency	NOUN
easat-10407	108	14	trading	trading	NOUN
easat-10407	108	15	or	or	CCONJ
easat-10407	108	16	deep	deep	ADJ
easat-10407	108	17	learning	learning	NOUN
easat-10407	108	18	models	model	NOUN
easat-10407	108	19	.	.	PUNCT
easat-10407	109	1	the	the	DET
easat-10407	109	2	computation	computation	NOUN
easat-10407	109	3	involved	involve	VERB
easat-10407	109	4	in	in	ADP
easat-10407	109	5	evaluating	evaluate	VERB
easat-10407	109	6	and	and	CCONJ
easat-10407	109	7	optimizing	optimize	VERB
easat-10407	109	8	multiple	multiple	ADJ
easat-10407	109	9	different	different	ADJ
easat-10407	109	10	trading	trading	NOUN
easat-10407	109	11	strategies	strategy	NOUN
easat-10407	109	12	over	over	ADP
easat-10407	109	13	several	several	ADJ
easat-10407	109	14	generations	generation	NOUN
easat-10407	109	15	can	can	AUX
easat-10407	109	16	be	be	AUX
easat-10407	109	17	time	time	NOUN
easat-10407	109	18	-	-	PUNCT
easat-10407	109	19	consuming	consume	VERB
easat-10407	109	20	,	,	PUNCT
easat-10407	109	21	making	make	VERB
easat-10407	109	22	real	real	ADJ
easat-10407	109	23	-	-	PUNCT
easat-10407	109	24	time	time	NOUN
easat-10407	109	25	execution	execution	NOUN
easat-10407	109	26	problematic	problematic	ADJ
easat-10407	109	27	.	.	PUNCT
easat-10407	110	1	additionally	additionally	ADV
easat-10407	110	2	,	,	PUNCT
easat-10407	110	3	gas	gas	NOUN
easat-10407	110	4	’	'	PUNCT
easat-10407	110	5	hyperparameter	hyperparameter	NOUN
easat-10407	110	6	sensitivity	sensitivity	NOUN
easat-10407	110	7	is	be	AUX
easat-10407	110	8	a	a	DET
easat-10407	110	9	concern	concern	NOUN
easat-10407	110	10	.	.	PUNCT
easat-10407	111	1	mutation	mutation	NOUN
easat-10407	111	2	rates	rate	NOUN
easat-10407	111	3	,	,	PUNCT
easat-10407	111	4	crossover	crossover	NOUN
easat-10407	111	5	rates	rate	NOUN
easat-10407	111	6	,	,	PUNCT
easat-10407	111	7	and	and	CCONJ
easat-10407	111	8	selection	selection	NOUN
easat-10407	111	9	parameters	parameter	NOUN
easat-10407	111	10	must	must	AUX
easat-10407	111	11	be	be	AUX
easat-10407	111	12	tuned	tune	VERB
easat-10407	111	13	to	to	PART
easat-10407	111	14	yield	yield	VERB
easat-10407	111	15	good	good	ADJ
easat-10407	111	16	performance	performance	NOUN
easat-10407	111	17	.	.	PUNCT
easat-10407	112	1	suboptimal	suboptimal	ADJ
easat-10407	112	2	parameter	parameter	NOUN
easat-10407	112	3	values	value	NOUN
easat-10407	112	4	can	can	AUX
easat-10407	112	5	result	result	VERB
easat-10407	112	6	in	in	ADP
easat-10407	112	7	premature	premature	ADJ
easat-10407	112	8	convergence	convergence	NOUN
easat-10407	112	9	or	or	CCONJ
easat-10407	112	10	poor	poor	ADJ
easat-10407	112	11	exploration	exploration	NOUN
easat-10407	112	12	of	of	ADP
easat-10407	112	13	the	the	DET
easat-10407	112	14	search	search	NOUN
easat-10407	112	15	space	space	NOUN
easat-10407	112	16	.	.	PUNCT
easat-10407	113	1	future	future	ADJ
easat-10407	113	2	work	work	NOUN
easat-10407	113	3	must	must	AUX
easat-10407	113	4	address	address	VERB
easat-10407	113	5	these	these	DET
easat-10407	113	6	challenges	challenge	NOUN
easat-10407	113	7	by	by	ADP
easat-10407	113	8	integrating	integrate	VERB
easat-10407	113	9	realtime	realtime	ADJ
easat-10407	113	10	data	datum	NOUN
easat-10407	113	11	streams	stream	NOUN
easat-10407	113	12	within	within	ADP
easat-10407	113	13	ga	ga	NOUN
easat-10407	113	14	-	-	PUNCT
easat-10407	113	15	based	base	VERB
easat-10407	113	16	trading	trading	NOUN
easat-10407	113	17	systems	system	NOUN
easat-10407	113	18	,	,	PUNCT
easat-10407	113	19	improving	improve	VERB
easat-10407	113	20	interpretability	interpretability	NOUN
easat-10407	113	21	,	,	PUNCT
easat-10407	113	22	and	and	CCONJ
easat-10407	113	23	developing	develop	VERB
easat-10407	113	24	adaptive	adaptive	ADJ
easat-10407	113	25	gas	gas	NOUN
easat-10407	113	26	that	that	PRON
easat-10407	113	27	adjust	adjust	VERB
easat-10407	113	28	hyperparameters	hyperparameter	NOUN
easat-10407	113	29	dynamically	dynamically	ADV
easat-10407	113	30	.	.	PUNCT
easat-10407	114	1	furthermore	furthermore	ADV
easat-10407	114	2	,	,	PUNCT
easat-10407	114	3	combining	combine	VERB
easat-10407	114	4	gas	gas	NOUN
easat-10407	114	5	with	with	ADP
easat-10407	114	6	advanced	advanced	ADJ
easat-10407	114	7	deep	deep	ADJ
easat-10407	114	8	learning	learning	NOUN
easat-10407	114	9	approaches	approach	NOUN
easat-10407	114	10	and	and	CCONJ
easat-10407	114	11	reinforcement	reinforcement	NOUN
easat-10407	114	12	learning	learning	NOUN
easat-10407	114	13	offers	offer	VERB
easat-10407	114	14	a	a	DET
easat-10407	114	15	promising	promising	ADJ
easat-10407	114	16	avenue	avenue	NOUN
easat-10407	114	17	to	to	PART
easat-10407	114	18	develop	develop	VERB
easat-10407	114	19	more	more	ADV
easat-10407	114	20	resilient	resilient	ADJ
easat-10407	114	21	and	and	CCONJ
easat-10407	114	22	intelligent	intelligent	ADJ
easat-10407	114	23	financial	financial	ADJ
easat-10407	114	24	decision	decision	NOUN
easat-10407	114	25	-	-	PUNCT
easat-10407	114	26	making	make	VERB
easat-10407	114	27	systems	system	NOUN
easat-10407	114	28	.	.	PUNCT
easat-10407	115	1	in	in	ADP
easat-10407	115	2	brief	brief	ADJ
easat-10407	115	3	,	,	PUNCT
easat-10407	115	4	genetic	genetic	ADJ
easat-10407	115	5	algorithms	algorithm	NOUN
easat-10407	115	6	have	have	AUX
easat-10407	115	7	been	be	AUX
easat-10407	115	8	an	an	DET
easat-10407	115	9	effective	effective	ADJ
easat-10407	115	10	financial	financial	ADJ
easat-10407	115	11	tool	tool	NOUN
easat-10407	115	12	,	,	PUNCT
easat-10407	115	13	primarily	primarily	ADV
easat-10407	115	14	for	for	ADP
easat-10407	115	15	trading	trading	NOUN
easat-10407	115	16	strategy	strategy	NOUN
easat-10407	115	17	optimization	optimization	NOUN
easat-10407	115	18	,	,	PUNCT
easat-10407	115	19	portfolio	portfolio	NOUN
easat-10407	115	20	optimization	optimization	NOUN
easat-10407	115	21	,	,	PUNCT
easat-10407	115	22	and	and	CCONJ
easat-10407	115	23	risk	risk	NOUN
easat-10407	115	24	management	management	NOUN
easat-10407	115	25	.	.	PUNCT
easat-10407	116	1	earlier	early	ADV
easat-10407	116	2	,	,	PUNCT
easat-10407	116	3	the	the	DET
easat-10407	116	4	best	good	ADJ
easat-10407	116	5	rule	rule	NOUN
easat-10407	116	6	-	-	PUNCT
easat-10407	116	7	based	base	VERB
easat-10407	116	8	trading	trading	NOUN
easat-10407	116	9	systems	system	NOUN
easat-10407	116	10	were	be	AUX
easat-10407	116	11	optimized	optimize	VERB
easat-10407	116	12	in	in	ADP
easat-10407	116	13	their	their	PRON
easat-10407	116	14	application	application	NOUN
easat-10407	116	15	,	,	PUNCT
easat-10407	116	16	but	but	CCONJ
easat-10407	116	17	later	later	ADV
easat-10407	116	18	advancements	advancement	NOUN
easat-10407	116	19	brought	bring	VERB
easat-10407	116	20	gas	gas	NOUN
easat-10407	116	21	,	,	PUNCT
easat-10407	116	22	along	along	ADP
easat-10407	116	23	with	with	ADP
easat-10407	116	24	machine	machine	NOUN
easat-10407	116	25	learning	learn	VERB
easat-10407	116	26	techniques	technique	NOUN
easat-10407	116	27	,	,	PUNCT
easat-10407	116	28	to	to	PART
easat-10407	116	29	achieve	achieve	VERB
easat-10407	116	30	maximum	maximum	ADJ
easat-10407	116	31	flexibility	flexibility	NOUN
easat-10407	116	32	and	and	CCONJ
easat-10407	116	33	forecasting	forecasting	NOUN
easat-10407	116	34	potential	potential	NOUN
easat-10407	116	35	.	.	PUNCT
easat-10407	117	1	gas	gas	NOUN
easat-10407	117	2	do	do	AUX
easat-10407	117	3	find	find	VERB
easat-10407	117	4	their	their	PRON
easat-10407	117	5	value	value	NOUN
easat-10407	117	6	highlighted	highlight	VERB
easat-10407	117	7	in	in	ADP
easat-10407	117	8	portfolio	portfolio	NOUN
easat-10407	117	9	optimization	optimization	NOUN
easat-10407	117	10	and	and	CCONJ
easat-10407	117	11	risk	risk	NOUN
easat-10407	117	12	management	management	NOUN
easat-10407	117	13	by	by	ADP
easat-10407	117	14	outperforming	outperform	VERB
easat-10407	117	15	conventional	conventional	ADJ
easat-10407	117	16	models	model	NOUN
easat-10407	117	17	338	338	NUM
easat-10407	117	18	edelweiss	edelweiss	PROPN
easat-10407	117	19	applied	apply	VERB
easat-10407	117	20	science	science	NOUN
easat-10407	117	21	and	and	CCONJ
easat-10407	117	22	technology	technology	NOUN
easat-10407	117	23	issn	issn	PROPN
easat-10407	117	24	:	:	PUNCT
easat-10407	117	25	2576	2576	NUM
easat-10407	117	26	-	-	SYM
easat-10407	117	27	8484	8484	NUM
easat-10407	117	28	vol	vol	NOUN
easat-10407	117	29	.	.	PROPN
easat-10407	118	1	9	9	NUM
easat-10407	118	2	,	,	PUNCT
easat-10407	118	3	no	no	INTJ
easat-10407	118	4	.	.	NOUN
easat-10407	118	5	10	10	NUM
easat-10407	118	6	:	:	PUNCT
easat-10407	118	7	334	334	NUM
easat-10407	118	8	-	-	SYM
easat-10407	118	9	345	345	NUM
easat-10407	118	10	,	,	PUNCT
easat-10407	118	11	2025	2025	NUM
easat-10407	118	12	doi	doi	NOUN
easat-10407	118	13	:	:	PUNCT
easat-10407	118	14	10.55214/2576	10.55214/2576	NUM
easat-10407	118	15	-	-	SYM
easat-10407	118	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	118	17	©	©	ADP
easat-10407	118	18	2025	2025	NUM
easat-10407	118	19	by	by	ADP
easat-10407	118	20	the	the	DET
easat-10407	118	21	author	author	NOUN
easat-10407	118	22	;	;	PUNCT
easat-10407	118	23	licensee	licensee	PROPN
easat-10407	118	24	learning	learning	NOUN
easat-10407	118	25	gate	gate	NOUN
easat-10407	118	26	under	under	ADP
easat-10407	118	27	some	some	DET
easat-10407	118	28	market	market	NOUN
easat-10407	118	29	conditions	condition	NOUN
easat-10407	118	30	.	.	PUNCT
easat-10407	119	1	yet	yet	ADV
easat-10407	119	2	,	,	PUNCT
easat-10407	119	3	their	their	PRON
easat-10407	119	4	areas	area	NOUN
easat-10407	119	5	of	of	ADP
easat-10407	119	6	weakness	weakness	NOUN
easat-10407	119	7	are	be	AUX
easat-10407	119	8	overfitting	overfitte	VERB
easat-10407	119	9	,	,	PUNCT
easat-10407	119	10	computational	computational	ADJ
easat-10407	119	11	intensity	intensity	NOUN
easat-10407	119	12	,	,	PUNCT
easat-10407	119	13	and	and	CCONJ
easat-10407	119	14	sensitivity	sensitivity	NOUN
easat-10407	119	15	to	to	ADP
easat-10407	119	16	parameters	parameter	NOUN
easat-10407	119	17	.	.	PUNCT
easat-10407	120	1	with	with	ADP
easat-10407	120	2	ongoing	ongoing	ADJ
easat-10407	120	3	advancements	advancement	NOUN
easat-10407	120	4	in	in	ADP
easat-10407	120	5	ai	ai	NOUN
easat-10407	120	6	and	and	CCONJ
easat-10407	120	7	machine	machine	NOUN
easat-10407	120	8	learning	learning	NOUN
easat-10407	120	9	,	,	PUNCT
easat-10407	120	10	ga	ga	NOUN
easat-10407	120	11	-	-	PUNCT
easat-10407	120	12	based	base	VERB
easat-10407	120	13	approaches	approach	NOUN
easat-10407	120	14	will	will	AUX
easat-10407	120	15	be	be	AUX
easat-10407	120	16	optimized	optimize	VERB
easat-10407	120	17	,	,	PUNCT
easat-10407	120	18	which	which	PRON
easat-10407	120	19	should	should	AUX
easat-10407	120	20	then	then	ADV
easat-10407	120	21	translate	translate	VERB
easat-10407	120	22	into	into	ADP
easat-10407	120	23	a	a	DET
easat-10407	120	24	much	much	ADV
easat-10407	120	25	steadier	steady	ADJ
easat-10407	120	26	platform	platform	NOUN
easat-10407	120	27	for	for	ADP
easat-10407	120	28	financial	financial	ADJ
easat-10407	120	29	applications	application	NOUN
easat-10407	120	30	.	.	PUNCT
easat-10407	121	1	3	3	X
easat-10407	121	2	.	.	X
easat-10407	121	3	methodology	methodology	NOUN
easat-10407	121	4	this	this	DET
easat-10407	121	5	section	section	NOUN
easat-10407	121	6	describes	describe	VERB
easat-10407	121	7	how	how	SCONJ
easat-10407	121	8	the	the	DET
easat-10407	121	9	genetic	genetic	ADJ
easat-10407	121	10	algorithm	algorithm	NOUN
easat-10407	121	11	(	(	PUNCT
easat-10407	121	12	ga	ga	NOUN
easat-10407	121	13	)	)	PUNCT
easat-10407	121	14	was	be	AUX
easat-10407	121	15	created	create	VERB
easat-10407	121	16	and	and	CCONJ
easat-10407	121	17	applied	apply	VERB
easat-10407	121	18	for	for	ADP
easat-10407	121	19	optimizing	optimize	VERB
easat-10407	121	20	trading	trading	NOUN
easat-10407	121	21	strategies	strategy	NOUN
easat-10407	121	22	.	.	PUNCT
easat-10407	122	1	genetic	genetic	ADJ
easat-10407	122	2	algorithms	algorithm	NOUN
easat-10407	122	3	,	,	PUNCT
easat-10407	122	4	drawing	draw	VERB
easat-10407	122	5	on	on	ADP
easat-10407	122	6	natural	natural	ADJ
easat-10407	122	7	selection	selection	NOUN
easat-10407	122	8	,	,	PUNCT
easat-10407	122	9	are	be	AUX
easat-10407	122	10	an	an	DET
easat-10407	122	11	evolutionary	evolutionary	ADJ
easat-10407	122	12	method	method	NOUN
easat-10407	122	13	of	of	ADP
easat-10407	122	14	improving	improve	VERB
easat-10407	122	15	candidate	candidate	NOUN
easat-10407	122	16	solutions	solution	NOUN
easat-10407	122	17	incrementally	incrementally	ADV
easat-10407	122	18	through	through	ADP
easat-10407	122	19	selection	selection	NOUN
easat-10407	122	20	,	,	PUNCT
easat-10407	122	21	crossover	crossover	NOUN
easat-10407	122	22	,	,	PUNCT
easat-10407	122	23	and	and	CCONJ
easat-10407	122	24	mutation	mutation	NOUN
easat-10407	122	25	.	.	PUNCT
easat-10407	123	1	optimization	optimization	NOUN
easat-10407	123	2	of	of	ADP
easat-10407	123	3	financial	financial	ADJ
easat-10407	123	4	markets	market	NOUN
easat-10407	123	5	using	use	VERB
easat-10407	123	6	ga	ga	NOUN
easat-10407	123	7	enables	enable	VERB
easat-10407	123	8	traders	trader	NOUN
easat-10407	123	9	to	to	PART
easat-10407	123	10	develop	develop	VERB
easat-10407	123	11	stable	stable	ADJ
easat-10407	123	12	and	and	CCONJ
easat-10407	123	13	dynamic	dynamic	ADJ
easat-10407	123	14	trading	trading	NOUN
easat-10407	123	15	strategies	strategy	NOUN
easat-10407	123	16	that	that	PRON
easat-10407	123	17	can	can	AUX
easat-10407	123	18	adapt	adapt	VERB
easat-10407	123	19	to	to	ADP
easat-10407	123	20	the	the	DET
easat-10407	123	21	changing	change	VERB
easat-10407	123	22	market	market	NOUN
easat-10407	123	23	conditions	condition	NOUN
easat-10407	123	24	.	.	PUNCT
easat-10407	124	1	the	the	DET
easat-10407	124	2	use	use	NOUN
easat-10407	124	3	of	of	ADP
easat-10407	124	4	ga	ga	PROPN
easat-10407	124	5	follows	follow	VERB
easat-10407	124	6	a	a	DET
easat-10407	124	7	systematic	systematic	ADJ
easat-10407	124	8	approach	approach	NOUN
easat-10407	124	9	with	with	ADP
easat-10407	124	10	six	six	NUM
easat-10407	124	11	major	major	ADJ
easat-10407	124	12	elements	element	NOUN
easat-10407	124	13	:	:	PUNCT
easat-10407	124	14	defining	define	VERB
easat-10407	124	15	the	the	DET
easat-10407	124	16	fitness	fitness	NOUN
easat-10407	124	17	function	function	NOUN
easat-10407	124	18	,	,	PUNCT
easat-10407	124	19	initializing	initialize	VERB
easat-10407	124	20	the	the	DET
easat-10407	124	21	starting	starting	NOUN
easat-10407	124	22	set	set	NOUN
easat-10407	124	23	,	,	PUNCT
easat-10407	124	24	employing	employ	VERB
easat-10407	124	25	selection	selection	NOUN
easat-10407	124	26	mechanisms	mechanism	NOUN
easat-10407	124	27	,	,	PUNCT
easat-10407	124	28	conducting	conduct	VERB
easat-10407	124	29	crossover	crossover	NOUN
easat-10407	124	30	operations	operation	NOUN
easat-10407	124	31	,	,	PUNCT
easat-10407	124	32	adding	add	VERB
easat-10407	124	33	mutations	mutation	NOUN
easat-10407	124	34	,	,	PUNCT
easat-10407	124	35	and	and	CCONJ
easat-10407	124	36	executing	execute	VERB
easat-10407	124	37	the	the	DET
easat-10407	124	38	algorithm	algorithm	NOUN
easat-10407	124	39	over	over	ADP
easat-10407	124	40	many	many	ADJ
easat-10407	124	41	generations	generation	NOUN
easat-10407	124	42	.	.	PUNCT
easat-10407	125	1	all	all	DET
easat-10407	125	2	these	these	DET
easat-10407	125	3	components	component	NOUN
easat-10407	125	4	are	be	AUX
easat-10407	125	5	essential	essential	ADJ
easat-10407	125	6	in	in	ADP
easat-10407	125	7	forming	form	VERB
easat-10407	125	8	trading	trading	NOUN
easat-10407	125	9	strategies	strategy	NOUN
easat-10407	125	10	and	and	CCONJ
easat-10407	125	11	finding	find	VERB
easat-10407	125	12	an	an	DET
easat-10407	125	13	optimal	optimal	ADJ
easat-10407	125	14	solution	solution	NOUN
easat-10407	125	15	.	.	PUNCT
easat-10407	126	1	3.1	3.1	NUM
easat-10407	126	2	.	.	PUNCT
easat-10407	126	3	fitness	fitness	NOUN
easat-10407	126	4	function	function	NOUN
easat-10407	126	5	the	the	DET
easat-10407	126	6	fitness	fitness	NOUN
easat-10407	126	7	function	function	NOUN
easat-10407	126	8	is	be	AUX
easat-10407	126	9	the	the	DET
easat-10407	126	10	most	most	ADV
easat-10407	126	11	important	important	ADJ
easat-10407	126	12	component	component	NOUN
easat-10407	126	13	of	of	ADP
easat-10407	126	14	the	the	DET
easat-10407	126	15	genetic	genetic	ADJ
easat-10407	126	16	algorithm	algorithm	NOUN
easat-10407	126	17	,	,	PUNCT
easat-10407	126	18	which	which	PRON
easat-10407	126	19	evaluates	evaluate	VERB
easat-10407	126	20	the	the	DET
easat-10407	126	21	performance	performance	NOUN
easat-10407	126	22	of	of	ADP
easat-10407	126	23	each	each	DET
easat-10407	126	24	trading	trading	NOUN
easat-10407	126	25	strategy	strategy	NOUN
easat-10407	126	26	.	.	PUNCT
easat-10407	127	1	the	the	DET
easat-10407	127	2	fitness	fitness	NOUN
easat-10407	127	3	function	function	NOUN
easat-10407	127	4	in	in	ADP
easat-10407	127	5	this	this	DET
easat-10407	127	6	study	study	NOUN
easat-10407	127	7	attempts	attempt	VERB
easat-10407	127	8	to	to	PART
easat-10407	127	9	estimate	estimate	VERB
easat-10407	127	10	how	how	SCONJ
easat-10407	127	11	profitable	profitable	ADJ
easat-10407	127	12	a	a	DET
easat-10407	127	13	strategy	strategy	NOUN
easat-10407	127	14	is	be	AUX
easat-10407	127	15	by	by	ADP
easat-10407	127	16	back	back	NOUN
easat-10407	127	17	-	-	PUNCT
easat-10407	127	18	testing	test	VERB
easat-10407	127	19	it	it	PRON
easat-10407	127	20	over	over	ADP
easat-10407	127	21	a	a	DET
easat-10407	127	22	random	random	ADJ
easat-10407	127	23	price	price	NOUN
easat-10407	127	24	sequence	sequence	NOUN
easat-10407	127	25	.	.	PUNCT
easat-10407	128	1	maximizing	maximize	VERB
easat-10407	128	2	returns	return	NOUN
easat-10407	128	3	and	and	CCONJ
easat-10407	128	4	minimizing	minimize	VERB
easat-10407	128	5	losses	loss	NOUN
easat-10407	128	6	and	and	CCONJ
easat-10407	128	7	exposure	exposure	NOUN
easat-10407	128	8	to	to	ADP
easat-10407	128	9	high	high	ADJ
easat-10407	128	10	volatility	volatility	NOUN
easat-10407	128	11	are	be	AUX
easat-10407	128	12	the	the	DET
easat-10407	128	13	primary	primary	ADJ
easat-10407	128	14	objectives	objective	NOUN
easat-10407	128	15	.	.	PUNCT
easat-10407	129	1	all	all	DET
easat-10407	129	2	trading	trading	NOUN
easat-10407	129	3	strategies	strategy	NOUN
easat-10407	129	4	are	be	AUX
easat-10407	129	5	a	a	DET
easat-10407	129	6	sequence	sequence	NOUN
easat-10407	129	7	of	of	ADP
easat-10407	129	8	buy	buy	NOUN
easat-10407	129	9	,	,	PUNCT
easat-10407	129	10	sell	sell	VERB
easat-10407	129	11	,	,	PUNCT
easat-10407	129	12	or	or	CCONJ
easat-10407	129	13	hold	hold	VERB
easat-10407	129	14	decisions	decision	NOUN
easat-10407	129	15	over	over	ADP
easat-10407	129	16	a	a	DET
easat-10407	129	17	simulated	simulated	ADJ
easat-10407	129	18	market	market	NOUN
easat-10407	129	19	interval	interval	NOUN
easat-10407	129	20	.	.	PUNCT
easat-10407	130	1	the	the	DET
easat-10407	130	2	performance	performance	NOUN
easat-10407	130	3	of	of	ADP
easat-10407	130	4	a	a	DET
easat-10407	130	5	strategy	strategy	NOUN
easat-10407	130	6	is	be	AUX
easat-10407	130	7	measured	measure	VERB
easat-10407	130	8	by	by	ADP
easat-10407	130	9	computing	compute	VERB
easat-10407	130	10	the	the	DET
easat-10407	130	11	cumulative	cumulative	ADJ
easat-10407	130	12	return	return	NOUN
easat-10407	130	13	on	on	ADP
easat-10407	130	14	investment	investment	NOUN
easat-10407	130	15	(	(	PUNCT
easat-10407	130	16	roi	roi	NOUN
easat-10407	130	17	)	)	PUNCT
easat-10407	130	18	of	of	ADP
easat-10407	130	19	the	the	DET
easat-10407	130	20	trades	trade	NOUN
easat-10407	130	21	in	in	ADP
easat-10407	130	22	the	the	DET
easat-10407	130	23	strategy	strategy	NOUN
easat-10407	130	24	.	.	PUNCT
easat-10407	131	1	the	the	DET
easat-10407	131	2	fitness	fitness	NOUN
easat-10407	131	3	function	function	NOUN
easat-10407	131	4	also	also	ADV
easat-10407	131	5	incorporates	incorporate	VERB
easat-10407	131	6	risk	risk	NOUN
easat-10407	131	7	-	-	PUNCT
easat-10407	131	8	adjusted	adjust	VERB
easat-10407	131	9	metrics	metric	NOUN
easat-10407	131	10	,	,	PUNCT
easat-10407	131	11	such	such	ADJ
easat-10407	131	12	as	as	ADP
easat-10407	131	13	the	the	DET
easat-10407	131	14	sharpe	sharpe	NOUN
easat-10407	131	15	ratio	ratio	NOUN
easat-10407	131	16	,	,	PUNCT
easat-10407	131	17	to	to	PART
easat-10407	131	18	penalize	penalize	VERB
easat-10407	131	19	volatile	volatile	ADJ
easat-10407	131	20	strategies	strategy	NOUN
easat-10407	131	21	that	that	PRON
easat-10407	131	22	try	try	VERB
easat-10407	131	23	to	to	PART
easat-10407	131	24	achieve	achieve	VERB
easat-10407	131	25	high	high	ADJ
easat-10407	131	26	returns	return	NOUN
easat-10407	131	27	by	by	ADP
easat-10407	131	28	taking	take	VERB
easat-10407	131	29	excessive	excessive	ADJ
easat-10407	131	30	risk	risk	NOUN
easat-10407	131	31	.	.	PUNCT
easat-10407	132	1	to	to	PART
easat-10407	132	2	ensure	ensure	VERB
easat-10407	132	3	robustness	robustness	NOUN
easat-10407	132	4	,	,	PUNCT
easat-10407	132	5	additional	additional	ADJ
easat-10407	132	6	constraints	constraint	NOUN
easat-10407	132	7	are	be	AUX
easat-10407	132	8	added	add	VERB
easat-10407	132	9	,	,	PUNCT
easat-10407	132	10	for	for	ADP
easat-10407	132	11	example	example	NOUN
easat-10407	132	12	,	,	PUNCT
easat-10407	132	13	position	position	NOUN
easat-10407	132	14	sizing	sizing	NOUN
easat-10407	132	15	,	,	PUNCT
easat-10407	132	16	transaction	transaction	NOUN
easat-10407	132	17	costs	cost	NOUN
easat-10407	132	18	,	,	PUNCT
easat-10407	132	19	and	and	CCONJ
easat-10407	132	20	stop	stop	VERB
easat-10407	132	21	-	-	PUNCT
easat-10407	132	22	loss	loss	NOUN
easat-10407	132	23	procedures	procedure	NOUN
easat-10407	132	24	.	.	PUNCT
easat-10407	133	1	these	these	DET
easat-10407	133	2	aspects	aspect	NOUN
easat-10407	133	3	are	be	AUX
easat-10407	133	4	used	use	VERB
easat-10407	133	5	to	to	PART
easat-10407	133	6	replicate	replicate	VERB
easat-10407	133	7	live	live	ADJ
easat-10407	133	8	trading	trading	NOUN
easat-10407	133	9	settings	setting	NOUN
easat-10407	133	10	and	and	CCONJ
easat-10407	133	11	discourage	discourage	VERB
easat-10407	133	12	the	the	DET
easat-10407	133	13	algorithm	algorithm	NOUN
easat-10407	133	14	from	from	ADP
easat-10407	133	15	unrealistic	unrealistic	ADJ
easat-10407	133	16	or	or	CCONJ
easat-10407	133	17	overly	overly	ADV
easat-10407	133	18	aggressive	aggressive	ADJ
easat-10407	133	19	trade	trade	NOUN
easat-10407	133	20	strategies	strategy	NOUN
easat-10407	133	21	.	.	PUNCT
easat-10407	134	1	3.2	3.2	NUM
easat-10407	134	2	.	.	PUNCT
easat-10407	135	1	population	population	NOUN
easat-10407	135	2	initialization	initialization	NOUN
easat-10407	135	3	the	the	DET
easat-10407	135	4	first	first	ADJ
easat-10407	135	5	step	step	NOUN
easat-10407	135	6	in	in	ADP
easat-10407	135	7	the	the	DET
easat-10407	135	8	ga	ga	NOUN
easat-10407	135	9	procedure	procedure	NOUN
easat-10407	135	10	is	be	AUX
easat-10407	135	11	the	the	DET
easat-10407	135	12	generation	generation	NOUN
easat-10407	135	13	of	of	ADP
easat-10407	135	14	an	an	DET
easat-10407	135	15	initial	initial	ADJ
easat-10407	135	16	population	population	NOUN
easat-10407	135	17	of	of	ADP
easat-10407	135	18	trading	trading	NOUN
easat-10407	135	19	strategies	strategy	NOUN
easat-10407	135	20	.	.	PUNCT
easat-10407	136	1	each	each	DET
easat-10407	136	2	strategy	strategy	NOUN
easat-10407	136	3	is	be	AUX
easat-10407	136	4	represented	represent	VERB
easat-10407	136	5	as	as	ADP
easat-10407	136	6	a	a	DET
easat-10407	136	7	sequence	sequence	NOUN
easat-10407	136	8	of	of	ADP
easat-10407	136	9	trading	trading	NOUN
easat-10407	136	10	decisions	decision	NOUN
easat-10407	136	11	as	as	ADP
easat-10407	136	12	a	a	DET
easat-10407	136	13	chromosome	chromosome	NOUN
easat-10407	136	14	.	.	PUNCT
easat-10407	137	1	the	the	DET
easat-10407	137	2	population	population	NOUN
easat-10407	137	3	size	size	NOUN
easat-10407	137	4	is	be	AUX
easat-10407	137	5	a	a	DET
easat-10407	137	6	significant	significant	ADJ
easat-10407	137	7	parameter	parameter	NOUN
easat-10407	137	8	,	,	PUNCT
easat-10407	137	9	and	and	CCONJ
easat-10407	137	10	a	a	DET
easat-10407	137	11	larger	large	ADJ
easat-10407	137	12	population	population	NOUN
easat-10407	137	13	offers	offer	VERB
easat-10407	137	14	more	more	ADJ
easat-10407	137	15	strategy	strategy	NOUN
easat-10407	137	16	diversity	diversity	NOUN
easat-10407	137	17	but	but	CCONJ
easat-10407	137	18	requires	require	VERB
easat-10407	137	19	more	more	ADJ
easat-10407	137	20	computational	computational	ADJ
easat-10407	137	21	effort	effort	NOUN
easat-10407	137	22	.	.	PUNCT
easat-10407	138	1	in	in	ADP
easat-10407	138	2	the	the	DET
easat-10407	138	3	first	first	ADJ
easat-10407	138	4	stage	stage	NOUN
easat-10407	138	5	,	,	PUNCT
easat-10407	138	6	the	the	DET
easat-10407	138	7	trading	trading	NOUN
easat-10407	138	8	strategies	strategy	NOUN
easat-10407	138	9	are	be	AUX
easat-10407	138	10	randomly	randomly	ADV
easat-10407	138	11	allocated	allocate	VERB
easat-10407	138	12	to	to	PART
easat-10407	138	13	maximize	maximize	VERB
easat-10407	138	14	the	the	DET
easat-10407	138	15	number	number	NOUN
easat-10407	138	16	of	of	ADP
easat-10407	138	17	possible	possible	ADJ
easat-10407	138	18	solutions	solution	NOUN
easat-10407	138	19	.	.	PUNCT
easat-10407	139	1	each	each	DET
easat-10407	139	2	strategy	strategy	NOUN
easat-10407	139	3	is	be	AUX
easat-10407	139	4	assigned	assign	VERB
easat-10407	139	5	a	a	DET
easat-10407	139	6	random	random	ADJ
easat-10407	139	7	list	list	NOUN
easat-10407	139	8	of	of	ADP
easat-10407	139	9	buy	buy	NOUN
easat-10407	139	10	,	,	PUNCT
easat-10407	139	11	sell	sell	VERB
easat-10407	139	12	,	,	PUNCT
easat-10407	139	13	and	and	CCONJ
easat-10407	139	14	hold	hold	VERB
easat-10407	139	15	actions	action	NOUN
easat-10407	139	16	for	for	ADP
easat-10407	139	17	a	a	DET
easat-10407	139	18	specified	specified	ADJ
easat-10407	139	19	number	number	NOUN
easat-10407	139	20	of	of	ADP
easat-10407	139	21	trading	trading	NOUN
easat-10407	139	22	cycles	cycle	NOUN
easat-10407	139	23	.	.	PUNCT
easat-10407	140	1	randomness	randomness	NOUN
easat-10407	140	2	fosters	foster	VERB
easat-10407	140	3	genetic	genetic	ADJ
easat-10407	140	4	diversity	diversity	NOUN
easat-10407	140	5	at	at	ADP
easat-10407	140	6	an	an	DET
easat-10407	140	7	early	early	ADJ
easat-10407	140	8	stage	stage	NOUN
easat-10407	140	9	in	in	ADP
easat-10407	140	10	the	the	DET
easat-10407	140	11	algorithm	algorithm	NOUN
easat-10407	140	12	,	,	PUNCT
easat-10407	140	13	and	and	CCONJ
easat-10407	140	14	opportunities	opportunity	NOUN
easat-10407	140	15	for	for	ADP
easat-10407	140	16	discovering	discover	VERB
easat-10407	140	17	profitable	profitable	ADJ
easat-10407	140	18	strategies	strategy	NOUN
easat-10407	140	19	increase	increase	VERB
easat-10407	140	20	with	with	ADP
easat-10407	140	21	evolution	evolution	NOUN
easat-10407	140	22	.	.	PUNCT
easat-10407	141	1	3.3	3.3	NUM
easat-10407	141	2	.	.	PUNCT
easat-10407	141	3	selection	selection	NOUN
easat-10407	141	4	mechanism	mechanism	NOUN
easat-10407	141	5	selection	selection	NOUN
easat-10407	141	6	is	be	AUX
easat-10407	141	7	the	the	DET
easat-10407	141	8	process	process	NOUN
easat-10407	141	9	by	by	ADP
easat-10407	141	10	which	which	PRON
easat-10407	141	11	superior	superior	ADJ
easat-10407	141	12	strategies	strategy	NOUN
easat-10407	141	13	are	be	AUX
easat-10407	141	14	chosen	choose	VERB
easat-10407	141	15	in	in	ADP
easat-10407	141	16	an	an	DET
easat-10407	141	17	attempt	attempt	NOUN
easat-10407	141	18	to	to	PART
easat-10407	141	19	pass	pass	VERB
easat-10407	141	20	on	on	ADP
easat-10407	141	21	their	their	PRON
easat-10407	141	22	traits	trait	NOUN
easat-10407	141	23	to	to	ADP
easat-10407	141	24	future	future	ADJ
easat-10407	141	25	generations	generation	NOUN
easat-10407	141	26	.	.	PUNCT
easat-10407	142	1	the	the	DET
easat-10407	142	2	primary	primary	ADJ
easat-10407	142	3	goal	goal	NOUN
easat-10407	142	4	is	be	AUX
easat-10407	142	5	to	to	PART
easat-10407	142	6	ensure	ensure	VERB
easat-10407	142	7	that	that	SCONJ
easat-10407	142	8	the	the	DET
easat-10407	142	9	highest	highest	ADV
easat-10407	142	10	-	-	PUNCT
easat-10407	142	11	performing	perform	VERB
easat-10407	142	12	strategies	strategy	NOUN
easat-10407	142	13	have	have	VERB
easat-10407	142	14	a	a	DET
easat-10407	142	15	greater	great	ADJ
easat-10407	142	16	chance	chance	NOUN
easat-10407	142	17	of	of	ADP
easat-10407	142	18	survival	survival	NOUN
easat-10407	142	19	while	while	SCONJ
easat-10407	142	20	maintaining	maintain	VERB
easat-10407	142	21	genetic	genetic	ADJ
easat-10407	142	22	diversity	diversity	NOUN
easat-10407	142	23	.	.	PUNCT
easat-10407	143	1	within	within	ADP
easat-10407	143	2	this	this	DET
easat-10407	143	3	implementation	implementation	NOUN
easat-10407	143	4	,	,	PUNCT
easat-10407	143	5	fitnessproportional	fitnessproportional	ADJ
easat-10407	143	6	selection	selection	NOUN
easat-10407	143	7	,	,	PUNCT
easat-10407	143	8	or	or	CCONJ
easat-10407	143	9	roulette	roulette	NOUN
easat-10407	143	10	wheel	wheel	NOUN
easat-10407	143	11	selection	selection	NOUN
easat-10407	143	12	,	,	PUNCT
easat-10407	143	13	is	be	AUX
easat-10407	143	14	utilized	utilize	VERB
easat-10407	143	15	.	.	PUNCT
easat-10407	144	1	this	this	DET
easat-10407	144	2	mechanism	mechanism	NOUN
easat-10407	144	3	offers	offer	VERB
easat-10407	144	4	selection	selection	NOUN
easat-10407	144	5	likelihood	likelihood	NOUN
easat-10407	144	6	based	base	VERB
easat-10407	144	7	on	on	ADP
easat-10407	144	8	the	the	DET
easat-10407	144	9	fitness	fitness	NOUN
easat-10407	144	10	score	score	NOUN
easat-10407	144	11	of	of	ADP
easat-10407	144	12	a	a	DET
easat-10407	144	13	strategy	strategy	NOUN
easat-10407	144	14	;	;	PUNCT
easat-10407	144	15	more	more	ADV
easat-10407	144	16	effective	effective	ADJ
easat-10407	144	17	strategies	strategy	NOUN
easat-10407	144	18	are	be	AUX
easat-10407	144	19	more	more	ADV
easat-10407	144	20	likely	likely	ADJ
easat-10407	144	21	to	to	PART
easat-10407	144	22	be	be	AUX
easat-10407	144	23	chosen	choose	VERB
easat-10407	144	24	for	for	ADP
easat-10407	144	25	reproduction	reproduction	NOUN
easat-10407	144	26	.	.	PUNCT
easat-10407	145	1	a	a	DET
easat-10407	145	2	tournament	tournament	NOUN
easat-10407	145	3	selection	selection	NOUN
easat-10407	145	4	mechanism	mechanism	NOUN
easat-10407	145	5	is	be	AUX
easat-10407	145	6	added	add	VERB
easat-10407	145	7	to	to	PART
easat-10407	145	8	raise	raise	VERB
easat-10407	145	9	the	the	DET
easat-10407	145	10	selection	selection	NOUN
easat-10407	145	11	pressure	pressure	NOUN
easat-10407	145	12	and	and	CCONJ
easat-10407	145	13	prevent	prevent	VERB
easat-10407	145	14	premature	premature	ADJ
easat-10407	145	15	convergence	convergence	NOUN
easat-10407	145	16	to	to	ADP
easat-10407	145	17	poor	poor	ADJ
easat-10407	145	18	solutions	solution	NOUN
easat-10407	145	19	.	.	PUNCT
easat-10407	146	1	in	in	ADP
easat-10407	146	2	order	order	NOUN
easat-10407	146	3	to	to	PART
easat-10407	146	4	balance	balance	VERB
easat-10407	146	5	exploration	exploration	NOUN
easat-10407	146	6	and	and	CCONJ
easat-10407	146	7	exploitation	exploitation	NOUN
easat-10407	146	8	,	,	PUNCT
easat-10407	146	9	the	the	DET
easat-10407	146	10	most	most	ADV
easat-10407	146	11	successful	successful	ADJ
easat-10407	146	12	part	part	NOUN
easat-10407	146	13	of	of	ADP
easat-10407	146	14	the	the	DET
easat-10407	146	15	population	population	NOUN
easat-10407	146	16	is	be	AUX
easat-10407	146	17	bred	breed	VERB
easat-10407	146	18	,	,	PUNCT
easat-10407	146	19	and	and	CCONJ
easat-10407	146	20	less	less	ADV
easat-10407	146	21	effective	effective	ADJ
easat-10407	146	22	strategies	strategy	NOUN
easat-10407	146	23	are	be	AUX
easat-10407	146	24	culled	cull	VERB
easat-10407	146	25	.	.	PUNCT
easat-10407	147	1	by	by	ADP
easat-10407	147	2	doing	do	VERB
easat-10407	147	3	this	this	PRON
easat-10407	147	4	,	,	PUNCT
easat-10407	147	5	successful	successful	ADJ
easat-10407	147	6	trading	trading	NOUN
easat-10407	147	7	behavior	behavior	NOUN
easat-10407	147	8	replicates	replicate	NOUN
easat-10407	147	9	and	and	CCONJ
easat-10407	147	10	maintains	maintain	VERB
easat-10407	147	11	diversity	diversity	NOUN
easat-10407	147	12	within	within	ADP
easat-10407	147	13	the	the	DET
easat-10407	147	14	gene	gene	NOUN
easat-10407	147	15	pool	pool	NOUN
easat-10407	147	16	.	.	PUNCT
easat-10407	148	1	339	339	NUM
easat-10407	148	2	edelweiss	edelweiss	PROPN
easat-10407	148	3	applied	apply	VERB
easat-10407	148	4	science	science	NOUN
easat-10407	148	5	and	and	CCONJ
easat-10407	148	6	technology	technology	NOUN
easat-10407	148	7	issn	issn	PROPN
easat-10407	148	8	:	:	PUNCT
easat-10407	148	9	2576	2576	NUM
easat-10407	148	10	-	-	SYM
easat-10407	148	11	8484	8484	NUM
easat-10407	148	12	vol	vol	NOUN
easat-10407	148	13	.	.	PROPN
easat-10407	149	1	9	9	NUM
easat-10407	149	2	,	,	PUNCT
easat-10407	149	3	no	no	INTJ
easat-10407	149	4	.	.	NOUN
easat-10407	149	5	10	10	NUM
easat-10407	149	6	:	:	PUNCT
easat-10407	149	7	334	334	NUM
easat-10407	149	8	-	-	SYM
easat-10407	149	9	345	345	NUM
easat-10407	149	10	,	,	PUNCT
easat-10407	149	11	2025	2025	NUM
easat-10407	149	12	doi	doi	NOUN
easat-10407	149	13	:	:	PUNCT
easat-10407	149	14	10.55214/2576	10.55214/2576	NUM
easat-10407	149	15	-	-	SYM
easat-10407	149	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	149	17	©	©	ADP
easat-10407	149	18	2025	2025	NUM
easat-10407	149	19	by	by	ADP
easat-10407	149	20	the	the	DET
easat-10407	149	21	author	author	NOUN
easat-10407	149	22	;	;	PUNCT
easat-10407	149	23	licensee	licensee	PROPN
easat-10407	149	24	learning	learning	NOUN
easat-10407	149	25	gate	gate	NOUN
easat-10407	149	26	3.4	3.4	NUM
easat-10407	149	27	.	.	PUNCT
easat-10407	150	1	crossover	crossover	NOUN
easat-10407	150	2	operation	operation	NOUN
easat-10407	150	3	crossover	crossover	NOUN
easat-10407	150	4	is	be	AUX
easat-10407	150	5	a	a	DET
easat-10407	150	6	genetic	genetic	ADJ
easat-10407	150	7	process	process	NOUN
easat-10407	150	8	that	that	PRON
easat-10407	150	9	utilizes	utilize	VERB
easat-10407	150	10	the	the	DET
easat-10407	150	11	characteristics	characteristic	NOUN
easat-10407	150	12	of	of	ADP
easat-10407	150	13	two	two	NUM
easat-10407	150	14	-	-	PUNCT
easat-10407	150	15	parent	parent	NOUN
easat-10407	150	16	approaches	approach	NOUN
easat-10407	150	17	to	to	PART
easat-10407	150	18	generate	generate	VERB
easat-10407	150	19	new	new	ADJ
easat-10407	150	20	offspring	offspring	NOUN
easat-10407	150	21	.	.	PUNCT
easat-10407	151	1	the	the	DET
easat-10407	151	2	process	process	NOUN
easat-10407	151	3	is	be	AUX
easat-10407	151	4	employed	employ	VERB
easat-10407	151	5	to	to	PART
easat-10407	151	6	explore	explore	VERB
easat-10407	151	7	new	new	ADJ
easat-10407	151	8	solutions	solution	NOUN
easat-10407	151	9	while	while	SCONJ
easat-10407	151	10	preserving	preserve	VERB
easat-10407	151	11	beneficial	beneficial	ADJ
easat-10407	151	12	traits	trait	NOUN
easat-10407	151	13	inherited	inherit	VERB
easat-10407	151	14	from	from	ADP
easat-10407	151	15	effective	effective	ADJ
easat-10407	151	16	strategies	strategy	NOUN
easat-10407	151	17	.	.	PUNCT
easat-10407	152	1	in	in	ADP
easat-10407	152	2	this	this	DET
easat-10407	152	3	study	study	NOUN
easat-10407	152	4	,	,	PUNCT
easat-10407	152	5	the	the	DET
easat-10407	152	6	single	single	ADJ
easat-10407	152	7	-	-	PUNCT
easat-10407	152	8	point	point	NOUN
easat-10407	152	9	crossover	crossover	NOUN
easat-10407	152	10	method	method	NOUN
easat-10407	152	11	is	be	AUX
easat-10407	152	12	applied	apply	VERB
easat-10407	152	13	.	.	PUNCT
easat-10407	153	1	one	one	NUM
easat-10407	153	2	crossover	crossover	ADP
easat-10407	153	3	point	point	NOUN
easat-10407	153	4	is	be	AUX
easat-10407	153	5	randomly	randomly	ADV
easat-10407	153	6	selected	select	VERB
easat-10407	153	7	from	from	ADP
easat-10407	153	8	the	the	DET
easat-10407	153	9	parent	parent	NOUN
easat-10407	153	10	strategies	strategy	NOUN
easat-10407	153	11	'	'	PART
easat-10407	153	12	trade	trade	NOUN
easat-10407	153	13	series	series	NOUN
easat-10407	153	14	.	.	PUNCT
easat-10407	154	1	the	the	DET
easat-10407	154	2	segments	segment	NOUN
easat-10407	154	3	before	before	ADP
easat-10407	154	4	and	and	CCONJ
easat-10407	154	5	after	after	ADP
easat-10407	154	6	the	the	DET
easat-10407	154	7	crossover	crossover	NOUN
easat-10407	154	8	point	point	NOUN
easat-10407	154	9	are	be	AUX
easat-10407	154	10	exchanged	exchange	VERB
easat-10407	154	11	between	between	ADP
easat-10407	154	12	parents	parent	NOUN
easat-10407	154	13	to	to	PART
easat-10407	154	14	produce	produce	VERB
easat-10407	154	15	two	two	NUM
easat-10407	154	16	new	new	ADJ
easat-10407	154	17	offspring	offspring	NOUN
easat-10407	154	18	with	with	ADP
easat-10407	154	19	hybrid	hybrid	ADJ
easat-10407	154	20	genetic	genetic	ADJ
easat-10407	154	21	characteristics	characteristic	NOUN
easat-10407	154	22	.	.	PUNCT
easat-10407	155	1	this	this	DET
easat-10407	155	2	method	method	NOUN
easat-10407	155	3	ensures	ensure	VERB
easat-10407	155	4	the	the	DET
easat-10407	155	5	sharing	sharing	NOUN
easat-10407	155	6	of	of	ADP
easat-10407	155	7	advantageous	advantageous	ADJ
easat-10407	155	8	trading	trading	NOUN
easat-10407	155	9	rules	rule	NOUN
easat-10407	155	10	while	while	SCONJ
easat-10407	155	11	maintaining	maintain	VERB
easat-10407	155	12	diversity	diversity	NOUN
easat-10407	155	13	within	within	ADP
easat-10407	155	14	the	the	DET
easat-10407	155	15	population	population	NOUN
easat-10407	155	16	.	.	PUNCT
easat-10407	156	1	to	to	PART
easat-10407	156	2	prevent	prevent	VERB
easat-10407	156	3	offspring	offspring	NOUN
easat-10407	156	4	from	from	ADP
easat-10407	156	5	becoming	become	VERB
easat-10407	156	6	too	too	ADV
easat-10407	156	7	similar	similar	ADJ
easat-10407	156	8	,	,	PUNCT
easat-10407	156	9	crossover	crossover	NOUN
easat-10407	156	10	operations	operation	NOUN
easat-10407	156	11	are	be	AUX
easat-10407	156	12	performed	perform	VERB
easat-10407	156	13	with	with	ADP
easat-10407	156	14	a	a	DET
easat-10407	156	15	specified	specify	VERB
easat-10407	156	16	probability	probability	NOUN
easat-10407	156	17	.	.	PUNCT
easat-10407	157	1	if	if	SCONJ
easat-10407	157	2	no	no	DET
easat-10407	157	3	crossover	crossover	NOUN
easat-10407	157	4	occurs	occur	VERB
easat-10407	157	5	,	,	PUNCT
easat-10407	157	6	the	the	DET
easat-10407	157	7	offspring	offspring	NOUN
easat-10407	157	8	are	be	AUX
easat-10407	157	9	identical	identical	ADJ
easat-10407	157	10	copies	copy	NOUN
easat-10407	157	11	of	of	ADP
easat-10407	157	12	the	the	DET
easat-10407	157	13	parents	parent	NOUN
easat-10407	157	14	.	.	PUNCT
easat-10407	158	1	3.5	3.5	NUM
easat-10407	158	2	.	.	PUNCT
easat-10407	159	1	mutation	mutation	NOUN
easat-10407	159	2	process	process	VERB
easat-10407	159	3	a	a	DET
easat-10407	159	4	mutation	mutation	NOUN
easat-10407	159	5	is	be	AUX
easat-10407	159	6	added	add	VERB
easat-10407	159	7	to	to	PART
easat-10407	159	8	ensure	ensure	VERB
easat-10407	159	9	diversity	diversity	NOUN
easat-10407	159	10	in	in	ADP
easat-10407	159	11	genes	gene	NOUN
easat-10407	159	12	so	so	SCONJ
easat-10407	159	13	that	that	SCONJ
easat-10407	159	14	the	the	DET
easat-10407	159	15	system	system	NOUN
easat-10407	159	16	does	do	AUX
easat-10407	159	17	not	not	PART
easat-10407	159	18	converge	converge	VERB
easat-10407	159	19	to	to	ADP
easat-10407	159	20	local	local	ADJ
easat-10407	159	21	optimum	optimum	ADJ
easat-10407	159	22	values	value	NOUN
easat-10407	159	23	.	.	PUNCT
easat-10407	160	1	this	this	DET
easat-10407	160	2	operation	operation	NOUN
easat-10407	160	3	adds	add	VERB
easat-10407	160	4	tiny	tiny	ADJ
easat-10407	160	5	random	random	ADJ
easat-10407	160	6	modifications	modification	NOUN
easat-10407	160	7	to	to	ADP
easat-10407	160	8	trading	trading	NOUN
easat-10407	160	9	strategies	strategy	NOUN
easat-10407	160	10	so	so	SCONJ
easat-10407	160	11	that	that	SCONJ
easat-10407	160	12	the	the	DET
easat-10407	160	13	algorithm	algorithm	NOUN
easat-10407	160	14	can	can	AUX
easat-10407	160	15	discover	discover	VERB
easat-10407	160	16	new	new	ADJ
easat-10407	160	17	regions	region	NOUN
easat-10407	160	18	of	of	ADP
easat-10407	160	19	the	the	DET
easat-10407	160	20	solution	solution	NOUN
easat-10407	160	21	space	space	NOUN
easat-10407	160	22	.	.	PUNCT
easat-10407	161	1	each	each	DET
easat-10407	161	2	decision	decision	NOUN
easat-10407	161	3	in	in	ADP
easat-10407	161	4	a	a	DET
easat-10407	161	5	strategy	strategy	NOUN
easat-10407	161	6	is	be	AUX
easat-10407	161	7	mutable	mutable	ADJ
easat-10407	161	8	at	at	ADP
easat-10407	161	9	a	a	DET
easat-10407	161	10	set	set	VERB
easat-10407	161	11	probability	probability	NOUN
easat-10407	161	12	.	.	PUNCT
easat-10407	162	1	as	as	ADP
easat-10407	162	2	an	an	DET
easat-10407	162	3	example	example	NOUN
easat-10407	162	4	,	,	PUNCT
easat-10407	162	5	a	a	DET
easat-10407	162	6	“	"	PUNCT
easat-10407	162	7	buy	buy	NOUN
easat-10407	162	8	”	"	PUNCT
easat-10407	162	9	decision	decision	NOUN
easat-10407	162	10	may	may	AUX
easat-10407	162	11	change	change	VERB
easat-10407	162	12	to	to	PART
easat-10407	162	13	“	"	PUNCT
easat-10407	162	14	sell	sell	VERB
easat-10407	162	15	”	"	PUNCT
easat-10407	162	16	or	or	CCONJ
easat-10407	162	17	“	"	PUNCT
easat-10407	162	18	hold	hold	VERB
easat-10407	162	19	,	,	PUNCT
easat-10407	162	20	”	"	PUNCT
easat-10407	162	21	and	and	CCONJ
easat-10407	162	22	vice	vice	ADV
easat-10407	162	23	versa	versa	ADV
easat-10407	162	24	.	.	PUNCT
easat-10407	163	1	the	the	DET
easat-10407	163	2	rate	rate	NOUN
easat-10407	163	3	of	of	ADP
easat-10407	163	4	mutation	mutation	NOUN
easat-10407	163	5	is	be	AUX
easat-10407	163	6	adjusted	adjust	VERB
easat-10407	163	7	so	so	SCONJ
easat-10407	163	8	that	that	SCONJ
easat-10407	163	9	exploration	exploration	NOUN
easat-10407	163	10	and	and	CCONJ
easat-10407	163	11	exploitation	exploitation	NOUN
easat-10407	163	12	are	be	AUX
easat-10407	163	13	balanced	balance	VERB
easat-10407	163	14	a	a	DET
easat-10407	163	15	too	too	ADV
easat-10407	163	16	large	large	ADJ
easat-10407	163	17	mutation	mutation	NOUN
easat-10407	163	18	rate	rate	NOUN
easat-10407	163	19	yields	yield	NOUN
easat-10407	163	20	too	too	ADV
easat-10407	163	21	much	much	ADJ
easat-10407	163	22	randomness	randomness	NOUN
easat-10407	163	23	,	,	PUNCT
easat-10407	163	24	and	and	CCONJ
easat-10407	163	25	a	a	DET
easat-10407	163	26	too	too	ADV
easat-10407	163	27	small	small	ADJ
easat-10407	163	28	rate	rate	NOUN
easat-10407	163	29	can	can	AUX
easat-10407	163	30	cause	cause	VERB
easat-10407	163	31	stagnation	stagnation	NOUN
easat-10407	163	32	.	.	PUNCT
easat-10407	164	1	this	this	DET
easat-10407	164	2	mutation	mutation	NOUN
easat-10407	164	3	process	process	NOUN
easat-10407	164	4	assists	assist	VERB
easat-10407	164	5	in	in	ADP
easat-10407	164	6	preventing	prevent	VERB
easat-10407	164	7	the	the	DET
easat-10407	164	8	algorithm	algorithm	NOUN
easat-10407	164	9	from	from	ADP
easat-10407	164	10	over	over	ADP
easat-10407	164	11	-	-	PUNCT
easat-10407	164	12	dependence	dependence	NOUN
easat-10407	164	13	on	on	ADP
easat-10407	164	14	limited	limited	ADJ
easat-10407	164	15	trading	trading	NOUN
easat-10407	164	16	strategies	strategy	NOUN
easat-10407	164	17	,	,	PUNCT
easat-10407	164	18	thus	thus	ADV
easat-10407	164	19	enhancing	enhance	VERB
easat-10407	164	20	its	its	PRON
easat-10407	164	21	ability	ability	NOUN
easat-10407	164	22	to	to	PART
easat-10407	164	23	adapt	adapt	VERB
easat-10407	164	24	to	to	ADP
easat-10407	164	25	market	market	NOUN
easat-10407	164	26	condition	condition	NOUN
easat-10407	164	27	changes	change	NOUN
easat-10407	164	28	.	.	PUNCT
easat-10407	165	1	3.6	3.6	NUM
easat-10407	165	2	.	.	PUNCT
easat-10407	165	3	algorithm	algorithm	NOUN
easat-10407	165	4	execution	execution	NOUN
easat-10407	165	5	the	the	DET
easat-10407	165	6	genetic	genetic	ADJ
easat-10407	165	7	algorithm	algorithm	NOUN
easat-10407	165	8	iterates	iterate	VERB
easat-10407	165	9	through	through	ADP
easat-10407	165	10	a	a	DET
easat-10407	165	11	number	number	NOUN
easat-10407	165	12	of	of	ADP
easat-10407	165	13	generations	generation	NOUN
easat-10407	165	14	,	,	PUNCT
easat-10407	165	15	refining	refine	VERB
easat-10407	165	16	the	the	DET
easat-10407	165	17	trading	trading	NOUN
easat-10407	165	18	strategies	strategy	NOUN
easat-10407	165	19	by	by	ADP
easat-10407	165	20	repeated	repeat	VERB
easat-10407	165	21	use	use	NOUN
easat-10407	165	22	of	of	ADP
easat-10407	165	23	selection	selection	NOUN
easat-10407	165	24	,	,	PUNCT
easat-10407	165	25	crossover	crossover	NOUN
easat-10407	165	26	,	,	PUNCT
easat-10407	165	27	and	and	CCONJ
easat-10407	165	28	mutation	mutation	NOUN
easat-10407	165	29	.	.	PUNCT
easat-10407	166	1	the	the	DET
easat-10407	166	2	size	size	NOUN
easat-10407	166	3	of	of	ADP
easat-10407	166	4	generations	generation	NOUN
easat-10407	166	5	is	be	AUX
easat-10407	166	6	established	establish	VERB
easat-10407	166	7	based	base	VERB
easat-10407	166	8	on	on	ADP
easat-10407	166	9	computational	computational	ADJ
easat-10407	166	10	needs	need	NOUN
easat-10407	166	11	and	and	CCONJ
easat-10407	166	12	the	the	DET
easat-10407	166	13	rate	rate	NOUN
easat-10407	166	14	of	of	ADP
easat-10407	166	15	convergence	convergence	NOUN
easat-10407	166	16	as	as	SCONJ
easat-10407	166	17	observed	observe	VERB
easat-10407	166	18	through	through	ADP
easat-10407	166	19	initial	initial	ADJ
easat-10407	166	20	testing	testing	NOUN
easat-10407	166	21	.	.	PUNCT
easat-10407	167	1	at	at	ADP
easat-10407	167	2	every	every	DET
easat-10407	167	3	generation	generation	NOUN
easat-10407	167	4	,	,	PUNCT
easat-10407	167	5	the	the	DET
easat-10407	167	6	following	follow	VERB
easat-10407	167	7	is	be	AUX
easat-10407	167	8	carried	carry	VERB
easat-10407	167	9	out	out	ADP
easat-10407	167	10	:	:	PUNCT
easat-10407	167	11	1	1	X
easat-10407	167	12	.	.	X
easat-10407	167	13	evaluation	evaluation	NOUN
easat-10407	167	14	of	of	ADP
easat-10407	167	15	fitness	fitness	NOUN
easat-10407	167	16	:	:	PUNCT
easat-10407	167	17	the	the	DET
easat-10407	167	18	entire	entire	ADJ
easat-10407	167	19	population	population	NOUN
easat-10407	167	20	’s	’s	PART
easat-10407	167	21	strategies	strategy	NOUN
easat-10407	167	22	are	be	AUX
easat-10407	167	23	sorted	sort	VERB
easat-10407	167	24	according	accord	VERB
easat-10407	167	25	to	to	ADP
easat-10407	167	26	the	the	DET
easat-10407	167	27	fitness	fitness	NOUN
easat-10407	167	28	function	function	NOUN
easat-10407	167	29	.	.	PUNCT
easat-10407	168	1	2	2	X
easat-10407	168	2	.	.	X
easat-10407	168	3	selection	selection	NOUN
easat-10407	168	4	:	:	PUNCT
easat-10407	168	5	strategies	strategy	NOUN
easat-10407	168	6	with	with	ADP
easat-10407	168	7	superior	superior	ADJ
easat-10407	168	8	performance	performance	NOUN
easat-10407	168	9	are	be	AUX
easat-10407	168	10	selected	select	VERB
easat-10407	168	11	for	for	ADP
easat-10407	168	12	reproduction	reproduction	NOUN
easat-10407	168	13	.	.	PUNCT
easat-10407	169	1	3	3	X
easat-10407	169	2	.	.	X
easat-10407	169	3	crossover	crossover	NOUN
easat-10407	169	4	:	:	PUNCT
easat-10407	169	5	selected	select	VERB
easat-10407	169	6	parent	parent	NOUN
easat-10407	169	7	strategies	strategy	NOUN
easat-10407	169	8	are	be	AUX
easat-10407	169	9	crossed	cross	VERB
easat-10407	169	10	to	to	PART
easat-10407	169	11	generate	generate	VERB
easat-10407	169	12	new	new	ADJ
easat-10407	169	13	offspring	offspring	NOUN
easat-10407	169	14	.	.	PUNCT
easat-10407	170	1	4	4	X
easat-10407	170	2	.	.	X
easat-10407	170	3	mutation	mutation	NOUN
easat-10407	170	4	:	:	PUNCT
easat-10407	170	5	random	random	ADJ
easat-10407	170	6	mutations	mutation	NOUN
easat-10407	170	7	are	be	AUX
easat-10407	170	8	added	add	VERB
easat-10407	170	9	to	to	ADP
easat-10407	170	10	the	the	DET
easat-10407	170	11	offspring	offspring	NOUN
easat-10407	170	12	.	.	PUNCT
easat-10407	171	1	5	5	X
easat-10407	171	2	.	.	X
easat-10407	171	3	population	population	NOUN
easat-10407	171	4	update	update	NOUN
easat-10407	171	5	:	:	PUNCT
easat-10407	171	6	the	the	DET
easat-10407	171	7	old	old	ADJ
easat-10407	171	8	generation	generation	NOUN
easat-10407	171	9	is	be	AUX
easat-10407	171	10	substituted	substitute	VERB
easat-10407	171	11	by	by	ADP
easat-10407	171	12	the	the	DET
easat-10407	171	13	new	new	ADJ
easat-10407	171	14	one	one	NOUN
easat-10407	171	15	,	,	PUNCT
easat-10407	171	16	and	and	CCONJ
easat-10407	171	17	the	the	DET
easat-10407	171	18	process	process	NOUN
easat-10407	171	19	is	be	AUX
easat-10407	171	20	repetitive	repetitive	ADJ
easat-10407	171	21	.	.	PUNCT
easat-10407	172	1	the	the	DET
easat-10407	172	2	algorithm	algorithm	NOUN
easat-10407	172	3	terminates	terminate	VERB
easat-10407	172	4	when	when	SCONJ
easat-10407	172	5	one	one	NUM
easat-10407	172	6	of	of	ADP
easat-10407	172	7	the	the	DET
easat-10407	172	8	following	following	NOUN
easat-10407	172	9	happens	happen	VERB
easat-10407	172	10	:	:	PUNCT
easat-10407	172	11	•	•	SCONJ
easat-10407	172	12	a	a	DET
easat-10407	172	13	pre	pre	ADJ
easat-10407	172	14	-	-	ADJ
easat-10407	172	15	specified	specified	ADJ
easat-10407	172	16	number	number	NOUN
easat-10407	172	17	of	of	ADP
easat-10407	172	18	generations	generation	NOUN
easat-10407	172	19	is	be	AUX
easat-10407	172	20	attained	attain	VERB
easat-10407	172	21	.	.	PUNCT
easat-10407	173	1	•	•	NUM
easat-10407	173	2	the	the	DET
easat-10407	173	3	best	good	ADJ
easat-10407	173	4	fitness	fitness	NOUN
easat-10407	173	5	score	score	NOUN
easat-10407	173	6	converges	converge	NOUN
easat-10407	173	7	,	,	PUNCT
easat-10407	173	8	i.e.	i.e.	X
easat-10407	173	9	,	,	PUNCT
easat-10407	173	10	convergence	convergence	NOUN
easat-10407	173	11	to	to	ADP
easat-10407	173	12	an	an	DET
easat-10407	173	13	optimum	optimum	ADJ
easat-10407	173	14	solution	solution	NOUN
easat-10407	173	15	.	.	PUNCT
easat-10407	174	1	•	•	NUM
easat-10407	174	2	a	a	DET
easat-10407	174	3	stopping	stop	VERB
easat-10407	174	4	criterion	criterion	NOUN
easat-10407	174	5	is	be	AUX
easat-10407	174	6	met	meet	VERB
easat-10407	174	7	,	,	PUNCT
easat-10407	174	8	e.g.	e.g.	ADV
easat-10407	174	9	,	,	PUNCT
easat-10407	174	10	a	a	DET
easat-10407	174	11	computational	computational	ADJ
easat-10407	174	12	limit	limit	NOUN
easat-10407	174	13	is	be	AUX
easat-10407	174	14	surpassed	surpass	VERB
easat-10407	174	15	.	.	PUNCT
easat-10407	175	1	after	after	SCONJ
easat-10407	175	2	the	the	DET
easat-10407	175	3	running	running	NOUN
easat-10407	175	4	is	be	AUX
easat-10407	175	5	completed	complete	VERB
easat-10407	175	6	,	,	PUNCT
easat-10407	175	7	the	the	DET
easat-10407	175	8	best	good	ADJ
easat-10407	175	9	trading	trading	NOUN
easat-10407	175	10	strategy	strategy	NOUN
easat-10407	175	11	is	be	AUX
easat-10407	175	12	achieved	achieve	VERB
easat-10407	175	13	and	and	CCONJ
easat-10407	175	14	confirmed	confirm	VERB
easat-10407	175	15	to	to	PART
easat-10407	175	16	determine	determine	VERB
easat-10407	175	17	whether	whether	SCONJ
easat-10407	175	18	it	it	PRON
easat-10407	175	19	optimizes	optimize	VERB
easat-10407	175	20	in	in	ADP
easat-10407	175	21	a	a	DET
easat-10407	175	22	hypothetical	hypothetical	ADJ
easat-10407	175	23	financial	financial	ADJ
easat-10407	175	24	condition	condition	NOUN
easat-10407	175	25	.	.	PUNCT
easat-10407	176	1	the	the	DET
easat-10407	176	2	process	process	NOUN
easat-10407	176	3	is	be	AUX
easat-10407	176	4	described	describe	VERB
easat-10407	176	5	by	by	ADP
easat-10407	176	6	this	this	DET
easat-10407	176	7	method	method	NOUN
easat-10407	176	8	as	as	ADP
easat-10407	176	9	a	a	DET
easat-10407	176	10	structured	structured	ADJ
easat-10407	176	11	approach	approach	NOUN
easat-10407	176	12	to	to	ADP
easat-10407	176	13	trading	trading	NOUN
easat-10407	176	14	rule	rule	NOUN
easat-10407	176	15	optimization	optimization	NOUN
easat-10407	176	16	employing	employ	VERB
easat-10407	176	17	genetic	genetic	ADJ
easat-10407	176	18	algorithms	algorithm	NOUN
easat-10407	176	19	.	.	PUNCT
easat-10407	177	1	evolutionarily	evolutionarily	ADV
easat-10407	177	2	,	,	PUNCT
easat-10407	177	3	ga	ga	PROPN
easat-10407	177	4	optimizes	optimize	VERB
easat-10407	177	5	trading	trading	NOUN
easat-10407	177	6	rules	rule	NOUN
easat-10407	177	7	gradually	gradually	ADV
easat-10407	177	8	,	,	PUNCT
easat-10407	177	9	achieving	achieve	VERB
easat-10407	177	10	rules	rule	NOUN
easat-10407	177	11	that	that	PRON
easat-10407	177	12	produce	produce	VERB
easat-10407	177	13	the	the	DET
easat-10407	177	14	maximum	maximum	ADJ
easat-10407	177	15	amount	amount	NOUN
easat-10407	177	16	of	of	ADP
easat-10407	177	17	returns	return	NOUN
easat-10407	177	18	under	under	ADP
easat-10407	177	19	simulated	simulated	ADJ
easat-10407	177	20	markets	market	NOUN
easat-10407	177	21	.	.	PUNCT
easat-10407	178	1	the	the	DET
easat-10407	178	2	second	second	ADJ
easat-10407	178	3	part	part	NOUN
easat-10407	178	4	of	of	ADP
easat-10407	178	5	this	this	DET
easat-10407	178	6	paper	paper	NOUN
easat-10407	178	7	describes	describe	VERB
easat-10407	178	8	the	the	DET
easat-10407	178	9	experimental	experimental	ADJ
easat-10407	178	10	design	design	NOUN
easat-10407	178	11	and	and	CCONJ
easat-10407	178	12	results	result	NOUN
easat-10407	178	13	,	,	PUNCT
easat-10407	178	14	assessing	assess	VERB
easat-10407	178	15	the	the	DET
easat-10407	178	16	performance	performance	NOUN
easat-10407	178	17	of	of	ADP
easat-10407	178	18	the	the	DET
easat-10407	178	19	optimized	optimize	VERB
easat-10407	178	20	trading	trading	NOUN
easat-10407	178	21	rules	rule	NOUN
easat-10407	178	22	and	and	CCONJ
easat-10407	178	23	comparing	compare	VERB
easat-10407	178	24	them	they	PRON
easat-10407	178	25	with	with	ADP
easat-10407	178	26	benchmark	benchmark	NOUN
easat-10407	178	27	models	model	NOUN
easat-10407	178	28	.	.	PUNCT
easat-10407	179	1	4	4	X
easat-10407	179	2	.	.	X
easat-10407	179	3	analysis	analysis	NOUN
easat-10407	179	4	of	of	ADP
easat-10407	179	5	results	result	NOUN
easat-10407	179	6	this	this	DET
easat-10407	179	7	part	part	NOUN
easat-10407	179	8	explains	explain	VERB
easat-10407	179	9	the	the	DET
easat-10407	179	10	analysis	analysis	NOUN
easat-10407	179	11	of	of	ADP
easat-10407	179	12	results	result	NOUN
easat-10407	179	13	obtained	obtain	VERB
easat-10407	179	14	from	from	ADP
easat-10407	179	15	a	a	DET
easat-10407	179	16	simulated	simulate	VERB
easat-10407	179	17	financial	financial	ADJ
easat-10407	179	18	market	market	NOUN
easat-10407	179	19	under	under	ADP
easat-10407	179	20	which	which	PRON
easat-10407	179	21	the	the	DET
easat-10407	179	22	genetic	genetic	ADJ
easat-10407	179	23	algorithm	algorithm	NOUN
easat-10407	179	24	was	be	AUX
easat-10407	179	25	employed	employ	VERB
easat-10407	179	26	to	to	PART
easat-10407	179	27	run	run	VERB
easat-10407	179	28	on	on	ADP
easat-10407	179	29	its	its	PRON
easat-10407	179	30	information	information	NOUN
easat-10407	179	31	.	.	PUNCT
easat-10407	180	1	its	its	PRON
easat-10407	180	2	quality	quality	NOUN
easat-10407	180	3	is	be	AUX
easat-10407	180	4	measured	measure	VERB
easat-10407	180	5	with	with	ADP
easat-10407	180	6	primary	primary	ADJ
easat-10407	180	7	indicators	indicator	NOUN
easat-10407	180	8	focusing	focus	VERB
easat-10407	180	9	on	on	ADP
easat-10407	180	10	profitability	profitability	NOUN
easat-10407	180	11	,	,	PUNCT
easat-10407	180	12	convergence	convergence	NOUN
easat-10407	180	13	trends	trend	NOUN
easat-10407	180	14	,	,	PUNCT
easat-10407	180	15	and	and	CCONJ
easat-10407	180	16	strategy	strategy	NOUN
easat-10407	180	17	diversities	diversity	NOUN
easat-10407	180	18	.	.	PUNCT
easat-10407	181	1	340	340	NUM
easat-10407	181	2	edelweiss	edelweiss	PROPN
easat-10407	181	3	applied	apply	VERB
easat-10407	181	4	science	science	NOUN
easat-10407	181	5	and	and	CCONJ
easat-10407	181	6	technology	technology	NOUN
easat-10407	181	7	issn	issn	PROPN
easat-10407	181	8	:	:	PUNCT
easat-10407	181	9	2576	2576	NUM
easat-10407	181	10	-	-	SYM
easat-10407	181	11	8484	8484	NUM
easat-10407	181	12	vol	vol	NOUN
easat-10407	181	13	.	.	PROPN
easat-10407	182	1	9	9	NUM
easat-10407	182	2	,	,	PUNCT
easat-10407	182	3	no	no	INTJ
easat-10407	182	4	.	.	NOUN
easat-10407	182	5	10	10	NUM
easat-10407	182	6	:	:	PUNCT
easat-10407	182	7	334	334	NUM
easat-10407	182	8	-	-	SYM
easat-10407	182	9	345	345	NUM
easat-10407	182	10	,	,	PUNCT
easat-10407	182	11	2025	2025	NUM
easat-10407	182	12	doi	doi	NOUN
easat-10407	182	13	:	:	PUNCT
easat-10407	182	14	10.55214/2576	10.55214/2576	NUM
easat-10407	182	15	-	-	SYM
easat-10407	182	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	182	17	©	©	ADP
easat-10407	182	18	2025	2025	NUM
easat-10407	182	19	by	by	ADP
easat-10407	182	20	the	the	DET
easat-10407	182	21	author	author	NOUN
easat-10407	182	22	;	;	PUNCT
easat-10407	182	23	licensee	licensee	PROPN
easat-10407	182	24	learning	learn	VERB
easat-10407	182	25	gate	gate	PROPN
easat-10407	182	26	figure	figure	NOUN
easat-10407	182	27	1	1	NUM
easat-10407	182	28	.	.	PUNCT
easat-10407	182	29	fitness	fitness	NOUN
easat-10407	182	30	progression	progression	NOUN
easat-10407	182	31	over	over	ADP
easat-10407	182	32	generations	generation	NOUN
easat-10407	182	33	:	:	PUNCT
easat-10407	182	34	best	good	ADJ
easat-10407	182	35	vs.	vs.	ADP
easat-10407	182	36	average	average	ADJ
easat-10407	182	37	performance	performance	NOUN
easat-10407	182	38	.	.	PUNCT
easat-10407	183	1	figure	figure	NOUN
easat-10407	183	2	1	1	NUM
easat-10407	183	3	illustrates	illustrate	VERB
easat-10407	183	4	the	the	DET
easat-10407	183	5	trend	trend	NOUN
easat-10407	183	6	of	of	ADP
easat-10407	183	7	best	good	ADJ
easat-10407	183	8	and	and	CCONJ
easat-10407	183	9	average	average	ADJ
easat-10407	183	10	fitness	fitness	NOUN
easat-10407	183	11	from	from	ADP
easat-10407	183	12	generation	generation	NOUN
easat-10407	183	13	to	to	ADP
easat-10407	183	14	generation	generation	NOUN
easat-10407	183	15	,	,	PUNCT
easat-10407	183	16	showing	show	VERB
easat-10407	183	17	clear	clear	ADJ
easat-10407	183	18	improvement	improvement	NOUN
easat-10407	183	19	as	as	ADP
easat-10407	183	20	the	the	DET
easat-10407	183	21	genetic	genetic	ADJ
easat-10407	183	22	algorithm	algorithm	NOUN
easat-10407	183	23	advances	advance	NOUN
easat-10407	183	24	.	.	PUNCT
easat-10407	184	1	it	it	PRON
easat-10407	184	2	demonstrates	demonstrate	VERB
easat-10407	184	3	the	the	DET
easat-10407	184	4	fitness	fitness	NOUN
easat-10407	184	5	value	value	NOUN
easat-10407	184	6	improvement	improvement	NOUN
easat-10407	184	7	over	over	ADP
easat-10407	184	8	multiple	multiple	ADJ
easat-10407	184	9	generations	generation	NOUN
easat-10407	184	10	,	,	PUNCT
easat-10407	184	11	reflecting	reflect	VERB
easat-10407	184	12	the	the	DET
easat-10407	184	13	success	success	NOUN
easat-10407	184	14	of	of	ADP
easat-10407	184	15	the	the	DET
easat-10407	184	16	genetic	genetic	ADJ
easat-10407	184	17	algorithm	algorithm	NOUN
easat-10407	184	18	in	in	ADP
easat-10407	184	19	optimizing	optimize	VERB
easat-10407	184	20	trading	trading	NOUN
easat-10407	184	21	strategies	strategy	NOUN
easat-10407	184	22	.	.	PUNCT
easat-10407	185	1	both	both	CCONJ
easat-10407	185	2	the	the	DET
easat-10407	185	3	best	good	ADJ
easat-10407	185	4	and	and	CCONJ
easat-10407	185	5	average	average	ADJ
easat-10407	185	6	fitness	fitness	NOUN
easat-10407	185	7	remain	remain	VERB
easat-10407	185	8	low	low	ADJ
easat-10407	185	9	at	at	ADP
easat-10407	185	10	this	this	DET
easat-10407	185	11	initial	initial	ADJ
easat-10407	185	12	stage	stage	NOUN
easat-10407	185	13	,	,	PUNCT
easat-10407	185	14	indicating	indicate	VERB
easat-10407	185	15	the	the	DET
easat-10407	185	16	ineffectiveness	ineffectiveness	NOUN
easat-10407	185	17	of	of	ADP
easat-10407	185	18	randomly	randomly	ADV
easat-10407	185	19	triggered	trigger	VERB
easat-10407	185	20	strategies	strategy	NOUN
easat-10407	185	21	.	.	PUNCT
easat-10407	186	1	as	as	SCONJ
easat-10407	186	2	the	the	DET
easat-10407	186	3	process	process	NOUN
easat-10407	186	4	continues	continue	VERB
easat-10407	186	5	,	,	PUNCT
easat-10407	186	6	the	the	DET
easat-10407	186	7	best	good	ADJ
easat-10407	186	8	fitness	fitness	NOUN
easat-10407	186	9	grows	grow	VERB
easat-10407	186	10	steadily	steadily	ADV
easat-10407	186	11	,	,	PUNCT
easat-10407	186	12	demonstrating	demonstrate	VERB
easat-10407	186	13	effective	effective	ADJ
easat-10407	186	14	adaptation	adaptation	NOUN
easat-10407	186	15	of	of	ADP
easat-10407	186	16	trading	trading	NOUN
easat-10407	186	17	rules	rule	NOUN
easat-10407	186	18	,	,	PUNCT
easat-10407	186	19	and	and	CCONJ
easat-10407	186	20	the	the	DET
easat-10407	186	21	average	average	ADJ
easat-10407	186	22	fitness	fitness	NOUN
easat-10407	186	23	increases	increase	NOUN
easat-10407	186	24	as	as	ADV
easat-10407	186	25	well	well	ADV
easat-10407	186	26	,	,	PUNCT
easat-10407	186	27	indicating	indicate	VERB
easat-10407	186	28	global	global	ADJ
easat-10407	186	29	population	population	NOUN
easat-10407	186	30	progress	progress	NOUN
easat-10407	186	31	.	.	PUNCT
easat-10407	187	1	the	the	DET
easat-10407	187	2	best	good	ADJ
easat-10407	187	3	fitness	fitness	NOUN
easat-10407	187	4	of	of	ADP
easat-10407	187	5	later	later	ADJ
easat-10407	187	6	generations	generation	NOUN
easat-10407	187	7	tends	tend	VERB
easat-10407	187	8	to	to	PART
easat-10407	187	9	stabilize	stabilize	VERB
easat-10407	187	10	,	,	PUNCT
easat-10407	187	11	showing	show	VERB
easat-10407	187	12	convergence	convergence	NOUN
easat-10407	187	13	to	to	ADP
easat-10407	187	14	an	an	DET
easat-10407	187	15	optimal	optimal	ADJ
easat-10407	187	16	solution	solution	NOUN
easat-10407	187	17	,	,	PUNCT
easat-10407	187	18	while	while	SCONJ
easat-10407	187	19	the	the	DET
easat-10407	187	20	decreasing	decrease	VERB
easat-10407	187	21	difference	difference	NOUN
easat-10407	187	22	between	between	ADP
easat-10407	187	23	best	good	ADJ
easat-10407	187	24	and	and	CCONJ
easat-10407	187	25	mean	mean	ADJ
easat-10407	187	26	fitness	fitness	NOUN
easat-10407	187	27	suggests	suggest	VERB
easat-10407	187	28	diminishing	diminish	VERB
easat-10407	187	29	diversity	diversity	NOUN
easat-10407	187	30	.	.	PUNCT
easat-10407	188	1	this	this	DET
easat-10407	188	2	stabilization	stabilization	NOUN
easat-10407	188	3	may	may	AUX
easat-10407	188	4	be	be	AUX
easat-10407	188	5	due	due	ADJ
easat-10407	188	6	to	to	ADP
easat-10407	188	7	effective	effective	ADJ
easat-10407	188	8	optimization	optimization	NOUN
easat-10407	188	9	or	or	CCONJ
easat-10407	188	10	premature	premature	ADJ
easat-10407	188	11	convergence	convergence	NOUN
easat-10407	188	12	.	.	PUNCT
easat-10407	189	1	adjustments	adjustment	NOUN
easat-10407	189	2	to	to	ADP
easat-10407	189	3	mutation	mutation	NOUN
easat-10407	189	4	rates	rate	NOUN
easat-10407	189	5	or	or	CCONJ
easat-10407	189	6	crossover	crossover	NOUN
easat-10407	189	7	strategies	strategy	NOUN
easat-10407	189	8	may	may	AUX
easat-10407	189	9	be	be	AUX
easat-10407	189	10	necessary	necessary	ADJ
easat-10407	189	11	to	to	PART
easat-10407	189	12	further	far	ADV
easat-10407	189	13	improve	improve	VERB
easat-10407	189	14	results	result	NOUN
easat-10407	189	15	and	and	CCONJ
easat-10407	189	16	escape	escape	VERB
easat-10407	189	17	local	local	ADJ
easat-10407	189	18	optima	optima	NOUN
easat-10407	189	19	.	.	PUNCT
easat-10407	190	1	overall	overall	ADV
easat-10407	190	2	,	,	PUNCT
easat-10407	190	3	the	the	DET
easat-10407	190	4	graph	graph	NOUN
easat-10407	190	5	confirms	confirm	VERB
easat-10407	190	6	the	the	DET
easat-10407	190	7	ability	ability	NOUN
easat-10407	190	8	of	of	ADP
easat-10407	190	9	the	the	DET
easat-10407	190	10	genetic	genetic	ADJ
easat-10407	190	11	algorithm	algorithm	NOUN
easat-10407	190	12	to	to	PART
easat-10407	190	13	enhance	enhance	VERB
easat-10407	190	14	trading	trading	NOUN
easat-10407	190	15	performance	performance	NOUN
easat-10407	190	16	,	,	PUNCT
easat-10407	190	17	with	with	ADP
easat-10407	190	18	careful	careful	ADJ
easat-10407	190	19	parameter	parameter	NOUN
easat-10407	190	20	tuning	tuning	NOUN
easat-10407	190	21	required	require	VERB
easat-10407	190	22	for	for	ADP
easat-10407	190	23	further	further	ADJ
easat-10407	190	24	improvements	improvement	NOUN
easat-10407	190	25	.	.	PUNCT
easat-10407	191	1	table	table	NOUN
easat-10407	191	2	1	1	NUM
easat-10407	191	3	shows	show	VERB
easat-10407	191	4	the	the	DET
easat-10407	191	5	optimum	optimum	ADJ
easat-10407	191	6	and	and	CCONJ
easat-10407	191	7	average	average	ADJ
easat-10407	191	8	fitness	fitness	NOUN
easat-10407	191	9	values	value	NOUN
easat-10407	191	10	in	in	ADP
easat-10407	191	11	the	the	DET
easat-10407	191	12	50	50	NUM
easat-10407	191	13	generations	generation	NOUN
easat-10407	191	14	.	.	PUNCT
easat-10407	192	1	table	table	NOUN
easat-10407	192	2	1	1	NUM
easat-10407	192	3	.	.	PUNCT
easat-10407	193	1	evolution	evolution	NOUN
easat-10407	193	2	of	of	ADP
easat-10407	193	3	best	good	ADJ
easat-10407	193	4	and	and	CCONJ
easat-10407	193	5	average	average	ADJ
easat-10407	193	6	fitness	fitness	NOUN
easat-10407	193	7	across	across	ADP
easat-10407	193	8	generations	generation	NOUN
easat-10407	193	9	in	in	ADP
easat-10407	193	10	genetic	genetic	ADJ
easat-10407	193	11	algorithm	algorithm	NOUN
easat-10407	193	12	optimization	optimization	NOUN
easat-10407	193	13	.	.	PUNCT
easat-10407	194	1	generation	generation	NOUN
easat-10407	194	2	best	good	ADJ
easat-10407	194	3	fitness	fitness	PROPN
easat-10407	194	4	average	average	ADJ
easat-10407	194	5	fitness	fitness	NOUN
easat-10407	194	6	1	1	NUM
easat-10407	194	7	5451.96	5451.96	NUM
easat-10407	194	8	2374.17	2374.17	NUM
easat-10407	194	9	2	2	NUM
easat-10407	194	10	5813.9	5813.9	NUM
easat-10407	194	11	2129.92	2129.92	NUM
easat-10407	194	12	3	3	NUM
easat-10407	194	13	5793.57	5793.57	NUM
easat-10407	194	14	2304.38	2304.38	NUM
easat-10407	194	15	4	4	NUM
easat-10407	194	16	6405.2	6405.2	NUM
easat-10407	194	17	2450.67	2450.67	NUM
easat-10407	194	18	5	5	NUM
easat-10407	194	19	5415.64	5415.64	NUM
easat-10407	194	20	2491.12	2491.12	NUM
easat-10407	194	21	...	...	PUNCT
easat-10407	194	22	...	...	PUNCT
easat-10407	195	1	...	...	PUNCT
easat-10407	196	1	50	50	NUM
easat-10407	196	2	7861.13	7861.13	NUM
easat-10407	196	3	3125.23	3125.23	NUM
easat-10407	196	4	table	table	NOUN
easat-10407	196	5	1	1	NUM
easat-10407	196	6	presents	present	NOUN
easat-10407	196	7	generation	generation	NOUN
easat-10407	196	8	-	-	PUNCT
easat-10407	196	9	by	by	ADP
easat-10407	196	10	-	-	PUNCT
easat-10407	196	11	generation	generation	NOUN
easat-10407	196	12	best	good	ADJ
easat-10407	196	13	and	and	CCONJ
easat-10407	196	14	average	average	ADJ
easat-10407	196	15	fitness	fitness	NOUN
easat-10407	196	16	values	value	NOUN
easat-10407	196	17	,	,	PUNCT
easat-10407	196	18	illustrating	illustrate	VERB
easat-10407	196	19	the	the	DET
easat-10407	196	20	success	success	NOUN
easat-10407	196	21	of	of	ADP
easat-10407	196	22	the	the	DET
easat-10407	196	23	genetic	genetic	ADJ
easat-10407	196	24	algorithm	algorithm	NOUN
easat-10407	196	25	for	for	ADP
easat-10407	196	26	trading	trading	NOUN
easat-10407	196	27	strategy	strategy	NOUN
easat-10407	196	28	optimization	optimization	NOUN
easat-10407	196	29	.	.	PUNCT
easat-10407	197	1	both	both	DET
easat-10407	197	2	values	value	NOUN
easat-10407	197	3	are	be	AUX
easat-10407	197	4	low	low	ADJ
easat-10407	197	5	initially	initially	ADV
easat-10407	197	6	,	,	PUNCT
easat-10407	197	7	mirroring	mirror	VERB
easat-10407	197	8	the	the	DET
easat-10407	197	9	dismal	dismal	ADJ
easat-10407	197	10	performance	performance	NOUN
easat-10407	197	11	of	of	ADP
easat-10407	197	12	randomly	randomly	ADV
easat-10407	197	13	generated	generate	VERB
easat-10407	197	14	strategies	strategy	NOUN
easat-10407	197	15	.	.	PUNCT
easat-10407	198	1	through	through	ADP
easat-10407	198	2	selection	selection	NOUN
easat-10407	198	3	,	,	PUNCT
easat-10407	198	4	crossover	crossover	NOUN
easat-10407	198	5	,	,	PUNCT
easat-10407	198	6	and	and	CCONJ
easat-10407	198	7	mutation	mutation	NOUN
easat-10407	198	8	,	,	PUNCT
easat-10407	198	9	there	there	PRON
easat-10407	198	10	is	be	VERB
easat-10407	198	11	consistent	consistent	ADJ
easat-10407	198	12	improvement	improvement	NOUN
easat-10407	198	13	as	as	ADP
easat-10407	198	14	the	the	DET
easat-10407	198	15	algorithm	algorithm	NOUN
easat-10407	198	16	runs	run	VERB
easat-10407	198	17	,	,	PUNCT
easat-10407	198	18	with	with	ADP
easat-10407	198	19	best	good	ADJ
easat-10407	198	20	fitness	fitness	NOUN
easat-10407	198	21	jumping	jumping	NOUN
easat-10407	198	22	by	by	ADP
easat-10407	198	23	leaps	leap	NOUN
easat-10407	198	24	and	and	CCONJ
easat-10407	198	25	average	average	ADJ
easat-10407	198	26	fitness	fitness	NOUN
easat-10407	198	27	likewise	likewise	ADV
easat-10407	198	28	.	.	PUNCT
easat-10407	199	1	as	as	ADP
easat-10407	199	2	succeeding	succeed	VERB
easat-10407	199	3	generations	generation	NOUN
easat-10407	199	4	progress	progress	NOUN
easat-10407	199	5	,	,	PUNCT
easat-10407	199	6	there	there	PRON
easat-10407	199	7	is	be	VERB
easat-10407	199	8	convergence	convergence	NOUN
easat-10407	199	9	in	in	ADP
easat-10407	199	10	fitness	fitness	NOUN
easat-10407	199	11	values	value	NOUN
easat-10407	199	12	,	,	PUNCT
easat-10407	199	13	indicating	indicate	VERB
easat-10407	199	14	convergence	convergence	NOUN
easat-10407	199	15	toward	toward	ADP
easat-10407	199	16	an	an	DET
easat-10407	199	17	optimal	optimal	ADJ
easat-10407	199	18	or	or	CCONJ
easat-10407	199	19	near	near	ADV
easat-10407	199	20	-	-	PUNCT
easat-10407	199	21	optimal	optimal	ADJ
easat-10407	199	22	solution	solution	NOUN
easat-10407	199	23	.	.	PUNCT
easat-10407	200	1	the	the	DET
easat-10407	200	2	declining	decline	VERB
easat-10407	200	3	gap	gap	NOUN
easat-10407	200	4	between	between	ADP
easat-10407	200	5	best	good	ADJ
easat-10407	200	6	and	and	CCONJ
easat-10407	200	7	mean	mean	ADJ
easat-10407	200	8	fitness	fitness	NOUN
easat-10407	200	9	indicates	indicate	VERB
easat-10407	200	10	decreasing	decrease	VERB
easat-10407	200	11	population	population	NOUN
easat-10407	200	12	heterogeneity	heterogeneity	NOUN
easat-10407	200	13	,	,	PUNCT
easat-10407	200	14	possibly	possibly	ADV
easat-10407	200	15	resulting	result	VERB
easat-10407	200	16	from	from	ADP
easat-10407	200	17	good	good	ADJ
easat-10407	200	18	optimization	optimization	NOUN
easat-10407	200	19	or	or	CCONJ
easat-10407	200	20	poor	poor	ADJ
easat-10407	200	21	convergence	convergence	NOUN
easat-10407	200	22	.	.	PUNCT
easat-10407	201	1	as	as	SCONJ
easat-10407	201	2	the	the	DET
easat-10407	201	3	algorithm	algorithm	NOUN
easat-10407	201	4	greatly	greatly	ADV
easat-10407	201	5	enhances	enhance	VERB
easat-10407	201	6	strategy	strategy	NOUN
easat-10407	201	7	performance	performance	NOUN
easat-10407	201	8	,	,	PUNCT
easat-10407	201	9	parameter	parameter	NOUN
easat-10407	201	10	tweaking	tweaking	NOUN
easat-10407	201	11	,	,	PUNCT
easat-10407	201	12	such	such	ADJ
easat-10407	201	13	as	as	ADP
easat-10407	201	14	341	341	NUM
easat-10407	201	15	edelweiss	edelweiss	PROPN
easat-10407	201	16	applied	apply	VERB
easat-10407	201	17	science	science	NOUN
easat-10407	201	18	and	and	CCONJ
easat-10407	201	19	technology	technology	NOUN
easat-10407	201	20	issn	issn	PROPN
easat-10407	201	21	:	:	PUNCT
easat-10407	201	22	2576	2576	NUM
easat-10407	201	23	-	-	SYM
easat-10407	201	24	8484	8484	NUM
easat-10407	201	25	vol	vol	NOUN
easat-10407	201	26	.	.	PROPN
easat-10407	202	1	9	9	NUM
easat-10407	202	2	,	,	PUNCT
easat-10407	202	3	no	no	INTJ
easat-10407	202	4	.	.	NOUN
easat-10407	202	5	10	10	NUM
easat-10407	202	6	:	:	PUNCT
easat-10407	202	7	334	334	NUM
easat-10407	202	8	-	-	SYM
easat-10407	202	9	345	345	NUM
easat-10407	202	10	,	,	PUNCT
easat-10407	202	11	2025	2025	NUM
easat-10407	202	12	doi	doi	NOUN
easat-10407	202	13	:	:	PUNCT
easat-10407	202	14	10.55214/2576	10.55214/2576	NUM
easat-10407	202	15	-	-	SYM
easat-10407	202	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	202	17	©	©	ADP
easat-10407	202	18	2025	2025	NUM
easat-10407	202	19	by	by	ADP
easat-10407	202	20	the	the	DET
easat-10407	202	21	author	author	NOUN
easat-10407	202	22	;	;	PUNCT
easat-10407	202	23	licensee	licensee	PROPN
easat-10407	202	24	learning	learn	VERB
easat-10407	202	25	gate	gate	NOUN
easat-10407	202	26	adjusting	adjust	VERB
easat-10407	202	27	selection	selection	NOUN
easat-10407	202	28	pressure	pressure	NOUN
easat-10407	202	29	and	and	CCONJ
easat-10407	202	30	mutation	mutation	NOUN
easat-10407	202	31	rate	rate	NOUN
easat-10407	202	32	,	,	PUNCT
easat-10407	202	33	is	be	AUX
easat-10407	202	34	needed	need	VERB
easat-10407	202	35	to	to	PART
easat-10407	202	36	prevent	prevent	VERB
easat-10407	202	37	overfitting	overfitting	NOUN
easat-10407	202	38	as	as	ADV
easat-10407	202	39	well	well	ADV
easat-10407	202	40	as	as	ADP
easat-10407	202	41	to	to	PART
easat-10407	202	42	achieve	achieve	VERB
easat-10407	202	43	stable	stable	ADJ
easat-10407	202	44	,	,	PUNCT
easat-10407	202	45	generalizable	generalizable	ADJ
easat-10407	202	46	outcomes	outcome	NOUN
easat-10407	202	47	.	.	PUNCT
easat-10407	203	1	both	both	CCONJ
easat-10407	203	2	the	the	DET
easat-10407	203	3	graph	graph	NOUN
easat-10407	203	4	and	and	CCONJ
easat-10407	203	5	table	table	NOUN
easat-10407	203	6	illustrate	illustrate	VERB
easat-10407	203	7	how	how	SCONJ
easat-10407	203	8	the	the	DET
easat-10407	203	9	fitness	fitness	NOUN
easat-10407	203	10	of	of	ADP
easat-10407	203	11	the	the	DET
easat-10407	203	12	trading	trading	NOUN
easat-10407	203	13	strategies	strategy	NOUN
easat-10407	203	14	varies	vary	VERB
easat-10407	203	15	from	from	ADP
easat-10407	203	16	one	one	NUM
easat-10407	203	17	generation	generation	NOUN
easat-10407	203	18	to	to	ADP
easat-10407	203	19	another	another	PRON
easat-10407	203	20	.	.	PUNCT
easat-10407	204	1	best	good	ADJ
easat-10407	204	2	fitness	fitness	NOUN
easat-10407	204	3	values	value	NOUN
easat-10407	204	4	are	be	AUX
easat-10407	204	5	always	always	ADV
easat-10407	204	6	in	in	ADP
easat-10407	204	7	the	the	DET
easat-10407	204	8	positive	positive	ADJ
easat-10407	204	9	direction	direction	NOUN
easat-10407	204	10	,	,	PUNCT
easat-10407	204	11	i.e.	i.e.	X
easat-10407	204	12	,	,	PUNCT
easat-10407	204	13	they	they	PRON
easat-10407	204	14	are	be	AUX
easat-10407	204	15	always	always	ADV
easat-10407	204	16	increasing	increase	VERB
easat-10407	204	17	,	,	PUNCT
easat-10407	204	18	meaning	mean	VERB
easat-10407	204	19	that	that	SCONJ
easat-10407	204	20	the	the	DET
easat-10407	204	21	genetic	genetic	ADJ
easat-10407	204	22	algorithm	algorithm	NOUN
easat-10407	204	23	optimizes	optimize	VERB
easat-10407	204	24	trading	trading	NOUN
easat-10407	204	25	strategies	strategy	NOUN
easat-10407	204	26	effectively	effectively	ADV
easat-10407	204	27	.	.	PUNCT
easat-10407	205	1	average	average	ADJ
easat-10407	205	2	fitness	fitness	NOUN
easat-10407	205	3	also	also	ADV
easat-10407	205	4	rises	rise	VERB
easat-10407	205	5	but	but	CCONJ
easat-10407	205	6	at	at	ADP
easat-10407	205	7	diminishing	diminish	VERB
easat-10407	205	8	rates	rate	NOUN
easat-10407	205	9	,	,	PUNCT
easat-10407	205	10	indicating	indicate	VERB
easat-10407	205	11	that	that	SCONJ
easat-10407	205	12	the	the	DET
easat-10407	205	13	population	population	NOUN
easat-10407	205	14	overall	overall	ADJ
easat-10407	205	15	benefits	benefit	NOUN
easat-10407	205	16	from	from	ADP
easat-10407	205	17	selective	selective	ADJ
easat-10407	205	18	pressure	pressure	NOUN
easat-10407	205	19	and	and	CCONJ
easat-10407	205	20	crossover	crossover	VERB
easat-10407	205	21	operations	operation	NOUN
easat-10407	205	22	.	.	PUNCT
easat-10407	206	1	the	the	DET
easat-10407	206	2	fittest	fit	ADJ
easat-10407	206	3	fitness	fitness	NOUN
easat-10407	206	4	increases	increase	NOUN
easat-10407	206	5	quickly	quickly	ADV
easat-10407	206	6	during	during	ADP
easat-10407	206	7	the	the	DET
easat-10407	206	8	initial	initial	ADJ
easat-10407	206	9	generations	generation	NOUN
easat-10407	206	10	,	,	PUNCT
easat-10407	206	11	reflecting	reflect	VERB
easat-10407	206	12	the	the	DET
easat-10407	206	13	success	success	NOUN
easat-10407	206	14	of	of	ADP
easat-10407	206	15	evolutionary	evolutionary	ADJ
easat-10407	206	16	selection	selection	NOUN
easat-10407	206	17	in	in	ADP
easat-10407	206	18	favor	favor	NOUN
easat-10407	206	19	of	of	ADP
easat-10407	206	20	profitable	profitable	ADJ
easat-10407	206	21	strategies	strategy	NOUN
easat-10407	206	22	.	.	PUNCT
easat-10407	207	1	the	the	DET
easat-10407	207	2	fitness	fitness	NOUN
easat-10407	207	3	values	value	NOUN
easat-10407	207	4	plateau	plateau	VERB
easat-10407	207	5	over	over	ADP
easat-10407	207	6	subsequent	subsequent	ADJ
easat-10407	207	7	generations	generation	NOUN
easat-10407	207	8	near	near	ADP
easat-10407	207	9	an	an	DET
easat-10407	207	10	optimal	optimal	ADJ
easat-10407	207	11	solution	solution	NOUN
easat-10407	207	12	,	,	PUNCT
easat-10407	207	13	reflecting	reflect	VERB
easat-10407	207	14	algorithm	algorithm	NOUN
easat-10407	207	15	convergence	convergence	NOUN
easat-10407	207	16	.	.	PUNCT
easat-10407	208	1	the	the	DET
easat-10407	208	2	implication	implication	NOUN
easat-10407	208	3	is	be	AUX
easat-10407	208	4	that	that	SCONJ
easat-10407	208	5	after	after	ADP
easat-10407	208	6	approximately	approximately	ADV
easat-10407	208	7	30	30	NUM
easat-10407	208	8	generations	generation	NOUN
easat-10407	208	9	,	,	PUNCT
easat-10407	208	10	the	the	DET
easat-10407	208	11	algorithm	algorithm	NOUN
easat-10407	208	12	has	have	AUX
easat-10407	208	13	converged	converge	VERB
easat-10407	208	14	into	into	ADP
easat-10407	208	15	robust	robust	ADJ
easat-10407	208	16	trading	trading	NOUN
easat-10407	208	17	strategies	strategy	NOUN
easat-10407	208	18	with	with	ADP
easat-10407	208	19	good	good	ADJ
easat-10407	208	20	,	,	PUNCT
easat-10407	208	21	consistent	consistent	ADJ
easat-10407	208	22	performance	performance	NOUN
easat-10407	208	23	.	.	PUNCT
easat-10407	209	1	the	the	DET
easat-10407	209	2	overlap	overlap	NOUN
easat-10407	209	3	of	of	ADP
easat-10407	209	4	best	good	ADJ
easat-10407	209	5	and	and	CCONJ
easat-10407	209	6	average	average	ADJ
easat-10407	209	7	fitness	fitness	NOUN
easat-10407	209	8	values	value	NOUN
easat-10407	209	9	indicates	indicate	VERB
easat-10407	209	10	reduced	reduced	ADJ
easat-10407	209	11	variance	variance	NOUN
easat-10407	209	12	in	in	ADP
easat-10407	209	13	the	the	DET
easat-10407	209	14	trading	trading	NOUN
easat-10407	209	15	strategies	strategy	NOUN
easat-10407	209	16	;	;	PUNCT
easat-10407	209	17	hence	hence	ADV
easat-10407	209	18	,	,	PUNCT
easat-10407	209	19	the	the	DET
easat-10407	209	20	weaker	weak	ADJ
easat-10407	209	21	strategies	strategy	NOUN
easat-10407	209	22	are	be	AUX
easat-10407	209	23	discarded	discard	VERB
easat-10407	209	24	step	step	NOUN
easat-10407	209	25	by	by	ADP
easat-10407	209	26	step	step	NOUN
easat-10407	209	27	.	.	PUNCT
easat-10407	210	1	this	this	PRON
easat-10407	210	2	still	still	ADV
easat-10407	210	3	implies	imply	VERB
easat-10407	210	4	that	that	SCONJ
easat-10407	210	5	mutation	mutation	NOUN
easat-10407	210	6	is	be	AUX
easat-10407	210	7	optimally	optimally	ADV
easat-10407	210	8	adjusted	adjust	VERB
easat-10407	210	9	to	to	PART
easat-10407	210	10	maintain	maintain	VERB
easat-10407	210	11	diversity	diversity	NOUN
easat-10407	210	12	but	but	CCONJ
easat-10407	210	13	not	not	PART
easat-10407	210	14	create	create	VERB
easat-10407	210	15	excessive	excessive	ADJ
easat-10407	210	16	randomness	randomness	NOUN
easat-10407	210	17	.	.	PUNCT
easat-10407	211	1	additionally	additionally	ADV
easat-10407	211	2	,	,	PUNCT
easat-10407	211	3	a	a	DET
easat-10407	211	4	profitability	profitability	NOUN
easat-10407	211	5	comparison	comparison	NOUN
easat-10407	211	6	indicates	indicate	VERB
easat-10407	211	7	that	that	SCONJ
easat-10407	211	8	optimized	optimize	VERB
easat-10407	211	9	strategies	strategy	NOUN
easat-10407	211	10	are	be	AUX
easat-10407	211	11	15	15	NUM
easat-10407	211	12	-	-	SYM
easat-10407	211	13	25	25	NUM
easat-10407	211	14	%	%	NOUN
easat-10407	211	15	better	well	ADV
easat-10407	211	16	performing	perform	VERB
easat-10407	211	17	than	than	ADP
easat-10407	211	18	randomly	randomly	ADV
easat-10407	211	19	generated	generate	VERB
easat-10407	211	20	strategies	strategy	NOUN
easat-10407	211	21	.	.	PUNCT
easat-10407	212	1	fixed	fix	VERB
easat-10407	212	2	-	-	PUNCT
easat-10407	212	3	rule	rule	NOUN
easat-10407	212	4	strategies	strategy	NOUN
easat-10407	212	5	,	,	PUNCT
easat-10407	212	6	such	such	ADJ
easat-10407	212	7	as	as	ADP
easat-10407	212	8	naive	naive	ADJ
easat-10407	212	9	buy	buy	NOUN
easat-10407	212	10	/	/	SYM
easat-10407	212	11	sell	sell	NOUN
easat-10407	212	12	rules	rule	NOUN
easat-10407	212	13	,	,	PUNCT
easat-10407	212	14	are	be	AUX
easat-10407	212	15	always	always	ADV
easat-10407	212	16	worse	bad	ADJ
easat-10407	212	17	than	than	ADP
easat-10407	212	18	genetic	genetic	ADJ
easat-10407	212	19	algorithmbased	algorithmbase	VERB
easat-10407	212	20	strategies	strategy	NOUN
easat-10407	212	21	.	.	PUNCT
easat-10407	213	1	the	the	DET
easat-10407	213	2	results	result	NOUN
easat-10407	213	3	highlight	highlight	VERB
easat-10407	213	4	the	the	DET
easat-10407	213	5	necessity	necessity	NOUN
easat-10407	213	6	for	for	ADP
easat-10407	213	7	flexibility	flexibility	NOUN
easat-10407	213	8	in	in	ADP
easat-10407	213	9	financial	financial	ADJ
easat-10407	213	10	decision	decision	NOUN
easat-10407	213	11	-	-	PUNCT
easat-10407	213	12	making	making	NOUN
easat-10407	213	13	if	if	SCONJ
easat-10407	213	14	dynamic	dynamic	ADJ
easat-10407	213	15	strategies	strategy	NOUN
easat-10407	213	16	outperform	outperform	VERB
easat-10407	213	17	static	static	ADJ
easat-10407	213	18	strategies	strategy	NOUN
easat-10407	213	19	.	.	PUNCT
easat-10407	214	1	the	the	DET
easat-10407	214	2	conclusion	conclusion	NOUN
easat-10407	214	3	recapitulates	recapitulate	VERB
easat-10407	214	4	the	the	DET
easat-10407	214	5	paper	paper	NOUN
easat-10407	214	6	and	and	CCONJ
easat-10407	214	7	identifies	identify	VERB
easat-10407	214	8	future	future	ADJ
easat-10407	214	9	research	research	NOUN
easat-10407	214	10	directions	direction	NOUN
easat-10407	214	11	in	in	ADP
easat-10407	214	12	ai	ai	ADV
easat-10407	214	13	-	-	PUNCT
easat-10407	214	14	based	base	VERB
easat-10407	214	15	financial	financial	ADJ
easat-10407	214	16	trading	trading	NOUN
easat-10407	214	17	.	.	PUNCT
easat-10407	215	1	5	5	X
easat-10407	215	2	.	.	X
easat-10407	215	3	conclusion	conclusion	NOUN
easat-10407	215	4	and	and	CCONJ
easat-10407	215	5	limitations	limitation	NOUN
easat-10407	215	6	genetic	genetic	ADJ
easat-10407	215	7	algorithms	algorithm	NOUN
easat-10407	215	8	were	be	AUX
easat-10407	215	9	applied	apply	VERB
easat-10407	215	10	in	in	ADP
easat-10407	215	11	this	this	DET
easat-10407	215	12	study	study	NOUN
easat-10407	215	13	to	to	PART
easat-10407	215	14	maximize	maximize	VERB
easat-10407	215	15	financial	financial	ADJ
easat-10407	215	16	trading	trading	NOUN
easat-10407	215	17	techniques	technique	NOUN
easat-10407	215	18	.	.	PUNCT
easat-10407	216	1	by	by	ADP
easat-10407	216	2	the	the	DET
easat-10407	216	3	use	use	NOUN
easat-10407	216	4	of	of	ADP
easat-10407	216	5	crossover	crossover	NOUN
easat-10407	216	6	,	,	PUNCT
easat-10407	216	7	mutation	mutation	NOUN
easat-10407	216	8	,	,	PUNCT
easat-10407	216	9	and	and	CCONJ
easat-10407	216	10	repeated	repeat	VERB
easat-10407	216	11	selection	selection	NOUN
easat-10407	216	12	,	,	PUNCT
easat-10407	216	13	the	the	DET
easat-10407	216	14	algorithm	algorithm	NOUN
easat-10407	216	15	was	be	AUX
easat-10407	216	16	able	able	ADJ
easat-10407	216	17	to	to	PART
easat-10407	216	18	find	find	VERB
easat-10407	216	19	trading	trading	NOUN
easat-10407	216	20	techniques	technique	NOUN
easat-10407	216	21	that	that	PRON
easat-10407	216	22	made	make	VERB
easat-10407	216	23	it	it	PRON
easat-10407	216	24	as	as	ADV
easat-10407	216	25	profitable	profitable	ADJ
easat-10407	216	26	as	as	ADP
easat-10407	216	27	possible	possible	ADJ
easat-10407	216	28	.	.	PUNCT
easat-10407	217	1	by	by	ADP
easat-10407	217	2	providing	provide	VERB
easat-10407	217	3	adaptive	adaptive	ADJ
easat-10407	217	4	and	and	CCONJ
easat-10407	217	5	optimized	optimize	VERB
easat-10407	217	6	techniques	technique	NOUN
easat-10407	217	7	over	over	ADP
easat-10407	217	8	baseline	baseline	ADJ
easat-10407	217	9	trading	trading	NOUN
easat-10407	217	10	techniques	technique	NOUN
easat-10407	217	11	,	,	PUNCT
easat-10407	217	12	the	the	DET
easat-10407	217	13	research	research	NOUN
easat-10407	217	14	shows	show	VERB
easat-10407	217	15	that	that	SCONJ
easat-10407	217	16	evolutionary	evolutionary	ADJ
easat-10407	217	17	computation	computation	NOUN
easat-10407	217	18	can	can	AUX
easat-10407	217	19	be	be	AUX
easat-10407	217	20	used	use	VERB
easat-10407	217	21	for	for	ADP
easat-10407	217	22	decision	decision	NOUN
easat-10407	217	23	-	-	PUNCT
easat-10407	217	24	making	making	NOUN
easat-10407	217	25	in	in	ADP
easat-10407	217	26	the	the	DET
easat-10407	217	27	financial	financial	ADJ
easat-10407	217	28	market	market	NOUN
easat-10407	217	29	successfully	successfully	ADV
easat-10407	217	30	.	.	PUNCT
easat-10407	218	1	5.1	5.1	NUM
easat-10407	218	2	.	.	PUNCT
easat-10407	219	1	key	key	ADJ
easat-10407	219	2	findings	finding	NOUN
easat-10407	219	3	the	the	DET
easat-10407	219	4	genetic	genetic	ADJ
easat-10407	219	5	algorithm	algorithm	NOUN
easat-10407	219	6	progressively	progressively	ADV
easat-10407	219	7	enhanced	enhance	VERB
easat-10407	219	8	trading	trading	NOUN
easat-10407	219	9	performance	performance	NOUN
easat-10407	219	10	over	over	ADP
easat-10407	219	11	a	a	DET
easat-10407	219	12	series	series	NOUN
easat-10407	219	13	of	of	ADP
easat-10407	219	14	multiple	multiple	ADJ
easat-10407	219	15	generations	generation	NOUN
easat-10407	219	16	.	.	PUNCT
easat-10407	220	1	applying	apply	VERB
easat-10407	220	2	selection	selection	NOUN
easat-10407	220	3	pressure	pressure	NOUN
easat-10407	220	4	and	and	CCONJ
easat-10407	220	5	controlled	control	VERB
easat-10407	220	6	mutations	mutation	NOUN
easat-10407	220	7	,	,	PUNCT
easat-10407	220	8	the	the	DET
easat-10407	220	9	optimization	optimization	NOUN
easat-10407	220	10	process	process	NOUN
easat-10407	220	11	yielded	yield	VERB
easat-10407	220	12	superior	superior	ADJ
easat-10407	220	13	strategies	strategy	NOUN
easat-10407	220	14	compared	compare	VERB
easat-10407	220	15	to	to	ADP
easat-10407	220	16	random	random	ADJ
easat-10407	220	17	and	and	CCONJ
easat-10407	220	18	rule	rule	NOUN
easat-10407	220	19	-	-	PUNCT
easat-10407	220	20	based	base	VERB
easat-10407	220	21	trading	trading	NOUN
easat-10407	220	22	strategies	strategy	NOUN
easat-10407	220	23	.	.	PUNCT
easat-10407	221	1	the	the	DET
easat-10407	221	2	results	result	NOUN
easat-10407	221	3	highlight	highlight	VERB
easat-10407	221	4	diversity	diversity	NOUN
easat-10407	221	5	and	and	CCONJ
easat-10407	221	6	adaptability	adaptability	NOUN
easat-10407	221	7	as	as	ADP
easat-10407	221	8	sources	source	NOUN
easat-10407	221	9	of	of	ADP
easat-10407	221	10	survival	survival	NOUN
easat-10407	221	11	during	during	ADP
easat-10407	221	12	market	market	NOUN
easat-10407	221	13	fluctuations	fluctuation	NOUN
easat-10407	221	14	.	.	PUNCT
easat-10407	222	1	the	the	DET
easat-10407	222	2	central	central	ADJ
easat-10407	222	3	objective	objective	NOUN
easat-10407	222	4	of	of	ADP
easat-10407	222	5	the	the	DET
easat-10407	222	6	genetic	genetic	ADJ
easat-10407	222	7	algorithm	algorithm	NOUN
easat-10407	222	8	is	be	AUX
easat-10407	222	9	to	to	PART
easat-10407	222	10	discover	discover	VERB
easat-10407	222	11	optimal	optimal	ADJ
easat-10407	222	12	trading	trading	NOUN
easat-10407	222	13	strategies	strategy	NOUN
easat-10407	222	14	for	for	ADP
easat-10407	222	15	maximum	maximum	ADJ
easat-10407	222	16	profitability	profitability	NOUN
easat-10407	222	17	.	.	PUNCT
easat-10407	223	1	strategies	strategy	NOUN
easat-10407	223	2	develop	develop	VERB
easat-10407	223	3	through	through	ADP
easat-10407	223	4	selection	selection	NOUN
easat-10407	223	5	,	,	PUNCT
easat-10407	223	6	crossover	crossover	NOUN
easat-10407	223	7	,	,	PUNCT
easat-10407	223	8	and	and	CCONJ
easat-10407	223	9	mutation	mutation	NOUN
easat-10407	223	10	over	over	ADP
easat-10407	223	11	several	several	ADJ
easat-10407	223	12	generations	generation	NOUN
easat-10407	223	13	.	.	PUNCT
easat-10407	224	1	results	result	NOUN
easat-10407	224	2	indicate	indicate	VERB
easat-10407	224	3	a	a	DET
easat-10407	224	4	consistent	consistent	ADJ
easat-10407	224	5	increase	increase	NOUN
easat-10407	224	6	in	in	ADP
easat-10407	224	7	the	the	DET
easat-10407	224	8	fitness	fitness	NOUN
easat-10407	224	9	score	score	NOUN
easat-10407	224	10	,	,	PUNCT
easat-10407	224	11	demonstrating	demonstrate	VERB
easat-10407	224	12	the	the	DET
easat-10407	224	13	efficacy	efficacy	NOUN
easat-10407	224	14	of	of	ADP
easat-10407	224	15	evolutionary	evolutionary	ADJ
easat-10407	224	16	optimization	optimization	NOUN
easat-10407	224	17	.	.	PUNCT
easat-10407	225	1	to	to	PART
easat-10407	225	2	observe	observe	VERB
easat-10407	225	3	convergence	convergence	NOUN
easat-10407	225	4	,	,	PUNCT
easat-10407	225	5	we	we	PRON
easat-10407	225	6	track	track	VERB
easat-10407	225	7	the	the	DET
easat-10407	225	8	best	good	ADJ
easat-10407	225	9	fitness	fitness	NOUN
easat-10407	225	10	scores	score	NOUN
easat-10407	225	11	throughout	throughout	ADP
easat-10407	225	12	the	the	DET
easat-10407	225	13	generations	generation	NOUN
easat-10407	225	14	.	.	PUNCT
easat-10407	226	1	there	there	PRON
easat-10407	226	2	is	be	VERB
easat-10407	226	3	broad	broad	ADJ
easat-10407	226	4	variation	variation	NOUN
easat-10407	226	5	in	in	ADP
easat-10407	226	6	performance	performance	NOUN
easat-10407	226	7	initially	initially	ADV
easat-10407	226	8	as	as	ADP
easat-10407	226	9	strategies	strategy	NOUN
easat-10407	226	10	crossover	crossover	VERB
easat-10407	226	11	and	and	CCONJ
easat-10407	226	12	mutate	mutate	VERB
easat-10407	226	13	.	.	PUNCT
easat-10407	227	1	however	however	ADV
easat-10407	227	2	,	,	PUNCT
easat-10407	227	3	following	follow	VERB
easat-10407	227	4	several	several	ADJ
easat-10407	227	5	generations	generation	NOUN
easat-10407	227	6	,	,	PUNCT
easat-10407	227	7	the	the	DET
easat-10407	227	8	algorithm	algorithm	NOUN
easat-10407	227	9	converges	converge	VERB
easat-10407	227	10	,	,	PUNCT
easat-10407	227	11	indicating	indicate	VERB
easat-10407	227	12	that	that	SCONJ
easat-10407	227	13	an	an	DET
easat-10407	227	14	optimal	optimal	ADJ
easat-10407	227	15	or	or	CCONJ
easat-10407	227	16	nearoptimal	nearoptimal	ADJ
easat-10407	227	17	strategy	strategy	NOUN
easat-10407	227	18	has	have	AUX
easat-10407	227	19	been	be	AUX
easat-10407	227	20	reached	reach	VERB
easat-10407	227	21	.	.	PUNCT
easat-10407	228	1	convergence	convergence	NOUN
easat-10407	228	2	trends	trend	NOUN
easat-10407	228	3	show	show	VERB
easat-10407	228	4	that	that	SCONJ
easat-10407	228	5	the	the	DET
easat-10407	228	6	diversity	diversity	NOUN
easat-10407	228	7	of	of	ADP
easat-10407	228	8	the	the	DET
easat-10407	228	9	population	population	NOUN
easat-10407	228	10	and	and	CCONJ
easat-10407	228	11	mutation	mutation	NOUN
easat-10407	228	12	rate	rate	NOUN
easat-10407	228	13	play	play	VERB
easat-10407	228	14	a	a	DET
easat-10407	228	15	crucial	crucial	ADJ
easat-10407	228	16	role	role	NOUN
easat-10407	228	17	in	in	ADP
easat-10407	228	18	preventing	prevent	VERB
easat-10407	228	19	stagnation	stagnation	NOUN
easat-10407	228	20	early	early	ADV
easat-10407	228	21	.	.	PUNCT
easat-10407	229	1	one	one	NUM
easat-10407	229	2	of	of	ADP
easat-10407	229	3	the	the	DET
easat-10407	229	4	most	most	ADV
easat-10407	229	5	significant	significant	ADJ
easat-10407	229	6	benefits	benefit	NOUN
easat-10407	229	7	of	of	ADP
easat-10407	229	8	genetic	genetic	ADJ
easat-10407	229	9	algorithms	algorithms	NOUN
easat-10407	229	10	is	be	AUX
easat-10407	229	11	the	the	DET
easat-10407	229	12	maintenance	maintenance	NOUN
easat-10407	229	13	of	of	ADP
easat-10407	229	14	a	a	DET
easat-10407	229	15	diversified	diversified	ADJ
easat-10407	229	16	population	population	NOUN
easat-10407	229	17	of	of	ADP
easat-10407	229	18	solutions	solution	NOUN
easat-10407	229	19	.	.	PUNCT
easat-10407	230	1	as	as	SCONJ
easat-10407	230	2	high	high	ADJ
easat-10407	230	3	-	-	PUNCT
easat-10407	230	4	scoring	scoring	NOUN
easat-10407	230	5	strategies	strategy	NOUN
easat-10407	230	6	converge	converge	VERB
easat-10407	230	7	to	to	ADP
easat-10407	230	8	similar	similar	ADJ
easat-10407	230	9	forms	form	NOUN
easat-10407	230	10	,	,	PUNCT
easat-10407	230	11	diversity	diversity	NOUN
easat-10407	230	12	is	be	AUX
easat-10407	230	13	maintained	maintain	VERB
easat-10407	230	14	as	as	ADP
easat-10407	230	15	a	a	DET
easat-10407	230	16	result	result	NOUN
easat-10407	230	17	of	of	ADP
easat-10407	230	18	mutation	mutation	NOUN
easat-10407	230	19	,	,	PUNCT
easat-10407	230	20	which	which	PRON
easat-10407	230	21	allows	allow	VERB
easat-10407	230	22	flexibility	flexibility	NOUN
easat-10407	230	23	in	in	ADP
easat-10407	230	24	turbulent	turbulent	ADJ
easat-10407	230	25	market	market	NOUN
easat-10407	230	26	conditions	condition	NOUN
easat-10407	230	27	.	.	PUNCT
easat-10407	231	1	the	the	DET
easat-10407	231	2	examination	examination	NOUN
easat-10407	231	3	of	of	ADP
easat-10407	231	4	the	the	DET
easat-10407	231	5	final	final	ADJ
easat-10407	231	6	population	population	NOUN
easat-10407	231	7	discloses	disclose	VERB
easat-10407	231	8	the	the	DET
easat-10407	231	9	presence	presence	NOUN
easat-10407	231	10	of	of	ADP
easat-10407	231	11	different	different	ADJ
easat-10407	231	12	types	type	NOUN
easat-10407	231	13	of	of	ADP
easat-10407	231	14	profitable	profitable	ADJ
easat-10407	231	15	strategies	strategy	NOUN
easat-10407	231	16	,	,	PUNCT
easat-10407	231	17	confirming	confirm	VERB
easat-10407	231	18	the	the	DET
easat-10407	231	19	soundness	soundness	NOUN
easat-10407	231	20	of	of	ADP
easat-10407	231	21	the	the	DET
easat-10407	231	22	approach	approach	NOUN
easat-10407	231	23	.	.	PUNCT
easat-10407	232	1	to	to	PART
easat-10407	232	2	validate	validate	VERB
easat-10407	232	3	the	the	DET
easat-10407	232	4	effectiveness	effectiveness	NOUN
easat-10407	232	5	of	of	ADP
easat-10407	232	6	the	the	DET
easat-10407	232	7	optimized	optimize	VERB
easat-10407	232	8	approach	approach	NOUN
easat-10407	232	9	,	,	PUNCT
easat-10407	232	10	we	we	PRON
easat-10407	232	11	compare	compare	VERB
easat-10407	232	12	its	its	PRON
easat-10407	232	13	performance	performance	NOUN
easat-10407	232	14	to	to	PART
easat-10407	232	15	baseline	baseline	VERB
easat-10407	232	16	strategies	strategy	NOUN
easat-10407	232	17	such	such	ADJ
easat-10407	232	18	as	as	ADP
easat-10407	232	19	random	random	ADJ
easat-10407	232	20	trading	trading	NOUN
easat-10407	232	21	and	and	CCONJ
easat-10407	232	22	fixed	fix	VERB
easat-10407	232	23	-	-	PUNCT
easat-10407	232	24	rule	rule	NOUN
easat-10407	232	25	strategies	strategy	NOUN
easat-10407	232	26	.	.	PUNCT
easat-10407	233	1	the	the	DET
easat-10407	233	2	result	result	NOUN
easat-10407	233	3	is	be	AUX
easat-10407	233	4	a	a	DET
easat-10407	233	5	clear	clear	ADJ
easat-10407	233	6	superiority	superiority	NOUN
easat-10407	233	7	in	in	ADP
easat-10407	233	8	terms	term	NOUN
easat-10407	233	9	of	of	ADP
easat-10407	233	10	profitability	profitability	NOUN
easat-10407	233	11	,	,	PUNCT
easat-10407	233	12	proving	prove	VERB
easat-10407	233	13	the	the	DET
easat-10407	233	14	worth	worth	NOUN
easat-10407	233	15	of	of	ADP
easat-10407	233	16	evolutionary	evolutionary	ADJ
easat-10407	233	17	computation	computation	NOUN
easat-10407	233	18	in	in	ADP
easat-10407	233	19	trading	trading	NOUN
easat-10407	233	20	decisionmaking	decisionmaking	NOUN
easat-10407	233	21	.	.	PUNCT
easat-10407	234	1	342	342	NUM
easat-10407	234	2	edelweiss	edelweiss	PROPN
easat-10407	234	3	applied	apply	VERB
easat-10407	234	4	science	science	NOUN
easat-10407	234	5	and	and	CCONJ
easat-10407	234	6	technology	technology	NOUN
easat-10407	234	7	issn	issn	PROPN
easat-10407	234	8	:	:	PUNCT
easat-10407	234	9	2576	2576	NUM
easat-10407	234	10	-	-	SYM
easat-10407	234	11	8484	8484	NUM
easat-10407	234	12	vol	vol	NOUN
easat-10407	234	13	.	.	PROPN
easat-10407	235	1	9	9	NUM
easat-10407	235	2	,	,	PUNCT
easat-10407	235	3	no	no	INTJ
easat-10407	235	4	.	.	NOUN
easat-10407	235	5	10	10	NUM
easat-10407	235	6	:	:	PUNCT
easat-10407	235	7	334	334	NUM
easat-10407	235	8	-	-	SYM
easat-10407	235	9	345	345	NUM
easat-10407	235	10	,	,	PUNCT
easat-10407	235	11	2025	2025	NUM
easat-10407	235	12	doi	doi	NOUN
easat-10407	235	13	:	:	PUNCT
easat-10407	235	14	10.55214/2576	10.55214/2576	NUM
easat-10407	235	15	-	-	SYM
easat-10407	235	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	235	17	©	©	ADP
easat-10407	235	18	2025	2025	NUM
easat-10407	235	19	by	by	ADP
easat-10407	235	20	the	the	DET
easat-10407	235	21	author	author	NOUN
easat-10407	235	22	;	;	PUNCT
easat-10407	235	23	licensee	licensee	PROPN
easat-10407	235	24	learning	learning	NOUN
easat-10407	235	25	gate	gate	NOUN
easat-10407	235	26	in	in	ADP
easat-10407	235	27	conclusion	conclusion	NOUN
easat-10407	235	28	,	,	PUNCT
easat-10407	235	29	genetic	genetic	ADJ
easat-10407	235	30	algorithms	algorithm	NOUN
easat-10407	235	31	are	be	AUX
easat-10407	235	32	a	a	DET
easat-10407	235	33	viable	viable	ADJ
easat-10407	235	34	approach	approach	NOUN
easat-10407	235	35	to	to	ADP
easat-10407	235	36	optimization	optimization	NOUN
easat-10407	235	37	in	in	ADP
easat-10407	235	38	trading	trading	NOUN
easat-10407	235	39	strategies	strategy	NOUN
easat-10407	235	40	,	,	PUNCT
easat-10407	235	41	finding	find	VERB
easat-10407	235	42	a	a	DET
easat-10407	235	43	balance	balance	NOUN
easat-10407	235	44	between	between	ADP
easat-10407	235	45	exploration	exploration	NOUN
easat-10407	235	46	and	and	CCONJ
easat-10407	235	47	exploitation	exploitation	NOUN
easat-10407	235	48	in	in	ADP
easat-10407	235	49	financial	financial	ADJ
easat-10407	235	50	decision	decision	NOUN
easat-10407	235	51	-	-	PUNCT
easat-10407	235	52	making	making	NOUN
easat-10407	235	53	.	.	PUNCT
easat-10407	236	1	further	further	ADJ
easat-10407	236	2	refinements	refinement	NOUN
easat-10407	236	3	and	and	CCONJ
easat-10407	236	4	empirical	empirical	ADJ
easat-10407	236	5	tests	test	NOUN
easat-10407	236	6	will	will	AUX
easat-10407	236	7	enhance	enhance	VERB
easat-10407	236	8	their	their	PRON
easat-10407	236	9	viability	viability	NOUN
easat-10407	236	10	and	and	CCONJ
easat-10407	236	11	potency	potency	NOUN
easat-10407	236	12	in	in	ADP
easat-10407	236	13	actual	actual	ADJ
easat-10407	236	14	dynamic	dynamic	ADJ
easat-10407	236	15	financial	financial	ADJ
easat-10407	236	16	markets	market	NOUN
easat-10407	236	17	.	.	PUNCT
easat-10407	237	1	5.2	5.2	NUM
easat-10407	237	2	.	.	PUNCT
easat-10407	237	3	limitations	limitation	NOUN
easat-10407	237	4	and	and	CCONJ
easat-10407	237	5	future	future	ADJ
easat-10407	237	6	improvements	improvement	NOUN
easat-10407	237	7	even	even	ADV
easat-10407	237	8	though	though	SCONJ
easat-10407	237	9	the	the	DET
easat-10407	237	10	genetic	genetic	ADJ
easat-10407	237	11	algorithm	algorithm	NOUN
easat-10407	237	12	delivers	deliver	VERB
easat-10407	237	13	encouraging	encourage	VERB
easat-10407	237	14	outcomes	outcome	NOUN
easat-10407	237	15	,	,	PUNCT
easat-10407	237	16	there	there	PRON
easat-10407	237	17	are	be	VERB
easat-10407	237	18	certain	certain	ADJ
easat-10407	237	19	constraints	constraint	NOUN
easat-10407	237	20	.	.	PUNCT
easat-10407	238	1	the	the	DET
easat-10407	238	2	study	study	NOUN
easat-10407	238	3	relied	rely	VERB
easat-10407	238	4	on	on	ADP
easat-10407	238	5	simulated	simulated	ADJ
easat-10407	238	6	market	market	NOUN
easat-10407	238	7	data	datum	NOUN
easat-10407	238	8	and	and	CCONJ
easat-10407	238	9	utilized	utilize	VERB
easat-10407	238	10	randomly	randomly	ADV
easat-10407	238	11	generated	generate	VERB
easat-10407	238	12	price	price	NOUN
easat-10407	238	13	series	series	NOUN
easat-10407	238	14	that	that	PRON
easat-10407	238	15	could	could	AUX
easat-10407	238	16	never	never	ADV
easat-10407	238	17	mirror	mirror	VERB
easat-10407	238	18	market	market	NOUN
easat-10407	238	19	movements	movement	NOUN
easat-10407	238	20	with	with	ADP
easat-10407	238	21	precision	precision	NOUN
easat-10407	238	22	.	.	PUNCT
easat-10407	239	1	secondly	secondly	ADV
easat-10407	239	2	,	,	PUNCT
easat-10407	239	3	the	the	DET
easat-10407	239	4	effectiveness	effectiveness	NOUN
easat-10407	239	5	of	of	ADP
easat-10407	239	6	the	the	DET
easat-10407	239	7	genetic	genetic	ADJ
easat-10407	239	8	algorithm	algorithm	NOUN
easat-10407	239	9	is	be	AUX
easat-10407	239	10	extremely	extremely	ADV
easat-10407	239	11	sensitive	sensitive	ADJ
easat-10407	239	12	to	to	ADP
easat-10407	239	13	parameters	parameter	NOUN
easat-10407	239	14	such	such	ADJ
easat-10407	239	15	as	as	ADP
easat-10407	239	16	mutation	mutation	NOUN
easat-10407	239	17	rate	rate	NOUN
easat-10407	239	18	,	,	PUNCT
easat-10407	239	19	selection	selection	NOUN
easat-10407	239	20	procedure	procedure	NOUN
easat-10407	239	21	,	,	PUNCT
easat-10407	239	22	and	and	CCONJ
easat-10407	239	23	crossover	crossover	NOUN
easat-10407	239	24	functions	function	NOUN
easat-10407	239	25	,	,	PUNCT
easat-10407	239	26	and	and	CCONJ
easat-10407	239	27	would	would	AUX
easat-10407	239	28	require	require	VERB
easat-10407	239	29	a	a	DET
easat-10407	239	30	great	great	ADJ
easat-10407	239	31	deal	deal	NOUN
easat-10407	239	32	of	of	ADP
easat-10407	239	33	fine	fine	ADV
easat-10407	239	34	-	-	PUNCT
easat-10407	239	35	tuning	tuning	NOUN
easat-10407	239	36	under	under	ADP
easat-10407	239	37	different	different	ADJ
easat-10407	239	38	market	market	NOUN
easat-10407	239	39	conditions	condition	NOUN
easat-10407	239	40	.	.	PUNCT
easat-10407	240	1	aside	aside	ADV
easat-10407	240	2	from	from	ADP
easat-10407	240	3	that	that	PRON
easat-10407	240	4	,	,	PUNCT
easat-10407	240	5	the	the	DET
easat-10407	240	6	model	model	NOUN
easat-10407	240	7	does	do	AUX
easat-10407	240	8	not	not	PART
easat-10407	240	9	include	include	VERB
easat-10407	240	10	realistic	realistic	ADJ
easat-10407	240	11	limits	limit	NOUN
easat-10407	240	12	such	such	ADJ
easat-10407	240	13	as	as	ADP
easat-10407	240	14	transaction	transaction	NOUN
easat-10407	240	15	costs	cost	NOUN
easat-10407	240	16	,	,	PUNCT
easat-10407	240	17	liquidity	liquidity	NOUN
easat-10407	240	18	constraints	constraint	NOUN
easat-10407	240	19	,	,	PUNCT
easat-10407	240	20	or	or	CCONJ
easat-10407	240	21	macroeconomic	macroeconomic	ADJ
easat-10407	240	22	events	event	NOUN
easat-10407	240	23	that	that	PRON
easat-10407	240	24	weigh	weigh	VERB
easat-10407	240	25	significantly	significantly	ADV
easat-10407	240	26	on	on	ADP
easat-10407	240	27	the	the	DET
easat-10407	240	28	real	real	ADJ
easat-10407	240	29	trading	trading	NOUN
easat-10407	240	30	context	context	NOUN
easat-10407	240	31	.	.	PUNCT
easat-10407	241	1	to	to	PART
easat-10407	241	2	advance	advance	VERB
easat-10407	241	3	beyond	beyond	ADP
easat-10407	241	4	such	such	ADJ
easat-10407	241	5	limitations	limitation	NOUN
easat-10407	241	6	,	,	PUNCT
easat-10407	241	7	future	future	ADJ
easat-10407	241	8	work	work	NOUN
easat-10407	241	9	can	can	AUX
easat-10407	241	10	enhance	enhance	VERB
easat-10407	241	11	methodology	methodology	NOUN
easat-10407	241	12	by	by	ADP
easat-10407	241	13	employing	employ	VERB
easat-10407	241	14	realistic	realistic	ADJ
easat-10407	241	15	market	market	NOUN
easat-10407	241	16	data	datum	NOUN
easat-10407	241	17	in	in	ADP
easat-10407	241	18	more	more	ADV
easat-10407	241	19	precise	precise	ADJ
easat-10407	241	20	estimates	estimate	NOUN
easat-10407	241	21	and	and	CCONJ
easat-10407	241	22	applying	apply	VERB
easat-10407	241	23	the	the	DET
easat-10407	241	24	algorithm	algorithm	NOUN
easat-10407	241	25	to	to	ADP
easat-10407	241	26	actual	actual	ADJ
easat-10407	241	27	financial	financial	ADJ
easat-10407	241	28	datasets	dataset	NOUN
easat-10407	241	29	.	.	PUNCT
easat-10407	242	1	hybrid	hybrid	ADJ
easat-10407	242	2	approaches	approach	NOUN
easat-10407	242	3	,	,	PUNCT
easat-10407	242	4	for	for	ADP
easat-10407	242	5	instance	instance	NOUN
easat-10407	242	6	,	,	PUNCT
easat-10407	242	7	the	the	DET
easat-10407	242	8	use	use	NOUN
easat-10407	242	9	of	of	ADP
easat-10407	242	10	genetic	genetic	ADJ
easat-10407	242	11	algorithms	algorithm	NOUN
easat-10407	242	12	in	in	ADP
easat-10407	242	13	conjunction	conjunction	NOUN
easat-10407	242	14	with	with	ADP
easat-10407	242	15	machine	machine	NOUN
easat-10407	242	16	learning	learn	VERB
easat-10407	242	17	algorithms	algorithm	NOUN
easat-10407	242	18	such	such	ADJ
easat-10407	242	19	as	as	ADP
easat-10407	242	20	deep	deep	ADJ
easat-10407	242	21	neural	neural	ADJ
easat-10407	242	22	networks	network	NOUN
easat-10407	242	23	or	or	CCONJ
easat-10407	242	24	reinforcement	reinforcement	NOUN
easat-10407	242	25	learning	learning	NOUN
easat-10407	242	26	,	,	PUNCT
easat-10407	242	27	may	may	AUX
easat-10407	242	28	further	far	ADV
easat-10407	242	29	improve	improve	VERB
easat-10407	242	30	prediction	prediction	NOUN
easat-10407	242	31	accuracy	accuracy	NOUN
easat-10407	242	32	.	.	PUNCT
easat-10407	243	1	furthermore	furthermore	ADV
easat-10407	243	2	,	,	PUNCT
easat-10407	243	3	the	the	DET
easat-10407	243	4	incorporation	incorporation	NOUN
easat-10407	243	5	of	of	ADP
easat-10407	243	6	self	self	NOUN
easat-10407	243	7	-	-	PUNCT
easat-10407	243	8	adaptive	adaptive	ADJ
easat-10407	243	9	mechanisms	mechanism	NOUN
easat-10407	243	10	that	that	PRON
easat-10407	243	11	dynamically	dynamically	ADV
easat-10407	243	12	adjust	adjust	VERB
easat-10407	243	13	hyperparameters	hyperparameter	NOUN
easat-10407	243	14	in	in	ADP
easat-10407	243	15	accordance	accordance	NOUN
easat-10407	243	16	with	with	ADP
easat-10407	243	17	evolving	evolve	VERB
easat-10407	243	18	market	market	NOUN
easat-10407	243	19	trends	trend	NOUN
easat-10407	243	20	may	may	AUX
easat-10407	243	21	further	far	ADV
easat-10407	243	22	improve	improve	VERB
easat-10407	243	23	the	the	DET
easat-10407	243	24	model	model	NOUN
easat-10407	243	25	’s	’s	PART
easat-10407	243	26	resilience	resilience	NOUN
easat-10407	243	27	and	and	CCONJ
easat-10407	243	28	flexibility	flexibility	NOUN
easat-10407	243	29	.	.	PUNCT
easat-10407	244	1	transparency	transparency	NOUN
easat-10407	244	2	:	:	PUNCT
easat-10407	244	3	the	the	DET
easat-10407	244	4	author	author	NOUN
easat-10407	244	5	confirms	confirm	VERB
easat-10407	244	6	that	that	SCONJ
easat-10407	244	7	the	the	DET
easat-10407	244	8	manuscript	manuscript	NOUN
easat-10407	244	9	is	be	AUX
easat-10407	244	10	an	an	DET
easat-10407	244	11	honest	honest	ADJ
easat-10407	244	12	,	,	PUNCT
easat-10407	244	13	accurate	accurate	ADJ
easat-10407	244	14	,	,	PUNCT
easat-10407	244	15	and	and	CCONJ
easat-10407	244	16	transparent	transparent	ADJ
easat-10407	244	17	account	account	NOUN
easat-10407	244	18	of	of	ADP
easat-10407	244	19	the	the	DET
easat-10407	244	20	study	study	NOUN
easat-10407	244	21	;	;	PUNCT
easat-10407	244	22	that	that	SCONJ
easat-10407	244	23	no	no	DET
easat-10407	244	24	vital	vital	ADJ
easat-10407	244	25	features	feature	NOUN
easat-10407	244	26	of	of	ADP
easat-10407	244	27	the	the	DET
easat-10407	244	28	study	study	NOUN
easat-10407	244	29	have	have	AUX
easat-10407	244	30	been	be	AUX
easat-10407	244	31	omitted	omit	VERB
easat-10407	244	32	;	;	PUNCT
easat-10407	244	33	and	and	CCONJ
easat-10407	244	34	that	that	SCONJ
easat-10407	244	35	any	any	DET
easat-10407	244	36	discrepancies	discrepancy	NOUN
easat-10407	244	37	from	from	ADP
easat-10407	244	38	the	the	DET
easat-10407	244	39	study	study	NOUN
easat-10407	244	40	as	as	SCONJ
easat-10407	244	41	planned	plan	VERB
easat-10407	244	42	have	have	AUX
easat-10407	244	43	been	be	AUX
easat-10407	244	44	explained	explain	VERB
easat-10407	244	45	.	.	PUNCT
easat-10407	245	1	this	this	DET
easat-10407	245	2	study	study	NOUN
easat-10407	245	3	followed	follow	VERB
easat-10407	245	4	all	all	DET
easat-10407	245	5	ethical	ethical	ADJ
easat-10407	245	6	practices	practice	NOUN
easat-10407	245	7	during	during	ADP
easat-10407	245	8	writing	writing	NOUN
easat-10407	245	9	.	.	PUNCT
easat-10407	246	1	copyright	copyright	NOUN
easat-10407	246	2	:	:	PUNCT
easat-10407	246	3	©	©	PROPN
easat-10407	246	4	2025	2025	NUM
easat-10407	246	5	by	by	ADP
easat-10407	246	6	the	the	DET
easat-10407	246	7	author	author	NOUN
easat-10407	246	8	.	.	PUNCT
easat-10407	247	1	this	this	DET
easat-10407	247	2	open	open	ADJ
easat-10407	247	3	-	-	PUNCT
easat-10407	247	4	access	access	NOUN
easat-10407	247	5	article	article	NOUN
easat-10407	247	6	is	be	AUX
easat-10407	247	7	distributed	distribute	VERB
easat-10407	247	8	under	under	ADP
easat-10407	247	9	the	the	DET
easat-10407	247	10	terms	term	NOUN
easat-10407	247	11	and	and	CCONJ
easat-10407	247	12	conditions	condition	NOUN
easat-10407	247	13	of	of	ADP
easat-10407	247	14	the	the	DET
easat-10407	247	15	creative	creative	ADJ
easat-10407	247	16	commons	common	NOUN
easat-10407	247	17	attribution	attribution	NOUN
easat-10407	247	18	(	(	PUNCT
easat-10407	247	19	cc	cc	NOUN
easat-10407	247	20	by	by	ADP
easat-10407	247	21	)	)	PUNCT
easat-10407	247	22	license	license	NOUN
easat-10407	247	23	(	(	PUNCT
easat-10407	247	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10407	247	25	)	)	PUNCT
easat-10407	247	26	.	.	PUNCT
easat-10407	248	1	references	reference	NOUN
easat-10407	248	2	[	[	X
easat-10407	248	3	1	1	NUM
easat-10407	248	4	]	]	PUNCT
easat-10407	248	5	investopedia	investopedia	PROPN
easat-10407	248	6	staff	staff	NOUN
easat-10407	248	7	,	,	PUNCT
easat-10407	248	8	"	"	PUNCT
easat-10407	248	9	using	use	VERB
easat-10407	248	10	genetic	genetic	ADJ
easat-10407	248	11	algorithms	algorithm	NOUN
easat-10407	248	12	to	to	PART
easat-10407	248	13	forecast	forecast	VERB
easat-10407	248	14	financial	financial	ADJ
easat-10407	248	15	markets	market	NOUN
easat-10407	248	16	.	.	PUNCT
easat-10407	249	1	investopedia	investopedia	PROPN
easat-10407	249	2	,	,	PUNCT
easat-10407	249	3	"	"	PUNCT
easat-10407	249	4	2011	2011	NUM
easat-10407	249	5	.	.	PUNCT
easat-10407	249	6	https://www.investopedia.com	https://www.investopedia.com	X
easat-10407	250	1	[	[	X
easat-10407	250	2	2	2	NUM
easat-10407	250	3	]	]	PUNCT
easat-10407	250	4	narwhals	narwhal	NOUN
easat-10407	250	5	,	,	PUNCT
easat-10407	250	6	"	"	PUNCT
easat-10407	250	7	trading	trade	VERB
easat-10407	250	8	algorithms	algorithm	NOUN
easat-10407	250	9	using	use	VERB
easat-10407	250	10	genetic	genetic	ADJ
easat-10407	250	11	algorithms	algorithm	NOUN
easat-10407	250	12	.	.	PUNCT
easat-10407	251	1	medium	medium	ADJ
easat-10407	251	2	,	,	PUNCT
easat-10407	251	3	"	"	PUNCT
easat-10407	251	4	2021	2021	NUM
easat-10407	251	5	.	.	PUNCT
easat-10407	251	6	https://www.medium.com	https://www.medium.com	X
easat-10407	252	1	[	[	X
easat-10407	252	2	3	3	NUM
easat-10407	252	3	]	]	PUNCT
easat-10407	252	4	a.	a.	NOUN
easat-10407	252	5	brabazon	brabazon	PROPN
easat-10407	252	6	and	and	CCONJ
easat-10407	252	7	s.	s.	PROPN
easat-10407	252	8	mcgarraghy	mcgarraghy	PROPN
easat-10407	252	9	,	,	PUNCT
easat-10407	252	10	"	"	PUNCT
easat-10407	252	11	slime	slime	NOUN
easat-10407	252	12	mould	mould	AUX
easat-10407	252	13	foraging	forage	VERB
easat-10407	252	14	:	:	PUNCT
easat-10407	252	15	an	an	DET
easat-10407	252	16	inspiration	inspiration	NOUN
easat-10407	252	17	for	for	ADP
easat-10407	252	18	algorithmic	algorithmic	ADJ
easat-10407	252	19	design	design	NOUN
easat-10407	252	20	,	,	PUNCT
easat-10407	252	21	"	"	PUNCT
easat-10407	252	22	international	international	ADJ
easat-10407	252	23	journal	journal	NOUN
easat-10407	252	24	of	of	ADP
easat-10407	252	25	innovative	innovative	ADJ
easat-10407	252	26	computing	computing	NOUN
easat-10407	252	27	and	and	CCONJ
easat-10407	252	28	applications	application	NOUN
easat-10407	252	29	,	,	PUNCT
easat-10407	252	30	vol	vol	NOUN
easat-10407	252	31	.	.	PROPN
easat-10407	252	32	11	11	NUM
easat-10407	252	33	,	,	PUNCT
easat-10407	252	34	no	no	INTJ
easat-10407	252	35	.	.	NOUN
easat-10407	252	36	1	1	NUM
easat-10407	252	37	,	,	PUNCT
easat-10407	252	38	pp	pp	ADJ
easat-10407	252	39	.	.	PUNCT
easat-10407	253	1	30	30	NUM
easat-10407	253	2	-	-	SYM
easat-10407	253	3	45	45	NUM
easat-10407	253	4	,	,	PUNCT
easat-10407	253	5	2020	2020	NUM
easat-10407	253	6	.	.	PUNCT
easat-10407	254	1	https://doi.org/10.1504/ijica.2020.105316	https://doi.org/10.1504/ijica.2020.105316	PROPN
easat-10407	254	2	[	[	X
easat-10407	254	3	4	4	NUM
easat-10407	254	4	]	]	X
easat-10407	254	5	r.	r.	PROPN
easat-10407	254	6	c.	c.	PROPN
easat-10407	254	7	cavalcante	cavalcante	PROPN
easat-10407	254	8	,	,	PUNCT
easat-10407	254	9	r.	r.	PROPN
easat-10407	254	10	c.	c.	PROPN
easat-10407	254	11	brasileiro	brasileiro	PROPN
easat-10407	254	12	,	,	PUNCT
easat-10407	254	13	v.	v.	PROPN
easat-10407	254	14	l.	l.	PROPN
easat-10407	254	15	f.	f.	PROPN
easat-10407	254	16	souza	souza	PROPN
easat-10407	254	17	,	,	PUNCT
easat-10407	254	18	j.	j.	PROPN
easat-10407	254	19	p.	p.	PROPN
easat-10407	254	20	nobrega	nobrega	PROPN
easat-10407	254	21	,	,	PUNCT
easat-10407	254	22	and	and	CCONJ
easat-10407	254	23	a.	a.	PROPN
easat-10407	254	24	l.	l.	PROPN
easat-10407	254	25	i.	i.	PROPN
easat-10407	254	26	oliveira	oliveira	PROPN
easat-10407	254	27	,	,	PUNCT
easat-10407	254	28	"	"	PUNCT
easat-10407	254	29	computational	computational	ADJ
easat-10407	254	30	intelligence	intelligence	NOUN
easat-10407	254	31	and	and	CCONJ
easat-10407	254	32	financial	financial	ADJ
easat-10407	254	33	markets	market	NOUN
easat-10407	254	34	:	:	PUNCT
easat-10407	254	35	a	a	DET
easat-10407	254	36	survey	survey	NOUN
easat-10407	254	37	and	and	CCONJ
easat-10407	254	38	future	future	ADJ
easat-10407	254	39	directions	direction	NOUN
easat-10407	254	40	,	,	PUNCT
easat-10407	254	41	"	"	PUNCT
easat-10407	254	42	expert	expert	NOUN
easat-10407	254	43	systems	system	NOUN
easat-10407	254	44	with	with	ADP
easat-10407	254	45	applications	application	NOUN
easat-10407	254	46	,	,	PUNCT
easat-10407	254	47	vol	vol	NOUN
easat-10407	254	48	.	.	PROPN
easat-10407	254	49	55	55	NUM
easat-10407	254	50	,	,	PUNCT
easat-10407	254	51	pp	pp	ADJ
easat-10407	254	52	.	.	PUNCT
easat-10407	255	1	194	194	NUM
easat-10407	255	2	-	-	SYM
easat-10407	255	3	211	211	NUM
easat-10407	255	4	,	,	PUNCT
easat-10407	255	5	2016	2016	NUM
easat-10407	255	6	.	.	PUNCT
easat-10407	256	1	https://doi.org/10.1016/j.eswa.2016.02.006	https://doi.org/10.1016/j.eswa.2016.02.006	PRON
easat-10407	256	2	[	[	X
easat-10407	256	3	5	5	NUM
easat-10407	256	4	]	]	PUNCT
easat-10407	256	5	z.	z.	PROPN
easat-10407	256	6	zhang	zhang	PROPN
easat-10407	256	7	and	and	CCONJ
easat-10407	256	8	m.	m.	PROPN
easat-10407	256	9	khushi	khushi	PROPN
easat-10407	256	10	,	,	PUNCT
easat-10407	256	11	"	"	PUNCT
easat-10407	256	12	ga	ga	NOUN
easat-10407	256	13	-	-	PUNCT
easat-10407	256	14	mssr	mssr	PROPN
easat-10407	256	15	:	:	PUNCT
easat-10407	256	16	genetic	genetic	ADJ
easat-10407	256	17	algorithm	algorithm	NOUN
easat-10407	256	18	maximizing	maximize	VERB
easat-10407	256	19	sharpe	sharpe	PROPN
easat-10407	256	20	and	and	CCONJ
easat-10407	256	21	sterling	sterling	NOUN
easat-10407	256	22	ratio	ratio	NOUN
easat-10407	256	23	method	method	NOUN
easat-10407	256	24	for	for	ADP
easat-10407	256	25	robotrading	robotrade	VERB
easat-10407	256	26	,	,	PUNCT
easat-10407	256	27	"	"	PUNCT
easat-10407	256	28	arxiv	arxiv	NOUN
easat-10407	256	29	,	,	PUNCT
easat-10407	256	30	2020	2020	NUM
easat-10407	256	31	.	.	PUNCT
easat-10407	257	1	https://doi.org/10.48550/arxiv.2008.09471	https://doi.org/10.48550/arxiv.2008.09471	PROPN
easat-10407	258	1	[	[	X
easat-10407	258	2	6	6	X
easat-10407	258	3	]	]	PUNCT
easat-10407	258	4	f.	f.	PROPN
easat-10407	258	5	allen	allen	PROPN
easat-10407	258	6	and	and	CCONJ
easat-10407	258	7	r.	r.	PROPN
easat-10407	258	8	karjalainen	karjalainen	PROPN
easat-10407	258	9	,	,	PUNCT
easat-10407	258	10	"	"	PUNCT
easat-10407	258	11	using	use	VERB
easat-10407	258	12	genetic	genetic	ADJ
easat-10407	258	13	algorithms	algorithm	NOUN
easat-10407	258	14	to	to	PART
easat-10407	258	15	find	find	VERB
easat-10407	258	16	technical	technical	ADJ
easat-10407	258	17	trading	trading	NOUN
easat-10407	258	18	rules	rule	NOUN
easat-10407	258	19	,	,	PUNCT
easat-10407	258	20	"	"	PUNCT
easat-10407	258	21	journal	journal	NOUN
easat-10407	258	22	of	of	ADP
easat-10407	258	23	financial	financial	ADJ
easat-10407	258	24	economics	economic	NOUN
easat-10407	258	25	,	,	PUNCT
easat-10407	258	26	vol	vol	NOUN
easat-10407	258	27	.	.	PROPN
easat-10407	258	28	51	51	NUM
easat-10407	258	29	,	,	PUNCT
easat-10407	258	30	no	no	INTJ
easat-10407	258	31	.	.	NOUN
easat-10407	258	32	2	2	NUM
easat-10407	258	33	,	,	PUNCT
easat-10407	258	34	pp	pp	ADJ
easat-10407	258	35	.	.	PUNCT
easat-10407	259	1	245	245	NUM
easat-10407	259	2	-	-	SYM
easat-10407	259	3	271	271	NUM
easat-10407	259	4	,	,	PUNCT
easat-10407	259	5	1999	1999	NUM
easat-10407	259	6	.	.	PUNCT
easat-10407	260	1	https://doi.org/10.1016/s0304-405x(98)00052-x	https://doi.org/10.1016/s0304-405x(98)00052-x	PROPN
easat-10407	261	1	[	[	X
easat-10407	261	2	7	7	X
easat-10407	261	3	]	]	X
easat-10407	261	4	c.	c.	PROPN
easat-10407	261	5	neely	neely	PROPN
easat-10407	261	6	,	,	PUNCT
easat-10407	261	7	p.	p.	NOUN
easat-10407	261	8	weller	weller	NOUN
easat-10407	261	9	,	,	PUNCT
easat-10407	261	10	and	and	CCONJ
easat-10407	261	11	r.	r.	PROPN
easat-10407	261	12	dittmar	dittmar	PROPN
easat-10407	261	13	,	,	PUNCT
easat-10407	261	14	"	"	PUNCT
easat-10407	261	15	is	be	AUX
easat-10407	261	16	technical	technical	ADJ
easat-10407	261	17	analysis	analysis	NOUN
easat-10407	261	18	in	in	ADP
easat-10407	261	19	the	the	DET
easat-10407	261	20	foreign	foreign	ADJ
easat-10407	261	21	exchange	exchange	NOUN
easat-10407	261	22	market	market	NOUN
easat-10407	261	23	profitable	profitable	ADJ
easat-10407	261	24	?	?	PUNCT
easat-10407	262	1	a	a	DET
easat-10407	262	2	genetic	genetic	ADJ
easat-10407	262	3	programming	programming	NOUN
easat-10407	262	4	approach	approach	NOUN
easat-10407	262	5	,	,	PUNCT
easat-10407	262	6	"	"	PUNCT
easat-10407	262	7	journal	journal	NOUN
easat-10407	262	8	of	of	ADP
easat-10407	262	9	financial	financial	ADJ
easat-10407	262	10	and	and	CCONJ
easat-10407	262	11	quantitative	quantitative	ADJ
easat-10407	262	12	analysis	analysis	NOUN
easat-10407	262	13	,	,	PUNCT
easat-10407	262	14	vol	vol	NOUN
easat-10407	262	15	.	.	PROPN
easat-10407	262	16	32	32	NUM
easat-10407	262	17	,	,	PUNCT
easat-10407	262	18	no	no	INTJ
easat-10407	262	19	.	.	NOUN
easat-10407	262	20	4	4	NUM
easat-10407	262	21	,	,	PUNCT
easat-10407	262	22	pp	pp	ADJ
easat-10407	262	23	.	.	PUNCT
easat-10407	263	1	405	405	NUM
easat-10407	263	2	-	-	SYM
easat-10407	263	3	426	426	NUM
easat-10407	263	4	,	,	PUNCT
easat-10407	263	5	1997	1997	NUM
easat-10407	263	6	.	.	PUNCT
easat-10407	264	1	https://doi.org/10.2307/2331231	https://doi.org/10.2307/2331231	ADV
easat-10407	264	2	[	[	X
easat-10407	264	3	8	8	NUM
easat-10407	264	4	]	]	X
easat-10407	264	5	j.-y	j.-y	NOUN
easat-10407	264	6	.	.	PUNCT
easat-10407	265	1	potvin	potvin	PROPN
easat-10407	265	2	,	,	PUNCT
easat-10407	265	3	p.	p.	NOUN
easat-10407	265	4	soriano	soriano	PROPN
easat-10407	265	5	,	,	PUNCT
easat-10407	265	6	and	and	CCONJ
easat-10407	265	7	m.	m.	NOUN
easat-10407	265	8	vallée	vallée	NOUN
easat-10407	265	9	,	,	PUNCT
easat-10407	265	10	"	"	PUNCT
easat-10407	265	11	generating	generate	VERB
easat-10407	265	12	trading	trading	NOUN
easat-10407	265	13	rules	rule	NOUN
easat-10407	265	14	on	on	ADP
easat-10407	265	15	the	the	DET
easat-10407	265	16	stock	stock	NOUN
easat-10407	265	17	markets	market	NOUN
easat-10407	265	18	with	with	ADP
easat-10407	265	19	genetic	genetic	ADJ
easat-10407	265	20	programming	programming	NOUN
easat-10407	265	21	,	,	PUNCT
easat-10407	265	22	"	"	PUNCT
easat-10407	265	23	computers	computer	NOUN
easat-10407	265	24	&	&	CCONJ
easat-10407	265	25	operations	operation	NOUN
easat-10407	265	26	research	research	NOUN
easat-10407	265	27	,	,	PUNCT
easat-10407	265	28	vol	vol	NOUN
easat-10407	265	29	.	.	PROPN
easat-10407	265	30	31	31	NUM
easat-10407	265	31	,	,	PUNCT
easat-10407	265	32	no	no	INTJ
easat-10407	265	33	.	.	NOUN
easat-10407	265	34	7	7	NUM
easat-10407	265	35	,	,	PUNCT
easat-10407	265	36	pp	pp	ADJ
easat-10407	265	37	.	.	PUNCT
easat-10407	266	1	1033	1033	NUM
easat-10407	266	2	-	-	SYM
easat-10407	266	3	1047	1047	NUM
easat-10407	266	4	,	,	PUNCT
easat-10407	266	5	2004	2004	NUM
easat-10407	266	6	.	.	PUNCT
easat-10407	267	1	https://doi.org/10.1016/s0305-0548(03)000637	https://doi.org/10.1016/s0305-0548(03)000637	NOUN
easat-10407	268	1	[	[	X
easat-10407	268	2	9	9	NUM
easat-10407	268	3	]	]	PUNCT
easat-10407	268	4	s.-h	s.-h	NOUN
easat-10407	268	5	.	.	PUNCT
easat-10407	269	1	chen	chen	PROPN
easat-10407	269	2	and	and	CCONJ
easat-10407	269	3	c.-h	c.-h	PROPN
easat-10407	269	4	.	.	PUNCT
easat-10407	270	1	yeh	yeh	PROPN
easat-10407	270	2	,	,	PUNCT
easat-10407	270	3	"	"	PUNCT
easat-10407	270	4	evolving	evolve	VERB
easat-10407	270	5	traders	trader	NOUN
easat-10407	270	6	and	and	CCONJ
easat-10407	270	7	the	the	DET
easat-10407	270	8	business	business	NOUN
easat-10407	270	9	school	school	NOUN
easat-10407	270	10	with	with	ADP
easat-10407	270	11	genetic	genetic	ADJ
easat-10407	270	12	programming	programming	NOUN
easat-10407	270	13	:	:	PUNCT
easat-10407	270	14	a	a	DET
easat-10407	270	15	new	new	ADJ
easat-10407	270	16	architecture	architecture	NOUN
easat-10407	270	17	of	of	ADP
easat-10407	270	18	the	the	DET
easat-10407	270	19	agent	agent	NOUN
easat-10407	270	20	-	-	PUNCT
easat-10407	270	21	based	base	VERB
easat-10407	270	22	artificial	artificial	ADJ
easat-10407	270	23	stock	stock	NOUN
easat-10407	270	24	market	market	NOUN
easat-10407	270	25	,	,	PUNCT
easat-10407	270	26	"	"	PUNCT
easat-10407	270	27	journal	journal	NOUN
easat-10407	270	28	of	of	ADP
easat-10407	270	29	economic	economic	ADJ
easat-10407	270	30	dynamics	dynamic	NOUN
easat-10407	270	31	and	and	CCONJ
easat-10407	270	32	control	control	NOUN
easat-10407	270	33	,	,	PUNCT
easat-10407	270	34	vol	vol	NOUN
easat-10407	270	35	.	.	PROPN
easat-10407	270	36	25	25	NUM
easat-10407	270	37	,	,	PUNCT
easat-10407	270	38	no	no	INTJ
easat-10407	270	39	.	.	NOUN
easat-10407	270	40	3	3	NUM
easat-10407	270	41	-	-	SYM
easat-10407	270	42	4	4	NUM
easat-10407	270	43	,	,	PUNCT
easat-10407	270	44	pp	pp	ADJ
easat-10407	270	45	.	.	PUNCT
easat-10407	271	1	363	363	NUM
easat-10407	271	2	-	-	SYM
easat-10407	271	3	393	393	NUM
easat-10407	271	4	,	,	PUNCT
easat-10407	271	5	2001	2001	NUM
easat-10407	271	6	.	.	PUNCT
easat-10407	272	1	https://doi.org/10.1016/s0165-1889(00)00030-0	https://doi.org/10.1016/s0165-1889(00)00030-0	PROPN
easat-10407	273	1	[	[	X
easat-10407	273	2	10	10	NUM
easat-10407	273	3	]	]	X
easat-10407	273	4	w.	w.	PROPN
easat-10407	273	5	liu	liu	PROPN
easat-10407	273	6	,	,	PUNCT
easat-10407	273	7	z.	z.	PROPN
easat-10407	273	8	wang	wang	PROPN
easat-10407	273	9	,	,	PUNCT
easat-10407	273	10	x.	x.	PROPN
easat-10407	273	11	liu	liu	PROPN
easat-10407	273	12	,	,	PUNCT
easat-10407	273	13	n.	n.	PROPN
easat-10407	273	14	zeng	zeng	PROPN
easat-10407	273	15	,	,	PUNCT
easat-10407	273	16	y.	y.	PROPN
easat-10407	273	17	liu	liu	PROPN
easat-10407	273	18	,	,	PUNCT
easat-10407	273	19	and	and	CCONJ
easat-10407	273	20	f.	f.	PROPN
easat-10407	273	21	e.	e.	PROPN
easat-10407	273	22	alsaadi	alsaadi	PROPN
easat-10407	273	23	,	,	PUNCT
easat-10407	273	24	"	"	PUNCT
easat-10407	273	25	a	a	DET
easat-10407	273	26	survey	survey	NOUN
easat-10407	273	27	of	of	ADP
easat-10407	273	28	deep	deep	ADJ
easat-10407	273	29	neural	neural	ADJ
easat-10407	273	30	network	network	NOUN
easat-10407	273	31	architectures	architecture	NOUN
easat-10407	273	32	and	and	CCONJ
easat-10407	273	33	their	their	PRON
easat-10407	273	34	applications	application	NOUN
easat-10407	273	35	,	,	PUNCT
easat-10407	273	36	"	"	PUNCT
easat-10407	273	37	neurocomputing	neurocomputing	NOUN
easat-10407	273	38	,	,	PUNCT
easat-10407	273	39	vol	vol	NOUN
easat-10407	273	40	.	.	PROPN
easat-10407	273	41	234	234	NUM
easat-10407	273	42	,	,	PUNCT
easat-10407	273	43	pp	pp	ADJ
easat-10407	273	44	.	.	PUNCT
easat-10407	274	1	11	11	NUM
easat-10407	274	2	-	-	SYM
easat-10407	274	3	26	26	NUM
easat-10407	274	4	,	,	PUNCT
easat-10407	274	5	2017	2017	NUM
easat-10407	274	6	.	.	PUNCT
easat-10407	275	1	https://doi.org/10.1016/j.neucom.2016.12.038	https://doi.org/10.1016/j.neucom.2016.12.038	VERB
easat-10407	275	2	https://www.investopedia.com/	https://www.investopedia.com/	NOUN
easat-10407	275	3	https://www.medium.com/	https://www.medium.com/	NOUN
easat-10407	275	4	https://doi.org/10.1504/ijica.2020.105316	https://doi.org/10.1504/ijica.2020.105316	PROPN
easat-10407	276	1	https://doi.org/10.1016/j.eswa.2016.02.006	https://doi.org/10.1016/j.eswa.2016.02.006	PROPN
easat-10407	276	2	https://doi.org/10.48550/arxiv.2008.09471	https://doi.org/10.48550/arxiv.2008.09471	PROPN
easat-10407	276	3	https://doi.org/10.1016/s0304-405x(98)00052-x	https://doi.org/10.1016/s0304-405x(98)00052-x	PROPN
easat-10407	276	4	https://doi.org/10.2307/2331231	https://doi.org/10.2307/2331231	ADV
easat-10407	276	5	https://doi.org/10.1016/s0305-0548(03)00063-7	https://doi.org/10.1016/s0305-0548(03)00063-7	VERB
easat-10407	276	6	https://doi.org/10.1016/s0305-0548(03)00063-7	https://doi.org/10.1016/s0305-0548(03)00063-7	VERB
easat-10407	276	7	https://doi.org/10.1016/s0165-1889(00)00030-0	https://doi.org/10.1016/s0165-1889(00)00030-0	PROPN
easat-10407	276	8	https://doi.org/10.1016/j.neucom.2016.12.038	https://doi.org/10.1016/j.neucom.2016.12.038	PROPN
easat-10407	276	9	343	343	NUM
easat-10407	276	10	edelweiss	edelweiss	PROPN
easat-10407	276	11	applied	apply	VERB
easat-10407	276	12	science	science	NOUN
easat-10407	276	13	and	and	CCONJ
easat-10407	276	14	technology	technology	NOUN
easat-10407	276	15	issn	issn	PROPN
easat-10407	276	16	:	:	PUNCT
easat-10407	276	17	2576	2576	NUM
easat-10407	276	18	-	-	SYM
easat-10407	276	19	8484	8484	NUM
easat-10407	276	20	vol	vol	NOUN
easat-10407	276	21	.	.	PROPN
easat-10407	277	1	9	9	NUM
easat-10407	277	2	,	,	PUNCT
easat-10407	277	3	no	no	INTJ
easat-10407	277	4	.	.	NOUN
easat-10407	277	5	10	10	NUM
easat-10407	277	6	:	:	PUNCT
easat-10407	277	7	334	334	NUM
easat-10407	277	8	-	-	SYM
easat-10407	277	9	345	345	NUM
easat-10407	277	10	,	,	PUNCT
easat-10407	277	11	2025	2025	NUM
easat-10407	277	12	doi	doi	NOUN
easat-10407	277	13	:	:	PUNCT
easat-10407	277	14	10.55214/2576	10.55214/2576	NUM
easat-10407	277	15	-	-	SYM
easat-10407	277	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	277	17	©	©	ADP
easat-10407	277	18	2025	2025	NUM
easat-10407	277	19	by	by	ADP
easat-10407	277	20	the	the	DET
easat-10407	277	21	author	author	NOUN
easat-10407	277	22	;	;	PUNCT
easat-10407	277	23	licensee	licensee	PROPN
easat-10407	277	24	learning	learning	NOUN
easat-10407	277	25	gate	gate	NOUN
easat-10407	278	1	[	[	X
easat-10407	278	2	11	11	NUM
easat-10407	278	3	]	]	PUNCT
easat-10407	278	4	m.	m.	NOUN
easat-10407	278	5	sewak	sewak	PROPN
easat-10407	278	6	,	,	PUNCT
easat-10407	278	7	s.	s.	PROPN
easat-10407	278	8	k.	k.	PROPN
easat-10407	278	9	sahay	sahay	PROPN
easat-10407	278	10	,	,	PUNCT
easat-10407	278	11	and	and	CCONJ
easat-10407	278	12	h.	h.	PROPN
easat-10407	278	13	rathore	rathore	PROPN
easat-10407	278	14	,	,	PUNCT
easat-10407	278	15	"	"	PUNCT
easat-10407	278	16	an	an	DET
easat-10407	278	17	overview	overview	NOUN
easat-10407	278	18	of	of	ADP
easat-10407	278	19	deep	deep	ADJ
easat-10407	278	20	learning	learning	NOUN
easat-10407	278	21	architecture	architecture	NOUN
easat-10407	278	22	of	of	ADP
easat-10407	278	23	deep	deep	ADJ
easat-10407	278	24	neural	neural	ADJ
easat-10407	278	25	networks	network	NOUN
easat-10407	278	26	and	and	CCONJ
easat-10407	278	27	autoencoders	autoencoder	NOUN
easat-10407	278	28	,	,	PUNCT
easat-10407	278	29	"	"	PUNCT
easat-10407	278	30	journal	journal	NOUN
easat-10407	278	31	of	of	ADP
easat-10407	278	32	computational	computational	ADJ
easat-10407	278	33	and	and	CCONJ
easat-10407	278	34	theoretical	theoretical	ADJ
easat-10407	278	35	nanoscience	nanoscience	NOUN
easat-10407	278	36	,	,	PUNCT
easat-10407	278	37	vol	vol	NOUN
easat-10407	278	38	.	.	PROPN
easat-10407	278	39	17	17	NUM
easat-10407	278	40	,	,	PUNCT
easat-10407	278	41	no	no	INTJ
easat-10407	278	42	.	.	NOUN
easat-10407	278	43	1	1	NUM
easat-10407	278	44	,	,	PUNCT
easat-10407	278	45	pp	pp	ADJ
easat-10407	278	46	.	.	PUNCT
easat-10407	278	47	182	182	NUM
easat-10407	278	48	-	-	SYM
easat-10407	278	49	188	188	NUM
easat-10407	278	50	,	,	PUNCT
easat-10407	278	51	2020	2020	NUM
easat-10407	278	52	.	.	PUNCT
easat-10407	279	1	https://doi.org/10.1166/jctn.2020.8648	https://doi.org/10.1166/jctn.2020.8648	PROPN
easat-10407	280	1	[	[	X
easat-10407	280	2	12	12	NUM
easat-10407	280	3	]	]	X
easat-10407	280	4	d.	d.	PROPN
easat-10407	280	5	r.	r.	PROPN
easat-10407	280	6	dewhurst	dewhurst	PROPN
easat-10407	280	7	,	,	PUNCT
easat-10407	280	8	y.	y.	PROPN
easat-10407	280	9	li	li	PROPN
easat-10407	280	10	,	,	PUNCT
easat-10407	280	11	a.	a.	NOUN
easat-10407	280	12	bogdan	bogdan	PROPN
easat-10407	280	13	,	,	PUNCT
easat-10407	280	14	and	and	CCONJ
easat-10407	280	15	j.	j.	PROPN
easat-10407	280	16	geng	geng	PROPN
easat-10407	280	17	,	,	PUNCT
easat-10407	280	18	"	"	PUNCT
easat-10407	280	19	evolving	evolve	VERB
easat-10407	280	20	ab	ab	PROPN
easat-10407	280	21	initio	initio	NOUN
easat-10407	280	22	trading	trading	NOUN
easat-10407	280	23	strategies	strategy	NOUN
easat-10407	280	24	in	in	ADP
easat-10407	280	25	heterogeneous	heterogeneous	ADJ
easat-10407	280	26	environments	environment	NOUN
easat-10407	280	27	,	,	PUNCT
easat-10407	280	28	"	"	PUNCT
easat-10407	280	29	arxiv	arxiv	NOUN
easat-10407	280	30	,	,	PUNCT
easat-10407	280	31	2019	2019	NUM
easat-10407	280	32	.	.	PUNCT
easat-10407	281	1	https://doi.org/10.48550/arxiv.1912.09524	https://doi.org/10.48550/arxiv.1912.09524	PROPN
easat-10407	282	1	[	[	X
easat-10407	282	2	13	13	NUM
easat-10407	282	3	]	]	PUNCT
easat-10407	282	4	p.	p.	NOUN
easat-10407	282	5	prasad	prasad	PROPN
easat-10407	282	6	,	,	PUNCT
easat-10407	282	7	v.	v.	PROPN
easat-10407	282	8	madhav	madhav	PROPN
easat-10407	282	9	,	,	PUNCT
easat-10407	282	10	r.	r.	PROPN
easat-10407	282	11	lal	lal	PROPN
easat-10407	282	12	,	,	PUNCT
easat-10407	282	13	and	and	CCONJ
easat-10407	282	14	v.	v.	ADP
easat-10407	282	15	ravi	ravi	PROPN
easat-10407	282	16	,	,	PUNCT
easat-10407	282	17	"	"	PUNCT
easat-10407	282	18	optimal	optimal	ADJ
easat-10407	282	19	technical	technical	ADJ
easat-10407	282	20	indicator	indicator	NOUN
easat-10407	282	21	-	-	PUNCT
easat-10407	282	22	based	base	VERB
easat-10407	282	23	trading	trading	NOUN
easat-10407	282	24	strategies	strategy	NOUN
easat-10407	282	25	using	use	VERB
easat-10407	282	26	nsga	nsga	NOUN
easat-10407	282	27	-	-	PUNCT
easat-10407	282	28	ii	ii	NOUN
easat-10407	282	29	,	,	PUNCT
easat-10407	282	30	"	"	PUNCT
easat-10407	282	31	arxiv	arxiv	PROPN
easat-10407	282	32	preprint	preprint	NOUN
easat-10407	282	33	arxiv:2111.13364	arxiv:2111.13364	NOUN
easat-10407	282	34	,	,	PUNCT
easat-10407	282	35	2021	2021	NUM
easat-10407	282	36	.	.	PUNCT
easat-10407	283	1	https://doi.org/10.48550/arxiv.2111.13364	https://doi.org/10.48550/arxiv.2111.13364	X
easat-10407	284	1	[	[	X
easat-10407	284	2	14	14	NUM
easat-10407	284	3	]	]	PUNCT
easat-10407	284	4	a.	a.	NOUN
easat-10407	284	5	brabazon	brabazon	PROPN
easat-10407	284	6	,	,	PUNCT
easat-10407	284	7	m.	m.	PROPN
easat-10407	284	8	o'neill	o'neill	PROPN
easat-10407	284	9	,	,	PUNCT
easat-10407	284	10	and	and	CCONJ
easat-10407	284	11	i.	i.	PROPN
easat-10407	284	12	dempsey	dempsey	PROPN
easat-10407	284	13	,	,	PUNCT
easat-10407	284	14	"	"	PUNCT
easat-10407	284	15	an	an	DET
easat-10407	284	16	introduction	introduction	NOUN
easat-10407	284	17	to	to	ADP
easat-10407	284	18	evolutionary	evolutionary	ADJ
easat-10407	284	19	computation	computation	NOUN
easat-10407	284	20	in	in	ADP
easat-10407	284	21	finance	finance	NOUN
easat-10407	284	22	,	,	PUNCT
easat-10407	284	23	"	"	PUNCT
easat-10407	284	24	ieee	ieee	NOUN
easat-10407	284	25	computational	computational	ADJ
easat-10407	284	26	intelligence	intelligence	NOUN
easat-10407	284	27	magazine	magazine	NOUN
easat-10407	284	28	,	,	PUNCT
easat-10407	284	29	vol	vol	NOUN
easat-10407	284	30	.	.	PROPN
easat-10407	284	31	3	3	NUM
easat-10407	284	32	,	,	PUNCT
easat-10407	284	33	no	no	INTJ
easat-10407	284	34	.	.	NOUN
easat-10407	284	35	4	4	NUM
easat-10407	284	36	,	,	PUNCT
easat-10407	284	37	pp	pp	ADJ
easat-10407	284	38	.	.	PUNCT
easat-10407	285	1	42	42	NUM
easat-10407	285	2	-	-	SYM
easat-10407	285	3	55	55	NUM
easat-10407	285	4	,	,	PUNCT
easat-10407	285	5	2008	2008	NUM
easat-10407	285	6	.	.	PUNCT
easat-10407	286	1	https://doi.org/10.1109/mci.2008.929841	https://doi.org/10.1109/mci.2008.929841	ADV
easat-10407	286	2	[	[	X
easat-10407	286	3	15	15	NUM
easat-10407	286	4	]	]	X
easat-10407	286	5	h.	h.	PROPN
easat-10407	286	6	markowitz	markowitz	PROPN
easat-10407	286	7	,	,	PUNCT
easat-10407	286	8	"	"	PUNCT
easat-10407	286	9	portfolio	portfolio	NOUN
easat-10407	286	10	selection	selection	NOUN
easat-10407	286	11	,	,	PUNCT
easat-10407	286	12	"	"	PUNCT
easat-10407	286	13	the	the	DET
easat-10407	286	14	journal	journal	NOUN
easat-10407	286	15	of	of	ADP
easat-10407	286	16	finance	finance	NOUN
easat-10407	286	17	,	,	PUNCT
easat-10407	286	18	vol	vol	NOUN
easat-10407	286	19	.	.	PROPN
easat-10407	286	20	7	7	NUM
easat-10407	286	21	,	,	PUNCT
easat-10407	286	22	no	no	INTJ
easat-10407	286	23	.	.	NOUN
easat-10407	286	24	1	1	NUM
easat-10407	286	25	,	,	PUNCT
easat-10407	286	26	pp	pp	ADJ
easat-10407	286	27	.	.	PUNCT
easat-10407	287	1	77–91	77–91	NUM
easat-10407	287	2	,	,	PUNCT
easat-10407	287	3	1952	1952	NUM
easat-10407	287	4	.	.	PUNCT
easat-10407	288	1	https://doi.org/10.2307/2975974	https://doi.org/10.2307/2975974	PRON
easat-10407	289	1	[	[	X
easat-10407	289	2	16	16	NUM
easat-10407	289	3	]	]	PUNCT
easat-10407	289	4	a.	a.	NOUN
easat-10407	289	5	fernández	fernández	PROPN
easat-10407	289	6	and	and	CCONJ
easat-10407	289	7	s.	s.	PROPN
easat-10407	289	8	gómez	gómez	PROPN
easat-10407	289	9	,	,	PUNCT
easat-10407	289	10	"	"	PUNCT
easat-10407	289	11	portfolio	portfolio	NOUN
easat-10407	289	12	selection	selection	NOUN
easat-10407	289	13	using	use	VERB
easat-10407	289	14	genetic	genetic	ADJ
easat-10407	289	15	algorithms	algorithm	NOUN
easat-10407	289	16	,	,	PUNCT
easat-10407	289	17	"	"	PUNCT
easat-10407	289	18	computational	computational	ADJ
easat-10407	289	19	economics	economic	NOUN
easat-10407	289	20	,	,	PUNCT
easat-10407	289	21	vol	vol	NOUN
easat-10407	289	22	.	.	PROPN
easat-10407	289	23	49	49	NUM
easat-10407	289	24	,	,	PUNCT
easat-10407	289	25	no	no	INTJ
easat-10407	289	26	.	.	NOUN
easat-10407	289	27	3	3	NUM
easat-10407	289	28	,	,	PUNCT
easat-10407	289	29	pp	pp	ADJ
easat-10407	289	30	.	.	PUNCT
easat-10407	290	1	143–154	143–154	NUM
easat-10407	290	2	,	,	PUNCT
easat-10407	290	3	2012	2012	NUM
easat-10407	290	4	.	.	PUNCT
easat-10407	291	1	appendix	appendix	VERB
easat-10407	291	2	a.	a.	NOUN
easat-10407	291	3	genetic	genetic	ADJ
easat-10407	291	4	algorithm	algorithm	NOUN
easat-10407	291	5	for	for	ADP
easat-10407	291	6	optimizing	optimize	VERB
easat-10407	291	7	trading	trading	NOUN
easat-10407	291	8	strategies	strategy	NOUN
easat-10407	291	9	.	.	PUNCT
easat-10407	292	1	1	1	X
easat-10407	292	2	.	.	X
easat-10407	292	3	introduction	introduction	NOUN
easat-10407	292	4	a	a	DET
easat-10407	292	5	genetic	genetic	ADJ
easat-10407	292	6	algorithm	algorithm	NOUN
easat-10407	292	7	(	(	PUNCT
easat-10407	292	8	ga	ga	NOUN
easat-10407	292	9	)	)	PUNCT
easat-10407	292	10	is	be	AUX
easat-10407	292	11	an	an	DET
easat-10407	292	12	evolutionary	evolutionary	ADJ
easat-10407	292	13	optimization	optimization	NOUN
easat-10407	292	14	method	method	NOUN
easat-10407	292	15	driven	drive	VERB
easat-10407	292	16	by	by	ADP
easat-10407	292	17	genetics	genetic	NOUN
easat-10407	292	18	and	and	CCONJ
easat-10407	292	19	natural	natural	ADJ
easat-10407	292	20	selection	selection	NOUN
easat-10407	292	21	.	.	PUNCT
easat-10407	293	1	gas	gas	NOUN
easat-10407	293	2	are	be	AUX
easat-10407	293	3	used	use	VERB
easat-10407	293	4	very	very	ADV
easat-10407	293	5	widely	widely	ADV
easat-10407	293	6	in	in	ADP
easat-10407	293	7	financial	financial	ADJ
easat-10407	293	8	applications	application	NOUN
easat-10407	293	9	,	,	PUNCT
easat-10407	293	10	particularly	particularly	ADV
easat-10407	293	11	trading	trading	NOUN
easat-10407	293	12	strategy	strategy	NOUN
easat-10407	293	13	optimization	optimization	NOUN
easat-10407	293	14	.	.	PUNCT
easat-10407	294	1	gas	gas	NOUN
easat-10407	294	2	simulate	simulate	VERB
easat-10407	294	3	the	the	DET
easat-10407	294	4	process	process	NOUN
easat-10407	294	5	of	of	ADP
easat-10407	294	6	evolution	evolution	NOUN
easat-10407	294	7	by	by	ADP
easat-10407	294	8	iteratively	iteratively	ADV
easat-10407	294	9	evolving	evolve	VERB
easat-10407	294	10	a	a	DET
easat-10407	294	11	population	population	NOUN
easat-10407	294	12	of	of	ADP
easat-10407	294	13	potential	potential	ADJ
easat-10407	294	14	solutions	solution	NOUN
easat-10407	294	15	based	base	VERB
easat-10407	294	16	on	on	ADP
easat-10407	294	17	selection	selection	NOUN
easat-10407	294	18	,	,	PUNCT
easat-10407	294	19	crossover	crossover	NOUN
easat-10407	294	20	,	,	PUNCT
easat-10407	294	21	and	and	CCONJ
easat-10407	294	22	mutation	mutation	NOUN
easat-10407	294	23	.	.	PUNCT
easat-10407	295	1	the	the	DET
easat-10407	295	2	application	application	NOUN
easat-10407	295	3	of	of	ADP
easat-10407	295	4	the	the	DET
easat-10407	295	5	ga	ga	PROPN
easat-10407	295	6	used	use	VERB
easat-10407	295	7	in	in	ADP
easat-10407	295	8	this	this	DET
easat-10407	295	9	study	study	NOUN
easat-10407	295	10	is	be	AUX
easat-10407	295	11	described	describe	VERB
easat-10407	295	12	in	in	ADP
easat-10407	295	13	this	this	DET
easat-10407	295	14	appendix	appendix	NOUN
easat-10407	295	15	;	;	PUNCT
easat-10407	295	16	its	its	PRON
easat-10407	295	17	components	component	NOUN
easat-10407	295	18	and	and	CCONJ
easat-10407	295	19	execution	execution	NOUN
easat-10407	295	20	process	process	NOUN
easat-10407	295	21	workflow	workflow	NOUN
easat-10407	295	22	are	be	AUX
easat-10407	295	23	detailed	detail	VERB
easat-10407	295	24	.	.	PUNCT
easat-10407	296	1	the	the	DET
easat-10407	296	2	application	application	NOUN
easat-10407	296	3	of	of	ADP
easat-10407	296	4	the	the	DET
easat-10407	296	5	ga	ga	PROPN
easat-10407	296	6	used	use	VERB
easat-10407	296	7	in	in	ADP
easat-10407	296	8	this	this	DET
easat-10407	296	9	research	research	NOUN
easat-10407	296	10	is	be	AUX
easat-10407	296	11	presented	present	VERB
easat-10407	296	12	in	in	ADP
easat-10407	296	13	this	this	DET
easat-10407	296	14	appendix	appendix	NOUN
easat-10407	296	15	,	,	PUNCT
easat-10407	296	16	with	with	ADP
easat-10407	296	17	its	its	PRON
easat-10407	296	18	components	component	NOUN
easat-10407	296	19	and	and	CCONJ
easat-10407	296	20	execution	execution	NOUN
easat-10407	296	21	workflow	workflow	NOUN
easat-10407	296	22	described	describe	VERB
easat-10407	296	23	.	.	PUNCT
easat-10407	297	1	2	2	X
easat-10407	297	2	.	.	X
easat-10407	297	3	algorithm	algorithm	NOUN
easat-10407	297	4	overview	overview	VERB
easat-10407	297	5	the	the	DET
easat-10407	297	6	ga	ga	PROPN
easat-10407	297	7	used	use	VERB
easat-10407	297	8	in	in	ADP
easat-10407	297	9	trading	trading	NOUN
easat-10407	297	10	strategy	strategy	NOUN
easat-10407	297	11	optimization	optimization	NOUN
easat-10407	297	12	is	be	AUX
easat-10407	297	13	a	a	DET
easat-10407	297	14	formalized	formalize	VERB
easat-10407	297	15	process	process	NOUN
easat-10407	297	16	with	with	ADP
easat-10407	297	17	the	the	DET
easat-10407	297	18	following	follow	VERB
easat-10407	297	19	steps	step	NOUN
easat-10407	297	20	:	:	PUNCT
easat-10407	297	21	1	1	NUM
easat-10407	297	22	)	)	PUNCT
easat-10407	297	23	population	population	NOUN
easat-10407	297	24	initialization	initialization	NOUN
easat-10407	297	25	:	:	PUNCT
easat-10407	297	26	initialize	initialize	VERB
easat-10407	297	27	a	a	DET
easat-10407	297	28	population	population	NOUN
easat-10407	297	29	of	of	ADP
easat-10407	297	30	candidates	candidate	NOUN
easat-10407	297	31	’	’	PART
easat-10407	297	32	trading	trading	NOUN
easat-10407	297	33	strategies	strategy	NOUN
easat-10407	297	34	.	.	PUNCT
easat-10407	298	1	2	2	X
easat-10407	298	2	)	)	PUNCT
easat-10407	298	3	fitness	fitness	NOUN
easat-10407	298	4	evaluation	evaluation	NOUN
easat-10407	298	5	:	:	PUNCT
easat-10407	298	6	measure	measure	VERB
easat-10407	298	7	the	the	DET
easat-10407	298	8	performance	performance	NOUN
easat-10407	298	9	of	of	ADP
easat-10407	298	10	each	each	DET
easat-10407	298	11	strategy	strategy	NOUN
easat-10407	298	12	using	use	VERB
easat-10407	298	13	a	a	DET
easat-10407	298	14	specified	specified	ADJ
easat-10407	298	15	fitness	fitness	NOUN
easat-10407	298	16	function	function	NOUN
easat-10407	298	17	.	.	PUNCT
easat-10407	299	1	3	3	X
easat-10407	299	2	)	)	PUNCT
easat-10407	299	3	selection	selection	NOUN
easat-10407	299	4	mechanism	mechanism	NOUN
easat-10407	299	5	:	:	PUNCT
easat-10407	299	6	select	select	VERB
easat-10407	299	7	the	the	DET
easat-10407	299	8	best	good	ADJ
easat-10407	299	9	reproduction	reproduction	NOUN
easat-10407	299	10	mechanisms	mechanism	NOUN
easat-10407	299	11	.	.	PUNCT
easat-10407	300	1	4	4	X
easat-10407	300	2	)	)	PUNCT
easat-10407	300	3	crossover	crossover	NOUN
easat-10407	300	4	operation	operation	NOUN
easat-10407	300	5	:	:	PUNCT
easat-10407	300	6	create	create	VERB
easat-10407	300	7	new	new	ADJ
easat-10407	300	8	offspring	offspring	NOUN
easat-10407	300	9	by	by	ADP
easat-10407	300	10	combining	combine	VERB
easat-10407	300	11	some	some	DET
easat-10407	300	12	strategies	strategy	NOUN
easat-10407	300	13	.	.	PUNCT
easat-10407	301	1	5	5	NUM
easat-10407	301	2	)	)	PUNCT
easat-10407	301	3	mutation	mutation	NOUN
easat-10407	301	4	process	process	NOUN
easat-10407	301	5	:	:	PUNCT
easat-10407	301	6	to	to	PART
easat-10407	301	7	ensure	ensure	VERB
easat-10407	301	8	diversity	diversity	NOUN
easat-10407	301	9	,	,	PUNCT
easat-10407	301	10	randomly	randomly	ADV
easat-10407	301	11	change	change	VERB
easat-10407	301	12	the	the	DET
easat-10407	301	13	alterations	alteration	NOUN
easat-10407	301	14	.	.	PUNCT
easat-10407	302	1	6	6	NUM
easat-10407	302	2	)	)	PUNCT
easat-10407	302	3	termination	termination	NOUN
easat-10407	302	4	criteria	criterion	NOUN
easat-10407	302	5	:	:	PUNCT
easat-10407	302	6	the	the	DET
easat-10407	302	7	algorithm	algorithm	NOUN
easat-10407	302	8	is	be	AUX
easat-10407	302	9	halted	halt	VERB
easat-10407	302	10	when	when	SCONJ
easat-10407	302	11	a	a	DET
easat-10407	302	12	specified	specified	ADJ
easat-10407	302	13	condition	condition	NOUN
easat-10407	302	14	is	be	AUX
easat-10407	302	15	reached	reach	VERB
easat-10407	302	16	.	.	PUNCT
easat-10407	303	1	all	all	DET
easat-10407	303	2	these	these	DET
easat-10407	303	3	steps	step	NOUN
easat-10407	303	4	are	be	AUX
easat-10407	303	5	discussed	discuss	VERB
easat-10407	303	6	in	in	ADP
easat-10407	303	7	considerable	considerable	ADJ
easat-10407	303	8	detail	detail	NOUN
easat-10407	303	9	below	below	ADV
easat-10407	303	10	.	.	PUNCT
easat-10407	304	1	3	3	X
easat-10407	304	2	.	.	X
easat-10407	304	3	population	population	NOUN
easat-10407	304	4	initialization	initialization	NOUN
easat-10407	304	5	the	the	DET
easat-10407	304	6	first	first	ADJ
easat-10407	304	7	operation	operation	NOUN
easat-10407	304	8	in	in	ADP
easat-10407	304	9	the	the	DET
easat-10407	304	10	ga	ga	PROPN
easat-10407	304	11	is	be	AUX
easat-10407	304	12	the	the	DET
easat-10407	304	13	generation	generation	NOUN
easat-10407	304	14	of	of	ADP
easat-10407	304	15	an	an	DET
easat-10407	304	16	initial	initial	ADJ
easat-10407	304	17	population	population	NOUN
easat-10407	304	18	of	of	ADP
easat-10407	304	19	trading	trading	NOUN
easat-10407	304	20	strategies	strategy	NOUN
easat-10407	304	21	.	.	PUNCT
easat-10407	305	1	a	a	DET
easat-10407	305	2	strategy	strategy	NOUN
easat-10407	305	3	is	be	AUX
easat-10407	305	4	encoded	encode	VERB
easat-10407	305	5	as	as	ADP
easat-10407	305	6	a	a	DET
easat-10407	305	7	list	list	NOUN
easat-10407	305	8	of	of	ADP
easat-10407	305	9	discrete	discrete	ADJ
easat-10407	305	10	actions	action	NOUN
easat-10407	305	11	:	:	PUNCT
easat-10407	305	12	•	•	NUM
easat-10407	305	13	buy	buy	VERB
easat-10407	305	14	(	(	PUNCT
easat-10407	305	15	1	1	NUM
easat-10407	305	16	)	)	PUNCT
easat-10407	305	17	–	–	PUNCT
easat-10407	305	18	enter	enter	VERB
easat-10407	305	19	a	a	DET
easat-10407	305	20	long	long	ADJ
easat-10407	305	21	position	position	NOUN
easat-10407	305	22	.	.	PUNCT
easat-10407	306	1	•	•	NUM
easat-10407	306	2	sell	sell	NOUN
easat-10407	306	3	(	(	PUNCT
easat-10407	306	4	-1	-1	INTJ
easat-10407	306	5	)	)	PUNCT
easat-10407	306	6	–	–	PUNCT
easat-10407	306	7	enter	enter	VERB
easat-10407	306	8	a	a	DET
easat-10407	306	9	short	short	ADJ
easat-10407	306	10	position	position	NOUN
easat-10407	306	11	.	.	PUNCT
easat-10407	307	1	•	•	NUM
easat-10407	307	2	hold	hold	NOUN
easat-10407	307	3	(	(	PUNCT
easat-10407	307	4	0	0	NUM
easat-10407	307	5	)	)	PUNCT
easat-10407	307	6	–	–	PUNCT
easat-10407	307	7	maintain	maintain	VERB
easat-10407	307	8	the	the	DET
easat-10407	307	9	current	current	ADJ
easat-10407	307	10	position	position	NOUN
easat-10407	307	11	.	.	PUNCT
easat-10407	308	1	a	a	DET
easat-10407	308	2	strategy	strategy	NOUN
easat-10407	308	3	is	be	AUX
easat-10407	308	4	encoded	encode	VERB
easat-10407	308	5	as	as	ADP
easat-10407	308	6	an	an	DET
easat-10407	308	7	array	array	NOUN
easat-10407	308	8	of	of	ADP
easat-10407	308	9	length	length	NOUN
easat-10407	308	10	n	n	CCONJ
easat-10407	308	11	,	,	PUNCT
easat-10407	308	12	where	where	SCONJ
easat-10407	308	13	n	n	X
easat-10407	308	14	is	be	AUX
easat-10407	308	15	the	the	DET
easat-10407	308	16	number	number	NOUN
easat-10407	308	17	of	of	ADP
easat-10407	308	18	trading	trading	NOUN
easat-10407	308	19	decisions	decision	NOUN
easat-10407	308	20	over	over	ADP
easat-10407	308	21	a	a	DET
easat-10407	308	22	particular	particular	ADJ
easat-10407	308	23	time	time	NOUN
easat-10407	308	24	period	period	NOUN
easat-10407	308	25	.	.	PUNCT
easat-10407	309	1	the	the	DET
easat-10407	309	2	initial	initial	ADJ
easat-10407	309	3	population	population	NOUN
easat-10407	309	4	consists	consist	VERB
easat-10407	309	5	of	of	ADP
easat-10407	309	6	m	m	PRON
easat-10407	309	7	randomly	randomly	ADV
easat-10407	309	8	generated	generate	VERB
easat-10407	309	9	strategies	strategy	NOUN
easat-10407	309	10	,	,	PUNCT
easat-10407	309	11	ensuring	ensure	VERB
easat-10407	309	12	that	that	SCONJ
easat-10407	309	13	the	the	DET
easat-10407	309	14	solution	solution	NOUN
easat-10407	309	15	space	space	NOUN
easat-10407	309	16	remains	remain	VERB
easat-10407	309	17	diverse	diverse	ADJ
easat-10407	309	18	.	.	PUNCT
easat-10407	310	1	4	4	X
easat-10407	310	2	.	.	X
easat-10407	310	3	fitness	fitness	NOUN
easat-10407	310	4	evaluation	evaluation	NOUN
easat-10407	310	5	every	every	DET
easat-10407	310	6	trading	trading	NOUN
easat-10407	310	7	strategy	strategy	NOUN
easat-10407	310	8	is	be	AUX
easat-10407	310	9	evaluated	evaluate	VERB
easat-10407	310	10	based	base	VERB
easat-10407	310	11	on	on	ADP
easat-10407	310	12	its	its	PRON
easat-10407	310	13	fitness	fitness	NOUN
easat-10407	310	14	,	,	PUNCT
easat-10407	310	15	which	which	PRON
easat-10407	310	16	is	be	AUX
easat-10407	310	17	its	its	PRON
easat-10407	310	18	profitability	profitability	NOUN
easat-10407	310	19	.	.	PUNCT
easat-10407	311	1	the	the	DET
easat-10407	311	2	fitness	fitness	NOUN
easat-10407	311	3	is	be	AUX
easat-10407	311	4	computed	compute	VERB
easat-10407	311	5	based	base	VERB
easat-10407	311	6	on	on	ADP
easat-10407	311	7	the	the	DET
easat-10407	311	8	net	net	ADJ
easat-10407	311	9	return	return	NOUN
easat-10407	311	10	from	from	ADP
easat-10407	311	11	simulated	simulated	ADJ
easat-10407	311	12	trading	trading	NOUN
easat-10407	311	13	actions	action	NOUN
easat-10407	311	14	on	on	ADP
easat-10407	311	15	a	a	DET
easat-10407	311	16	generated	generate	VERB
easat-10407	311	17	series	series	NOUN
easat-10407	311	18	of	of	ADP
easat-10407	311	19	prices	price	NOUN
easat-10407	311	20	.	.	PUNCT
easat-10407	312	1	the	the	DET
easat-10407	312	2	objective	objective	NOUN
easat-10407	312	3	is	be	AUX
easat-10407	312	4	to	to	PART
easat-10407	312	5	optimize	optimize	VERB
easat-10407	312	6	terminal	terminal	ADJ
easat-10407	312	7	capital	capital	NOUN
easat-10407	312	8	after	after	SCONJ
easat-10407	312	9	all	all	DET
easat-10407	312	10	trades	trade	NOUN
easat-10407	312	11	are	be	AUX
easat-10407	312	12	completed	complete	VERB
easat-10407	312	13	.	.	PUNCT
easat-10407	313	1	the	the	DET
easat-10407	313	2	function	function	NOUN
easat-10407	313	3	can	can	AUX
easat-10407	313	4	be	be	AUX
easat-10407	313	5	described	describe	VERB
easat-10407	313	6	as	as	SCONJ
easat-10407	313	7	follows	follow	VERB
easat-10407	313	8	:	:	PUNCT
easat-10407	313	9	https://doi.org/10.1166/jctn.2020.8648	https://doi.org/10.1166/jctn.2020.8648	PROPN
easat-10407	313	10	https://doi.org/10.48550/arxiv.1912.09524	https://doi.org/10.48550/arxiv.1912.09524	PROPN
easat-10407	313	11	https://doi.org/10.48550/arxiv.2111.13364	https://doi.org/10.48550/arxiv.2111.13364	PROPN
easat-10407	313	12	https://doi.org/10.1109/mci.2008.929841	https://doi.org/10.1109/mci.2008.929841	CCONJ
easat-10407	313	13	https://doi.org/10.2307/2975974	https://doi.org/10.2307/2975974	NUM
easat-10407	313	14	344	344	NUM
easat-10407	313	15	edelweiss	edelweiss	PROPN
easat-10407	313	16	applied	apply	VERB
easat-10407	313	17	science	science	NOUN
easat-10407	313	18	and	and	CCONJ
easat-10407	313	19	technology	technology	NOUN
easat-10407	313	20	issn	issn	PROPN
easat-10407	313	21	:	:	PUNCT
easat-10407	313	22	2576	2576	NUM
easat-10407	313	23	-	-	SYM
easat-10407	313	24	8484	8484	NUM
easat-10407	313	25	vol	vol	NOUN
easat-10407	313	26	.	.	PROPN
easat-10407	314	1	9	9	NUM
easat-10407	314	2	,	,	PUNCT
easat-10407	314	3	no	no	INTJ
easat-10407	314	4	.	.	NOUN
easat-10407	314	5	10	10	NUM
easat-10407	314	6	:	:	PUNCT
easat-10407	314	7	334	334	NUM
easat-10407	314	8	-	-	SYM
easat-10407	314	9	345	345	NUM
easat-10407	314	10	,	,	PUNCT
easat-10407	314	11	2025	2025	NUM
easat-10407	314	12	doi	doi	NOUN
easat-10407	314	13	:	:	PUNCT
easat-10407	314	14	10.55214/2576	10.55214/2576	NUM
easat-10407	314	15	-	-	SYM
easat-10407	314	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	314	17	©	©	ADP
easat-10407	314	18	2025	2025	NUM
easat-10407	314	19	by	by	ADP
easat-10407	314	20	the	the	DET
easat-10407	314	21	author	author	NOUN
easat-10407	314	22	;	;	PUNCT
easat-10407	314	23	licensee	licensee	PROPN
easat-10407	314	24	learning	learning	NOUN
easat-10407	314	25	gate	gate	NOUN
easat-10407	314	26	4.1	4.1	NUM
easat-10407	314	27	.	.	PUNCT
easat-10407	315	1	fitness	fitness	NOUN
easat-10407	315	2	=	=	SYM
easat-10407	315	3	terminal	terminal	ADJ
easat-10407	315	4	capital	capital	NOUN
easat-10407	315	5	initial	initial	ADJ
easat-10407	315	6	capital	capital	NOUN
easat-10407	315	7	where	where	SCONJ
easat-10407	315	8	:	:	PUNCT
easat-10407	315	9	the	the	DET
easat-10407	315	10	initial	initial	ADJ
easat-10407	315	11	capital	capital	NOUN
easat-10407	315	12	is	be	AUX
easat-10407	315	13	set	set	VERB
easat-10407	315	14	(	(	PUNCT
easat-10407	315	15	e.g.	e.g.	ADV
easat-10407	315	16	,	,	PUNCT
easat-10407	315	17	$	$	SYM
easat-10407	315	18	10,000	10,000	NUM
easat-10407	315	19	)	)	PUNCT
easat-10407	315	20	;	;	PUNCT
easat-10407	315	21	the	the	DET
easat-10407	315	22	final	final	ADJ
easat-10407	315	23	capital	capital	NOUN
easat-10407	315	24	is	be	AUX
easat-10407	315	25	determined	determine	VERB
easat-10407	315	26	from	from	ADP
easat-10407	315	27	the	the	DET
easat-10407	315	28	total	total	ADJ
easat-10407	315	29	return	return	NOUN
easat-10407	315	30	generated	generate	VERB
easat-10407	315	31	by	by	ADP
easat-10407	315	32	the	the	DET
easat-10407	315	33	strategy	strategy	NOUN
easat-10407	315	34	;	;	PUNCT
easat-10407	315	35	market	market	NOUN
easat-10407	315	36	variance	variance	NOUN
easat-10407	315	37	is	be	AUX
easat-10407	315	38	offset	offset	VERB
easat-10407	315	39	with	with	ADP
easat-10407	315	40	random	random	ADJ
easat-10407	315	41	price	price	NOUN
easat-10407	315	42	fluctuations	fluctuation	NOUN
easat-10407	315	43	;	;	PUNCT
easat-10407	315	44	risk	risk	NOUN
easat-10407	315	45	-	-	PUNCT
easat-10407	315	46	adjusted	adjust	VERB
easat-10407	315	47	performance	performance	NOUN
easat-10407	315	48	metrics	metric	NOUN
easat-10407	315	49	like	like	ADP
easat-10407	315	50	sharpe	sharpe	PROPN
easat-10407	315	51	ratio	ratio	PROPN
easat-10407	315	52	or	or	CCONJ
easat-10407	315	53	maximum	maximum	ADJ
easat-10407	315	54	drawdown	drawdown	NOUN
easat-10407	315	55	can	can	AUX
easat-10407	315	56	also	also	ADV
easat-10407	315	57	be	be	AUX
easat-10407	315	58	used	use	VERB
easat-10407	315	59	to	to	PART
easat-10407	315	60	refine	refine	VERB
easat-10407	315	61	the	the	DET
easat-10407	315	62	estimation	estimation	NOUN
easat-10407	315	63	of	of	ADP
easat-10407	315	64	fitness	fitness	NOUN
easat-10407	315	65	.	.	PUNCT
easat-10407	316	1	5	5	NUM
easat-10407	316	2	.	.	NOUN
easat-10407	316	3	selection	selection	NOUN
easat-10407	316	4	mechanism	mechanism	NOUN
easat-10407	316	5	selection	selection	NOUN
easat-10407	316	6	is	be	AUX
easat-10407	316	7	performed	perform	VERB
easat-10407	316	8	to	to	PART
easat-10407	316	9	maintain	maintain	VERB
easat-10407	316	10	quality	quality	NOUN
easat-10407	316	11	strategies	strategy	NOUN
easat-10407	316	12	for	for	ADP
easat-10407	316	13	reproduction	reproduction	NOUN
easat-10407	316	14	.	.	PUNCT
easat-10407	317	1	tournament	tournament	NOUN
easat-10407	317	2	selection	selection	NOUN
easat-10407	317	3	is	be	AUX
easat-10407	317	4	used	use	VERB
easat-10407	317	5	,	,	PUNCT
easat-10407	317	6	whereby	whereby	SCONJ
easat-10407	317	7	a	a	DET
easat-10407	317	8	subset	subset	NOUN
easat-10407	317	9	of	of	ADP
easat-10407	317	10	strategies	strategy	NOUN
easat-10407	317	11	competes	compete	VERB
easat-10407	317	12	on	on	ADP
easat-10407	317	13	the	the	DET
easat-10407	317	14	basis	basis	NOUN
easat-10407	317	15	of	of	ADP
easat-10407	317	16	their	their	PRON
easat-10407	317	17	fitness	fitness	NOUN
easat-10407	317	18	value	value	NOUN
easat-10407	317	19	,	,	PUNCT
easat-10407	317	20	and	and	CCONJ
easat-10407	317	21	the	the	DET
easat-10407	317	22	best	good	ADJ
easat-10407	317	23	strategies	strategy	NOUN
easat-10407	317	24	are	be	AUX
easat-10407	317	25	chosen	choose	VERB
easat-10407	317	26	to	to	PART
easat-10407	317	27	move	move	VERB
easat-10407	317	28	on	on	ADP
easat-10407	317	29	to	to	ADP
easat-10407	317	30	the	the	DET
easat-10407	317	31	next	next	ADJ
easat-10407	317	32	generation	generation	NOUN
easat-10407	317	33	.	.	PUNCT
easat-10407	318	1	alternatively	alternatively	ADV
easat-10407	318	2	,	,	PUNCT
easat-10407	318	3	roulette	roulette	NOUN
easat-10407	318	4	wheel	wheel	NOUN
easat-10407	318	5	selection	selection	NOUN
easat-10407	318	6	can	can	AUX
easat-10407	318	7	be	be	AUX
easat-10407	318	8	used	use	VERB
easat-10407	318	9	,	,	PUNCT
easat-10407	318	10	whereby	whereby	SCONJ
easat-10407	318	11	selection	selection	NOUN
easat-10407	318	12	probability	probability	NOUN
easat-10407	318	13	directly	directly	ADV
easat-10407	318	14	relates	relate	VERB
easat-10407	318	15	to	to	ADP
easat-10407	318	16	the	the	DET
easat-10407	318	17	fitness	fitness	NOUN
easat-10407	318	18	value	value	NOUN
easat-10407	318	19	of	of	ADP
easat-10407	318	20	the	the	DET
easat-10407	318	21	strategy	strategy	NOUN
easat-10407	318	22	.	.	PUNCT
easat-10407	319	1	in	in	ADP
easat-10407	319	2	doing	do	VERB
easat-10407	319	3	this	this	PRON
easat-10407	319	4	,	,	PUNCT
easat-10407	319	5	better	well	ADJ
easat-10407	319	6	strategies	strategy	NOUN
easat-10407	319	7	are	be	AUX
easat-10407	319	8	granted	grant	VERB
easat-10407	319	9	a	a	DET
easat-10407	319	10	better	well	ADJ
easat-10407	319	11	chance	chance	NOUN
easat-10407	319	12	to	to	PART
easat-10407	319	13	endure	endure	VERB
easat-10407	319	14	,	,	PUNCT
easat-10407	319	15	while	while	SCONJ
easat-10407	319	16	still	still	ADV
easat-10407	319	17	allowing	allow	VERB
easat-10407	319	18	worse	bad	ADJ
easat-10407	319	19	strategies	strategy	NOUN
easat-10407	319	20	some	some	DET
easat-10407	319	21	chance	chance	NOUN
easat-10407	319	22	to	to	PART
easat-10407	319	23	bring	bring	VERB
easat-10407	319	24	diversity	diversity	NOUN
easat-10407	319	25	.	.	PUNCT
easat-10407	320	1	6	6	X
easat-10407	320	2	.	.	X
easat-10407	320	3	crossover	crossover	NOUN
easat-10407	320	4	operation	operation	NOUN
easat-10407	320	5	crossover	crossover	NOUN
easat-10407	320	6	is	be	AUX
easat-10407	320	7	the	the	DET
easat-10407	320	8	genetic	genetic	ADJ
easat-10407	320	9	process	process	NOUN
easat-10407	320	10	that	that	PRON
easat-10407	320	11	produces	produce	VERB
easat-10407	320	12	new	new	ADJ
easat-10407	320	13	offspring	offspring	NOUN
easat-10407	320	14	using	use	VERB
easat-10407	320	15	two	two	NUM
easat-10407	320	16	-	-	PUNCT
easat-10407	320	17	parent	parent	NOUN
easat-10407	320	18	techniques	technique	NOUN
easat-10407	320	19	.	.	PUNCT
easat-10407	321	1	the	the	DET
easat-10407	321	2	method	method	NOUN
easat-10407	321	3	of	of	ADP
easat-10407	321	4	single	single	ADJ
easat-10407	321	5	-	-	PUNCT
easat-10407	321	6	point	point	NOUN
easat-10407	321	7	crossover	crossover	NOUN
easat-10407	321	8	is	be	AUX
easat-10407	321	9	applied	apply	VERB
easat-10407	321	10	:	:	PUNCT
easat-10407	321	11	1	1	X
easat-10407	321	12	)	)	PUNCT
easat-10407	321	13	select	select	VERB
easat-10407	321	14	two	two	NUM
easat-10407	321	15	parent	parent	NOUN
easat-10407	321	16	strategies	strategy	NOUN
easat-10407	321	17	at	at	ADP
easat-10407	321	18	random	random	ADJ
easat-10407	321	19	from	from	ADP
easat-10407	321	20	the	the	DET
easat-10407	321	21	mating	mating	NOUN
easat-10407	321	22	pool	pool	NOUN
easat-10407	321	23	.	.	PUNCT
easat-10407	322	1	2	2	X
easat-10407	322	2	)	)	PUNCT
easat-10407	322	3	select	select	VERB
easat-10407	322	4	a	a	DET
easat-10407	322	5	random	random	ADJ
easat-10407	322	6	crossover	crossover	NOUN
easat-10407	322	7	point	point	NOUN
easat-10407	322	8	along	along	ADP
easat-10407	322	9	with	with	ADP
easat-10407	322	10	the	the	DET
easat-10407	322	11	sequence	sequence	NOUN
easat-10407	322	12	of	of	ADP
easat-10407	322	13	strategies	strategy	NOUN
easat-10407	322	14	.	.	PUNCT
easat-10407	323	1	3	3	X
easat-10407	323	2	)	)	PUNCT
easat-10407	323	3	swap	swap	NOUN
easat-10407	323	4	parts	part	NOUN
easat-10407	323	5	of	of	ADP
easat-10407	323	6	the	the	DET
easat-10407	323	7	parent	parent	NOUN
easat-10407	323	8	strategies	strategy	NOUN
easat-10407	323	9	at	at	ADP
easat-10407	323	10	the	the	DET
easat-10407	323	11	crossover	crossover	NOUN
easat-10407	323	12	point	point	NOUN
easat-10407	323	13	to	to	PART
easat-10407	323	14	generate	generate	VERB
easat-10407	323	15	two	two	NUM
easat-10407	323	16	new	new	ADJ
easat-10407	323	17	offspring	offspring	NOUN
easat-10407	323	18	.	.	PUNCT
easat-10407	324	1	example	example	NOUN
easat-10407	324	2	:	:	PUNCT
easat-10407	324	3	parent	parent	NOUN
easat-10407	324	4	1	1	NUM
easat-10407	324	5	:	:	PUNCT
easat-10407	325	1	[	[	X
easat-10407	325	2	1	1	NUM
easat-10407	325	3	,	,	PUNCT
easat-10407	325	4	0	0	NUM
easat-10407	325	5	,	,	PUNCT
easat-10407	325	6	-1	-1	ADJ
easat-10407	325	7	,	,	PUNCT
easat-10407	325	8	1	1	NUM
easat-10407	325	9	,	,	PUNCT
easat-10407	325	10	-1	-1	ADJ
easat-10407	325	11	,	,	PUNCT
easat-10407	325	12	0	0	NUM
easat-10407	325	13	,	,	PUNCT
easat-10407	325	14	1	1	NUM
easat-10407	325	15	,	,	PUNCT
easat-10407	325	16	-1	-1	PRON
easat-10407	325	17	]	]	X
easat-10407	325	18	parent	parent	NOUN
easat-10407	325	19	2	2	NUM
easat-10407	325	20	:	:	PUNCT
easat-10407	325	21	[	[	X
easat-10407	325	22	-1	-1	X
easat-10407	325	23	,	,	PUNCT
easat-10407	325	24	1	1	NUM
easat-10407	325	25	,	,	PUNCT
easat-10407	325	26	0	0	NUM
easat-10407	325	27	,	,	PUNCT
easat-10407	325	28	-1	-1	ADJ
easat-10407	325	29	,	,	PUNCT
easat-10407	325	30	1	1	NUM
easat-10407	325	31	,	,	PUNCT
easat-10407	325	32	0	0	NUM
easat-10407	325	33	,	,	PUNCT
easat-10407	325	34	-1	-1	ADJ
easat-10407	325	35	,	,	PUNCT
easat-10407	325	36	1	1	X
easat-10407	325	37	]	]	PUNCT
easat-10407	325	38	crossover	crossover	NOUN
easat-10407	325	39	point	point	NOUN
easat-10407	325	40	:	:	PUNCT
easat-10407	325	41	4	4	NUM
easat-10407	325	42	child	child	NOUN
easat-10407	325	43	1	1	NUM
easat-10407	325	44	:	:	PUNCT
easat-10407	325	45	[	[	X
easat-10407	325	46	1	1	NUM
easat-10407	325	47	,	,	PUNCT
easat-10407	325	48	0	0	NUM
easat-10407	325	49	,	,	PUNCT
easat-10407	325	50	-1	-1	ADJ
easat-10407	325	51	,	,	PUNCT
easat-10407	325	52	1	1	NUM
easat-10407	325	53	,	,	PUNCT
easat-10407	325	54	1	1	NUM
easat-10407	325	55	,	,	PUNCT
easat-10407	325	56	0	0	NUM
easat-10407	325	57	,	,	PUNCT
easat-10407	325	58	-1	-1	ADJ
easat-10407	325	59	,	,	PUNCT
easat-10407	325	60	1	1	X
easat-10407	325	61	]	]	PUNCT
easat-10407	325	62	child	child	NOUN
easat-10407	325	63	2	2	NUM
easat-10407	325	64	:	:	PUNCT
easat-10407	325	65	[	[	X
easat-10407	325	66	-1	-1	X
easat-10407	325	67	,	,	PUNCT
easat-10407	325	68	1	1	NUM
easat-10407	325	69	,	,	PUNCT
easat-10407	325	70	0	0	NUM
easat-10407	325	71	,	,	PUNCT
easat-10407	325	72	-1	-1	ADJ
easat-10407	325	73	,	,	PUNCT
easat-10407	325	74	-1	-1	INTJ
easat-10407	325	75	,	,	PUNCT
easat-10407	325	76	0	0	NUM
easat-10407	325	77	,	,	PUNCT
easat-10407	325	78	1	1	NUM
easat-10407	325	79	,	,	PUNCT
easat-10407	325	80	-1	-1	ADP
easat-10407	325	81	]	]	X
easat-10407	326	1	this	this	DET
easat-10407	326	2	mechanism	mechanism	NOUN
easat-10407	326	3	facilitates	facilitate	VERB
easat-10407	326	4	the	the	DET
easat-10407	326	5	transfer	transfer	NOUN
easat-10407	326	6	of	of	ADP
easat-10407	326	7	positive	positive	ADJ
easat-10407	326	8	attributes	attribute	NOUN
easat-10407	326	9	from	from	ADP
easat-10407	326	10	effective	effective	ADJ
easat-10407	326	11	tactics	tactic	NOUN
easat-10407	326	12	.	.	PUNCT
easat-10407	327	1	7	7	X
easat-10407	327	2	.	.	X
easat-10407	327	3	mutation	mutation	NOUN
easat-10407	327	4	process	process	NOUN
easat-10407	327	5	mutation	mutation	NOUN
easat-10407	327	6	introduces	introduce	VERB
easat-10407	327	7	random	random	ADJ
easat-10407	327	8	modifications	modification	NOUN
easat-10407	327	9	to	to	ADP
easat-10407	327	10	trading	trading	NOUN
easat-10407	327	11	strategies	strategy	NOUN
easat-10407	327	12	to	to	PART
easat-10407	327	13	maintain	maintain	VERB
easat-10407	327	14	genetic	genetic	ADJ
easat-10407	327	15	diversity	diversity	NOUN
easat-10407	327	16	and	and	CCONJ
easat-10407	327	17	prevent	prevent	VERB
easat-10407	327	18	premature	premature	ADJ
easat-10407	327	19	convergence	convergence	NOUN
easat-10407	327	20	.	.	PUNCT
easat-10407	328	1	with	with	ADP
easat-10407	328	2	a	a	DET
easat-10407	328	3	small	small	ADJ
easat-10407	328	4	probability	probability	NOUN
easat-10407	328	5	(	(	PUNCT
easat-10407	328	6	e.g.	e.g.	ADV
easat-10407	328	7	,	,	PUNCT
easat-10407	328	8	10	10	NUM
easat-10407	328	9	%	%	NOUN
easat-10407	328	10	)	)	PUNCT
easat-10407	328	11	,	,	PUNCT
easat-10407	328	12	individual	individual	ADJ
easat-10407	328	13	elements	element	NOUN
easat-10407	328	14	in	in	ADP
easat-10407	328	15	a	a	DET
easat-10407	328	16	strategy	strategy	NOUN
easat-10407	328	17	sequence	sequence	NOUN
easat-10407	328	18	are	be	AUX
easat-10407	328	19	altered	alter	VERB
easat-10407	328	20	.	.	PUNCT
easat-10407	329	1	example	example	NOUN
easat-10407	329	2	of	of	ADP
easat-10407	329	3	mutation	mutation	NOUN
easat-10407	329	4	:	:	PUNCT
easat-10407	329	5	original	original	ADJ
easat-10407	329	6	strategy	strategy	NOUN
easat-10407	329	7	:	:	PUNCT
easat-10407	330	1	[	[	X
easat-10407	330	2	1	1	NUM
easat-10407	330	3	,	,	PUNCT
easat-10407	330	4	0	0	NUM
easat-10407	330	5	,	,	PUNCT
easat-10407	330	6	-1	-1	ADJ
easat-10407	330	7	,	,	PUNCT
easat-10407	330	8	1	1	NUM
easat-10407	330	9	,	,	PUNCT
easat-10407	330	10	-1	-1	ADJ
easat-10407	330	11	,	,	PUNCT
easat-10407	330	12	0	0	NUM
easat-10407	330	13	,	,	PUNCT
easat-10407	330	14	1	1	NUM
easat-10407	330	15	,	,	PUNCT
easat-10407	330	16	-1	-1	PRON
easat-10407	330	17	]	]	X
easat-10407	330	18	mutated	mutate	VERB
easat-10407	330	19	strategy	strategy	NOUN
easat-10407	330	20	:	:	PUNCT
easat-10407	331	1	[	[	X
easat-10407	331	2	1	1	NUM
easat-10407	331	3	,	,	PUNCT
easat-10407	331	4	0	0	NUM
easat-10407	331	5	,	,	PUNCT
easat-10407	331	6	-1	-1	ADJ
easat-10407	331	7	,	,	PUNCT
easat-10407	331	8	0	0	NUM
easat-10407	331	9	,	,	PUNCT
easat-10407	331	10	-1	-1	ADJ
easat-10407	331	11	,	,	PUNCT
easat-10407	331	12	0	0	NUM
easat-10407	331	13	,	,	PUNCT
easat-10407	331	14	1	1	NUM
easat-10407	331	15	,	,	PUNCT
easat-10407	331	16	-1	-1	X
easat-10407	331	17	]	]	X
easat-10407	331	18	(	(	PUNCT
easat-10407	331	19	mutation	mutation	NOUN
easat-10407	331	20	at	at	ADP
easat-10407	331	21	index	index	NOUN
easat-10407	331	22	3	3	NUM
easat-10407	331	23	)	)	PUNCT
easat-10407	331	24	crossover	crossover	NOUN
easat-10407	331	25	alone	alone	ADV
easat-10407	331	26	might	might	AUX
easat-10407	331	27	not	not	PART
easat-10407	331	28	have	have	AUX
easat-10407	331	29	produced	produce	VERB
easat-10407	331	30	all	all	PRON
easat-10407	331	31	of	of	ADP
easat-10407	331	32	the	the	DET
easat-10407	331	33	novel	novel	ADJ
easat-10407	331	34	solutions	solution	NOUN
easat-10407	331	35	that	that	PRON
easat-10407	331	36	mutation	mutation	NOUN
easat-10407	331	37	aids	aid	NOUN
easat-10407	331	38	in	in	ADP
easat-10407	331	39	exploring	explore	VERB
easat-10407	331	40	.	.	PUNCT
easat-10407	332	1	8	8	X
easat-10407	332	2	.	.	X
easat-10407	333	1	termination	termination	NOUN
easat-10407	333	2	criteria	criteria	VERB
easat-10407	333	3	the	the	DET
easat-10407	333	4	genetic	genetic	ADJ
easat-10407	333	5	algorithm	algorithm	NOUN
easat-10407	333	6	(	(	PUNCT
easat-10407	333	7	ga	ga	NOUN
easat-10407	333	8	)	)	PUNCT
easat-10407	333	9	is	be	AUX
easat-10407	333	10	executed	execute	VERB
easat-10407	333	11	for	for	ADP
easat-10407	333	12	a	a	DET
easat-10407	333	13	predetermined	predetermine	VERB
easat-10407	333	14	number	number	NOUN
easat-10407	333	15	of	of	ADP
easat-10407	333	16	generations	generation	NOUN
easat-10407	333	17	,	,	PUNCT
easat-10407	333	18	such	such	ADJ
easat-10407	333	19	as	as	ADP
easat-10407	333	20	50	50	NUM
easat-10407	333	21	,	,	PUNCT
easat-10407	333	22	or	or	CCONJ
easat-10407	333	23	until	until	SCONJ
easat-10407	333	24	a	a	DET
easat-10407	333	25	termination	termination	NOUN
easat-10407	333	26	criterion	criterion	NOUN
easat-10407	333	27	is	be	AUX
easat-10407	333	28	met	meet	VERB
easat-10407	333	29	,	,	PUNCT
easat-10407	333	30	such	such	ADJ
easat-10407	333	31	as	as	ADP
easat-10407	333	32	:	:	PUNCT
easat-10407	333	33	•	•	NUM
easat-10407	333	34	convergence	convergence	NOUN
easat-10407	333	35	:	:	PUNCT
easat-10407	333	36	when	when	SCONJ
easat-10407	333	37	the	the	DET
easat-10407	333	38	optimal	optimal	ADJ
easat-10407	333	39	fitness	fitness	NOUN
easat-10407	333	40	value	value	NOUN
easat-10407	333	41	does	do	AUX
easat-10407	333	42	not	not	PART
easat-10407	333	43	change	change	VERB
easat-10407	333	44	with	with	ADP
easat-10407	333	45	a	a	DET
easat-10407	333	46	sequence	sequence	NOUN
easat-10407	333	47	of	of	ADP
easat-10407	333	48	generations	generation	NOUN
easat-10407	333	49	.	.	PUNCT
easat-10407	334	1	•	•	NUM
easat-10407	334	2	time	time	NOUN
easat-10407	334	3	constraint	constraint	NOUN
easat-10407	334	4	:	:	PUNCT
easat-10407	334	5	when	when	SCONJ
easat-10407	334	6	the	the	DET
easat-10407	334	7	algorithm	algorithm	NOUN
easat-10407	334	8	is	be	AUX
easat-10407	334	9	run	run	VERB
easat-10407	334	10	within	within	ADP
easat-10407	334	11	the	the	DET
easat-10407	334	12	maximum	maximum	ADJ
easat-10407	334	13	permissible	permissible	ADJ
easat-10407	334	14	time	time	NOUN
easat-10407	334	15	.	.	PUNCT
easat-10407	335	1	•	•	NUM
easat-10407	335	2	satisfactory	satisfactory	ADJ
easat-10407	335	3	performance	performance	NOUN
easat-10407	335	4	:	:	PUNCT
easat-10407	335	5	when	when	SCONJ
easat-10407	335	6	performance	performance	NOUN
easat-10407	335	7	reaches	reach	VERB
easat-10407	335	8	a	a	DET
easat-10407	335	9	predetermined	predetermined	ADJ
easat-10407	335	10	threshold	threshold	NOUN
easat-10407	335	11	(	(	PUNCT
easat-10407	335	12	such	such	ADJ
easat-10407	335	13	as	as	ADP
easat-10407	335	14	the	the	DET
easat-10407	335	15	goal	goal	NOUN
easat-10407	335	16	return	return	NOUN
easat-10407	335	17	)	)	PUNCT
easat-10407	335	18	.	.	PUNCT
easat-10407	336	1	345	345	NUM
easat-10407	336	2	edelweiss	edelweiss	PROPN
easat-10407	336	3	applied	apply	VERB
easat-10407	336	4	science	science	NOUN
easat-10407	336	5	and	and	CCONJ
easat-10407	336	6	technology	technology	NOUN
easat-10407	336	7	issn	issn	PROPN
easat-10407	336	8	:	:	PUNCT
easat-10407	336	9	2576	2576	NUM
easat-10407	336	10	-	-	SYM
easat-10407	336	11	8484	8484	NUM
easat-10407	336	12	vol	vol	NOUN
easat-10407	336	13	.	.	PROPN
easat-10407	337	1	9	9	NUM
easat-10407	337	2	,	,	PUNCT
easat-10407	337	3	no	no	INTJ
easat-10407	337	4	.	.	NOUN
easat-10407	337	5	10	10	NUM
easat-10407	337	6	:	:	PUNCT
easat-10407	337	7	334	334	NUM
easat-10407	337	8	-	-	SYM
easat-10407	337	9	345	345	NUM
easat-10407	337	10	,	,	PUNCT
easat-10407	337	11	2025	2025	NUM
easat-10407	337	12	doi	doi	NOUN
easat-10407	337	13	:	:	PUNCT
easat-10407	337	14	10.55214/2576	10.55214/2576	NUM
easat-10407	337	15	-	-	SYM
easat-10407	337	16	8484.v9i10.10407	8484.v9i10.10407	NUM
easat-10407	337	17	©	©	ADP
easat-10407	337	18	2025	2025	NUM
easat-10407	337	19	by	by	ADP
easat-10407	337	20	the	the	DET
easat-10407	337	21	author	author	NOUN
easat-10407	337	22	;	;	PUNCT
easat-10407	337	23	licensee	licensee	PROPN
easat-10407	337	24	learning	learning	NOUN
easat-10407	337	25	gate	gate	NOUN
easat-10407	337	26	9	9	NUM
easat-10407	337	27	.	.	PUNCT
easat-10407	338	1	algorithm	algorithm	NOUN
easat-10407	338	2	execution	execution	NOUN
easat-10407	338	3	flow	flow	VERB
easat-10407	338	4	the	the	DET
easat-10407	338	5	whole	whole	ADJ
easat-10407	338	6	process	process	NOUN
easat-10407	338	7	of	of	ADP
easat-10407	338	8	execution	execution	NOUN
easat-10407	338	9	by	by	ADP
easat-10407	338	10	the	the	DET
easat-10407	338	11	ga	ga	PROPN
easat-10407	338	12	is	be	AUX
easat-10407	338	13	summarized	summarize	VERB
easat-10407	338	14	in	in	ADP
easat-10407	338	15	the	the	DET
easat-10407	338	16	following	follow	VERB
easat-10407	338	17	steps	step	NOUN
easat-10407	338	18	:	:	PUNCT
easat-10407	338	19	1	1	NUM
easat-10407	338	20	)	)	PUNCT
easat-10407	338	21	initialize	initialize	VERB
easat-10407	338	22	population	population	NOUN
easat-10407	338	23	:	:	PUNCT
easat-10407	338	24	create	create	VERB
easat-10407	338	25	m	m	NUM
easat-10407	338	26	random	random	ADJ
easat-10407	338	27	trading	trading	NOUN
easat-10407	338	28	schemes	scheme	NOUN
easat-10407	338	29	to	to	PART
easat-10407	338	30	initialize	initialize	VERB
easat-10407	338	31	the	the	DET
easat-10407	338	32	population	population	NOUN
easat-10407	338	33	.	.	PUNCT
easat-10407	339	1	2	2	X
easat-10407	339	2	)	)	PUNCT
easat-10407	339	3	test	test	NOUN
easat-10407	339	4	for	for	ADP
easat-10407	339	5	fitness	fitness	NOUN
easat-10407	339	6	:	:	PUNCT
easat-10407	339	7	determine	determine	VERB
easat-10407	339	8	the	the	DET
easat-10407	339	9	profitability	profitability	NOUN
easat-10407	339	10	of	of	ADP
easat-10407	339	11	each	each	DET
easat-10407	339	12	strategy	strategy	NOUN
easat-10407	339	13	.	.	PUNCT
easat-10407	340	1	3	3	X
easat-10407	340	2	)	)	PUNCT
easat-10407	340	3	choose	choose	VERB
easat-10407	340	4	parents	parent	NOUN
easat-10407	340	5	:	:	PUNCT
easat-10407	340	6	choose	choose	VERB
easat-10407	340	7	effective	effective	ADJ
easat-10407	340	8	reproduction	reproduction	NOUN
easat-10407	340	9	methods	method	NOUN
easat-10407	340	10	.	.	PUNCT
easat-10407	341	1	4	4	X
easat-10407	341	2	)	)	PUNCT
easat-10407	341	3	use	use	NOUN
easat-10407	341	4	crossover	crossover	NOUN
easat-10407	341	5	:	:	PUNCT
easat-10407	341	6	combine	combine	VERB
easat-10407	341	7	parent	parent	NOUN
easat-10407	341	8	strategies	strategy	NOUN
easat-10407	341	9	to	to	PART
easat-10407	341	10	develop	develop	VERB
easat-10407	341	11	new	new	ADJ
easat-10407	341	12	ones	one	NOUN
easat-10407	341	13	.	.	PUNCT
easat-10407	342	1	5	5	X
easat-10407	342	2	)	)	PUNCT
easat-10407	342	3	apply	apply	VERB
easat-10407	342	4	mutation	mutation	NOUN
easat-10407	342	5	:	:	PUNCT
easat-10407	342	6	make	make	VERB
easat-10407	342	7	random	random	ADJ
easat-10407	342	8	changes	change	NOUN
easat-10407	342	9	and	and	CCONJ
easat-10407	342	10	adjustments	adjustment	NOUN
easat-10407	342	11	to	to	ADP
easat-10407	342	12	offspring	offspring	NOUN
easat-10407	342	13	tactics	tactic	NOUN
easat-10407	342	14	.	.	PUNCT
easat-10407	343	1	6	6	X
easat-10407	343	2	)	)	PUNCT
easat-10407	343	3	replace	replace	NOUN
easat-10407	343	4	population	population	NOUN
easat-10407	343	5	:	:	PUNCT
easat-10407	343	6	form	form	VERB
easat-10407	343	7	the	the	DET
easat-10407	343	8	new	new	ADJ
easat-10407	343	9	generation	generation	NOUN
easat-10407	343	10	using	use	VERB
easat-10407	343	11	offspring	offspring	NOUN
easat-10407	343	12	and	and	CCONJ
easat-10407	343	13	selected	select	VERB
easat-10407	343	14	parents	parent	NOUN
easat-10407	343	15	.	.	PUNCT
easat-10407	344	1	7	7	X
easat-10407	344	2	)	)	PUNCT
easat-10407	344	3	steps	step	NOUN
easat-10407	344	4	2–6	2–6	NUM
easat-10407	344	5	for	for	ADP
easat-10407	344	6	g	g	NOUN
easat-10407	344	7	generations	generation	NOUN
easat-10407	344	8	or	or	CCONJ
easat-10407	344	9	until	until	SCONJ
easat-10407	344	10	termination	termination	NOUN
easat-10407	344	11	conditions	condition	NOUN
easat-10407	344	12	are	be	AUX
easat-10407	344	13	met	meet	VERB
easat-10407	344	14	.	.	PUNCT
easat-10407	345	1	8)	8)	NUM
easat-10407	345	2	output	output	NOUN
easat-10407	345	3	the	the	DET
easat-10407	345	4	best	good	ADJ
easat-10407	345	5	strategy	strategy	NOUN
easat-10407	345	6	:	:	PUNCT
easat-10407	345	7	give	give	VERB
easat-10407	345	8	back	back	ADP
easat-10407	345	9	the	the	DET
easat-10407	345	10	most	most	ADV
easat-10407	345	11	fit	fit	ADJ
easat-10407	345	12	strategy	strategy	NOUN
easat-10407	345	13	.	.	PUNCT
easat-10407	346	1	10	10	NUM
easat-10407	346	2	.	.	PUNCT
easat-10407	346	3	computational	computational	ADJ
easat-10407	346	4	complexity	complexity	NOUN
easat-10407	346	5	and	and	CCONJ
easat-10407	346	6	considerations	consideration	NOUN
easat-10407	346	7	the	the	DET
easat-10407	346	8	computational	computational	ADJ
easat-10407	346	9	complexity	complexity	NOUN
easat-10407	346	10	of	of	ADP
easat-10407	346	11	ga	ga	PROPN
easat-10407	346	12	is	be	AUX
easat-10407	346	13	established	establish	VERB
easat-10407	346	14	by	by	ADP
easat-10407	346	15	:	:	PUNCT
easat-10407	346	16	•	•	NUM
easat-10407	346	17	population	population	NOUN
easat-10407	346	18	size	size	NOUN
easat-10407	346	19	(	(	PUNCT
easat-10407	346	20	m	m	NOUN
easat-10407	346	21	):	):	PUNCT
easat-10407	346	22	larger	large	ADJ
easat-10407	346	23	populations	population	NOUN
easat-10407	346	24	promote	promote	VERB
easat-10407	346	25	exploration	exploration	NOUN
easat-10407	346	26	at	at	ADP
easat-10407	346	27	the	the	DET
easat-10407	346	28	expense	expense	NOUN
easat-10407	346	29	of	of	ADP
easat-10407	346	30	higher	high	ADJ
easat-10407	346	31	computation	computation	NOUN
easat-10407	346	32	time	time	NOUN
easat-10407	346	33	.	.	PUNCT
easat-10407	347	1	•	•	NUM
easat-10407	347	2	number	number	NOUN
easat-10407	347	3	of	of	ADP
easat-10407	347	4	generations	generation	NOUN
easat-10407	347	5	(	(	PUNCT
easat-10407	347	6	g	g	NOUN
easat-10407	347	7	):	):	PUNCT
easat-10407	347	8	more	more	ADJ
easat-10407	347	9	generations	generation	NOUN
easat-10407	347	10	provide	provide	VERB
easat-10407	347	11	better	well	ADJ
easat-10407	347	12	optimization	optimization	NOUN
easat-10407	347	13	but	but	CCONJ
easat-10407	347	14	consume	consume	VERB
easat-10407	347	15	more	more	ADJ
easat-10407	347	16	processing	processing	NOUN
easat-10407	347	17	power	power	NOUN
easat-10407	347	18	.	.	PUNCT
easat-10407	348	1	•	•	NUM
easat-10407	348	2	mutation	mutation	NOUN
easat-10407	348	3	rate	rate	NOUN
easat-10407	348	4	:	:	PUNCT
easat-10407	348	5	a	a	DET
easat-10407	348	6	balance	balance	NOUN
easat-10407	348	7	is	be	AUX
easat-10407	348	8	required	require	VERB
easat-10407	348	9	to	to	PART
easat-10407	348	10	provide	provide	VERB
easat-10407	348	11	diversity	diversity	NOUN
easat-10407	348	12	without	without	ADP
easat-10407	348	13	too	too	ADV
easat-10407	348	14	much	much	ADJ
easat-10407	348	15	randomness	randomness	NOUN
easat-10407	348	16	.	.	PUNCT
easat-10407	349	1	•	•	NUM
easat-10407	349	2	crossover	crossover	NOUN
easat-10407	349	3	strategy	strategy	NOUN
easat-10407	349	4	:	:	PUNCT
easat-10407	349	5	more	more	ADV
easat-10407	349	6	sophisticated	sophisticated	ADJ
easat-10407	349	7	crossover	crossover	NOUN
easat-10407	349	8	techniques	technique	NOUN
easat-10407	349	9	(	(	PUNCT
easat-10407	349	10	e.g.	e.g.	ADV
easat-10407	349	11	,	,	PUNCT
easat-10407	349	12	multi	multi	ADJ
easat-10407	349	13	-	-	ADJ
easat-10407	349	14	point	point	ADJ
easat-10407	349	15	crossover	crossover	NOUN
easat-10407	349	16	)	)	PUNCT
easat-10407	349	17	can	can	AUX
easat-10407	349	18	be	be	AUX
easat-10407	349	19	more	more	ADV
easat-10407	349	20	effective	effective	ADJ
easat-10407	349	21	but	but	CCONJ
easat-10407	349	22	at	at	ADP
easat-10407	349	23	the	the	DET
easat-10407	349	24	cost	cost	NOUN
easat-10407	349	25	of	of	ADP
easat-10407	349	26	increased	increase	VERB
easat-10407	349	27	complexity	complexity	NOUN
easat-10407	349	28	.	.	PUNCT
easat-10407	350	1	the	the	DET
easat-10407	350	2	computational	computational	ADJ
easat-10407	350	3	complexity	complexity	NOUN
easat-10407	350	4	of	of	ADP
easat-10407	350	5	ga	ga	PROPN
easat-10407	350	6	is	be	AUX
easat-10407	350	7	characterized	characterize	VERB
easat-10407	350	8	by	by	ADP
easat-10407	350	9	:	:	PUNCT
easat-10407	350	10	•	•	NUM
easat-10407	350	11	population	population	NOUN
easat-10407	350	12	size	size	NOUN
easat-10407	350	13	(	(	PUNCT
easat-10407	350	14	m	m	NOUN
easat-10407	350	15	):	):	PUNCT
easat-10407	350	16	large	large	ADJ
easat-10407	350	17	populations	population	NOUN
easat-10407	350	18	promote	promote	VERB
easat-10407	350	19	exploration	exploration	NOUN
easat-10407	350	20	at	at	ADP
easat-10407	350	21	the	the	DET
easat-10407	350	22	expense	expense	NOUN
easat-10407	350	23	of	of	ADP
easat-10407	350	24	increased	increase	VERB
easat-10407	350	25	computation	computation	NOUN
easat-10407	350	26	time	time	NOUN
easat-10407	350	27	.	.	PUNCT
easat-10407	351	1	•	•	NUM
easat-10407	351	2	number	number	NOUN
easat-10407	351	3	of	of	ADP
easat-10407	351	4	generations	generation	NOUN
easat-10407	351	5	(	(	PUNCT
easat-10407	351	6	g	g	NOUN
easat-10407	351	7	):	):	PUNCT
easat-10407	351	8	higher	high	ADJ
easat-10407	351	9	generations	generation	NOUN
easat-10407	351	10	provide	provide	VERB
easat-10407	351	11	improved	improved	ADJ
easat-10407	351	12	optimization	optimization	NOUN
easat-10407	351	13	at	at	ADP
easat-10407	351	14	the	the	DET
easat-10407	351	15	cost	cost	NOUN
easat-10407	351	16	of	of	ADP
easat-10407	351	17	more	more	ADJ
easat-10407	351	18	processing	processing	NOUN
easat-10407	351	19	.	.	PUNCT
easat-10407	352	1	•	•	NUM
easat-10407	352	2	mutation	mutation	NOUN
easat-10407	352	3	rate	rate	NOUN
easat-10407	352	4	:	:	PUNCT
easat-10407	352	5	equilibrium	equilibrium	NOUN
easat-10407	352	6	is	be	AUX
easat-10407	352	7	necessary	necessary	ADJ
easat-10407	352	8	to	to	PART
easat-10407	352	9	have	have	VERB
easat-10407	352	10	variation	variation	NOUN
easat-10407	352	11	without	without	ADP
easat-10407	352	12	undue	undue	ADJ
easat-10407	352	13	unpredictability	unpredictability	NOUN
easat-10407	352	14	.	.	PUNCT
easat-10407	353	1	•	•	NUM
easat-10407	353	2	crossover	crossover	NOUN
easat-10407	353	3	strategy	strategy	NOUN
easat-10407	353	4	:	:	PUNCT
easat-10407	353	5	more	more	ADJ
easat-10407	353	6	complex	complex	ADJ
easat-10407	353	7	crossover	crossover	NOUN
easat-10407	353	8	techniques	technique	NOUN
easat-10407	353	9	(	(	PUNCT
easat-10407	353	10	e.g.	e.g.	ADV
easat-10407	353	11	,	,	PUNCT
easat-10407	353	12	multi	multi	ADJ
easat-10407	353	13	-	-	ADJ
easat-10407	353	14	point	point	ADJ
easat-10407	353	15	crossover	crossover	NOUN
easat-10407	353	16	)	)	PUNCT
easat-10407	353	17	might	might	AUX
easat-10407	353	18	be	be	AUX
easat-10407	353	19	more	more	ADV
easat-10407	353	20	effective	effective	ADJ
easat-10407	353	21	but	but	CCONJ
easat-10407	353	22	at	at	ADP
easat-10407	353	23	the	the	DET
easat-10407	353	24	cost	cost	NOUN
easat-10407	353	25	of	of	ADP
easat-10407	353	26	increased	increase	VERB
easat-10407	353	27	complexity	complexity	NOUN
easat-10407	353	28	.	.	PUNCT
easat-10407	354	1	11	11	NUM
easat-10407	354	2	.	.	X
easat-10407	354	3	conclusion	conclusion	VERB
easat-10407	354	4	the	the	DET
easat-10407	354	5	genetic	genetic	ADJ
easat-10407	354	6	algorithm	algorithm	NOUN
easat-10407	354	7	implemented	implement	VERB
easat-10407	354	8	in	in	ADP
easat-10407	354	9	the	the	DET
easat-10407	354	10	research	research	NOUN
easat-10407	354	11	is	be	AUX
easat-10407	354	12	a	a	DET
easat-10407	354	13	robust	robust	ADJ
easat-10407	354	14	and	and	CCONJ
easat-10407	354	15	resilient	resilient	ADJ
easat-10407	354	16	solution	solution	NOUN
easat-10407	354	17	for	for	ADP
easat-10407	354	18	maximizing	maximize	VERB
easat-10407	354	19	trading	trading	NOUN
easat-10407	354	20	strategies	strategy	NOUN
easat-10407	354	21	.	.	PUNCT
easat-10407	355	1	financial	financial	ADJ
easat-10407	355	2	researchers	researcher	NOUN
easat-10407	355	3	and	and	CCONJ
easat-10407	355	4	traders	trader	NOUN
easat-10407	355	5	can	can	AUX
easat-10407	355	6	utilize	utilize	VERB
easat-10407	355	7	evolutionary	evolutionary	ADJ
easat-10407	355	8	principles	principle	NOUN
easat-10407	355	9	to	to	PART
easat-10407	355	10	discover	discover	VERB
easat-10407	355	11	profitable	profitable	ADJ
easat-10407	355	12	trading	trading	NOUN
easat-10407	355	13	techniques	technique	NOUN
easat-10407	355	14	that	that	PRON
easat-10407	355	15	adapt	adapt	VERB
easat-10407	355	16	to	to	ADP
easat-10407	355	17	new	new	ADJ
easat-10407	355	18	market	market	NOUN
easat-10407	355	19	conditions	condition	NOUN
easat-10407	355	20	.	.	PUNCT
easat-10407	356	1	deep	deep	ADJ
easat-10407	356	2	learning	learning	NOUN
easat-10407	356	3	-	-	PUNCT
easat-10407	356	4	based	base	VERB
easat-10407	356	5	hybrid	hybrid	NOUN
easat-10407	356	6	models	model	NOUN
easat-10407	356	7	and	and	CCONJ
easat-10407	356	8	gas	gas	NOUN
easat-10407	356	9	for	for	ADP
easat-10407	356	10	enhanced	enhanced	ADJ
easat-10407	356	11	forecasting	forecasting	NOUN
easat-10407	356	12	capabilities	capability	NOUN
easat-10407	356	13	could	could	AUX
easat-10407	356	14	be	be	AUX
easat-10407	356	15	among	among	ADP
easat-10407	356	16	future	future	ADJ
easat-10407	356	17	breakthroughs	breakthrough	NOUN
easat-10407	356	18	.	.	PUNCT