id	sid	tid	token	lemma	pos
easat-8563	1	1	edelweiss	edelweiss	PROPN
easat-8563	1	2	applied	apply	VERB
easat-8563	1	3	science	science	NOUN
easat-8563	1	4	and	and	CCONJ
easat-8563	1	5	technology	technology	NOUN
easat-8563	1	6	issn	issn	PROPN
easat-8563	1	7	:	:	PUNCT
easat-8563	1	8	2576	2576	NUM
easat-8563	1	9	-	-	SYM
easat-8563	1	10	8484	8484	NUM
easat-8563	1	11	vol	vol	NOUN
easat-8563	1	12	.	.	PROPN
easat-8563	2	1	9	9	NUM
easat-8563	2	2	,	,	PUNCT
easat-8563	2	3	no	no	INTJ
easat-8563	2	4	.	.	NOUN
easat-8563	2	5	7	7	NUM
easat-8563	2	6	,	,	PUNCT
easat-8563	2	7	238	238	NUM
easat-8563	2	8	-	-	SYM
easat-8563	2	9	259	259	NUM
easat-8563	2	10	2025	2025	NUM
easat-8563	2	11	publisher	publisher	NOUN
easat-8563	2	12	:	:	PUNCT
easat-8563	2	13	learning	learn	VERB
easat-8563	2	14	gate	gate	NOUN
easat-8563	2	15	doi	doi	PROPN
easat-8563	2	16	:	:	PUNCT
easat-8563	2	17	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	2	18	©	©	PROPN
easat-8563	2	19	2025	2025	NUM
easat-8563	2	20	by	by	ADP
easat-8563	2	21	the	the	DET
easat-8563	2	22	author	author	NOUN
easat-8563	2	23	;	;	PUNCT
easat-8563	2	24	licensee	licensee	PROPN
easat-8563	2	25	learning	learning	NOUN
easat-8563	2	26	gate	gate	NOUN
easat-8563	2	27	©	©	PROPN
easat-8563	2	28	2025	2025	NUM
easat-8563	2	29	by	by	ADP
easat-8563	2	30	the	the	DET
easat-8563	2	31	author	author	NOUN
easat-8563	2	32	;	;	PUNCT
easat-8563	2	33	licensee	licensee	PROPN
easat-8563	2	34	learning	learning	NOUN
easat-8563	2	35	gate	gate	NOUN
easat-8563	2	36	history	history	NOUN
easat-8563	2	37	:	:	PUNCT
easat-8563	2	38	received	receive	VERB
easat-8563	2	39	:	:	PUNCT
easat-8563	2	40	9	9	NUM
easat-8563	2	41	april	april	PROPN
easat-8563	2	42	2025	2025	NUM
easat-8563	2	43	;	;	PUNCT
easat-8563	2	44	revised	revise	VERB
easat-8563	2	45	:	:	PUNCT
easat-8563	2	46	6	6	NUM
easat-8563	2	47	june	june	PROPN
easat-8563	2	48	2025	2025	NUM
easat-8563	2	49	;	;	PUNCT
easat-8563	2	50	accepted	accept	VERB
easat-8563	2	51	:	:	PUNCT
easat-8563	2	52	10	10	NUM
easat-8563	2	53	june	june	PROPN
easat-8563	2	54	2025	2025	NUM
easat-8563	2	55	;	;	PUNCT
easat-8563	2	56	published	publish	VERB
easat-8563	2	57	:	:	PUNCT
easat-8563	2	58	3	3	NUM
easat-8563	2	59	july	july	PROPN
easat-8563	2	60	2025	2025	NUM
easat-8563	2	61	*	*	PUNCT
easat-8563	2	62	correspondence	correspondence	NOUN
easat-8563	2	63	:	:	PUNCT
easat-8563	2	64	5021652598@163.com	5021652598@163.com	NUM
easat-8563	2	65	financial	financial	ADJ
easat-8563	2	66	statement	statement	NOUN
easat-8563	2	67	analysis	analysis	NOUN
easat-8563	2	68	in	in	ADP
easat-8563	2	69	the	the	DET
easat-8563	2	70	era	era	NOUN
easat-8563	2	71	of	of	ADP
easat-8563	2	72	big	big	ADJ
easat-8563	2	73	data	datum	NOUN
easat-8563	2	74	:	:	PUNCT
easat-8563	2	75	a	a	DET
easat-8563	2	76	comparative	comparative	ADJ
easat-8563	2	77	study	study	NOUN
easat-8563	2	78	of	of	ADP
easat-8563	2	79	machine	machine	NOUN
easat-8563	2	80	learning	learn	VERB
easat-8563	2	81	techniques	technique	NOUN
easat-8563	2	82	and	and	CCONJ
easat-8563	2	83	traditional	traditional	ADJ
easat-8563	2	84	methodologies	methodology	NOUN
easat-8563	2	85	liuyu	liuyu	ADJ
easat-8563	2	86	sun1	sun1	PROPN
easat-8563	2	87	*	*	PROPN
easat-8563	2	88	1a	1a	PROPN
easat-8563	2	89	business	business	PROPN
easat-8563	2	90	college	college	PROPN
easat-8563	2	91	,	,	PUNCT
easat-8563	2	92	shanghai	shanghai	PROPN
easat-8563	2	93	industrial	industrial	ADJ
easat-8563	2	94	and	and	CCONJ
easat-8563	2	95	commercial	commercial	ADJ
easat-8563	2	96	polytechnic	polytechnic	ADJ
easat-8563	2	97	,	,	PUNCT
easat-8563	2	98	shanghai	shanghai	PROPN
easat-8563	2	99	,	,	PUNCT
easat-8563	2	100	201806	201806	NUM
easat-8563	2	101	,	,	PUNCT
easat-8563	2	102	china	china	PROPN
easat-8563	2	103	;	;	PUNCT
easat-8563	2	104	5021652598@163.com	5021652598@163.com	NUM
easat-8563	2	105	(	(	PUNCT
easat-8563	2	106	l.s	l.s	NOUN
easat-8563	2	107	.	.	PROPN
easat-8563	2	108	)	)	PUNCT
easat-8563	2	109	.	.	PUNCT
easat-8563	3	1	abstract	abstract	ADV
easat-8563	3	2	:	:	PUNCT
easat-8563	3	3	in	in	ADP
easat-8563	3	4	the	the	DET
easat-8563	3	5	modern	modern	ADJ
easat-8563	3	6	world	world	NOUN
easat-8563	3	7	of	of	ADP
easat-8563	3	8	big	big	ADJ
easat-8563	3	9	data	datum	NOUN
easat-8563	3	10	,	,	PUNCT
easat-8563	3	11	traditional	traditional	ADJ
easat-8563	3	12	financial	financial	ADJ
easat-8563	3	13	statement	statement	NOUN
easat-8563	3	14	analysis	analysis	NOUN
easat-8563	3	15	procedures	procedure	NOUN
easat-8563	3	16	are	be	AUX
easat-8563	3	17	being	be	AUX
easat-8563	3	18	challenged	challenge	VERB
easat-8563	3	19	and	and	CCONJ
easat-8563	3	20	supplemented	supplement	VERB
easat-8563	3	21	with	with	ADP
easat-8563	3	22	the	the	DET
easat-8563	3	23	use	use	NOUN
easat-8563	3	24	of	of	ADP
easat-8563	3	25	machine	machine	NOUN
easat-8563	3	26	learning	learning	NOUN
easat-8563	3	27	(	(	PUNCT
easat-8563	3	28	ml	ml	NOUN
easat-8563	3	29	)	)	PUNCT
easat-8563	3	30	techniques	technique	NOUN
easat-8563	3	31	.	.	PUNCT
easat-8563	4	1	this	this	DET
easat-8563	4	2	research	research	NOUN
easat-8563	4	3	aims	aim	VERB
easat-8563	4	4	to	to	PART
easat-8563	4	5	provide	provide	VERB
easat-8563	4	6	a	a	DET
easat-8563	4	7	comparative	comparative	ADJ
easat-8563	4	8	analysis	analysis	NOUN
easat-8563	4	9	of	of	ADP
easat-8563	4	10	ml	ml	NOUN
easat-8563	4	11	techniques	technique	NOUN
easat-8563	4	12	and	and	CCONJ
easat-8563	4	13	traditional	traditional	ADJ
easat-8563	4	14	financial	financial	ADJ
easat-8563	4	15	statement	statement	NOUN
easat-8563	4	16	analysis	analysis	NOUN
easat-8563	4	17	methodologies	methodology	NOUN
easat-8563	4	18	in	in	ADP
easat-8563	4	19	predicting	predict	VERB
easat-8563	4	20	stock	stock	NOUN
easat-8563	4	21	market	market	NOUN
easat-8563	4	22	reactions	reaction	NOUN
easat-8563	4	23	to	to	ADP
easat-8563	4	24	earnings	earning	NOUN
easat-8563	4	25	announcements	announcement	NOUN
easat-8563	4	26	.	.	PUNCT
easat-8563	5	1	the	the	DET
easat-8563	5	2	traditional	traditional	ADJ
easat-8563	5	3	approach	approach	NOUN
easat-8563	5	4	is	be	AUX
easat-8563	5	5	based	base	VERB
easat-8563	5	6	on	on	ADP
easat-8563	5	7	financial	financial	ADJ
easat-8563	5	8	measurements	measurement	NOUN
easat-8563	5	9	,	,	PUNCT
easat-8563	5	10	particularly	particularly	ADV
easat-8563	5	11	profitability	profitability	NOUN
easat-8563	5	12	ratios	ratio	NOUN
easat-8563	5	13	(	(	PUNCT
easat-8563	5	14	pr	pr	NOUN
easat-8563	5	15	)	)	PUNCT
easat-8563	5	16	.	.	PUNCT
easat-8563	6	1	these	these	DET
easat-8563	6	2	ratios	ratio	NOUN
easat-8563	6	3	assist	assist	VERB
easat-8563	6	4	in	in	ADP
easat-8563	6	5	forecasting	forecast	VERB
easat-8563	6	6	stock	stock	NOUN
easat-8563	6	7	movements	movement	NOUN
easat-8563	6	8	based	base	VERB
easat-8563	6	9	on	on	ADP
easat-8563	6	10	past	past	ADJ
easat-8563	6	11	performance	performance	NOUN
easat-8563	6	12	.	.	PUNCT
easat-8563	7	1	in	in	ADP
easat-8563	7	2	contrast	contrast	NOUN
easat-8563	7	3	,	,	PUNCT
easat-8563	7	4	the	the	DET
easat-8563	7	5	ml	ml	PROPN
easat-8563	7	6	approach	approach	NOUN
easat-8563	7	7	processes	process	VERB
easat-8563	7	8	vast	vast	ADJ
easat-8563	7	9	amounts	amount	NOUN
easat-8563	7	10	of	of	ADP
easat-8563	7	11	financial	financial	ADJ
easat-8563	7	12	and	and	CCONJ
easat-8563	7	13	market	market	NOUN
easat-8563	7	14	data	datum	NOUN
easat-8563	7	15	using	use	VERB
easat-8563	7	16	advanced	advanced	ADJ
easat-8563	7	17	algorithms	algorithm	NOUN
easat-8563	7	18	such	such	ADJ
easat-8563	7	19	as	as	ADP
easat-8563	7	20	dynamic	dynamic	ADJ
easat-8563	7	21	regularization	regularization	NOUN
easat-8563	7	22	support	support	NOUN
easat-8563	7	23	vector	vector	NOUN
easat-8563	7	24	machine	machine	NOUN
easat-8563	7	25	with	with	ADP
easat-8563	7	26	random	random	ADJ
easat-8563	7	27	forest	forest	NOUN
easat-8563	7	28	(	(	PUNCT
easat-8563	7	29	drsvm	drsvm	NOUN
easat-8563	7	30	-	-	PUNCT
easat-8563	7	31	rf	rf	NOUN
easat-8563	7	32	)	)	PUNCT
easat-8563	7	33	.	.	PUNCT
easat-8563	8	1	the	the	DET
easat-8563	8	2	research	research	NOUN
easat-8563	8	3	uses	use	VERB
easat-8563	8	4	a	a	DET
easat-8563	8	5	dataset	dataset	NOUN
easat-8563	8	6	of	of	ADP
easat-8563	8	7	historical	historical	ADJ
easat-8563	8	8	financial	financial	ADJ
easat-8563	8	9	statements	statement	NOUN
easat-8563	8	10	and	and	CCONJ
easat-8563	8	11	market	market	NOUN
easat-8563	8	12	data	datum	NOUN
easat-8563	8	13	,	,	PUNCT
easat-8563	8	14	big	big	ADJ
easat-8563	8	15	data	datum	NOUN
easat-8563	8	16	refers	refer	VERB
easat-8563	8	17	to	to	ADP
easat-8563	8	18	the	the	DET
easat-8563	8	19	vast	vast	ADJ
easat-8563	8	20	,	,	PUNCT
easat-8563	8	21	intricate	intricate	ADJ
easat-8563	8	22	datasets	dataset	NOUN
easat-8563	8	23	that	that	PRON
easat-8563	8	24	require	require	VERB
easat-8563	8	25	innovative	innovative	ADJ
easat-8563	8	26	tools	tool	NOUN
easat-8563	8	27	for	for	ADP
easat-8563	8	28	storage	storage	NOUN
easat-8563	8	29	,	,	PUNCT
easat-8563	8	30	processing	processing	NOUN
easat-8563	8	31	,	,	PUNCT
easat-8563	8	32	and	and	CCONJ
easat-8563	8	33	analysis	analysis	NOUN
easat-8563	8	34	together	together	ADV
easat-8563	8	35	with	with	ADP
easat-8563	8	36	data	datum	NOUN
easat-8563	8	37	normalization	normalization	NOUN
easat-8563	8	38	using	use	VERB
easat-8563	8	39	min	min	ADJ
easat-8563	8	40	-	-	ADJ
easat-8563	8	41	max	max	NOUN
easat-8563	8	42	normalization	normalization	NOUN
easat-8563	8	43	and	and	CCONJ
easat-8563	8	44	feature	feature	NOUN
easat-8563	8	45	extraction	extraction	NOUN
easat-8563	8	46	using	use	VERB
easat-8563	8	47	principal	principal	ADJ
easat-8563	8	48	component	component	NOUN
easat-8563	8	49	analysis	analysis	NOUN
easat-8563	8	50	(	(	PUNCT
easat-8563	8	51	pca	pca	NOUN
easat-8563	8	52	)	)	PUNCT
easat-8563	8	53	,	,	PUNCT
easat-8563	8	54	to	to	PART
easat-8563	8	55	find	find	VERB
easat-8563	8	56	important	important	ADJ
easat-8563	8	57	parameters	parameter	NOUN
easat-8563	8	58	like	like	ADP
easat-8563	8	59	free	free	ADJ
easat-8563	8	60	cash	cash	NOUN
easat-8563	8	61	flow	flow	NOUN
easat-8563	8	62	and	and	CCONJ
easat-8563	8	63	corporate	corporate	ADJ
easat-8563	8	64	characteristics	characteristic	NOUN
easat-8563	8	65	.	.	PUNCT
easat-8563	9	1	the	the	DET
easat-8563	9	2	findings	finding	NOUN
easat-8563	9	3	show	show	VERB
easat-8563	9	4	that	that	SCONJ
easat-8563	9	5	the	the	DET
easat-8563	9	6	drsvm	drsvm	NOUN
easat-8563	9	7	-	-	PUNCT
easat-8563	9	8	rf	rf	VERB
easat-8563	9	9	model	model	NOUN
easat-8563	9	10	produces	produce	VERB
easat-8563	9	11	the	the	DET
easat-8563	9	12	most	most	ADV
easat-8563	9	13	accurate	accurate	ADJ
easat-8563	9	14	forecasts	forecast	NOUN
easat-8563	9	15	and	and	CCONJ
easat-8563	9	16	the	the	DET
easat-8563	9	17	most	most	ADV
easat-8563	9	18	abnormal	abnormal	ADJ
easat-8563	9	19	returns	return	NOUN
easat-8563	9	20	.	.	PUNCT
easat-8563	10	1	this	this	DET
easat-8563	10	2	research	research	NOUN
easat-8563	10	3	indicates	indicate	VERB
easat-8563	10	4	that	that	SCONJ
easat-8563	10	5	ml	ml	AUX
easat-8563	10	6	techniques	technique	NOUN
easat-8563	10	7	outperform	outperform	VERB
easat-8563	10	8	traditional	traditional	ADJ
easat-8563	10	9	methods	method	NOUN
easat-8563	10	10	in	in	ADP
easat-8563	10	11	predicting	predict	VERB
easat-8563	10	12	accuracy	accuracy	NOUN
easat-8563	10	13	(	(	PUNCT
easat-8563	10	14	95.62	95.62	NUM
easat-8563	10	15	%	%	NOUN
easat-8563	10	16	)	)	PUNCT
easat-8563	10	17	,	,	PUNCT
easat-8563	10	18	providing	provide	VERB
easat-8563	10	19	a	a	DET
easat-8563	10	20	more	more	ADV
easat-8563	10	21	dynamic	dynamic	ADJ
easat-8563	10	22	and	and	CCONJ
easat-8563	10	23	scalable	scalable	ADJ
easat-8563	10	24	approach	approach	NOUN
easat-8563	10	25	to	to	ADP
easat-8563	10	26	financial	financial	ADJ
easat-8563	10	27	analysis	analysis	NOUN
easat-8563	10	28	,	,	PUNCT
easat-8563	10	29	although	although	SCONJ
easat-8563	10	30	traditional	traditional	ADJ
easat-8563	10	31	methods	method	NOUN
easat-8563	10	32	are	be	AUX
easat-8563	10	33	still	still	ADV
easat-8563	10	34	beneficial	beneficial	ADJ
easat-8563	10	35	for	for	ADP
easat-8563	10	36	stable	stable	ADJ
easat-8563	10	37	predictions	prediction	NOUN
easat-8563	10	38	and	and	CCONJ
easat-8563	10	39	risk	risk	NOUN
easat-8563	10	40	mitigation	mitigation	NOUN
easat-8563	10	41	.	.	PUNCT
easat-8563	11	1	keywords	keyword	NOUN
easat-8563	11	2	:	:	PUNCT
easat-8563	11	3	dynamic	dynamic	ADJ
easat-8563	11	4	regularization	regularization	NOUN
easat-8563	11	5	support	support	NOUN
easat-8563	11	6	vector	vector	NOUN
easat-8563	11	7	machine	machine	NOUN
easat-8563	11	8	with	with	ADP
easat-8563	11	9	random	random	ADJ
easat-8563	11	10	forest	forest	NOUN
easat-8563	11	11	(	(	PUNCT
easat-8563	11	12	drsvm	drsvm	NOUN
easat-8563	11	13	-	-	PUNCT
easat-8563	11	14	rf	rf	NOUN
easat-8563	11	15	)	)	PUNCT
easat-8563	11	16	,	,	PUNCT
easat-8563	11	17	financial	financial	ADJ
easat-8563	11	18	analysis	analysis	NOUN
easat-8563	11	19	,	,	PUNCT
easat-8563	11	20	market	market	NOUN
easat-8563	11	21	data	datum	NOUN
easat-8563	11	22	,	,	PUNCT
easat-8563	11	23	profitability	profitability	NOUN
easat-8563	11	24	ratios	ratio	NOUN
easat-8563	11	25	(	(	PUNCT
easat-8563	11	26	pr	pr	NOUN
easat-8563	11	27	)	)	PUNCT
easat-8563	11	28	,	,	PUNCT
easat-8563	11	29	stock	stock	NOUN
easat-8563	11	30	movements	movement	NOUN
easat-8563	11	31	.	.	PUNCT
easat-8563	12	1	1	1	X
easat-8563	12	2	.	.	X
easat-8563	12	3	introduction	introduction	NOUN
easat-8563	12	4	financial	financial	ADJ
easat-8563	12	5	statement	statement	NOUN
easat-8563	12	6	analysis	analysis	NOUN
easat-8563	12	7	involves	involve	VERB
easat-8563	12	8	examining	examine	VERB
easat-8563	12	9	and	and	CCONJ
easat-8563	12	10	analyzing	analyze	VERB
easat-8563	12	11	a	a	DET
easat-8563	12	12	firm	firm	NOUN
easat-8563	12	13	's	's	PART
easat-8563	12	14	financial	financial	ADJ
easat-8563	12	15	reports	report	NOUN
easat-8563	12	16	to	to	PART
easat-8563	12	17	better	well	ADV
easat-8563	12	18	understand	understand	VERB
easat-8563	12	19	its	its	PRON
easat-8563	12	20	financial	financial	ADJ
easat-8563	12	21	health	health	NOUN
easat-8563	12	22	,	,	PUNCT
easat-8563	12	23	performance	performance	NOUN
easat-8563	12	24	,	,	PUNCT
easat-8563	12	25	and	and	CCONJ
easat-8563	12	26	sustainability	sustainability	NOUN
easat-8563	13	1	[	[	X
easat-8563	13	2	1	1	NUM
easat-8563	13	3	]	]	PUNCT
easat-8563	13	4	.	.	PUNCT
easat-8563	14	1	the	the	DET
easat-8563	14	2	three	three	NUM
easat-8563	14	3	primary	primary	ADJ
easat-8563	14	4	financial	financial	ADJ
easat-8563	14	5	reports	report	NOUN
easat-8563	14	6	that	that	PRON
easat-8563	14	7	provide	provide	VERB
easat-8563	14	8	accurate	accurate	ADJ
easat-8563	14	9	information	information	NOUN
easat-8563	14	10	on	on	ADP
easat-8563	14	11	a	a	DET
easat-8563	14	12	company	company	NOUN
easat-8563	14	13	's	's	PART
easat-8563	14	14	assets	asset	NOUN
easat-8563	14	15	,	,	PUNCT
easat-8563	14	16	liabilities	liability	NOUN
easat-8563	14	17	,	,	PUNCT
easat-8563	14	18	revenues	revenue	NOUN
easat-8563	14	19	,	,	PUNCT
easat-8563	14	20	costs	cost	NOUN
easat-8563	14	21	,	,	PUNCT
easat-8563	14	22	and	and	CCONJ
easat-8563	14	23	cash	cash	NOUN
easat-8563	14	24	flows	flow	NOUN
easat-8563	14	25	are	be	AUX
easat-8563	14	26	the	the	DET
easat-8563	14	27	balance	balance	NOUN
easat-8563	14	28	sheet	sheet	NOUN
easat-8563	14	29	,	,	PUNCT
easat-8563	14	30	cash	cash	NOUN
easat-8563	14	31	flow	flow	NOUN
easat-8563	14	32	statement	statement	NOUN
easat-8563	14	33	,	,	PUNCT
easat-8563	14	34	and	and	CCONJ
easat-8563	14	35	income	income	NOUN
easat-8563	14	36	statement	statement	NOUN
easat-8563	14	37	[	[	X
easat-8563	14	38	2	2	NUM
easat-8563	14	39	]	]	PUNCT
easat-8563	14	40	.	.	PUNCT
easat-8563	15	1	this	this	DET
easat-8563	15	2	process	process	NOUN
easat-8563	15	3	transforms	transform	VERB
easat-8563	15	4	raw	raw	ADJ
easat-8563	15	5	financial	financial	ADJ
easat-8563	15	6	data	datum	NOUN
easat-8563	15	7	into	into	ADP
easat-8563	15	8	meaningful	meaningful	ADJ
easat-8563	15	9	insights	insight	NOUN
easat-8563	15	10	regarding	regard	VERB
easat-8563	15	11	operational	operational	ADJ
easat-8563	15	12	efficiency	efficiency	NOUN
easat-8563	15	13	,	,	PUNCT
easat-8563	15	14	profitability	profitability	NOUN
easat-8563	15	15	,	,	PUNCT
easat-8563	15	16	liquidity	liquidity	NOUN
easat-8563	15	17	,	,	PUNCT
easat-8563	15	18	and	and	CCONJ
easat-8563	15	19	long	long	ADJ
easat-8563	15	20	-	-	PUNCT
easat-8563	15	21	term	term	NOUN
easat-8563	15	22	solvency	solvency	NOUN
easat-8563	15	23	[	[	X
easat-8563	15	24	3	3	NUM
easat-8563	15	25	]	]	PUNCT
easat-8563	15	26	.	.	PUNCT
easat-8563	16	1	financial	financial	ADJ
easat-8563	16	2	statement	statement	NOUN
easat-8563	16	3	analysis	analysis	NOUN
easat-8563	16	4	comprises	comprise	VERB
easat-8563	16	5	several	several	ADJ
easat-8563	16	6	crucial	crucial	ADJ
easat-8563	16	7	steps	step	NOUN
easat-8563	16	8	.	.	PUNCT
easat-8563	17	1	initially	initially	ADV
easat-8563	17	2	,	,	PUNCT
easat-8563	17	3	relevant	relevant	ADJ
easat-8563	17	4	financial	financial	ADJ
easat-8563	17	5	statements	statement	NOUN
easat-8563	17	6	are	be	AUX
easat-8563	17	7	collected	collect	VERB
easat-8563	17	8	and	and	CCONJ
easat-8563	17	9	organized	organize	VERB
easat-8563	17	10	,	,	PUNCT
easat-8563	17	11	often	often	ADV
easat-8563	17	12	covering	cover	VERB
easat-8563	17	13	multiple	multiple	ADJ
easat-8563	17	14	periods	period	NOUN
easat-8563	17	15	to	to	PART
easat-8563	17	16	facilitate	facilitate	VERB
easat-8563	17	17	temporal	temporal	ADJ
easat-8563	17	18	comparisons	comparison	NOUN
easat-8563	17	19	[	[	X
easat-8563	17	20	4	4	NUM
easat-8563	17	21	]	]	PUNCT
easat-8563	17	22	.	.	PUNCT
easat-8563	18	1	several	several	ADJ
easat-8563	18	2	analytical	analytical	ADJ
easat-8563	18	3	techniques	technique	NOUN
easat-8563	18	4	are	be	AUX
easat-8563	18	5	then	then	ADV
easat-8563	18	6	employed	employ	VERB
easat-8563	18	7	,	,	PUNCT
easat-8563	18	8	such	such	ADJ
easat-8563	18	9	as	as	ADP
easat-8563	18	10	ratio	ratio	NOUN
easat-8563	18	11	analysis	analysis	NOUN
easat-8563	18	12	,	,	PUNCT
easat-8563	18	13	which	which	PRON
easat-8563	18	14	involves	involve	VERB
easat-8563	18	15	calculating	calculate	VERB
easat-8563	18	16	financial	financial	ADJ
easat-8563	18	17	ratios	ratio	NOUN
easat-8563	18	18	to	to	PART
easat-8563	18	19	evaluate	evaluate	VERB
easat-8563	18	20	profitability	profitability	NOUN
easat-8563	18	21	,	,	PUNCT
easat-8563	18	22	liquidity	liquidity	NOUN
easat-8563	18	23	,	,	PUNCT
easat-8563	18	24	efficiency	efficiency	NOUN
easat-8563	18	25	,	,	PUNCT
easat-8563	18	26	and	and	CCONJ
easat-8563	18	27	leverage	leverage	NOUN
easat-8563	18	28	[	[	X
easat-8563	18	29	5	5	NUM
easat-8563	18	30	]	]	PUNCT
easat-8563	18	31	.	.	PUNCT
easat-8563	19	1	trend	trend	NOUN
easat-8563	19	2	analysis	analysis	NOUN
easat-8563	19	3	identifies	identify	VERB
easat-8563	19	4	patterns	pattern	NOUN
easat-8563	19	5	over	over	ADP
easat-8563	19	6	time	time	NOUN
easat-8563	19	7	,	,	PUNCT
easat-8563	19	8	while	while	SCONJ
easat-8563	19	9	vertical	vertical	ADJ
easat-8563	19	10	and	and	CCONJ
easat-8563	19	11	horizontal	horizontal	ADJ
easat-8563	19	12	analyses	analysis	NOUN
easat-8563	19	13	compare	compare	VERB
easat-8563	19	14	financial	financial	ADJ
easat-8563	19	15	statement	statement	NOUN
easat-8563	19	16	elements	element	NOUN
easat-8563	19	17	within	within	ADP
easat-8563	19	18	and	and	CCONJ
easat-8563	19	19	across	across	ADP
easat-8563	19	20	years	year	NOUN
easat-8563	19	21	.	.	PUNCT
easat-8563	20	1	finally	finally	ADV
easat-8563	20	2	,	,	PUNCT
easat-8563	20	3	comparative	comparative	ADJ
easat-8563	20	4	analysis	analysis	NOUN
easat-8563	20	5	benchmarks	benchmark	NOUN
easat-8563	20	6	a	a	DET
easat-8563	20	7	company	company	NOUN
easat-8563	20	8	's	's	PART
easat-8563	20	9	performance	performance	NOUN
easat-8563	20	10	against	against	ADP
easat-8563	20	11	competitors	competitor	NOUN
easat-8563	20	12	or	or	CCONJ
easat-8563	20	13	industry	industry	NOUN
easat-8563	20	14	standards	standard	NOUN
easat-8563	20	15	,	,	PUNCT
easat-8563	20	16	offering	offer	VERB
easat-8563	20	17	a	a	DET
easat-8563	20	18	broader	broad	ADJ
easat-8563	20	19	interpretative	interpretative	ADJ
easat-8563	20	20	framework	framework	NOUN
easat-8563	20	21	[	[	X
easat-8563	20	22	6	6	NUM
easat-8563	20	23	]	]	PUNCT
easat-8563	20	24	.	.	PUNCT
easat-8563	21	1	financial	financial	ADJ
easat-8563	21	2	statement	statement	NOUN
easat-8563	21	3	analysis	analysis	NOUN
easat-8563	21	4	is	be	AUX
easat-8563	21	5	vital	vital	ADJ
easat-8563	21	6	across	across	ADP
easat-8563	21	7	industries	industry	NOUN
easat-8563	21	8	and	and	CCONJ
easat-8563	21	9	for	for	ADP
easat-8563	21	10	various	various	ADJ
easat-8563	21	11	stakeholders	stakeholder	NOUN
easat-8563	21	12	.	.	PUNCT
easat-8563	22	1	investors	investor	NOUN
easat-8563	22	2	utilize	utilize	VERB
easat-8563	22	3	it	it	PRON
easat-8563	22	4	to	to	PART
easat-8563	22	5	decide	decide	VERB
easat-8563	22	6	whether	whether	SCONJ
easat-8563	22	7	to	to	PART
easat-8563	22	8	invest	invest	VERB
easat-8563	22	9	in	in	ADP
easat-8563	22	10	a	a	DET
easat-8563	22	11	company	company	NOUN
easat-8563	22	12	by	by	ADP
easat-8563	22	13	assessing	assess	VERB
easat-8563	22	14	profitability	profitability	NOUN
easat-8563	22	15	and	and	CCONJ
easat-8563	22	16	risk	risk	NOUN
easat-8563	22	17	levels	level	NOUN
easat-8563	22	18	[	[	X
easat-8563	22	19	7	7	NUM
easat-8563	22	20	]	]	PUNCT
easat-8563	22	21	.	.	PUNCT
easat-8563	23	1	creditors	creditor	NOUN
easat-8563	23	2	and	and	CCONJ
easat-8563	23	3	lenders	lender	NOUN
easat-8563	23	4	evaluate	evaluate	VERB
easat-8563	23	5	financial	financial	ADJ
easat-8563	23	6	statements	statement	NOUN
easat-8563	23	7	to	to	PART
easat-8563	23	8	determine	determine	VERB
easat-8563	23	9	a	a	DET
easat-8563	23	10	firm	firm	NOUN
easat-8563	23	11	's	's	PART
easat-8563	23	12	capacity	capacity	NOUN
easat-8563	23	13	to	to	PART
easat-8563	23	14	service	service	VERB
easat-8563	23	15	debt	debt	NOUN
easat-8563	23	16	and	and	CCONJ
easat-8563	23	17	meet	meet	VERB
easat-8563	23	18	financial	financial	ADJ
easat-8563	23	19	obligations	obligation	NOUN
easat-8563	23	20	.	.	PUNCT
easat-8563	24	1	management	management	NOUN
easat-8563	24	2	employs	employ	VERB
easat-8563	24	3	financial	financial	ADJ
easat-8563	24	4	analysis	analysis	NOUN
easat-8563	24	5	to	to	PART
easat-8563	24	6	improve	improve	VERB
easat-8563	24	7	operational	operational	ADJ
easat-8563	24	8	efficiency	efficiency	NOUN
easat-8563	24	9	,	,	PUNCT
easat-8563	24	10	establish	establish	VERB
easat-8563	24	11	budgets	budget	NOUN
easat-8563	24	12	,	,	PUNCT
easat-8563	24	13	https://orcid.org/0009-0001-2428-2431	https://orcid.org/0009-0001-2428-2431	PROPN
easat-8563	24	14	239	239	NUM
easat-8563	24	15	edelweiss	edelweiss	PROPN
easat-8563	24	16	applied	apply	VERB
easat-8563	24	17	science	science	NOUN
easat-8563	24	18	and	and	CCONJ
easat-8563	24	19	technology	technology	NOUN
easat-8563	24	20	issn	issn	PROPN
easat-8563	24	21	:	:	PUNCT
easat-8563	24	22	2576	2576	NUM
easat-8563	24	23	-	-	SYM
easat-8563	24	24	8484	8484	NUM
easat-8563	24	25	vol	vol	NOUN
easat-8563	24	26	.	.	PROPN
easat-8563	25	1	9	9	NUM
easat-8563	25	2	,	,	PUNCT
easat-8563	25	3	no	no	INTJ
easat-8563	25	4	.	.	NOUN
easat-8563	26	1	7	7	NUM
easat-8563	26	2	:	:	SYM
easat-8563	26	3	238	238	NUM
easat-8563	26	4	-	-	SYM
easat-8563	26	5	259	259	NUM
easat-8563	26	6	,	,	PUNCT
easat-8563	26	7	2025	2025	NUM
easat-8563	26	8	doi	doi	NOUN
easat-8563	26	9	:	:	PUNCT
easat-8563	26	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	26	11	©	©	PROPN
easat-8563	26	12	2025	2025	NUM
easat-8563	26	13	by	by	ADP
easat-8563	26	14	the	the	DET
easat-8563	26	15	author	author	NOUN
easat-8563	26	16	;	;	PUNCT
easat-8563	26	17	licensee	licensee	NOUN
easat-8563	26	18	learning	learning	NOUN
easat-8563	26	19	gate	gate	NOUN
easat-8563	26	20	and	and	CCONJ
easat-8563	26	21	make	make	VERB
easat-8563	26	22	strategic	strategic	ADJ
easat-8563	26	23	decisions	decision	NOUN
easat-8563	26	24	[	[	X
easat-8563	26	25	8	8	NUM
easat-8563	26	26	]	]	PUNCT
easat-8563	26	27	.	.	PUNCT
easat-8563	27	1	regulators	regulator	NOUN
easat-8563	27	2	and	and	CCONJ
easat-8563	27	3	auditors	auditor	NOUN
easat-8563	27	4	scrutinize	scrutinize	VERB
easat-8563	27	5	financial	financial	ADJ
easat-8563	27	6	statements	statement	NOUN
easat-8563	27	7	to	to	PART
easat-8563	27	8	ensure	ensure	VERB
easat-8563	27	9	transparency	transparency	NOUN
easat-8563	27	10	and	and	CCONJ
easat-8563	27	11	compliance	compliance	NOUN
easat-8563	27	12	with	with	ADP
easat-8563	27	13	accounting	accounting	NOUN
easat-8563	27	14	standards	standard	NOUN
easat-8563	27	15	.	.	PUNCT
easat-8563	28	1	additionally	additionally	ADV
easat-8563	28	2	,	,	PUNCT
easat-8563	28	3	potential	potential	ADJ
easat-8563	28	4	business	business	NOUN
easat-8563	28	5	partners	partner	NOUN
easat-8563	28	6	or	or	CCONJ
easat-8563	28	7	acquirers	acquirer	NOUN
easat-8563	28	8	perform	perform	VERB
easat-8563	28	9	financial	financial	ADJ
easat-8563	28	10	analysis	analysis	NOUN
easat-8563	28	11	as	as	ADP
easat-8563	28	12	part	part	NOUN
easat-8563	28	13	of	of	ADP
easat-8563	28	14	due	due	ADJ
easat-8563	28	15	diligence	diligence	NOUN
easat-8563	28	16	during	during	ADP
easat-8563	28	17	mergers	merger	NOUN
easat-8563	28	18	,	,	PUNCT
easat-8563	28	19	acquisitions	acquisition	NOUN
easat-8563	28	20	,	,	PUNCT
easat-8563	28	21	or	or	CCONJ
easat-8563	28	22	strategic	strategic	ADJ
easat-8563	28	23	partnerships	partnership	NOUN
easat-8563	28	24	[	[	X
easat-8563	28	25	9	9	NUM
easat-8563	28	26	]	]	PUNCT
easat-8563	28	27	.	.	PUNCT
easat-8563	29	1	the	the	DET
easat-8563	29	2	benefits	benefit	NOUN
easat-8563	29	3	of	of	ADP
easat-8563	29	4	financial	financial	ADJ
easat-8563	29	5	statement	statement	NOUN
easat-8563	29	6	analysis	analysis	NOUN
easat-8563	29	7	are	be	AUX
easat-8563	29	8	extensive	extensive	ADJ
easat-8563	29	9	.	.	PUNCT
easat-8563	30	1	it	it	PRON
easat-8563	30	2	enhances	enhance	VERB
easat-8563	30	3	understanding	understanding	NOUN
easat-8563	30	4	of	of	ADP
easat-8563	30	5	a	a	DET
easat-8563	30	6	firm	firm	NOUN
easat-8563	30	7	's	's	PART
easat-8563	30	8	financial	financial	ADJ
easat-8563	30	9	condition	condition	NOUN
easat-8563	30	10	,	,	PUNCT
easat-8563	30	11	supporting	support	VERB
easat-8563	30	12	better	well	ADJ
easat-8563	30	13	decision	decision	NOUN
easat-8563	30	14	-	-	PUNCT
easat-8563	30	15	making	making	NOUN
easat-8563	30	16	for	for	ADP
easat-8563	30	17	stakeholders	stakeholder	NOUN
easat-8563	30	18	.	.	PUNCT
easat-8563	31	1	it	it	PRON
easat-8563	31	2	aids	aid	VERB
easat-8563	31	3	in	in	ADP
easat-8563	31	4	risk	risk	NOUN
easat-8563	31	5	management	management	NOUN
easat-8563	31	6	and	and	CCONJ
easat-8563	31	7	strategic	strategic	ADJ
easat-8563	31	8	planning	planning	NOUN
easat-8563	31	9	by	by	ADP
easat-8563	31	10	revealing	reveal	VERB
easat-8563	31	11	financial	financial	ADJ
easat-8563	31	12	strengths	strength	NOUN
easat-8563	31	13	and	and	CCONJ
easat-8563	31	14	weaknesses	weakness	NOUN
easat-8563	31	15	[	[	X
easat-8563	31	16	10	10	NUM
easat-8563	31	17	]	]	PUNCT
easat-8563	31	18	.	.	PUNCT
easat-8563	32	1	comparing	compare	VERB
easat-8563	32	2	historical	historical	ADJ
easat-8563	32	3	and	and	CCONJ
easat-8563	32	4	current	current	ADJ
easat-8563	32	5	financial	financial	ADJ
easat-8563	32	6	data	datum	NOUN
easat-8563	32	7	with	with	ADP
easat-8563	32	8	industry	industry	NOUN
easat-8563	32	9	benchmarks	benchmark	NOUN
easat-8563	32	10	helps	helps	AUX
easat-8563	32	11	identify	identify	VERB
easat-8563	32	12	trends	trend	NOUN
easat-8563	32	13	and	and	CCONJ
easat-8563	32	14	performance	performance	NOUN
easat-8563	32	15	metrics	metric	NOUN
easat-8563	32	16	[	[	X
easat-8563	32	17	11	11	NUM
easat-8563	32	18	]	]	PUNCT
easat-8563	32	19	.	.	PUNCT
easat-8563	33	1	financial	financial	ADJ
easat-8563	33	2	analysis	analysis	NOUN
easat-8563	33	3	also	also	ADV
easat-8563	33	4	facilitates	facilitate	VERB
easat-8563	33	5	forecasting	forecast	VERB
easat-8563	33	6	future	future	ADJ
easat-8563	33	7	financial	financial	ADJ
easat-8563	33	8	conditions	condition	NOUN
easat-8563	33	9	and	and	CCONJ
easat-8563	33	10	cash	cash	NOUN
easat-8563	33	11	flows	flow	NOUN
easat-8563	33	12	,	,	PUNCT
easat-8563	33	13	enabling	enable	VERB
easat-8563	33	14	better	well	ADJ
easat-8563	33	15	planning	planning	NOUN
easat-8563	33	16	and	and	CCONJ
easat-8563	33	17	growth	growth	NOUN
easat-8563	33	18	management	management	NOUN
easat-8563	33	19	.	.	PUNCT
easat-8563	34	1	moreover	moreover	ADV
easat-8563	34	2	,	,	PUNCT
easat-8563	34	3	it	it	PRON
easat-8563	34	4	promotes	promote	VERB
easat-8563	34	5	accountability	accountability	NOUN
easat-8563	34	6	,	,	PUNCT
easat-8563	34	7	boosts	boost	VERB
easat-8563	34	8	investor	investor	NOUN
easat-8563	34	9	confidence	confidence	NOUN
easat-8563	34	10	,	,	PUNCT
easat-8563	34	11	and	and	CCONJ
easat-8563	34	12	contributes	contribute	VERB
easat-8563	34	13	to	to	ADP
easat-8563	34	14	overall	overall	ADJ
easat-8563	34	15	financial	financial	ADJ
easat-8563	34	16	stability	stability	NOUN
easat-8563	34	17	and	and	CCONJ
easat-8563	34	18	organizational	organizational	ADJ
easat-8563	34	19	prosperity	prosperity	NOUN
easat-8563	34	20	[	[	X
easat-8563	34	21	12	12	NUM
easat-8563	34	22	]	]	PUNCT
easat-8563	34	23	.	.	PUNCT
easat-8563	35	1	traditional	traditional	ADJ
easat-8563	35	2	financial	financial	ADJ
easat-8563	35	3	statement	statement	NOUN
easat-8563	35	4	analysis	analysis	NOUN
easat-8563	35	5	methods	method	NOUN
easat-8563	35	6	face	face	VERB
easat-8563	35	7	challenges	challenge	NOUN
easat-8563	35	8	,	,	PUNCT
easat-8563	35	9	including	include	VERB
easat-8563	35	10	handling	handle	VERB
easat-8563	35	11	noisy	noisy	ADJ
easat-8563	35	12	,	,	PUNCT
easat-8563	35	13	incomplete	incomplete	ADJ
easat-8563	35	14	,	,	PUNCT
easat-8563	35	15	and	and	CCONJ
easat-8563	35	16	high	high	ADV
easat-8563	35	17	-	-	PUNCT
easat-8563	35	18	dimensional	dimensional	ADJ
easat-8563	35	19	data	datum	NOUN
easat-8563	35	20	,	,	PUNCT
easat-8563	35	21	as	as	ADV
easat-8563	35	22	well	well	ADV
easat-8563	35	23	as	as	ADP
easat-8563	35	24	accurately	accurately	ADV
easat-8563	35	25	categorizing	categorize	VERB
easat-8563	35	26	financial	financial	ADJ
easat-8563	35	27	health	health	NOUN
easat-8563	35	28	or	or	CCONJ
easat-8563	35	29	detecting	detect	VERB
easat-8563	35	30	fraud	fraud	NOUN
easat-8563	35	31	due	due	ADP
easat-8563	35	32	to	to	ADP
easat-8563	35	33	complex	complex	ADJ
easat-8563	35	34	,	,	PUNCT
easat-8563	35	35	nonlinear	nonlinear	ADJ
easat-8563	35	36	relationships	relationship	NOUN
easat-8563	35	37	.	.	PUNCT
easat-8563	36	1	the	the	DET
easat-8563	36	2	drsvm	drsvm	NOUN
easat-8563	36	3	-	-	PUNCT
easat-8563	36	4	rf	rf	ADJ
easat-8563	36	5	method	method	NOUN
easat-8563	36	6	addresses	address	VERB
easat-8563	36	7	these	these	DET
easat-8563	36	8	limitations	limitation	NOUN
easat-8563	36	9	by	by	ADP
easat-8563	36	10	combining	combine	VERB
easat-8563	36	11	the	the	DET
easat-8563	36	12	robust	robust	ADJ
easat-8563	36	13	feature	feature	NOUN
easat-8563	36	14	selection	selection	NOUN
easat-8563	36	15	and	and	CCONJ
easat-8563	36	16	ensemble	ensemble	ADJ
easat-8563	36	17	learning	learning	NOUN
easat-8563	36	18	capabilities	capability	NOUN
easat-8563	36	19	of	of	ADP
easat-8563	36	20	random	random	ADJ
easat-8563	36	21	forest	forest	NOUN
easat-8563	36	22	(	(	PUNCT
easat-8563	36	23	rf	rf	NOUN
easat-8563	36	24	)	)	PUNCT
easat-8563	36	25	with	with	ADP
easat-8563	36	26	the	the	DET
easat-8563	36	27	dynamic	dynamic	ADJ
easat-8563	36	28	regularization	regularization	NOUN
easat-8563	36	29	and	and	CCONJ
easat-8563	36	30	high	high	ADJ
easat-8563	36	31	generalization	generalization	NOUN
easat-8563	36	32	power	power	NOUN
easat-8563	36	33	of	of	ADP
easat-8563	36	34	support	support	NOUN
easat-8563	36	35	vector	vector	NOUN
easat-8563	36	36	machines	machine	NOUN
easat-8563	36	37	(	(	PUNCT
easat-8563	36	38	svm	svm	PROPN
easat-8563	36	39	)	)	PUNCT
easat-8563	36	40	.	.	PUNCT
easat-8563	37	1	this	this	DET
easat-8563	37	2	hybrid	hybrid	ADJ
easat-8563	37	3	model	model	NOUN
easat-8563	37	4	effectively	effectively	ADV
easat-8563	37	5	manages	manage	VERB
easat-8563	37	6	data	datum	NOUN
easat-8563	37	7	irregularities	irregularity	NOUN
easat-8563	37	8	,	,	PUNCT
easat-8563	37	9	reduces	reduce	VERB
easat-8563	37	10	overfitting	overfitte	VERB
easat-8563	37	11	,	,	PUNCT
easat-8563	37	12	and	and	CCONJ
easat-8563	37	13	uncovers	uncover	NOUN
easat-8563	37	14	intricate	intricate	ADJ
easat-8563	37	15	patterns	pattern	NOUN
easat-8563	37	16	,	,	PUNCT
easat-8563	37	17	resulting	result	VERB
easat-8563	37	18	in	in	ADP
easat-8563	37	19	more	more	ADV
easat-8563	37	20	accurate	accurate	ADJ
easat-8563	37	21	,	,	PUNCT
easat-8563	37	22	consistent	consistent	ADJ
easat-8563	37	23	,	,	PUNCT
easat-8563	37	24	and	and	CCONJ
easat-8563	37	25	explainable	explainable	ADJ
easat-8563	37	26	financial	financial	ADJ
easat-8563	37	27	analysis	analysis	NOUN
easat-8563	37	28	outcomes	outcome	NOUN
easat-8563	37	29	.	.	PUNCT
easat-8563	38	1	2	2	X
easat-8563	38	2	.	.	NUM
easat-8563	38	3	related	relate	VERB
easat-8563	38	4	works	work	NOUN
easat-8563	38	5	machine	machine	NOUN
easat-8563	38	6	learning	learning	NOUN
easat-8563	38	7	and	and	CCONJ
easat-8563	38	8	extensive	extensive	ADJ
easat-8563	38	9	financial	financial	ADJ
easat-8563	38	10	data	datum	NOUN
easat-8563	38	11	were	be	AUX
easat-8563	38	12	used	use	VERB
easat-8563	38	13	in	in	ADP
easat-8563	38	14	chen	chen	PROPN
easat-8563	38	15	,	,	PUNCT
easat-8563	38	16	et	et	PROPN
easat-8563	38	17	al	al	PROPN
easat-8563	38	18	.	.	PUNCT
easat-8563	39	1	[	[	X
easat-8563	39	2	13	13	NUM
easat-8563	39	3	]	]	PUNCT
easat-8563	39	4	to	to	PART
easat-8563	39	5	forecast	forecast	VERB
easat-8563	39	6	profit	profit	NOUN
easat-8563	39	7	changes	change	NOUN
easat-8563	39	8	one	one	NUM
easat-8563	39	9	year	year	NOUN
easat-8563	39	10	in	in	ADP
easat-8563	39	11	advance	advance	NOUN
easat-8563	39	12	.	.	PUNCT
easat-8563	40	1	annual	annual	ADJ
easat-8563	40	2	size	size	NOUN
easat-8563	40	3	-	-	PUNCT
easat-8563	40	4	adjusted	adjust	VERB
easat-8563	40	5	gains	gain	NOUN
easat-8563	40	6	to	to	PART
easat-8563	40	7	hedge	hedge	VERB
easat-8563	40	8	portfolios	portfolio	NOUN
easat-8563	40	9	range	range	VERB
easat-8563	40	10	from	from	ADP
easat-8563	40	11	5.02	5.02	NUM
easat-8563	40	12	%	%	NOUN
easat-8563	40	13	to	to	ADP
easat-8563	40	14	9.74	9.74	NUM
easat-8563	40	15	%	%	NOUN
easat-8563	40	16	,	,	PUNCT
easat-8563	40	17	indicating	indicate	VERB
easat-8563	40	18	that	that	SCONJ
easat-8563	40	19	the	the	DET
easat-8563	40	20	models	model	NOUN
easat-8563	40	21	had	have	VERB
easat-8563	40	22	strong	strong	ADJ
easat-8563	40	23	predictive	predictive	ADJ
easat-8563	40	24	potential	potential	NOUN
easat-8563	40	25	.	.	PUNCT
easat-8563	41	1	it	it	PRON
easat-8563	41	2	exceeded	exceed	VERB
easat-8563	41	3	traditional	traditional	ADJ
easat-8563	41	4	models	model	NOUN
easat-8563	41	5	and	and	CCONJ
easat-8563	41	6	professional	professional	ADJ
easat-8563	41	7	analysts	analyst	NOUN
easat-8563	41	8	'	'	PART
easat-8563	41	9	estimates	estimate	NOUN
easat-8563	41	10	,	,	PUNCT
easat-8563	41	11	which	which	PRON
easat-8563	41	12	were	be	AUX
easat-8563	41	13	due	due	ADJ
easat-8563	41	14	to	to	ADP
easat-8563	41	15	the	the	DET
easat-8563	41	16	ignored	ignore	VERB
easat-8563	41	17	nonlinear	nonlinear	ADJ
easat-8563	41	18	predictor	predictor	NOUN
easat-8563	41	19	interactions	interaction	NOUN
easat-8563	41	20	and	and	CCONJ
easat-8563	41	21	machine	machine	NOUN
easat-8563	41	22	learning	learn	VERB
easat-8563	41	23	usage	usage	NOUN
easat-8563	41	24	of	of	ADP
easat-8563	41	25	more	more	ADV
easat-8563	41	26	precise	precise	ADJ
easat-8563	41	27	financial	financial	ADJ
easat-8563	41	28	data	datum	NOUN
easat-8563	41	29	.	.	PUNCT
easat-8563	42	1	it	it	PRON
easat-8563	42	2	examined	examine	VERB
easat-8563	42	3	how	how	SCONJ
easat-8563	42	4	business	business	NOUN
easat-8563	42	5	factors	factor	NOUN
easat-8563	42	6	affected	affect	VERB
easat-8563	42	7	the	the	DET
easat-8563	42	8	integrity	integrity	NOUN
easat-8563	42	9	of	of	ADP
easat-8563	42	10	financial	financial	ADJ
easat-8563	42	11	statements	statement	NOUN
easat-8563	42	12	for	for	ADP
easat-8563	42	13	firms	firm	NOUN
easat-8563	42	14	trading	trade	VERB
easat-8563	42	15	on	on	ADP
easat-8563	42	16	the	the	DET
easat-8563	42	17	stock	stock	NOUN
easat-8563	42	18	market	market	NOUN
easat-8563	42	19	as	as	SCONJ
easat-8563	42	20	evaluated	evaluate	VERB
easat-8563	42	21	in	in	ADP
easat-8563	42	22	[	[	X
easat-8563	42	23	14	14	NUM
easat-8563	42	24	]	]	PUNCT
easat-8563	42	25	.	.	PUNCT
easat-8563	43	1	from	from	ADP
easat-8563	43	2	2014	2014	NUM
easat-8563	43	3	to	to	ADP
easat-8563	43	4	2020	2020	NUM
easat-8563	43	5	,	,	PUNCT
easat-8563	43	6	it	it	PRON
easat-8563	43	7	analyzed	analyze	VERB
easat-8563	43	8	data	datum	NOUN
easat-8563	43	9	from	from	ADP
easat-8563	43	10	2225	2225	NUM
easat-8563	43	11	observations	observation	NOUN
easat-8563	43	12	using	use	VERB
easat-8563	43	13	regression	regression	NOUN
easat-8563	43	14	models	model	NOUN
easat-8563	43	15	and	and	CCONJ
easat-8563	43	16	ml	ml	NOUN
easat-8563	43	17	methods	method	NOUN
easat-8563	43	18	.	.	PUNCT
easat-8563	44	1	profitability	profitability	NOUN
easat-8563	44	2	,	,	PUNCT
easat-8563	44	3	business	business	NOUN
easat-8563	44	4	size	size	NOUN
easat-8563	44	5	,	,	PUNCT
easat-8563	44	6	and	and	CCONJ
easat-8563	44	7	board	board	NOUN
easat-8563	44	8	of	of	ADP
easat-8563	44	9	directors	director	NOUN
easat-8563	44	10	diversity	diversity	NOUN
easat-8563	44	11	all	all	PRON
easat-8563	44	12	correlated	correlate	VERB
easat-8563	44	13	positively	positively	ADV
easat-8563	44	14	with	with	ADP
easat-8563	44	15	financial	financial	ADJ
easat-8563	44	16	statement	statement	NOUN
easat-8563	44	17	excellence	excellence	NOUN
easat-8563	44	18	,	,	PUNCT
easat-8563	44	19	but	but	CCONJ
easat-8563	44	20	policy	policy	NOUN
easat-8563	44	21	on	on	ADP
easat-8563	44	22	dividends	dividend	NOUN
easat-8563	44	23	,	,	PUNCT
easat-8563	44	24	ownership	ownership	NOUN
easat-8563	44	25	by	by	ADP
easat-8563	44	26	the	the	DET
easat-8563	44	27	state	state	NOUN
easat-8563	44	28	,	,	PUNCT
easat-8563	44	29	and	and	CCONJ
easat-8563	44	30	company	company	NOUN
easat-8563	44	31	listing	list	VERB
easat-8563	44	32	time	time	NOUN
easat-8563	44	33	all	all	PRON
easat-8563	44	34	correlated	correlate	VERB
easat-8563	44	35	negatively	negatively	ADV
easat-8563	44	36	.	.	PUNCT
easat-8563	45	1	a	a	DET
easat-8563	45	2	stability	stability	NOUN
easat-8563	45	3	prediction	prediction	NOUN
easat-8563	45	4	model	model	NOUN
easat-8563	45	5	based	base	VERB
easat-8563	45	6	on	on	ADP
easat-8563	45	7	conflicting	conflicting	ADJ
easat-8563	45	8	factors	factor	NOUN
easat-8563	45	9	that	that	PRON
easat-8563	45	10	used	use	VERB
easat-8563	45	11	sigmoid	sigmoid	NOUN
easat-8563	45	12	deep	deep	ADJ
easat-8563	45	13	learning	learning	NOUN
easat-8563	45	14	was	be	AUX
easat-8563	45	15	proposed	propose	VERB
easat-8563	45	16	in	in	ADP
easat-8563	45	17	[	[	X
easat-8563	45	18	15	15	NUM
easat-8563	45	19	]	]	PUNCT
easat-8563	45	20	.	.	PUNCT
easat-8563	46	1	the	the	DET
easat-8563	46	2	model	model	NOUN
easat-8563	46	3	detected	detect	VERB
easat-8563	46	4	possible	possible	ADJ
easat-8563	46	5	stabilizations	stabilization	NOUN
easat-8563	46	6	of	of	ADP
easat-8563	46	7	affecting	affect	VERB
easat-8563	46	8	elements	element	NOUN
easat-8563	46	9	for	for	ADP
easat-8563	46	10	attractive	attractive	ADJ
easat-8563	46	11	stock	stock	NOUN
easat-8563	46	12	exchanges	exchange	NOUN
easat-8563	46	13	.	.	PUNCT
easat-8563	47	1	stability	stability	NOUN
easat-8563	47	2	was	be	AUX
easat-8563	47	3	projected	project	VERB
easat-8563	47	4	using	use	VERB
easat-8563	47	5	both	both	CCONJ
easat-8563	47	6	sigmoid	sigmoid	NOUN
easat-8563	47	7	and	and	CCONJ
easat-8563	47	8	non	non	ADJ
easat-8563	47	9	-	-	ADJ
easat-8563	47	10	sigmoid	sigmoid	ADJ
easat-8563	47	11	levels	level	NOUN
easat-8563	47	12	until	until	SCONJ
easat-8563	47	13	the	the	DET
easat-8563	47	14	optimal	optimal	ADJ
easat-8563	47	15	level	level	NOUN
easat-8563	47	16	was	be	AUX
easat-8563	47	17	reached	reach	VERB
easat-8563	47	18	.	.	PUNCT
easat-8563	48	1	the	the	DET
easat-8563	48	2	model	model	NOUN
easat-8563	48	3	matched	match	VERB
easat-8563	48	4	real	real	ADV
easat-8563	48	5	and	and	CCONJ
easat-8563	48	6	expected	expect	VERB
easat-8563	48	7	stock	stock	NOUN
easat-8563	48	8	market	market	NOUN
easat-8563	48	9	fluctuations	fluctuation	NOUN
easat-8563	48	10	,	,	PUNCT
easat-8563	48	11	with	with	ADP
easat-8563	48	12	the	the	DET
easat-8563	48	13	sigmoid	sigmoid	NOUN
easat-8563	48	14	function	function	NOUN
easat-8563	48	15	adjusted	adjust	VERB
easat-8563	48	16	to	to	PART
easat-8563	48	17	satisfy	satisfy	VERB
easat-8563	48	18	new	new	ADJ
easat-8563	48	19	ranges	range	NOUN
easat-8563	48	20	.	.	PUNCT
easat-8563	49	1	the	the	DET
easat-8563	49	2	non	non	ADJ
easat-8563	49	3	-	-	ADJ
easat-8563	49	4	sigmoid	sigmoid	ADJ
easat-8563	49	5	layer	layer	NOUN
easat-8563	49	6	was	be	AUX
easat-8563	49	7	left	leave	VERB
easat-8563	49	8	unaltered	unaltered	ADJ
easat-8563	49	9	to	to	PART
easat-8563	49	10	increase	increase	VERB
easat-8563	49	11	forecast	forecast	NOUN
easat-8563	49	12	precision	precision	NOUN
easat-8563	49	13	.	.	PUNCT
easat-8563	50	1	natural	natural	ADJ
easat-8563	50	2	language	language	NOUN
easat-8563	50	3	processing	processing	NOUN
easat-8563	50	4	was	be	AUX
easat-8563	50	5	employed	employ	VERB
easat-8563	50	6	in	in	ADP
easat-8563	50	7	liu	liu	PROPN
easat-8563	50	8	,	,	PUNCT
easat-8563	50	9	et	et	PROPN
easat-8563	50	10	al	al	PROPN
easat-8563	50	11	.	.	PUNCT
easat-8563	51	1	[	[	X
easat-8563	51	2	16	16	NUM
easat-8563	51	3	]	]	PUNCT
easat-8563	51	4	to	to	PART
easat-8563	51	5	anticipate	anticipate	VERB
easat-8563	51	6	stock	stock	NOUN
easat-8563	51	7	performance	performance	NOUN
easat-8563	51	8	based	base	VERB
easat-8563	51	9	on	on	ADP
easat-8563	51	10	a	a	DET
easat-8563	51	11	database	database	NOUN
easat-8563	51	12	of	of	ADP
easat-8563	51	13	analyst	analyst	NOUN
easat-8563	51	14	reports	report	VERB
easat-8563	51	15	.	.	PUNCT
easat-8563	52	1	the	the	DET
easat-8563	52	2	sentiment	sentiment	NOUN
easat-8563	52	3	of	of	ADP
easat-8563	52	4	the	the	DET
easat-8563	52	5	reports	report	NOUN
easat-8563	52	6	was	be	AUX
easat-8563	52	7	graded	grade	VERB
easat-8563	52	8	as	as	ADP
easat-8563	52	9	good	good	ADJ
easat-8563	52	10	,	,	PUNCT
easat-8563	52	11	neutral	neutral	ADJ
easat-8563	52	12	,	,	PUNCT
easat-8563	52	13	or	or	CCONJ
easat-8563	52	14	negative	negative	ADJ
easat-8563	52	15	.	.	PUNCT
easat-8563	53	1	the	the	DET
easat-8563	53	2	data	datum	NOUN
easat-8563	53	3	revealed	reveal	VERB
easat-8563	53	4	that	that	SCONJ
easat-8563	53	5	strong	strong	ADJ
easat-8563	53	6	positive	positive	ADJ
easat-8563	53	7	sentiment	sentiment	NOUN
easat-8563	53	8	was	be	AUX
easat-8563	53	9	related	relate	VERB
easat-8563	53	10	to	to	ADP
easat-8563	53	11	increased	increase	VERB
easat-8563	53	12	excess	excess	ADJ
easat-8563	53	13	returns	return	NOUN
easat-8563	53	14	and	and	CCONJ
easat-8563	53	15	instantaneous	instantaneous	ADJ
easat-8563	53	16	volatility	volatility	NOUN
easat-8563	53	17	,	,	PUNCT
easat-8563	53	18	whereas	whereas	SCONJ
easat-8563	53	19	strong	strong	ADJ
easat-8563	53	20	negative	negative	ADJ
easat-8563	53	21	sentiment	sentiment	NOUN
easat-8563	53	22	increases	increase	VERB
easat-8563	53	23	volatility	volatility	NOUN
easat-8563	53	24	and	and	CCONJ
easat-8563	53	25	trade	trade	NOUN
easat-8563	53	26	volume	volume	NOUN
easat-8563	53	27	but	but	CCONJ
easat-8563	53	28	lowers	lower	VERB
easat-8563	53	29	future	future	ADJ
easat-8563	53	30	excess	excess	ADJ
easat-8563	53	31	returns	return	NOUN
easat-8563	53	32	.	.	PUNCT
easat-8563	54	1	the	the	DET
easat-8563	54	2	effect	effect	NOUN
easat-8563	54	3	was	be	AUX
easat-8563	54	4	stronger	strong	ADJ
easat-8563	54	5	for	for	ADP
easat-8563	54	6	positive	positive	ADJ
easat-8563	54	7	mood	mood	NOUN
easat-8563	54	8	reports	report	NOUN
easat-8563	54	9	.	.	PUNCT
easat-8563	55	1	it	it	PRON
easat-8563	55	2	added	add	VERB
easat-8563	55	3	to	to	ADP
easat-8563	55	4	the	the	DET
easat-8563	55	5	empirical	empirical	ADJ
easat-8563	55	6	data	datum	NOUN
easat-8563	55	7	on	on	ADP
easat-8563	55	8	sentiment	sentiment	NOUN
easat-8563	55	9	analysis	analysis	NOUN
easat-8563	55	10	and	and	CCONJ
easat-8563	55	11	how	how	SCONJ
easat-8563	55	12	the	the	DET
easat-8563	55	13	stock	stock	NOUN
easat-8563	55	14	market	market	NOUN
easat-8563	55	15	responded	respond	VERB
easat-8563	55	16	to	to	ADP
easat-8563	55	17	the	the	DET
easat-8563	55	18	data	datum	NOUN
easat-8563	55	19	.	.	PUNCT
easat-8563	56	1	as	as	SCONJ
easat-8563	56	2	explained	explain	VERB
easat-8563	56	3	in	in	ADP
easat-8563	56	4	mabelane	mabelane	NOUN
easat-8563	56	5	,	,	PUNCT
easat-8563	56	6	et	et	PROPN
easat-8563	56	7	al	al	PROPN
easat-8563	56	8	.	.	PUNCT
easat-8563	57	1	[	[	X
easat-8563	57	2	17	17	NUM
easat-8563	57	3	]	]	SYM
easat-8563	57	4	13	13	NUM
easat-8563	57	5	financial	financial	ADJ
easat-8563	57	6	ratios	ratio	NOUN
easat-8563	57	7	from	from	ADP
easat-8563	57	8	2012	2012	NUM
easat-8563	57	9	to	to	ADP
easat-8563	57	10	2018	2018	NUM
easat-8563	57	11	financial	financial	ADJ
easat-8563	57	12	statements	statement	NOUN
easat-8563	57	13	were	be	AUX
easat-8563	57	14	utilized	utilize	VERB
easat-8563	57	15	to	to	PART
easat-8563	57	16	develop	develop	VERB
easat-8563	57	17	an	an	DET
easat-8563	57	18	acceptable	acceptable	ADJ
easat-8563	57	19	model	model	NOUN
easat-8563	57	20	for	for	ADP
easat-8563	57	21	assessing	assess	VERB
easat-8563	57	22	and	and	CCONJ
easat-8563	57	23	forecasting	forecast	VERB
easat-8563	57	24	municipal	municipal	ADJ
easat-8563	57	25	audit	audit	NOUN
easat-8563	57	26	results	result	NOUN
easat-8563	57	27	.	.	PUNCT
easat-8563	58	1	three	three	NUM
easat-8563	58	2	ml	ml	NOUN
easat-8563	58	3	techniques	technique	NOUN
easat-8563	58	4	were	be	AUX
easat-8563	58	5	examined	examine	VERB
easat-8563	58	6	:	:	PUNCT
easat-8563	58	7	logistic	logistic	ADJ
easat-8563	58	8	regression	regression	NOUN
easat-8563	58	9	models	model	NOUN
easat-8563	58	10	,	,	PUNCT
easat-8563	58	11	decision	decision	NOUN
easat-8563	58	12	trees	tree	NOUN
easat-8563	58	13	,	,	PUNCT
easat-8563	58	14	and	and	CCONJ
easat-8563	58	15	artificial	artificial	ADJ
easat-8563	58	16	neural	neural	ADJ
easat-8563	58	17	networks	network	NOUN
easat-8563	58	18	(	(	PUNCT
easat-8563	58	19	anns	anns	PROPN
easat-8563	58	20	)	)	PUNCT
easat-8563	58	21	.	.	PUNCT
easat-8563	59	1	the	the	DET
easat-8563	59	2	findings	finding	NOUN
easat-8563	59	3	demonstrated	demonstrate	VERB
easat-8563	59	4	that	that	SCONJ
easat-8563	59	5	ann	ann	PROPN
easat-8563	59	6	was	be	AUX
easat-8563	59	7	an	an	DET
easat-8563	59	8	extremely	extremely	ADV
easat-8563	59	9	effective	effective	ADJ
easat-8563	59	10	system	system	NOUN
easat-8563	59	11	for	for	ADP
easat-8563	59	12	forecasting	forecast	VERB
easat-8563	59	13	audit	audit	NOUN
easat-8563	59	14	opinions	opinion	NOUN
easat-8563	59	15	.	.	PUNCT
easat-8563	60	1	a	a	DET
easat-8563	60	2	strong	strong	ADJ
easat-8563	60	3	,	,	PUNCT
easat-8563	60	4	deep	deep	ADJ
easat-8563	60	5	learning	learning	NOUN
easat-8563	60	6	-	-	PUNCT
easat-8563	60	7	based	base	VERB
easat-8563	60	8	time	time	NOUN
easat-8563	60	9	series	series	NOUN
easat-8563	60	10	technique	technique	NOUN
easat-8563	60	11	for	for	ADP
easat-8563	60	12	estimating	estimate	VERB
easat-8563	60	13	future	future	ADJ
easat-8563	60	14	stock	stock	NOUN
easat-8563	60	15	market	market	NOUN
easat-8563	60	16	prices	price	NOUN
easat-8563	60	17	was	be	AUX
easat-8563	60	18	proposed	propose	VERB
easat-8563	60	19	in	in	ADP
easat-8563	60	20	[	[	X
easat-8563	60	21	18	18	NUM
easat-8563	60	22	]	]	PUNCT
easat-8563	60	23	.	.	PUNCT
easat-8563	61	1	the	the	DET
easat-8563	61	2	system	system	NOUN
easat-8563	61	3	used	use	VERB
easat-8563	61	4	a	a	DET
easat-8563	61	5	conventional	conventional	ADJ
easat-8563	61	6	neural	neural	ADJ
easat-8563	61	7	network	network	NOUN
easat-8563	61	8	-	-	PUNCT
easat-8563	61	9	long	long	ADJ
easat-8563	61	10	short	short	ADJ
easat-8563	61	11	-	-	PUNCT
easat-8563	61	12	term	term	NOUN
easat-8563	61	13	memory	memory	NOUN
easat-8563	61	14	(	(	PUNCT
easat-8563	61	15	cnnlstm	cnnlstm	NOUN
easat-8563	61	16	)	)	PUNCT
easat-8563	61	17	combination	combination	NOUN
easat-8563	61	18	to	to	PART
easat-8563	61	19	predict	predict	VERB
easat-8563	61	20	the	the	DET
easat-8563	61	21	closing	closing	NOUN
easat-8563	61	22	prices	price	NOUN
easat-8563	61	23	of	of	ADP
easat-8563	61	24	tesla	tesla	PROPN
easat-8563	61	25	and	and	CCONJ
easat-8563	61	26	apple	apple	NOUN
easat-8563	61	27	.	.	PUNCT
easat-8563	62	1	in	in	ADP
easat-8563	62	2	terms	term	NOUN
easat-8563	62	3	of	of	ADP
easat-8563	62	4	stock	stock	NOUN
easat-8563	62	5	market	market	NOUN
easat-8563	62	6	price	price	NOUN
easat-8563	62	7	forecasting	forecasting	NOUN
easat-8563	62	8	,	,	PUNCT
easat-8563	62	9	the	the	DET
easat-8563	62	10	cnn	cnn	PROPN
easat-8563	62	11	-	-	PUNCT
easat-8563	62	12	lstm	lstm	PROPN
easat-8563	62	13	approach	approach	NOUN
easat-8563	62	14	beat	beat	VERB
easat-8563	62	15	both	both	CCONJ
easat-8563	62	16	the	the	DET
easat-8563	62	17	single	single	ADJ
easat-8563	62	18	deep	deep	ADJ
easat-8563	62	19	learning	learn	VERB
easat-8563	62	20	lstm	lstm	NOUN
easat-8563	62	21	and	and	CCONJ
easat-8563	62	22	traditional	traditional	ADJ
easat-8563	62	23	240	240	NUM
easat-8563	62	24	edelweiss	edelweiss	PROPN
easat-8563	62	25	applied	apply	VERB
easat-8563	62	26	science	science	NOUN
easat-8563	62	27	and	and	CCONJ
easat-8563	62	28	technology	technology	NOUN
easat-8563	62	29	issn	issn	PROPN
easat-8563	62	30	:	:	PUNCT
easat-8563	62	31	2576	2576	NUM
easat-8563	62	32	-	-	SYM
easat-8563	62	33	8484	8484	NUM
easat-8563	62	34	vol	vol	NOUN
easat-8563	62	35	.	.	PROPN
easat-8563	63	1	9	9	NUM
easat-8563	63	2	,	,	PUNCT
easat-8563	63	3	no	no	INTJ
easat-8563	63	4	.	.	NOUN
easat-8563	64	1	7	7	NUM
easat-8563	64	2	:	:	SYM
easat-8563	64	3	238	238	NUM
easat-8563	64	4	-	-	SYM
easat-8563	64	5	259	259	NUM
easat-8563	64	6	,	,	PUNCT
easat-8563	64	7	2025	2025	NUM
easat-8563	64	8	doi	doi	NOUN
easat-8563	64	9	:	:	PUNCT
easat-8563	64	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	64	11	©	©	PROPN
easat-8563	64	12	2025	2025	NUM
easat-8563	64	13	by	by	ADP
easat-8563	64	14	the	the	DET
easat-8563	64	15	author	author	NOUN
easat-8563	64	16	;	;	PUNCT
easat-8563	64	17	licensee	licensee	PROPN
easat-8563	64	18	learning	learn	VERB
easat-8563	64	19	gate	gate	NOUN
easat-8563	64	20	techniques	technique	NOUN
easat-8563	64	21	.	.	PUNCT
easat-8563	65	1	artificial	artificial	ADJ
easat-8563	65	2	intelligence	intelligence	NOUN
easat-8563	65	3	models	model	NOUN
easat-8563	65	4	have	have	AUX
easat-8563	65	5	grown	grow	VERB
easat-8563	65	6	increasingly	increasingly	ADV
easat-8563	65	7	important	important	ADJ
easat-8563	65	8	as	as	SCONJ
easat-8563	65	9	market	market	NOUN
easat-8563	65	10	capitalization	capitalization	NOUN
easat-8563	65	11	has	have	AUX
easat-8563	65	12	increased	increase	VERB
easat-8563	65	13	,	,	PUNCT
easat-8563	65	14	and	and	CCONJ
easat-8563	65	15	precise	precise	ADJ
easat-8563	65	16	predictions	prediction	NOUN
easat-8563	65	17	are	be	AUX
easat-8563	65	18	required	require	VERB
easat-8563	65	19	.	.	PUNCT
easat-8563	66	1	to	to	PART
easat-8563	66	2	identify	identify	VERB
easat-8563	66	3	financial	financial	ADJ
easat-8563	66	4	mistakes	mistake	NOUN
easat-8563	66	5	in	in	ADP
easat-8563	66	6	the	the	DET
easat-8563	66	7	general	general	ADJ
easat-8563	66	8	ledger	ledger	NOUN
easat-8563	66	9	(	(	PUNCT
easat-8563	66	10	gl	gl	NOUN
easat-8563	66	11	)	)	PUNCT
easat-8563	66	12	record	record	NOUN
easat-8563	66	13	,	,	PUNCT
easat-8563	66	14	employing	employ	VERB
easat-8563	66	15	both	both	CCONJ
easat-8563	66	16	supervised	supervised	ADJ
easat-8563	66	17	and	and	CCONJ
easat-8563	66	18	unsupervised	unsupervised	ADJ
easat-8563	66	19	ml	ml	NOUN
easat-8563	66	20	methodologies	methodology	NOUN
easat-8563	66	21	was	be	AUX
easat-8563	66	22	investigated	investigate	VERB
easat-8563	66	23	in	in	ADP
easat-8563	66	24	[	[	X
easat-8563	66	25	19	19	NUM
easat-8563	66	26	]	]	PUNCT
easat-8563	66	27	.	.	PUNCT
easat-8563	67	1	seven	seven	NUM
easat-8563	67	2	supervised	supervise	VERB
easat-8563	67	3	ml	ml	NOUN
easat-8563	67	4	techniques	technique	NOUN
easat-8563	67	5	and	and	CCONJ
easat-8563	67	6	two	two	NUM
easat-8563	67	7	unsupervised	unsupervised	ADJ
easat-8563	67	8	techniques	technique	NOUN
easat-8563	67	9	were	be	AUX
easat-8563	67	10	used	use	VERB
easat-8563	67	11	by	by	ADP
easat-8563	67	12	the	the	DET
easat-8563	67	13	analysts	analyst	NOUN
easat-8563	67	14	.	.	PUNCT
easat-8563	68	1	models	model	NOUN
easat-8563	68	2	were	be	AUX
easat-8563	68	3	trained	train	VERB
easat-8563	68	4	on	on	ADP
easat-8563	68	5	a	a	DET
easat-8563	68	6	real	real	ADJ
easat-8563	68	7	dataset	dataset	NOUN
easat-8563	68	8	of	of	ADP
easat-8563	68	9	gl	gl	PROPN
easat-8563	68	10	and	and	CCONJ
easat-8563	68	11	removed	remove	VERB
easat-8563	68	12	the	the	DET
easat-8563	68	13	entry	entry	NOUN
easat-8563	68	14	size	size	NOUN
easat-8563	68	15	variation	variation	NOUN
easat-8563	68	16	by	by	ADP
easat-8563	68	17	data	datum	NOUN
easat-8563	68	18	vectorization	vectorization	NOUN
easat-8563	68	19	.	.	PUNCT
easat-8563	69	1	the	the	DET
easat-8563	69	2	findings	finding	NOUN
easat-8563	69	3	presented	present	VERB
easat-8563	69	4	a	a	DET
easat-8563	69	5	great	great	ADJ
easat-8563	69	6	possibility	possibility	NOUN
easat-8563	69	7	for	for	ADP
easat-8563	69	8	the	the	DET
easat-8563	69	9	identification	identification	NOUN
easat-8563	69	10	of	of	ADP
easat-8563	69	11	abnormalities	abnormality	NOUN
easat-8563	69	12	and	and	CCONJ
easat-8563	69	13	efficient	efficient	ADJ
easat-8563	69	14	sampling	sampling	NOUN
easat-8563	69	15	of	of	ADP
easat-8563	69	16	data	datum	NOUN
easat-8563	69	17	.	.	PUNCT
easat-8563	70	1	the	the	DET
easat-8563	70	2	hybrid	hybrid	ADJ
easat-8563	70	3	financial	financial	ADJ
easat-8563	70	4	risk	risk	NOUN
easat-8563	70	5	predictor	predictor	NOUN
easat-8563	70	6	(	(	PUNCT
easat-8563	70	7	hfrp	hfrp	NOUN
easat-8563	70	8	)	)	PUNCT
easat-8563	70	9	model	model	NOUN
easat-8563	70	10	,	,	PUNCT
easat-8563	70	11	created	create	VERB
easat-8563	70	12	with	with	ADP
easat-8563	70	13	cnn	cnn	PROPN
easat-8563	70	14	-	-	PUNCT
easat-8563	70	15	lstm	lstm	PROPN
easat-8563	70	16	,	,	PUNCT
easat-8563	70	17	enhanced	enhance	VERB
easat-8563	70	18	financial	financial	ADJ
easat-8563	70	19	risk	risk	NOUN
easat-8563	70	20	prediction	prediction	NOUN
easat-8563	70	21	by	by	ADP
easat-8563	70	22	merging	merge	VERB
easat-8563	70	23	techniques	technique	NOUN
easat-8563	70	24	from	from	ADP
easat-8563	70	25	the	the	DET
easat-8563	70	26	field	field	NOUN
easat-8563	70	27	of	of	ADP
easat-8563	70	28	finance	finance	NOUN
easat-8563	70	29	[	[	X
easat-8563	70	30	20	20	NUM
easat-8563	70	31	]	]	PUNCT
easat-8563	70	32	.	.	PUNCT
easat-8563	71	1	the	the	DET
easat-8563	71	2	model	model	NOUN
easat-8563	71	3	achieved	achieve	VERB
easat-8563	71	4	great	great	ADJ
easat-8563	71	5	accuracy	accuracy	NOUN
easat-8563	71	6	and	and	CCONJ
easat-8563	71	7	stability	stability	NOUN
easat-8563	71	8	,	,	PUNCT
easat-8563	71	9	which	which	PRON
easat-8563	71	10	considerably	considerably	ADV
easat-8563	71	11	reduced	reduce	VERB
easat-8563	71	12	training	training	NOUN
easat-8563	71	13	and	and	CCONJ
easat-8563	71	14	testing	testing	NOUN
easat-8563	71	15	losses	loss	NOUN
easat-8563	71	16	.	.	PUNCT
easat-8563	72	1	it	it	PRON
easat-8563	72	2	also	also	ADV
easat-8563	72	3	considerably	considerably	ADV
easat-8563	72	4	reduced	reduce	VERB
easat-8563	72	5	credit	credit	NOUN
easat-8563	72	6	,	,	PUNCT
easat-8563	72	7	liquidity	liquidity	NOUN
easat-8563	72	8	,	,	PUNCT
easat-8563	72	9	market	market	NOUN
easat-8563	72	10	,	,	PUNCT
easat-8563	72	11	and	and	CCONJ
easat-8563	72	12	operational	operational	ADJ
easat-8563	72	13	risks	risk	NOUN
easat-8563	72	14	,	,	PUNCT
easat-8563	72	15	increasing	increase	VERB
easat-8563	72	16	financial	financial	ADJ
easat-8563	72	17	stability	stability	NOUN
easat-8563	72	18	and	and	CCONJ
easat-8563	72	19	functioning	function	VERB
easat-8563	72	20	as	as	ADP
easat-8563	72	21	a	a	DET
easat-8563	72	22	dependable	dependable	ADJ
easat-8563	72	23	model	model	NOUN
easat-8563	72	24	for	for	ADP
easat-8563	72	25	current	current	ADJ
easat-8563	72	26	financial	financial	ADJ
easat-8563	72	27	markets	market	NOUN
easat-8563	72	28	.	.	PUNCT
easat-8563	73	1	the	the	DET
easat-8563	73	2	technique	technique	NOUN
easat-8563	73	3	promoted	promote	VERB
easat-8563	73	4	smart	smart	ADJ
easat-8563	73	5	decision	decision	NOUN
easat-8563	73	6	-	-	PUNCT
easat-8563	73	7	making	make	VERB
easat-8563	73	8	and	and	CCONJ
easat-8563	73	9	risk	risk	NOUN
easat-8563	73	10	assessment	assessment	NOUN
easat-8563	73	11	.	.	PUNCT
easat-8563	74	1	credit	credit	NOUN
easat-8563	74	2	card	card	NOUN
easat-8563	74	3	usage	usage	NOUN
easat-8563	74	4	has	have	AUX
easat-8563	74	5	expanded	expand	VERB
easat-8563	74	6	due	due	ADP
easat-8563	74	7	to	to	ADP
easat-8563	74	8	technological	technological	ADJ
easat-8563	74	9	improvements	improvement	NOUN
easat-8563	74	10	and	and	CCONJ
easat-8563	74	11	e	e	NOUN
easat-8563	74	12	-	-	NOUN
easat-8563	74	13	commerce	commerce	NOUN
easat-8563	74	14	,	,	PUNCT
easat-8563	74	15	resulting	result	VERB
easat-8563	74	16	in	in	ADP
easat-8563	74	17	higher	high	ADJ
easat-8563	74	18	financial	financial	ADJ
easat-8563	74	19	transaction	transaction	NOUN
easat-8563	74	20	volume	volume	NOUN
easat-8563	74	21	.	.	PUNCT
easat-8563	75	1	detecting	detect	VERB
easat-8563	75	2	fraudulent	fraudulent	ADJ
easat-8563	75	3	activity	activity	NOUN
easat-8563	75	4	was	be	AUX
easat-8563	75	5	critical	critical	ADJ
easat-8563	75	6	in	in	ADP
easat-8563	75	7	hashemi	hashemi	NOUN
easat-8563	75	8	,	,	PUNCT
easat-8563	75	9	et	et	PROPN
easat-8563	75	10	al	al	PROPN
easat-8563	75	11	.	.	PUNCT
easat-8563	76	1	[	[	X
easat-8563	76	2	21	21	NUM
easat-8563	76	3	]	]	PUNCT
easat-8563	76	4	and	and	CCONJ
easat-8563	76	5	it	it	PRON
easat-8563	76	6	investigated	investigate	VERB
easat-8563	76	7	class	class	NOUN
easat-8563	76	8	weight	weight	NOUN
easat-8563	76	9	-	-	PUNCT
easat-8563	76	10	tuning	tune	VERB
easat-8563	76	11	hyperparameters	hyperparameter	NOUN
easat-8563	76	12	for	for	ADP
easat-8563	76	13	controlling	control	VERB
easat-8563	76	14	both	both	CCONJ
easat-8563	76	15	fraudulent	fraudulent	ADJ
easat-8563	76	16	and	and	CCONJ
easat-8563	76	17	valid	valid	ADJ
easat-8563	76	18	transactions	transaction	NOUN
easat-8563	76	19	.	.	PUNCT
easat-8563	77	1	bayesian	bayesian	NOUN
easat-8563	77	2	optimization	optimization	NOUN
easat-8563	77	3	was	be	AUX
easat-8563	77	4	used	use	VERB
easat-8563	77	5	to	to	PART
easat-8563	77	6	improve	improve	VERB
easat-8563	77	7	hyperparameters	hyperparameter	NOUN
easat-8563	77	8	while	while	SCONJ
easat-8563	77	9	maintaining	maintain	VERB
easat-8563	77	10	imbalanced	imbalanced	ADJ
easat-8563	77	11	data	datum	NOUN
easat-8563	77	12	.	.	PUNCT
easat-8563	78	1	deep	deep	ADJ
easat-8563	78	2	learning	learn	VERB
easat-8563	78	3	fine	fine	ADV
easat-8563	78	4	-	-	PUNCT
easat-8563	78	5	tuning	tuning	NOUN
easat-8563	78	6	was	be	AUX
easat-8563	78	7	employed	employ	VERB
easat-8563	78	8	to	to	PART
easat-8563	78	9	adjust	adjust	VERB
easat-8563	78	10	the	the	DET
easat-8563	78	11	hyperparameters	hyperparameter	NOUN
easat-8563	78	12	.	.	PUNCT
easat-8563	79	1	an	an	DET
easat-8563	79	2	ml	ml	NOUN
easat-8563	79	3	strategy	strategy	NOUN
easat-8563	79	4	for	for	ADP
easat-8563	79	5	detecting	detect	VERB
easat-8563	79	6	and	and	CCONJ
easat-8563	79	7	forecasting	forecast	VERB
easat-8563	79	8	financial	financial	ADJ
easat-8563	79	9	fraud	fraud	NOUN
easat-8563	79	10	in	in	ADP
easat-8563	79	11	publicly	publicly	ADV
easat-8563	79	12	traded	trade	VERB
easat-8563	79	13	organizations	organization	NOUN
easat-8563	79	14	was	be	AUX
easat-8563	79	15	suggested	suggest	VERB
easat-8563	79	16	in	in	ADP
easat-8563	79	17	[	[	X
easat-8563	79	18	22	22	NUM
easat-8563	79	19	]	]	PUNCT
easat-8563	79	20	.	.	PUNCT
easat-8563	80	1	the	the	DET
easat-8563	80	2	analysis	analysis	NOUN
easat-8563	80	3	gathered	gather	VERB
easat-8563	80	4	18,060	18,060	NUM
easat-8563	80	5	transactions	transaction	NOUN
easat-8563	80	6	and	and	CCONJ
easat-8563	80	7	363	363	NUM
easat-8563	80	8	financial	financial	ADJ
easat-8563	80	9	indicators	indicator	NOUN
easat-8563	80	10	,	,	PUNCT
easat-8563	80	11	discarding	discard	VERB
easat-8563	80	12	9	9	NUM
easat-8563	80	13	unrelated	unrelated	ADJ
easat-8563	80	14	ones	one	NOUN
easat-8563	80	15	and	and	CCONJ
easat-8563	80	16	retaining	retain	VERB
easat-8563	80	17	13	13	NUM
easat-8563	80	18	important	important	ADJ
easat-8563	80	19	ones	one	NOUN
easat-8563	80	20	.	.	PUNCT
easat-8563	81	1	five	five	NUM
easat-8563	81	2	single	single	ADJ
easat-8563	81	3	classification	classification	NOUN
easat-8563	81	4	and	and	CCONJ
easat-8563	81	5	three	three	NUM
easat-8563	81	6	combination	combination	NOUN
easat-8563	81	7	models	model	NOUN
easat-8563	81	8	were	be	AUX
easat-8563	81	9	created	create	VERB
easat-8563	81	10	,	,	PUNCT
easat-8563	81	11	with	with	ADP
easat-8563	81	12	the	the	DET
easat-8563	81	13	best	good	ADJ
easat-8563	81	14	single	single	ADJ
easat-8563	81	15	model	model	NOUN
easat-8563	81	16	obtaining	obtain	VERB
easat-8563	81	17	better	well	ADJ
easat-8563	81	18	accuracy	accuracy	NOUN
easat-8563	81	19	.	.	PUNCT
easat-8563	82	1	the	the	DET
easat-8563	82	2	ensemble	ensemble	ADJ
easat-8563	82	3	model	model	NOUN
easat-8563	82	4	outperformed	outperform	VERB
easat-8563	82	5	,	,	PUNCT
easat-8563	82	6	suggesting	suggest	VERB
easat-8563	82	7	its	its	PRON
easat-8563	82	8	efficacy	efficacy	NOUN
easat-8563	82	9	in	in	ADP
easat-8563	82	10	identifying	identify	VERB
easat-8563	82	11	fraudulent	fraudulent	ADJ
easat-8563	82	12	behavior	behavior	NOUN
easat-8563	82	13	.	.	PUNCT
easat-8563	83	1	data	datum	NOUN
easat-8563	83	2	mining	mining	NOUN
easat-8563	83	3	and	and	CCONJ
easat-8563	83	4	ml	ml	NOUN
easat-8563	83	5	technologies	technology	NOUN
easat-8563	83	6	to	to	PART
easat-8563	83	7	enhance	enhance	VERB
easat-8563	83	8	trade	trade	NOUN
easat-8563	83	9	finance	finance	NOUN
easat-8563	83	10	firms	firm	NOUN
easat-8563	83	11	'	'	PART
easat-8563	83	12	ability	ability	NOUN
easat-8563	83	13	to	to	PART
easat-8563	83	14	deal	deal	VERB
easat-8563	83	15	with	with	ADP
easat-8563	83	16	excessive	excessive	ADJ
easat-8563	83	17	financialization	financialization	NOUN
easat-8563	83	18	were	be	AUX
easat-8563	83	19	employed	employ	VERB
easat-8563	83	20	in	in	ADP
easat-8563	83	21	[	[	X
easat-8563	83	22	23	23	NUM
easat-8563	83	23	]	]	PUNCT
easat-8563	83	24	.	.	PUNCT
easat-8563	84	1	a	a	DET
easat-8563	84	2	risk	risk	NOUN
easat-8563	84	3	assessment	assessment	NOUN
easat-8563	84	4	model	model	NOUN
easat-8563	84	5	was	be	AUX
easat-8563	84	6	developed	develop	VERB
easat-8563	84	7	using	use	VERB
easat-8563	84	8	genetic	genetic	ADJ
easat-8563	84	9	algorithms	algorithm	NOUN
easat-8563	84	10	,	,	PUNCT
easat-8563	84	11	neural	neural	ADJ
easat-8563	84	12	networks	network	NOUN
easat-8563	84	13	,	,	PUNCT
easat-8563	84	14	and	and	CCONJ
easat-8563	84	15	pca	pca	NOUN
easat-8563	84	16	techniques	technique	NOUN
easat-8563	84	17	.	.	PUNCT
easat-8563	85	1	the	the	DET
easat-8563	85	2	model	model	NOUN
easat-8563	85	3	's	's	PART
easat-8563	85	4	performance	performance	NOUN
easat-8563	85	5	was	be	AUX
easat-8563	85	6	evaluated	evaluate	VERB
easat-8563	85	7	using	use	VERB
easat-8563	85	8	particular	particular	ADJ
easat-8563	85	9	scenarios	scenario	NOUN
easat-8563	85	10	,	,	PUNCT
easat-8563	85	11	demonstrating	demonstrate	VERB
easat-8563	85	12	that	that	SCONJ
easat-8563	85	13	,	,	PUNCT
easat-8563	85	14	while	while	SCONJ
easat-8563	85	15	most	most	ADJ
easat-8563	85	16	businesses	business	NOUN
easat-8563	85	17	do	do	AUX
easat-8563	85	18	not	not	PART
easat-8563	85	19	face	face	VERB
easat-8563	85	20	increased	increase	VERB
easat-8563	85	21	financial	financial	ADJ
easat-8563	85	22	risk	risk	NOUN
easat-8563	85	23	,	,	PUNCT
easat-8563	85	24	assets	asset	NOUN
easat-8563	85	25	were	be	AUX
easat-8563	85	26	increasingly	increasingly	ADV
easat-8563	85	27	financialized	financialize	VERB
easat-8563	85	28	.	.	PUNCT
easat-8563	86	1	the	the	DET
easat-8563	86	2	model	model	NOUN
easat-8563	86	3	's	's	PART
easat-8563	86	4	accuracy	accuracy	NOUN
easat-8563	86	5	rate	rate	NOUN
easat-8563	86	6	exceeds	exceed	VERB
easat-8563	86	7	91	91	NUM
easat-8563	86	8	%	%	NOUN
easat-8563	86	9	,	,	PUNCT
easat-8563	86	10	with	with	ADP
easat-8563	86	11	80	80	NUM
easat-8563	86	12	%	%	NOUN
easat-8563	86	13	achieved	achieve	VERB
easat-8563	86	14	even	even	ADV
easat-8563	86	15	with	with	ADP
easat-8563	86	16	small	small	ADJ
easat-8563	86	17	sample	sample	NOUN
easat-8563	86	18	sizes	size	NOUN
easat-8563	86	19	.	.	PUNCT
easat-8563	87	1	2.1	2.1	NUM
easat-8563	87	2	.	.	PUNCT
easat-8563	88	1	problem	problem	NOUN
easat-8563	88	2	statement	statement	NOUN
easat-8563	88	3	traditional	traditional	ADJ
easat-8563	88	4	financial	financial	ADJ
easat-8563	88	5	forecasting	forecasting	NOUN
easat-8563	88	6	models	model	NOUN
easat-8563	88	7	have	have	VERB
easat-8563	88	8	significant	significant	ADJ
easat-8563	88	9	limitations	limitation	NOUN
easat-8563	88	10	.	.	PUNCT
easat-8563	89	1	machine	machine	NOUN
easat-8563	89	2	learning	learning	NOUN
easat-8563	89	3	in	in	ADP
easat-8563	89	4	chen	chen	PROPN
easat-8563	89	5	,	,	PUNCT
easat-8563	89	6	et	et	PROPN
easat-8563	89	7	al	al	PROPN
easat-8563	89	8	.	.	PUNCT
easat-8563	90	1	[	[	X
easat-8563	90	2	13	13	NUM
easat-8563	90	3	]	]	PUNCT
easat-8563	90	4	successfully	successfully	ADV
easat-8563	90	5	predicts	predict	VERB
easat-8563	90	6	profits	profit	NOUN
easat-8563	90	7	but	but	CCONJ
easat-8563	90	8	does	do	AUX
easat-8563	90	9	not	not	PART
easat-8563	90	10	account	account	VERB
easat-8563	90	11	for	for	ADP
easat-8563	90	12	the	the	DET
easat-8563	90	13	intricate	intricate	ADJ
easat-8563	90	14	nonlinear	nonlinear	ADJ
easat-8563	90	15	relationships	relationship	NOUN
easat-8563	90	16	among	among	ADP
easat-8563	90	17	financial	financial	ADJ
easat-8563	90	18	factors	factor	NOUN
easat-8563	90	19	.	.	PUNCT
easat-8563	91	1	it	it	PRON
easat-8563	91	2	also	also	ADV
easat-8563	91	3	does	do	AUX
easat-8563	91	4	not	not	PART
easat-8563	91	5	have	have	VERB
easat-8563	91	6	provisions	provision	NOUN
easat-8563	91	7	for	for	ADP
easat-8563	91	8	modeling	model	VERB
easat-8563	91	9	temporal	temporal	ADJ
easat-8563	91	10	dependencies	dependency	NOUN
easat-8563	91	11	,	,	PUNCT
easat-8563	91	12	which	which	PRON
easat-8563	91	13	are	be	AUX
easat-8563	91	14	essential	essential	ADJ
easat-8563	91	15	for	for	ADP
easat-8563	91	16	discovering	discover	VERB
easat-8563	91	17	changing	change	VERB
easat-8563	91	18	financial	financial	ADJ
easat-8563	91	19	trends	trend	NOUN
easat-8563	91	20	.	.	PUNCT
easat-8563	92	1	the	the	DET
easat-8563	92	2	model	model	NOUN
easat-8563	92	3	in	in	ADP
easat-8563	92	4	wang	wang	PROPN
easat-8563	92	5	[	[	X
easat-8563	92	6	15	15	NUM
easat-8563	92	7	]	]	X
easat-8563	92	8	is	be	AUX
easat-8563	92	9	based	base	VERB
easat-8563	92	10	on	on	ADP
easat-8563	92	11	sigmoid	sigmoid	NOUN
easat-8563	92	12	deep	deep	ADJ
easat-8563	92	13	learning	learning	NOUN
easat-8563	92	14	but	but	CCONJ
easat-8563	92	15	is	be	AUX
easat-8563	92	16	incapable	incapable	ADJ
easat-8563	92	17	of	of	ADP
easat-8563	92	18	learning	learn	VERB
easat-8563	92	19	long	long	ADJ
easat-8563	92	20	-	-	PUNCT
easat-8563	92	21	term	term	NOUN
easat-8563	92	22	dependencies	dependency	NOUN
easat-8563	92	23	in	in	ADP
easat-8563	92	24	sequential	sequential	ADJ
easat-8563	92	25	data	datum	NOUN
easat-8563	92	26	.	.	PUNCT
easat-8563	93	1	it	it	PRON
easat-8563	93	2	constrains	constrain	VERB
easat-8563	93	3	its	its	PRON
easat-8563	93	4	capacity	capacity	NOUN
easat-8563	93	5	to	to	PART
easat-8563	93	6	cope	cope	VERB
easat-8563	93	7	with	with	ADP
easat-8563	93	8	dynamic	dynamic	ADJ
easat-8563	93	9	and	and	CCONJ
easat-8563	93	10	volatile	volatile	ADJ
easat-8563	93	11	stock	stock	NOUN
easat-8563	93	12	market	market	NOUN
easat-8563	93	13	activities	activity	NOUN
easat-8563	93	14	.	.	PUNCT
easat-8563	94	1	fraud	fraud	NOUN
easat-8563	94	2	detection	detection	NOUN
easat-8563	94	3	models	model	NOUN
easat-8563	94	4	in	in	ADP
easat-8563	94	5	zhao	zhao	PROPN
easat-8563	94	6	and	and	CCONJ
easat-8563	94	7	bai	bai	PROPN
easat-8563	95	1	[	[	X
easat-8563	95	2	22	22	NUM
easat-8563	95	3	]	]	PUNCT
easat-8563	95	4	are	be	AUX
easat-8563	95	5	highly	highly	ADV
easat-8563	95	6	accurate	accurate	ADJ
easat-8563	95	7	but	but	CCONJ
easat-8563	95	8	mostly	mostly	ADV
easat-8563	95	9	static	static	ADJ
easat-8563	95	10	,	,	PUNCT
easat-8563	95	11	ignoring	ignore	VERB
easat-8563	95	12	the	the	DET
easat-8563	95	13	time	time	NOUN
easat-8563	95	14	-	-	PUNCT
easat-8563	95	15	evolving	evolve	VERB
easat-8563	95	16	aspects	aspect	NOUN
easat-8563	95	17	of	of	ADP
easat-8563	95	18	fraudulent	fraudulent	ADJ
easat-8563	95	19	behavior	behavior	NOUN
easat-8563	95	20	.	.	PUNCT
easat-8563	96	1	the	the	DET
easat-8563	96	2	proposed	propose	VERB
easat-8563	96	3	drsvm	drsvm	NOUN
easat-8563	96	4	-	-	PUNCT
easat-8563	96	5	rf	rf	ADJ
easat-8563	96	6	addresses	address	NOUN
easat-8563	96	7	these	these	DET
easat-8563	96	8	challenges	challenge	NOUN
easat-8563	96	9	by	by	ADP
easat-8563	96	10	combining	combine	VERB
easat-8563	96	11	dynamic	dynamic	ADJ
easat-8563	96	12	regularization	regularization	NOUN
easat-8563	96	13	,	,	PUNCT
easat-8563	96	14	robust	robust	ADJ
easat-8563	96	15	feature	feature	NOUN
easat-8563	96	16	selection	selection	NOUN
easat-8563	96	17	,	,	PUNCT
easat-8563	96	18	and	and	CCONJ
easat-8563	96	19	temporal	temporal	ADJ
easat-8563	96	20	learning	learning	NOUN
easat-8563	96	21	for	for	ADP
easat-8563	96	22	enhanced	enhanced	ADJ
easat-8563	96	23	predictive	predictive	ADJ
easat-8563	96	24	performance	performance	NOUN
easat-8563	96	25	.	.	PUNCT
easat-8563	97	1	3	3	X
easat-8563	97	2	.	.	X
easat-8563	97	3	methodology	methodology	NOUN
easat-8563	97	4	financial	financial	ADJ
easat-8563	97	5	analysis	analysis	NOUN
easat-8563	97	6	involves	involve	VERB
easat-8563	97	7	scrutinizing	scrutinize	VERB
easat-8563	97	8	the	the	DET
easat-8563	97	9	financial	financial	ADJ
easat-8563	97	10	health	health	NOUN
easat-8563	97	11	and	and	CCONJ
easat-8563	97	12	performance	performance	NOUN
easat-8563	97	13	of	of	ADP
easat-8563	97	14	a	a	DET
easat-8563	97	15	firm	firm	NOUN
easat-8563	97	16	by	by	ADP
easat-8563	97	17	examining	examine	VERB
easat-8563	97	18	the	the	DET
easat-8563	97	19	financial	financial	ADJ
easat-8563	97	20	documents	document	NOUN
easat-8563	97	21	and	and	CCONJ
easat-8563	97	22	stock	stock	NOUN
easat-8563	97	23	market	market	NOUN
easat-8563	97	24	records	record	NOUN
easat-8563	97	25	.	.	PUNCT
easat-8563	98	1	the	the	DET
easat-8563	98	2	dataset	dataset	NOUN
easat-8563	98	3	integrates	integrate	NOUN
easat-8563	98	4	past	past	ADP
easat-8563	98	5	financial	financial	ADJ
easat-8563	98	6	reports	report	NOUN
easat-8563	98	7	and	and	CCONJ
easat-8563	98	8	stock	stock	NOUN
easat-8563	98	9	market	market	NOUN
easat-8563	98	10	data	datum	NOUN
easat-8563	98	11	to	to	PART
easat-8563	98	12	guarantee	guarantee	VERB
easat-8563	98	13	robust	robust	ADJ
easat-8563	98	14	model	model	NOUN
easat-8563	98	15	calibration	calibration	NOUN
easat-8563	98	16	in	in	ADP
easat-8563	98	17	different	different	ADJ
easat-8563	98	18	market	market	NOUN
easat-8563	98	19	scenarios	scenario	NOUN
easat-8563	98	20	.	.	PUNCT
easat-8563	99	1	data	datum	NOUN
easat-8563	99	2	preprocessing	preprocessing	NOUN
easat-8563	99	3	involved	involve	VERB
easat-8563	99	4	min	min	ADJ
easat-8563	99	5	-	-	ADJ
easat-8563	99	6	max	max	PROPN
easat-8563	99	7	normalization	normalization	NOUN
easat-8563	99	8	to	to	PART
easat-8563	99	9	normalize	normalize	VERB
easat-8563	99	10	variables	variable	NOUN
easat-8563	99	11	evenly	evenly	ADV
easat-8563	99	12	,	,	PUNCT
easat-8563	99	13	and	and	CCONJ
easat-8563	99	14	this	this	PRON
easat-8563	99	15	led	lead	VERB
easat-8563	99	16	to	to	ADP
easat-8563	99	17	improved	improved	ADJ
easat-8563	99	18	algorithms	algorithm	NOUN
easat-8563	99	19	and	and	CCONJ
easat-8563	99	20	faster	fast	ADJ
easat-8563	99	21	convergence	convergence	NOUN
easat-8563	99	22	.	.	PUNCT
easat-8563	100	1	feature	feature	NOUN
easat-8563	100	2	extraction	extraction	NOUN
easat-8563	100	3	using	use	VERB
easat-8563	100	4	pca	pca	PROPN
easat-8563	100	5	is	be	AUX
easat-8563	100	6	performed	perform	VERB
easat-8563	100	7	to	to	PART
easat-8563	100	8	acquire	acquire	VERB
easat-8563	100	9	lower	low	ADJ
easat-8563	100	10	dimensions	dimension	NOUN
easat-8563	100	11	and	and	CCONJ
easat-8563	100	12	identify	identify	VERB
easat-8563	100	13	important	important	ADJ
easat-8563	100	14	predictors	predictor	NOUN
easat-8563	100	15	like	like	ADP
easat-8563	100	16	free	free	ADJ
easat-8563	100	17	cash	cash	NOUN
easat-8563	100	18	flow	flow	NOUN
easat-8563	100	19	and	and	CCONJ
easat-8563	100	20	firm	firm	ADJ
easat-8563	100	21	-	-	PUNCT
easat-8563	100	22	specific	specific	ADJ
easat-8563	100	23	variables	variable	NOUN
easat-8563	100	24	.	.	PUNCT
easat-8563	101	1	the	the	DET
easat-8563	101	2	proposed	propose	VERB
easat-8563	101	3	drsvm	drsvm	NOUN
easat-8563	101	4	-	-	PUNCT
easat-8563	101	5	rf	rf	ADJ
easat-8563	101	6	method	method	NOUN
easat-8563	101	7	combines	combine	VERB
easat-8563	101	8	nonlinear	nonlinear	ADJ
easat-8563	101	9	classification	classification	NOUN
easat-8563	101	10	and	and	CCONJ
easat-8563	101	11	ensemble	ensemble	ADJ
easat-8563	101	12	learning	learning	NOUN
easat-8563	101	13	,	,	PUNCT
easat-8563	101	14	which	which	PRON
easat-8563	101	15	improves	improve	VERB
easat-8563	101	16	241	241	NUM
easat-8563	101	17	edelweiss	edelweiss	PROPN
easat-8563	101	18	applied	apply	VERB
easat-8563	101	19	science	science	NOUN
easat-8563	101	20	and	and	CCONJ
easat-8563	101	21	technology	technology	NOUN
easat-8563	101	22	issn	issn	PROPN
easat-8563	101	23	:	:	PUNCT
easat-8563	101	24	2576	2576	NUM
easat-8563	101	25	-	-	SYM
easat-8563	101	26	8484	8484	NUM
easat-8563	101	27	vol	vol	NOUN
easat-8563	101	28	.	.	PROPN
easat-8563	102	1	9	9	NUM
easat-8563	102	2	,	,	PUNCT
easat-8563	102	3	no	no	INTJ
easat-8563	102	4	.	.	NOUN
easat-8563	103	1	7	7	NUM
easat-8563	103	2	:	:	SYM
easat-8563	103	3	238	238	NUM
easat-8563	103	4	-	-	SYM
easat-8563	103	5	259	259	NUM
easat-8563	103	6	,	,	PUNCT
easat-8563	103	7	2025	2025	NUM
easat-8563	103	8	doi	doi	NOUN
easat-8563	103	9	:	:	PUNCT
easat-8563	103	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	103	11	©	©	PROPN
easat-8563	103	12	2025	2025	NUM
easat-8563	103	13	by	by	ADP
easat-8563	103	14	the	the	DET
easat-8563	103	15	author	author	NOUN
easat-8563	103	16	;	;	PUNCT
easat-8563	103	17	licensee	licensee	PROPN
easat-8563	103	18	learning	learn	VERB
easat-8563	103	19	gate	gate	NOUN
easat-8563	103	20	forecasting	forecasting	NOUN
easat-8563	103	21	performance	performance	NOUN
easat-8563	103	22	and	and	CCONJ
easat-8563	103	23	detects	detect	NOUN
easat-8563	103	24	market	market	NOUN
easat-8563	103	25	anomalies	anomaly	NOUN
easat-8563	103	26	following	follow	VERB
easat-8563	103	27	earnings	earning	NOUN
easat-8563	103	28	announcements	announcement	NOUN
easat-8563	103	29	.	.	PUNCT
easat-8563	104	1	figure	figure	NOUN
easat-8563	104	2	1	1	NUM
easat-8563	104	3	shows	show	VERB
easat-8563	104	4	the	the	DET
easat-8563	104	5	overall	overall	ADJ
easat-8563	104	6	suggested	suggest	VERB
easat-8563	104	7	flow	flow	NOUN
easat-8563	104	8	for	for	ADP
easat-8563	104	9	financial	financial	ADJ
easat-8563	104	10	statement	statement	NOUN
easat-8563	104	11	analysis	analysis	NOUN
easat-8563	104	12	.	.	PUNCT
easat-8563	105	1	figure	figure	NOUN
easat-8563	105	2	1	1	NUM
easat-8563	105	3	.	.	PUNCT
easat-8563	106	1	overall	overall	ADJ
easat-8563	106	2	proposed	propose	VERB
easat-8563	106	3	flow	flow	NOUN
easat-8563	106	4	for	for	ADP
easat-8563	106	5	financial	financial	ADJ
easat-8563	106	6	statement	statement	NOUN
easat-8563	106	7	analysis	analysis	NOUN
easat-8563	106	8	.	.	PUNCT
easat-8563	107	1	3.1	3.1	NUM
easat-8563	107	2	.	.	PUNCT
easat-8563	107	3	dataset	dataset	VERB
easat-8563	107	4	the	the	DET
easat-8563	107	5	bigdata	bigdata	NOUN
easat-8563	107	6	-	-	PUNCT
easat-8563	107	7	finstock	finstock	NOUN
easat-8563	107	8	dataset	dataset	NOUN
easat-8563	107	9	is	be	AUX
easat-8563	107	10	designed	design	VERB
easat-8563	107	11	to	to	PART
easat-8563	107	12	allow	allow	VERB
easat-8563	107	13	for	for	ADP
easat-8563	107	14	the	the	DET
easat-8563	107	15	evaluation	evaluation	NOUN
easat-8563	107	16	of	of	ADP
easat-8563	107	17	traditional	traditional	ADJ
easat-8563	107	18	financial	financial	ADJ
easat-8563	107	19	statement	statement	NOUN
easat-8563	107	20	measures	measure	NOUN
easat-8563	107	21	and	and	CCONJ
easat-8563	107	22	contemporary	contemporary	ADJ
easat-8563	107	23	methodologies	methodology	NOUN
easat-8563	107	24	for	for	ADP
easat-8563	107	25	forecasting	forecast	VERB
easat-8563	107	26	stock	stock	NOUN
easat-8563	107	27	market	market	NOUN
easat-8563	107	28	movements	movement	NOUN
easat-8563	107	29	after	after	ADP
easat-8563	107	30	earnings	earning	NOUN
easat-8563	107	31	releases	release	NOUN
easat-8563	107	32	.	.	PUNCT
easat-8563	108	1	it	it	PRON
easat-8563	108	2	integrates	integrate	VERB
easat-8563	108	3	comprehensive	comprehensive	ADJ
easat-8563	108	4	data	datum	NOUN
easat-8563	108	5	points	point	NOUN
easat-8563	108	6	such	such	ADJ
easat-8563	108	7	as	as	ADP
easat-8563	108	8	financial	financial	ADJ
easat-8563	108	9	ratios	ratio	NOUN
easat-8563	108	10	(	(	PUNCT
easat-8563	108	11	e.g.	e.g.	ADV
easat-8563	108	12	,	,	PUNCT
easat-8563	108	13	return	return	VERB
easat-8563	108	14	on	on	ADP
easat-8563	108	15	assets	asset	NOUN
easat-8563	108	16	,	,	PUNCT
easat-8563	108	17	debt	debt	NOUN
easat-8563	108	18	to	to	ADP
easat-8563	108	19	equity	equity	NOUN
easat-8563	108	20	,	,	PUNCT
easat-8563	108	21	earnings	earning	NOUN
easat-8563	108	22	per	per	ADP
easat-8563	108	23	share	share	NOUN
easat-8563	108	24	(	(	PUNCT
easat-8563	108	25	eps	eps	PROPN
easat-8563	108	26	)	)	PUNCT
easat-8563	108	27	)	)	PUNCT
easat-8563	108	28	,	,	PUNCT
easat-8563	108	29	market	market	NOUN
easat-8563	108	30	indicators	indicator	NOUN
easat-8563	108	31	(	(	PUNCT
easat-8563	108	32	e.g.	e.g.	ADV
easat-8563	108	33	,	,	PUNCT
easat-8563	108	34	stock	stock	NOUN
easat-8563	108	35	prices	price	NOUN
easat-8563	108	36	around	around	ADP
easat-8563	108	37	announcements	announcement	NOUN
easat-8563	108	38	,	,	PUNCT
easat-8563	108	39	volatility	volatility	NOUN
easat-8563	108	40	)	)	PUNCT
easat-8563	108	41	,	,	PUNCT
easat-8563	108	42	and	and	CCONJ
easat-8563	108	43	firm	firm	ADJ
easat-8563	108	44	-	-	PUNCT
easat-8563	108	45	specific	specific	ADJ
easat-8563	108	46	characteristics	characteristic	NOUN
easat-8563	108	47	.	.	PUNCT
easat-8563	109	1	it	it	PRON
easat-8563	109	2	also	also	ADV
easat-8563	109	3	includes	include	VERB
easat-8563	109	4	derived	derived	ADJ
easat-8563	109	5	measures	measure	NOUN
easat-8563	109	6	such	such	ADJ
easat-8563	109	7	as	as	ADP
easat-8563	109	8	anomalous	anomalous	ADJ
easat-8563	109	9	return	return	NOUN
easat-8563	109	10	and	and	CCONJ
easat-8563	109	11	a	a	DET
easat-8563	109	12	categorical	categorical	ADJ
easat-8563	109	13	stock	stock	NOUN
easat-8563	109	14	movement	movement	NOUN
easat-8563	109	15	label	label	NOUN
easat-8563	109	16	,	,	PUNCT
easat-8563	109	17	making	make	VERB
easat-8563	109	18	it	it	PRON
easat-8563	109	19	ideal	ideal	ADJ
easat-8563	109	20	for	for	ADP
easat-8563	109	21	financial	financial	ADJ
easat-8563	109	22	modeling	modeling	NOUN
easat-8563	109	23	,	,	PUNCT
easat-8563	109	24	predictive	predictive	ADJ
easat-8563	109	25	analytics	analytic	NOUN
easat-8563	109	26	,	,	PUNCT
easat-8563	109	27	and	and	CCONJ
easat-8563	109	28	big	big	ADJ
easat-8563	109	29	data	data	NOUN
easat-8563	109	30	-	-	PUNCT
easat-8563	109	31	driven	drive	VERB
easat-8563	109	32	investing	investing	NOUN
easat-8563	109	33	strategies	strategy	NOUN
easat-8563	109	34	.	.	PUNCT
easat-8563	110	1	source	source	NOUN
easat-8563	110	2	:	:	PUNCT
easat-8563	110	3	https://www.kaggle.com/datasets/ziya07/bigdata-finstock/data	https://www.kaggle.com/datasets/ziya07/bigdata-finstock/data	VERB
easat-8563	110	4	3.2	3.2	NUM
easat-8563	110	5	.	.	PUNCT
easat-8563	111	1	data	datum	NOUN
easat-8563	111	2	exploration	exploration	VERB
easat-8563	111	3	the	the	DET
easat-8563	111	4	correlations	correlation	NOUN
easat-8563	111	5	between	between	ADP
easat-8563	111	6	return	return	NOUN
easat-8563	111	7	on	on	ADP
easat-8563	111	8	assets	asset	NOUN
easat-8563	111	9	(	(	PUNCT
easat-8563	111	10	roa	roa	NOUN
easat-8563	111	11	)	)	PUNCT
easat-8563	111	12	,	,	PUNCT
easat-8563	111	13	net	net	ADJ
easat-8563	111	14	profit	profit	NOUN
easat-8563	111	15	margin	margin	NOUN
easat-8563	111	16	(	(	PUNCT
easat-8563	111	17	npm	npm	PROPN
easat-8563	111	18	)	)	PUNCT
easat-8563	111	19	,	,	PUNCT
easat-8563	111	20	and	and	CCONJ
easat-8563	111	21	return	return	VERB
easat-8563	111	22	on	on	ADP
easat-8563	111	23	equity	equity	NOUN
easat-8563	111	24	(	(	PUNCT
easat-8563	111	25	roe	roe	PROPN
easat-8563	111	26	)	)	PUNCT
easat-8563	111	27	as	as	SCONJ
easat-8563	111	28	shown	show	VERB
easat-8563	111	29	by	by	ADP
easat-8563	111	30	stock	stock	NOUN
easat-8563	111	31	movement	movement	NOUN
easat-8563	111	32	(	(	PUNCT
easat-8563	111	33	-1	-1	ADV
easat-8563	111	34	:	:	PUNCT
easat-8563	111	35	decrease	decrease	NOUN
easat-8563	111	36	,	,	PUNCT
easat-8563	111	37	0	0	NUM
easat-8563	111	38	:	:	PUNCT
easat-8563	111	39	neutral	neutral	ADJ
easat-8563	111	40	,	,	PUNCT
easat-8563	111	41	1	1	NUM
easat-8563	111	42	:	:	PUNCT
easat-8563	111	43	rise	rise	NOUN
easat-8563	111	44	)	)	PUNCT
easat-8563	111	45	are	be	AUX
easat-8563	111	46	shown	show	VERB
easat-8563	111	47	in	in	ADP
easat-8563	111	48	figure	figure	NOUN
easat-8563	111	49	2	2	NUM
easat-8563	111	50	.	.	PUNCT
easat-8563	112	1	the	the	DET
easat-8563	112	2	kde	kde	NOUN
easat-8563	112	3	plots	plot	VERB
easat-8563	112	4	along	along	ADP
easat-8563	112	5	the	the	DET
easat-8563	112	6	diagonal	diagonal	ADJ
easat-8563	112	7	illustrate	illustrate	NOUN
easat-8563	112	8	that	that	SCONJ
easat-8563	112	9	most	most	ADJ
easat-8563	112	10	businesses	business	NOUN
easat-8563	112	11	have	have	VERB
easat-8563	112	12	favorable	favorable	ADJ
easat-8563	112	13	profitability	profitability	NOUN
easat-8563	112	14	indicators	indicator	NOUN
easat-8563	112	15	.	.	PUNCT
easat-8563	113	1	however	however	ADV
easat-8563	113	2	,	,	PUNCT
easat-8563	113	3	the	the	DET
easat-8563	113	4	overlap	overlap	NOUN
easat-8563	113	5	across	across	ADP
easat-8563	113	6	multiple	multiple	ADJ
easat-8563	113	7	stock	stock	NOUN
easat-8563	113	8	movement	movement	NOUN
easat-8563	113	9	categories	category	NOUN
easat-8563	113	10	shows	show	VERB
easat-8563	113	11	that	that	SCONJ
easat-8563	113	12	these	these	DET
easat-8563	113	13	measurements	measurement	NOUN
easat-8563	113	14	alone	alone	ADV
easat-8563	113	15	lack	lack	VERB
easat-8563	113	16	a	a	DET
easat-8563	113	17	significant	significant	ADJ
easat-8563	113	18	impact	impact	NOUN
easat-8563	113	19	on	on	ADP
easat-8563	113	20	short	short	ADJ
easat-8563	113	21	-	-	PUNCT
easat-8563	113	22	term	term	NOUN
easat-8563	113	23	stock	stock	NOUN
easat-8563	113	24	success	success	NOUN
easat-8563	113	25	.	.	PUNCT
easat-8563	114	1	the	the	DET
easat-8563	114	2	scatter	scatter	NOUN
easat-8563	114	3	plots	plot	NOUN
easat-8563	114	4	show	show	VERB
easat-8563	114	5	modest	modest	ADJ
easat-8563	114	6	correlations	correlation	NOUN
easat-8563	114	7	between	between	ADP
easat-8563	114	8	the	the	DET
easat-8563	114	9	variables	variable	NOUN
easat-8563	114	10	,	,	PUNCT
easat-8563	114	11	indicating	indicate	VERB
easat-8563	114	12	minimal	minimal	ADJ
easat-8563	114	13	dependency	dependency	NOUN
easat-8563	114	14	.	.	PUNCT
easat-8563	115	1	overall	overall	ADV
easat-8563	115	2	,	,	PUNCT
easat-8563	115	3	while	while	SCONJ
easat-8563	115	4	roa	roa	PROPN
easat-8563	115	5	,	,	PUNCT
easat-8563	115	6	roe	roe	NOUN
easat-8563	115	7	,	,	PUNCT
easat-8563	115	8	and	and	CCONJ
easat-8563	115	9	net	net	ADJ
easat-8563	115	10	profit	profit	NOUN
easat-8563	115	11	margin	margin	NOUN
easat-8563	115	12	are	be	AUX
easat-8563	115	13	important	important	ADJ
easat-8563	115	14	indications	indication	NOUN
easat-8563	115	15	of	of	ADP
easat-8563	115	16	financial	financial	ADJ
easat-8563	115	17	health	health	NOUN
easat-8563	115	18	,	,	PUNCT
easat-8563	115	19	they	they	PRON
easat-8563	115	20	can	can	AUX
easat-8563	115	21	not	not	PART
easat-8563	115	22	be	be	AUX
easat-8563	115	23	sufficient	sufficient	ADJ
easat-8563	115	24	to	to	PART
easat-8563	115	25	forecast	forecast	VERB
easat-8563	115	26	market	market	NOUN
easat-8563	115	27	reactions	reaction	NOUN
easat-8563	115	28	in	in	ADP
easat-8563	115	29	financial	financial	ADJ
easat-8563	115	30	statement	statement	NOUN
easat-8563	115	31	analysis	analysis	NOUN
easat-8563	115	32	.	.	PUNCT
easat-8563	116	1	https://www.kaggle.com/datasets/ziya07/bigdata-finstock/data	https://www.kaggle.com/datasets/ziya07/bigdata-finstock/data	VERB
easat-8563	116	2	242	242	NUM
easat-8563	116	3	edelweiss	edelweiss	PROPN
easat-8563	116	4	applied	apply	VERB
easat-8563	116	5	science	science	NOUN
easat-8563	116	6	and	and	CCONJ
easat-8563	116	7	technology	technology	NOUN
easat-8563	116	8	issn	issn	PROPN
easat-8563	116	9	:	:	PUNCT
easat-8563	116	10	2576	2576	NUM
easat-8563	116	11	-	-	SYM
easat-8563	116	12	8484	8484	NUM
easat-8563	116	13	vol	vol	NOUN
easat-8563	116	14	.	.	PROPN
easat-8563	117	1	9	9	NUM
easat-8563	117	2	,	,	PUNCT
easat-8563	117	3	no	no	INTJ
easat-8563	117	4	.	.	NOUN
easat-8563	118	1	7	7	NUM
easat-8563	118	2	:	:	SYM
easat-8563	118	3	238	238	NUM
easat-8563	118	4	-	-	SYM
easat-8563	118	5	259	259	NUM
easat-8563	118	6	,	,	PUNCT
easat-8563	118	7	2025	2025	NUM
easat-8563	118	8	doi	doi	NOUN
easat-8563	118	9	:	:	PUNCT
easat-8563	118	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	118	11	©	©	PROPN
easat-8563	118	12	2025	2025	NUM
easat-8563	118	13	by	by	ADP
easat-8563	118	14	the	the	DET
easat-8563	118	15	author	author	NOUN
easat-8563	118	16	;	;	PUNCT
easat-8563	118	17	licensee	licensee	PROPN
easat-8563	118	18	learning	learn	VERB
easat-8563	118	19	gate	gate	NOUN
easat-8563	118	20	figure	figure	NOUN
easat-8563	118	21	2	2	NUM
easat-8563	118	22	.	.	PUNCT
easat-8563	118	23	data	datum	NOUN
easat-8563	118	24	exploration	exploration	NOUN
easat-8563	118	25	for	for	ADP
easat-8563	118	26	the	the	DET
easat-8563	118	27	bigdata	bigdata	NOUN
easat-8563	118	28	-	-	PUNCT
easat-8563	118	29	finstock	finstock	NOUN
easat-8563	118	30	dataset	dataset	NOUN
easat-8563	118	31	.	.	PUNCT
easat-8563	119	1	3.3	3.3	NUM
easat-8563	119	2	.	.	PUNCT
easat-8563	120	1	data	datum	NOUN
easat-8563	120	2	preprocessing	preprocesse	VERB
easat-8563	120	3	using	use	VERB
easat-8563	120	4	min	min	ADJ
easat-8563	120	5	-	-	ADJ
easat-8563	120	6	max	max	PROPN
easat-8563	120	7	normalization	normalization	PROPN
easat-8563	120	8	min	min	PROPN
easat-8563	120	9	-	-	PROPN
easat-8563	120	10	max	max	PROPN
easat-8563	120	11	normalization	normalization	NOUN
easat-8563	120	12	adjusts	adjust	VERB
easat-8563	120	13	financial	financial	ADJ
easat-8563	120	14	statement	statement	NOUN
easat-8563	120	15	data	datum	NOUN
easat-8563	120	16	to	to	ADP
easat-8563	120	17	a	a	DET
easat-8563	120	18	specific	specific	ADJ
easat-8563	120	19	range	range	NOUN
easat-8563	120	20	,	,	PUNCT
easat-8563	120	21	often	often	ADV
easat-8563	120	22	[	[	X
easat-8563	120	23	0	0	NUM
easat-8563	120	24	,	,	PUNCT
easat-8563	120	25	1	1	NUM
easat-8563	120	26	]	]	PUNCT
easat-8563	120	27	,	,	PUNCT
easat-8563	120	28	improving	improve	VERB
easat-8563	120	29	comparability	comparability	NOUN
easat-8563	120	30	across	across	ADP
easat-8563	120	31	financial	financial	ADJ
easat-8563	120	32	measures	measure	NOUN
easat-8563	120	33	.	.	PUNCT
easat-8563	121	1	this	this	DET
easat-8563	121	2	method	method	NOUN
easat-8563	121	3	ensures	ensure	VERB
easat-8563	121	4	that	that	SCONJ
easat-8563	121	5	elements	element	NOUN
easat-8563	121	6	such	such	ADJ
easat-8563	121	7	as	as	ADP
easat-8563	121	8	revenue	revenue	NOUN
easat-8563	121	9	,	,	PUNCT
easat-8563	121	10	assets	asset	NOUN
easat-8563	121	11	,	,	PUNCT
easat-8563	121	12	and	and	CCONJ
easat-8563	121	13	liabilities	liability	NOUN
easat-8563	121	14	contribute	contribute	VERB
easat-8563	121	15	appropriately	appropriately	ADV
easat-8563	121	16	to	to	ADP
easat-8563	121	17	the	the	DET
easat-8563	121	18	analysis	analysis	NOUN
easat-8563	121	19	,	,	PUNCT
easat-8563	121	20	hence	hence	ADV
easat-8563	121	21	enhancing	enhance	VERB
easat-8563	121	22	model	model	NOUN
easat-8563	121	23	accuracy	accuracy	NOUN
easat-8563	121	24	and	and	CCONJ
easat-8563	121	25	efficiency	efficiency	NOUN
easat-8563	121	26	as	as	SCONJ
easat-8563	121	27	shown	show	VERB
easat-8563	121	28	in	in	ADP
easat-8563	121	29	figure	figure	NOUN
easat-8563	121	30	3	3	NUM
easat-8563	121	31	.	.	PUNCT
easat-8563	121	32	min	min	PROPN
easat-8563	121	33	-	-	PUNCT
easat-8563	121	34	max	max	PROPN
easat-8563	121	35	normalization	normalization	NOUN
easat-8563	121	36	involves	involve	VERB
easat-8563	121	37	applying	apply	VERB
easat-8563	121	38	linear	linear	ADJ
easat-8563	121	39	modifications	modification	NOUN
easat-8563	121	40	to	to	ADP
easat-8563	121	41	the	the	DET
easat-8563	121	42	original	original	ADJ
easat-8563	121	43	data	datum	NOUN
easat-8563	121	44	to	to	PART
easat-8563	121	45	provide	provide	VERB
easat-8563	121	46	a	a	DET
easat-8563	121	47	balanced	balanced	ADJ
easat-8563	121	48	comparison	comparison	NOUN
easat-8563	121	49	of	of	ADP
easat-8563	121	50	values	value	NOUN
easat-8563	121	51	before	before	ADP
easat-8563	121	52	and	and	CCONJ
easat-8563	121	53	after	after	ADP
easat-8563	121	54	the	the	DET
easat-8563	121	55	operation	operation	NOUN
easat-8563	121	56	.	.	PUNCT
easat-8563	122	1	this	this	DET
easat-8563	122	2	approach	approach	NOUN
easat-8563	122	3	could	could	AUX
easat-8563	122	4	involve	involve	VERB
easat-8563	122	5	the	the	DET
easat-8563	122	6	following	follow	VERB
easat-8563	122	7	equation	equation	NOUN
easat-8563	122	8	(	(	PUNCT
easat-8563	122	9	1	1	NUM
easat-8563	122	10	)	)	PUNCT
easat-8563	122	11	.	.	PUNCT
easat-8563	123	1	𝑊𝑛𝑒𝑤	𝑊𝑛𝑒𝑤	PROPN
easat-8563	123	2	=	=	SYM
easat-8563	123	3	𝑊−min(𝑊	𝑊−min(𝑊	PROPN
easat-8563	123	4	)	)	PUNCT
easat-8563	123	5	max(𝑤)−min(𝑤	max(𝑤)−min(𝑤	X
easat-8563	123	6	)	)	PUNCT
easat-8563	123	7	(	(	PUNCT
easat-8563	123	8	1	1	X
easat-8563	123	9	)	)	PUNCT
easat-8563	123	10	where	where	SCONJ
easat-8563	123	11	𝑊𝑛𝑒𝑤	𝑊𝑛𝑒𝑤	PROPN
easat-8563	123	12	indicates	indicate	VERB
easat-8563	123	13	the	the	DET
easat-8563	123	14	new	new	ADJ
easat-8563	123	15	value	value	NOUN
easat-8563	123	16	obtained	obtain	VERB
easat-8563	123	17	from	from	ADP
easat-8563	123	18	the	the	DET
easat-8563	123	19	normalized	normalize	VERB
easat-8563	123	20	findings	finding	NOUN
easat-8563	123	21	,	,	PUNCT
easat-8563	123	22	𝑊	𝑊	PROPN
easat-8563	123	23	equals	equal	VERB
easat-8563	123	24	the	the	DET
easat-8563	123	25	old	old	ADJ
easat-8563	123	26	value	value	NOUN
easat-8563	123	27	,	,	PUNCT
easat-8563	123	28	max(𝑊	max(𝑊	NUM
easat-8563	123	29	)	)	PUNCT
easat-8563	123	30	is	be	AUX
easat-8563	123	31	the	the	DET
easat-8563	123	32	highest	high	ADJ
easat-8563	123	33	value	value	NOUN
easat-8563	123	34	,	,	PUNCT
easat-8563	123	35	and	and	CCONJ
easat-8563	123	36	min(𝑊	min(𝑊	NUM
easat-8563	123	37	)	)	PUNCT
easat-8563	123	38	represents	represent	VERB
easat-8563	123	39	the	the	DET
easat-8563	123	40	minimum	minimum	ADJ
easat-8563	123	41	value	value	NOUN
easat-8563	123	42	.	.	PUNCT
easat-8563	124	1	243	243	NUM
easat-8563	124	2	edelweiss	edelweiss	PROPN
easat-8563	124	3	applied	apply	VERB
easat-8563	124	4	science	science	NOUN
easat-8563	124	5	and	and	CCONJ
easat-8563	124	6	technology	technology	NOUN
easat-8563	124	7	issn	issn	PROPN
easat-8563	124	8	:	:	PUNCT
easat-8563	124	9	2576	2576	NUM
easat-8563	124	10	-	-	SYM
easat-8563	124	11	8484	8484	NUM
easat-8563	124	12	vol	vol	NOUN
easat-8563	124	13	.	.	PROPN
easat-8563	125	1	9	9	NUM
easat-8563	125	2	,	,	PUNCT
easat-8563	125	3	no	no	INTJ
easat-8563	125	4	.	.	NOUN
easat-8563	126	1	7	7	NUM
easat-8563	126	2	:	:	SYM
easat-8563	126	3	238	238	NUM
easat-8563	126	4	-	-	SYM
easat-8563	126	5	259	259	NUM
easat-8563	126	6	,	,	PUNCT
easat-8563	126	7	2025	2025	NUM
easat-8563	126	8	doi	doi	NOUN
easat-8563	126	9	:	:	PUNCT
easat-8563	126	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	126	11	©	©	PROPN
easat-8563	126	12	2025	2025	NUM
easat-8563	126	13	by	by	ADP
easat-8563	126	14	the	the	DET
easat-8563	126	15	author	author	NOUN
easat-8563	126	16	;	;	PUNCT
easat-8563	126	17	licensee	licensee	PROPN
easat-8563	126	18	learning	learn	VERB
easat-8563	126	19	gate	gate	PROPN
easat-8563	126	20	figure	figure	NOUN
easat-8563	126	21	3	3	NUM
easat-8563	126	22	.	.	PUNCT
easat-8563	126	23	preprocessed	preprocesse	VERB
easat-8563	126	24	features	feature	NOUN
easat-8563	126	25	in	in	ADP
easat-8563	126	26	the	the	DET
easat-8563	126	27	bigdata	bigdata	NOUN
easat-8563	126	28	-	-	PUNCT
easat-8563	126	29	finstock	finstock	NOUN
easat-8563	126	30	data	datum	NOUN
easat-8563	126	31	using	use	VERB
easat-8563	126	32	min	min	PROPN
easat-8563	126	33	-	-	ADJ
easat-8563	126	34	max	max	PROPN
easat-8563	126	35	normalization	normalization	NOUN
easat-8563	126	36	.	.	PUNCT
easat-8563	127	1	3.4	3.4	NUM
easat-8563	127	2	.	.	PUNCT
easat-8563	127	3	feature	feature	NOUN
easat-8563	127	4	extraction	extraction	NOUN
easat-8563	127	5	using	use	VERB
easat-8563	127	6	pca	pca	PROPN
easat-8563	127	7	pca	pca	PROPN
easat-8563	127	8	simplifies	simplifie	NOUN
easat-8563	127	9	financial	financial	ADJ
easat-8563	127	10	statement	statement	NOUN
easat-8563	127	11	analysis	analysis	NOUN
easat-8563	127	12	by	by	ADP
easat-8563	127	13	reducing	reduce	VERB
easat-8563	127	14	data	datum	NOUN
easat-8563	127	15	dimensionality	dimensionality	NOUN
easat-8563	127	16	and	and	CCONJ
easat-8563	127	17	identifying	identify	VERB
easat-8563	127	18	significant	significant	ADJ
easat-8563	127	19	aspects	aspect	NOUN
easat-8563	127	20	such	such	ADJ
easat-8563	127	21	as	as	ADP
easat-8563	127	22	profitability	profitability	NOUN
easat-8563	127	23	,	,	PUNCT
easat-8563	127	24	liquidity	liquidity	NOUN
easat-8563	127	25	,	,	PUNCT
easat-8563	127	26	and	and	CCONJ
easat-8563	127	27	solvency	solvency	NOUN
easat-8563	127	28	ratios	ratio	NOUN
easat-8563	127	29	.	.	PUNCT
easat-8563	128	1	it	it	PRON
easat-8563	128	2	reveals	reveal	VERB
easat-8563	128	3	hidden	hidden	ADJ
easat-8563	128	4	patterns	pattern	NOUN
easat-8563	128	5	,	,	PUNCT
easat-8563	128	6	reduces	reduce	VERB
easat-8563	128	7	redundancy	redundancy	NOUN
easat-8563	128	8	,	,	PUNCT
easat-8563	128	9	and	and	CCONJ
easat-8563	128	10	improves	improve	VERB
easat-8563	128	11	decision	decision	NOUN
easat-8563	128	12	-	-	PUNCT
easat-8563	128	13	making	making	NOUN
easat-8563	128	14	by	by	ADP
easat-8563	128	15	concentrating	concentrate	VERB
easat-8563	128	16	on	on	ADP
easat-8563	128	17	the	the	DET
easat-8563	128	18	most	most	ADV
easat-8563	128	19	informative	informative	ADJ
easat-8563	128	20	elements	element	NOUN
easat-8563	128	21	.	.	PUNCT
easat-8563	129	1	pca	pca	PROPN
easat-8563	129	2	is	be	AUX
easat-8563	129	3	an	an	DET
easat-8563	129	4	information	information	NOUN
easat-8563	129	5	-	-	PUNCT
easat-8563	129	6	driven	drive	VERB
easat-8563	129	7	modeling	modeling	NOUN
easat-8563	129	8	approach	approach	NOUN
easat-8563	129	9	that	that	PRON
easat-8563	129	10	reduces	reduce	VERB
easat-8563	129	11	correlated	correlate	VERB
easat-8563	129	12	variables	variable	NOUN
easat-8563	129	13	to	to	ADP
easat-8563	129	14	a	a	DET
easat-8563	129	15	smaller	small	ADJ
easat-8563	129	16	set	set	NOUN
easat-8563	129	17	of	of	ADP
easat-8563	129	18	uncorrelated	uncorrelated	ADJ
easat-8563	129	19	variables	variable	NOUN
easat-8563	129	20	while	while	SCONJ
easat-8563	129	21	preserving	preserve	VERB
easat-8563	129	22	most	most	ADJ
easat-8563	129	23	of	of	ADP
easat-8563	129	24	the	the	DET
easat-8563	129	25	original	original	ADJ
easat-8563	129	26	data	datum	NOUN
easat-8563	129	27	.	.	PUNCT
easat-8563	130	1	consider	consider	VERB
easat-8563	130	2	the	the	DET
easat-8563	130	3	dataset	dataset	NOUN
easat-8563	130	4	𝑊	𝑊	PROPN
easat-8563	130	5	,	,	PUNCT
easat-8563	130	6	where	where	SCONJ
easat-8563	130	7	each	each	DET
easat-8563	130	8	column	column	NOUN
easat-8563	130	9	represents	represent	VERB
easat-8563	130	10	a	a	DET
easat-8563	130	11	sequence	sequence	NOUN
easat-8563	130	12	of	of	ADP
easat-8563	130	13	𝑛-dimensional	𝑛-dimensional	PROPN
easat-8563	130	14	inputs	input	NOUN
easat-8563	130	15	.	.	PUNCT
easat-8563	131	1	consider	consider	VERB
easat-8563	131	2	that	that	SCONJ
easat-8563	131	3	each	each	DET
easat-8563	131	4	function	function	NOUN
easat-8563	131	5	in	in	ADP
easat-8563	131	6	the	the	DET
easat-8563	131	7	set	set	NOUN
easat-8563	131	8	of	of	ADP
easat-8563	131	9	values	value	NOUN
easat-8563	131	10	has	have	VERB
easat-8563	131	11	an	an	DET
easat-8563	131	12	average	average	ADJ
easat-8563	131	13	value	value	NOUN
easat-8563	131	14	of	of	ADP
easat-8563	131	15	zero	zero	NUM
easat-8563	131	16	(	(	PUNCT
easat-8563	131	17	𝐹(𝑊	𝐹(𝑊	NUM
easat-8563	131	18	)	)	PUNCT
easat-8563	131	19	=	=	SYM
easat-8563	131	20	0	0	NUM
easat-8563	131	21	)	)	PUNCT
easat-8563	131	22	.	.	PUNCT
easat-8563	132	1	a	a	DET
easat-8563	132	2	typical	typical	ADJ
easat-8563	132	3	original	original	ADJ
easat-8563	132	4	data	data	NOUN
easat-8563	132	5	matrix	matrix	NOUN
easat-8563	132	6	has	have	VERB
easat-8563	132	7	𝑚	𝑚	ADP
easat-8563	132	8	samples	sample	NOUN
easat-8563	132	9	and	and	CCONJ
easat-8563	132	10	𝑛	𝑛	DET
easat-8563	132	11	variables	variable	NOUN
easat-8563	132	12	,	,	PUNCT
easat-8563	132	13	as	as	SCONJ
easat-8563	132	14	shown	show	VERB
easat-8563	132	15	in	in	ADP
easat-8563	132	16	equation	equation	NOUN
easat-8563	132	17	(	(	PUNCT
easat-8563	132	18	2	2	NUM
easat-8563	132	19	):	):	PUNCT
easat-8563	132	20	𝑊	𝑊	PROPN
easat-8563	132	21	=	=	SYM
easat-8563	132	22	[	[	X
easat-8563	132	23	𝑤1	𝑤1	VERB
easat-8563	132	24	,	,	PUNCT
easat-8563	132	25	𝑤2	𝑤2	NOUN
easat-8563	132	26	,	,	PUNCT
easat-8563	132	27	…	…	PUNCT
easat-8563	132	28	.	.	PUNCT
easat-8563	132	29	.	.	PUNCT
easat-8563	133	1	,	,	PUNCT
easat-8563	133	2	𝑤𝑚]𝑆	𝑤𝑚]𝑆	X
easat-8563	134	1	=	=	PUNCT
easat-8563	134	2	(	(	PUNCT
easat-8563	134	3	𝑤11	𝑤11	PROPN
easat-8563	134	4	⋯	⋯	PROPN
easat-8563	134	5	𝑤1𝑛	𝑤1𝑛	PUNCT
easat-8563	134	6	⋮	⋮	NOUN
easat-8563	134	7	⋱	⋱	PUNCT
easat-8563	134	8	⋮	⋮	NOUN
easat-8563	134	9	𝑤𝑚1	𝑤𝑚1	PROPN
easat-8563	134	10	⋯	⋯	PROPN
easat-8563	134	11	𝑤𝑚𝑛	𝑤𝑚𝑛	PROPN
easat-8563	134	12	)	)	PUNCT
easat-8563	134	13	(	(	PUNCT
easat-8563	134	14	2	2	X
easat-8563	134	15	)	)	PUNCT
easat-8563	134	16	pca	pca	NOUN
easat-8563	134	17	transforms	transform	VERB
easat-8563	134	18	meteorological	meteorological	ADJ
easat-8563	134	19	variables	variable	NOUN
easat-8563	134	20	and	and	CCONJ
easat-8563	134	21	performance	performance	NOUN
easat-8563	134	22	factors	factor	NOUN
easat-8563	134	23	into	into	ADP
easat-8563	134	24	a	a	DET
easat-8563	134	25	new	new	ADJ
easat-8563	134	26	event	event	NOUN
easat-8563	134	27	space	space	NOUN
easat-8563	134	28	while	while	SCONJ
easat-8563	134	29	preserving	preserve	VERB
easat-8563	134	30	as	as	ADV
easat-8563	134	31	much	much	ADJ
easat-8563	134	32	dataset	dataset	NOUN
easat-8563	134	33	as	as	ADP
easat-8563	134	34	possible	possible	ADJ
easat-8563	134	35	from	from	ADP
easat-8563	134	36	the	the	DET
easat-8563	134	37	original	original	ADJ
easat-8563	134	38	data	datum	NOUN
easat-8563	134	39	.	.	PUNCT
easat-8563	135	1	the	the	DET
easat-8563	135	2	largest	large	ADJ
easat-8563	135	3	variance	variance	NOUN
easat-8563	135	4	directions	direction	NOUN
easat-8563	135	5	in	in	ADP
easat-8563	135	6	the	the	DET
easat-8563	135	7	input	input	NOUN
easat-8563	135	8	data	datum	NOUN
easat-8563	135	9	are	be	AUX
easat-8563	135	10	identified	identify	VERB
easat-8563	135	11	and	and	CCONJ
easat-8563	135	12	projected	project	VERB
easat-8563	135	13	to	to	ADP
easat-8563	135	14	a	a	DET
easat-8563	135	15	new	new	ADJ
easat-8563	135	16	subspace	subspace	NOUN
easat-8563	135	17	with	with	ADP
easat-8563	135	18	equal	equal	ADJ
easat-8563	135	19	or	or	CCONJ
easat-8563	135	20	lower	low	ADJ
easat-8563	135	21	dimensions	dimension	NOUN
easat-8563	135	22	than	than	ADP
easat-8563	135	23	the	the	DET
easat-8563	135	24	original	original	ADJ
easat-8563	135	25	space	space	NOUN
easat-8563	135	26	.	.	PUNCT
easat-8563	136	1	an	an	DET
easat-8563	136	2	orthonormal	orthonormal	ADJ
easat-8563	136	3	transformation	transformation	NOUN
easat-8563	136	4	𝑌	𝑌	PROPN
easat-8563	136	5	can	can	AUX
easat-8563	136	6	move	move	VERB
easat-8563	136	7	𝑊	𝑊	PROPN
easat-8563	136	8	to	to	ADP
easat-8563	136	9	a	a	DET
easat-8563	136	10	new	new	ADJ
easat-8563	136	11	space	space	NOUN
easat-8563	136	12	𝑆	𝑆	PROPN
easat-8563	136	13	,	,	PUNCT
easat-8563	136	14	as	as	SCONJ
easat-8563	136	15	shown	show	VERB
easat-8563	136	16	below	below	ADP
easat-8563	136	17	in	in	ADP
easat-8563	136	18	equation	equation	NOUN
easat-8563	136	19	(	(	PUNCT
easat-8563	136	20	3	3	NUM
easat-8563	136	21	):	):	PUNCT
easat-8563	136	22	𝑆	𝑆	PROPN
easat-8563	136	23	=	=	SYM
easat-8563	136	24	𝑌𝑊	𝑌𝑊	PROPN
easat-8563	136	25	(	(	PUNCT
easat-8563	136	26	3	3	NUM
easat-8563	136	27	)	)	PUNCT
easat-8563	136	28	the	the	DET
easat-8563	136	29	𝑆-matrix	𝑆-matrix	PROPN
easat-8563	136	30	of	of	ADP
easat-8563	136	31	scores	score	NOUN
easat-8563	136	32	consists	consist	VERB
easat-8563	136	33	of	of	ADP
easat-8563	136	34	orthonormal	orthonormal	ADJ
easat-8563	136	35	vectors	vector	NOUN
easat-8563	136	36	derived	derive	VERB
easat-8563	136	37	from	from	ADP
easat-8563	136	38	𝑊-matrix	𝑊-matrix	PROPN
easat-8563	136	39	components	component	NOUN
easat-8563	136	40	,	,	PUNCT
easat-8563	136	41	which	which	PRON
easat-8563	136	42	represent	represent	VERB
easat-8563	136	43	how	how	SCONJ
easat-8563	136	44	samples	sample	NOUN
easat-8563	136	45	are	be	AUX
easat-8563	136	46	connected	connect	VERB
easat-8563	136	47	.	.	PUNCT
easat-8563	137	1	the	the	DET
easat-8563	137	2	covariance	covariance	NOUN
easat-8563	137	3	matrix	matrix	NOUN
easat-8563	137	4	of	of	ADP
easat-8563	137	5	𝑆	𝑆	PROPN
easat-8563	137	6	is	be	AUX
easat-8563	137	7	in	in	ADP
easat-8563	137	8	equation	equation	NOUN
easat-8563	137	9	(	(	PUNCT
easat-8563	137	10	4	4	NUM
easat-8563	137	11	):	):	PUNCT
easat-8563	137	12	𝐷𝑆	𝐷𝑆	PROPN
easat-8563	137	13	=	=	SYM
easat-8563	137	14	𝑌𝐷𝑊𝑌𝑆	𝑌𝐷𝑊𝑌𝑆	NOUN
easat-8563	137	15	(	(	PUNCT
easat-8563	137	16	4	4	X
easat-8563	137	17	)	)	PUNCT
easat-8563	137	18	𝐷𝑊	𝐷𝑊	NOUN
easat-8563	137	19	represents	represent	VERB
easat-8563	137	20	the	the	DET
easat-8563	137	21	covariance	covariance	NOUN
easat-8563	137	22	matrix	matrix	NOUN
easat-8563	137	23	of	of	ADP
easat-8563	137	24	𝑊.	𝑊.	PROPN
easat-8563	137	25	the	the	DET
easat-8563	137	26	loading	loading	NOUN
easat-8563	137	27	matrix	matrix	NOUN
easat-8563	137	28	𝑌	𝑌	PROPN
easat-8563	137	29	can	can	AUX
easat-8563	137	30	be	be	AUX
easat-8563	137	31	calculated	calculate	VERB
easat-8563	137	32	using	use	VERB
easat-8563	137	33	the	the	DET
easat-8563	137	34	eigenvalue	eigenvalue	ADJ
easat-8563	137	35	equation	equation	NOUN
easat-8563	137	36	as	as	SCONJ
easat-8563	137	37	follows	follow	VERB
easat-8563	137	38	in	in	ADP
easat-8563	137	39	equation	equation	NOUN
easat-8563	137	40	(	(	PUNCT
easat-8563	137	41	5	5	NUM
easat-8563	137	42	):	):	PUNCT
easat-8563	137	43	(	(	PUNCT
easat-8563	137	44	𝐷𝑆	𝐷𝑆	PROPN
easat-8563	137	45	−	−	PROPN
easat-8563	137	46	𝜆𝐽)𝑓𝑗	𝜆𝐽)𝑓𝑗	NOUN
easat-8563	138	1	=	=	SYM
easat-8563	138	2	0	0	NUM
easat-8563	138	3	(	(	PUNCT
easat-8563	138	4	5	5	NUM
easat-8563	138	5	)	)	PUNCT
easat-8563	138	6	the	the	DET
easat-8563	138	7	covariance	covariance	NOUN
easat-8563	138	8	matrix	matrix	NOUN
easat-8563	138	9	holds	hold	VERB
easat-8563	138	10	pairwise	pairwise	NOUN
easat-8563	138	11	covariances	covariance	NOUN
easat-8563	138	12	between	between	ADP
easat-8563	138	13	input	input	NOUN
easat-8563	138	14	variables	variable	NOUN
easat-8563	138	15	.	.	PUNCT
easat-8563	139	1	the	the	DET
easat-8563	139	2	extracted	extract	VERB
easat-8563	139	3	features	feature	NOUN
easat-8563	139	4	from	from	ADP
easat-8563	139	5	the	the	DET
easat-8563	139	6	data	datum	NOUN
easat-8563	139	7	are	be	AUX
easat-8563	139	8	shown	show	VERB
easat-8563	139	9	in	in	ADP
easat-8563	139	10	figure	figure	NOUN
easat-8563	139	11	4	4	NUM
easat-8563	139	12	.	.	NUM
easat-8563	139	13	244	244	NUM
easat-8563	139	14	edelweiss	edelweiss	PROPN
easat-8563	139	15	applied	apply	VERB
easat-8563	139	16	science	science	NOUN
easat-8563	139	17	and	and	CCONJ
easat-8563	139	18	technology	technology	NOUN
easat-8563	139	19	issn	issn	PROPN
easat-8563	139	20	:	:	PUNCT
easat-8563	139	21	2576	2576	NUM
easat-8563	139	22	-	-	SYM
easat-8563	139	23	8484	8484	NUM
easat-8563	139	24	vol	vol	NOUN
easat-8563	139	25	.	.	PROPN
easat-8563	140	1	9	9	NUM
easat-8563	140	2	,	,	PUNCT
easat-8563	140	3	no	no	INTJ
easat-8563	140	4	.	.	NOUN
easat-8563	141	1	7	7	NUM
easat-8563	141	2	:	:	SYM
easat-8563	141	3	238	238	NUM
easat-8563	141	4	-	-	SYM
easat-8563	141	5	259	259	NUM
easat-8563	141	6	,	,	PUNCT
easat-8563	141	7	2025	2025	NUM
easat-8563	141	8	doi	doi	NOUN
easat-8563	141	9	:	:	PUNCT
easat-8563	141	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	141	11	©	©	PROPN
easat-8563	141	12	2025	2025	NUM
easat-8563	141	13	by	by	ADP
easat-8563	141	14	the	the	DET
easat-8563	141	15	author	author	NOUN
easat-8563	141	16	;	;	PUNCT
easat-8563	142	1	licensee	licensee	PROPN
easat-8563	142	2	learning	learn	VERB
easat-8563	142	3	gate	gate	NOUN
easat-8563	142	4	figure	figure	NOUN
easat-8563	142	5	4	4	NUM
easat-8563	142	6	.	.	PUNCT
easat-8563	143	1	relevant	relevant	ADJ
easat-8563	143	2	features	feature	NOUN
easat-8563	143	3	are	be	AUX
easat-8563	143	4	extracted	extract	VERB
easat-8563	143	5	from	from	ADP
easat-8563	143	6	the	the	DET
easat-8563	143	7	bigdata	bigdata	NOUN
easat-8563	143	8	-	-	PUNCT
easat-8563	143	9	finstock	finstock	NOUN
easat-8563	143	10	data	datum	NOUN
easat-8563	143	11	using	use	VERB
easat-8563	143	12	pca	pca	PROPN
easat-8563	143	13	.	.	PUNCT
easat-8563	144	1	3.5	3.5	NUM
easat-8563	144	2	.	.	PUNCT
easat-8563	145	1	traditional	traditional	ADJ
easat-8563	145	2	approach	approach	NOUN
easat-8563	145	3	the	the	DET
easat-8563	145	4	traditional	traditional	ADJ
easat-8563	145	5	method	method	NOUN
easat-8563	145	6	of	of	ADP
easat-8563	145	7	using	use	VERB
easat-8563	145	8	profitability	profitability	NOUN
easat-8563	145	9	ratios	ratio	NOUN
easat-8563	145	10	in	in	ADP
easat-8563	145	11	financial	financial	ADJ
easat-8563	145	12	statement	statement	NOUN
easat-8563	145	13	analysis	analysis	NOUN
easat-8563	145	14	involves	involve	VERB
easat-8563	145	15	assessing	assess	VERB
easat-8563	145	16	a	a	DET
easat-8563	145	17	company	company	NOUN
easat-8563	145	18	's	's	PART
easat-8563	145	19	capability	capability	NOUN
easat-8563	145	20	to	to	PART
easat-8563	145	21	earn	earn	VERB
easat-8563	145	22	relative	relative	ADJ
easat-8563	145	23	to	to	ADP
easat-8563	145	24	sales	sale	NOUN
easat-8563	145	25	,	,	PUNCT
easat-8563	145	26	assets	asset	NOUN
easat-8563	145	27	,	,	PUNCT
easat-8563	145	28	or	or	CCONJ
easat-8563	145	29	equity	equity	NOUN
easat-8563	145	30	.	.	PUNCT
easat-8563	146	1	important	important	ADJ
easat-8563	146	2	ratios	ratio	NOUN
easat-8563	146	3	such	such	ADJ
easat-8563	146	4	as	as	ADP
easat-8563	146	5	gross	gross	ADJ
easat-8563	146	6	profit	profit	NOUN
easat-8563	146	7	margin	margin	NOUN
easat-8563	146	8	,	,	PUNCT
easat-8563	146	9	roa	roa	PROPN
easat-8563	146	10	,	,	PUNCT
easat-8563	146	11	net	net	ADJ
easat-8563	146	12	profit	profit	NOUN
easat-8563	146	13	margin	margin	NOUN
easat-8563	146	14	,	,	PUNCT
easat-8563	146	15	and	and	CCONJ
easat-8563	146	16	roe	roe	NOUN
easat-8563	146	17	indicate	indicate	VERB
easat-8563	146	18	operational	operational	ADJ
easat-8563	146	19	efficiency	efficiency	NOUN
easat-8563	146	20	,	,	PUNCT
easat-8563	146	21	cost	cost	NOUN
easat-8563	146	22	control	control	NOUN
easat-8563	146	23	,	,	PUNCT
easat-8563	146	24	and	and	CCONJ
easat-8563	146	25	overall	overall	ADJ
easat-8563	146	26	profitability	profitability	NOUN
easat-8563	146	27	.	.	PUNCT
easat-8563	147	1	by	by	ADP
easat-8563	147	2	comparing	compare	VERB
easat-8563	147	3	these	these	DET
easat-8563	147	4	ratios	ratio	NOUN
easat-8563	147	5	with	with	ADP
easat-8563	147	6	past	past	ADJ
easat-8563	147	7	periods	period	NOUN
easat-8563	147	8	or	or	CCONJ
easat-8563	147	9	against	against	ADP
easat-8563	147	10	industry	industry	NOUN
easat-8563	147	11	standards	standard	NOUN
easat-8563	147	12	,	,	PUNCT
easat-8563	147	13	analysts	analyst	NOUN
easat-8563	147	14	can	can	AUX
easat-8563	147	15	evaluate	evaluate	VERB
easat-8563	147	16	the	the	DET
easat-8563	147	17	firm	firm	NOUN
easat-8563	147	18	's	's	PART
easat-8563	147	19	financial	financial	ADJ
easat-8563	147	20	well	well	NOUN
easat-8563	147	21	-	-	PUNCT
easat-8563	147	22	being	being	NOUN
easat-8563	147	23	,	,	PUNCT
easat-8563	147	24	trends	trend	NOUN
easat-8563	147	25	in	in	ADP
easat-8563	147	26	performance	performance	NOUN
easat-8563	147	27	,	,	PUNCT
easat-8563	147	28	and	and	CCONJ
easat-8563	147	29	management	management	NOUN
easat-8563	147	30	's	's	PART
easat-8563	147	31	effectiveness	effectiveness	NOUN
easat-8563	147	32	in	in	ADP
easat-8563	147	33	making	make	VERB
easat-8563	147	34	profits	profit	NOUN
easat-8563	147	35	.	.	PUNCT
easat-8563	148	1	this	this	DET
easat-8563	148	2	method	method	NOUN
easat-8563	148	3	is	be	AUX
easat-8563	148	4	extensively	extensively	ADV
easat-8563	148	5	utilized	utilize	VERB
easat-8563	148	6	because	because	SCONJ
easat-8563	148	7	of	of	ADP
easat-8563	148	8	its	its	PRON
easat-8563	148	9	ease	ease	NOUN
easat-8563	148	10	of	of	ADP
easat-8563	148	11	use	use	NOUN
easat-8563	148	12	and	and	CCONJ
easat-8563	148	13	direct	direct	ADJ
easat-8563	148	14	relationship	relationship	NOUN
easat-8563	148	15	with	with	ADP
easat-8563	148	16	profitability	profitability	NOUN
easat-8563	148	17	results	result	NOUN
easat-8563	148	18	.	.	PUNCT
easat-8563	149	1	3.5.1	3.5.1	X
easat-8563	149	2	.	.	PUNCT
easat-8563	149	3	pr	pr	VERB
easat-8563	149	4	this	this	DET
easat-8563	149	5	ratio	ratio	NOUN
easat-8563	149	6	evaluates	evaluate	VERB
easat-8563	149	7	managerial	managerial	ADJ
easat-8563	149	8	performance	performance	NOUN
easat-8563	149	9	based	base	VERB
easat-8563	149	10	on	on	ADP
easat-8563	149	11	a	a	DET
easat-8563	149	12	firm	firm	NOUN
easat-8563	149	13	's	's	PART
easat-8563	149	14	earnings	earning	NOUN
easat-8563	149	15	from	from	ADP
easat-8563	149	16	sales	sale	NOUN
easat-8563	149	17	and	and	CCONJ
easat-8563	149	18	investments	investment	NOUN
easat-8563	149	19	.	.	PUNCT
easat-8563	150	1	there	there	PRON
easat-8563	150	2	are	be	VERB
easat-8563	150	3	two	two	NUM
easat-8563	150	4	sorts	sort	NOUN
easat-8563	150	5	of	of	ADP
easat-8563	150	6	probabilities	probability	NOUN
easat-8563	150	7	:	:	PUNCT
easat-8563	150	8	one	one	NUM
easat-8563	150	9	based	base	VERB
easat-8563	150	10	on	on	ADP
easat-8563	150	11	sales	sale	NOUN
easat-8563	150	12	and	and	CCONJ
easat-8563	150	13	one	one	NUM
easat-8563	150	14	based	base	VERB
easat-8563	150	15	on	on	ADP
easat-8563	150	16	investment	investment	NOUN
easat-8563	150	17	.	.	PUNCT
easat-8563	151	1	these	these	DET
easat-8563	151	2	two	two	NUM
easat-8563	151	3	profitability	profitability	NOUN
easat-8563	151	4	ratios	ratio	NOUN
easat-8563	151	5	measure	measure	VERB
easat-8563	151	6	a	a	DET
easat-8563	151	7	company	company	NOUN
easat-8563	151	8	's	's	PART
easat-8563	151	9	operational	operational	ADJ
easat-8563	151	10	performance	performance	NOUN
easat-8563	151	11	.	.	PUNCT
easat-8563	152	1	the	the	DET
easat-8563	152	2	gross	gross	ADJ
easat-8563	152	3	profit	profit	NOUN
easat-8563	152	4	margin	margin	NOUN
easat-8563	152	5	(	(	PUNCT
easat-8563	152	6	gpm	gpm	NOUN
easat-8563	152	7	)	)	PUNCT
easat-8563	152	8	is	be	AUX
easat-8563	152	9	determined	determine	VERB
easat-8563	152	10	as	as	SCONJ
easat-8563	152	11	follows	follow	VERB
easat-8563	152	12	in	in	ADP
easat-8563	152	13	equation	equation	NOUN
easat-8563	152	14	(	(	PUNCT
easat-8563	152	15	6	6	NUM
easat-8563	152	16	):	):	PUNCT
easat-8563	153	1	𝐺𝑃𝑀	𝐺𝑃𝑀	PROPN
easat-8563	153	2	=	=	SYM
easat-8563	153	3	𝐺𝑟𝑜𝑠𝑠	𝐺𝑟𝑜𝑠𝑠	PROPN
easat-8563	153	4	𝑝𝑟𝑜𝑓𝑖𝑡	𝑝𝑟𝑜𝑓𝑖𝑡	NOUN
easat-8563	153	5	𝑁𝑒𝑡	𝑁𝑒𝑡	PROPN
easat-8563	153	6	𝑠𝑎𝑙𝑒𝑠	𝑠𝑎𝑙𝑒𝑠	PROPN
easat-8563	153	7	(	(	PUNCT
easat-8563	153	8	6	6	NUM
easat-8563	153	9	)	)	PUNCT
easat-8563	153	10	245	245	NUM
easat-8563	153	11	edelweiss	edelweiss	PROPN
easat-8563	153	12	applied	apply	VERB
easat-8563	153	13	science	science	NOUN
easat-8563	153	14	and	and	CCONJ
easat-8563	153	15	technology	technology	NOUN
easat-8563	153	16	issn	issn	PROPN
easat-8563	153	17	:	:	PUNCT
easat-8563	153	18	2576	2576	NUM
easat-8563	153	19	-	-	SYM
easat-8563	153	20	8484	8484	NUM
easat-8563	153	21	vol	vol	NOUN
easat-8563	153	22	.	.	PROPN
easat-8563	154	1	9	9	NUM
easat-8563	154	2	,	,	PUNCT
easat-8563	154	3	no	no	INTJ
easat-8563	154	4	.	.	NOUN
easat-8563	155	1	7	7	NUM
easat-8563	155	2	:	:	SYM
easat-8563	155	3	238	238	NUM
easat-8563	155	4	-	-	SYM
easat-8563	155	5	259	259	NUM
easat-8563	155	6	,	,	PUNCT
easat-8563	155	7	2025	2025	NUM
easat-8563	155	8	doi	doi	NOUN
easat-8563	155	9	:	:	PUNCT
easat-8563	155	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	155	11	©	©	PROPN
easat-8563	155	12	2025	2025	NUM
easat-8563	155	13	by	by	ADP
easat-8563	155	14	the	the	DET
easat-8563	155	15	author	author	NOUN
easat-8563	155	16	;	;	PUNCT
easat-8563	155	17	licensee	licensee	PROPN
easat-8563	155	18	learning	learn	VERB
easat-8563	155	19	gate	gate	NOUN
easat-8563	156	1	3.5.2	3.5.2	PROPN
easat-8563	156	2	.	.	PUNCT
easat-8563	156	3	npm	npm	PROPN
easat-8563	156	4	this	this	DET
easat-8563	156	5	ratio	ratio	NOUN
easat-8563	156	6	measures	measure	VERB
easat-8563	156	7	a	a	DET
easat-8563	156	8	company	company	NOUN
easat-8563	156	9	's	's	PART
easat-8563	156	10	performance	performance	NOUN
easat-8563	156	11	over	over	ADP
easat-8563	156	12	time	time	NOUN
easat-8563	156	13	and	and	CCONJ
easat-8563	156	14	provides	provide	VERB
easat-8563	156	15	insight	insight	NOUN
easat-8563	156	16	into	into	ADP
easat-8563	156	17	its	its	PRON
easat-8563	156	18	management	management	NOUN
easat-8563	156	19	capabilities	capability	NOUN
easat-8563	156	20	.	.	PUNCT
easat-8563	157	1	this	this	DET
easat-8563	157	2	ratio	ratio	NOUN
easat-8563	157	3	represents	represent	VERB
easat-8563	157	4	the	the	DET
easat-8563	157	5	net	net	ADJ
easat-8563	157	6	profit	profit	NOUN
easat-8563	157	7	from	from	ADP
easat-8563	157	8	each	each	DET
easat-8563	157	9	sale	sale	NOUN
easat-8563	157	10	in	in	ADP
easat-8563	157	11	rupiah	rupiah	PROPN
easat-8563	157	12	.	.	PUNCT
easat-8563	158	1	this	this	DET
easat-8563	158	2	ratio	ratio	NOUN
easat-8563	158	3	compares	compare	VERB
easat-8563	158	4	net	net	ADJ
easat-8563	158	5	income	income	NOUN
easat-8563	158	6	to	to	ADP
easat-8563	158	7	net	net	ADJ
easat-8563	158	8	sales	sale	NOUN
easat-8563	158	9	and	and	CCONJ
easat-8563	158	10	is	be	AUX
easat-8563	158	11	calculated	calculate	VERB
easat-8563	158	12	as	as	SCONJ
easat-8563	158	13	follows	follow	VERB
easat-8563	158	14	in	in	ADP
easat-8563	158	15	equation	equation	NOUN
easat-8563	158	16	(	(	PUNCT
easat-8563	158	17	7	7	NUM
easat-8563	158	18	):	):	PUNCT
easat-8563	158	19	𝑁𝑃𝑀	𝑁𝑃𝑀	NOUN
easat-8563	158	20	=	=	SYM
easat-8563	159	1	𝑁𝑒𝑡	𝑁𝑒𝑡	PROPN
easat-8563	159	2	𝑖𝑛𝑐𝑜𝑚𝑒	𝑖𝑛𝑐𝑜𝑚𝑒	NOUN
easat-8563	159	3	𝑁𝑒𝑡	𝑁𝑒𝑡	PROPN
easat-8563	159	4	𝑠𝑎𝑙𝑒𝑠	𝑠𝑎𝑙𝑒𝑠	ADJ
easat-8563	159	5	(	(	PUNCT
easat-8563	159	6	7	7	NUM
easat-8563	159	7	)	)	PUNCT
easat-8563	159	8	3.5.3	3.5.3	NUM
easat-8563	159	9	.	.	PUNCT
easat-8563	159	10	time	time	NOUN
easat-8563	159	11	interest	interest	NOUN
easat-8563	159	12	earned	earn	VERB
easat-8563	159	13	(	(	PUNCT
easat-8563	159	14	tie	tie	NOUN
easat-8563	159	15	)	)	PUNCT
easat-8563	159	16	this	this	DET
easat-8563	159	17	ratio	ratio	NOUN
easat-8563	159	18	compares	compare	VERB
easat-8563	159	19	the	the	DET
easat-8563	159	20	amount	amount	NOUN
easat-8563	159	21	of	of	ADP
easat-8563	159	22	interest	interest	NOUN
easat-8563	159	23	owed	owe	VERB
easat-8563	159	24	in	in	ADP
easat-8563	159	25	the	the	DET
easat-8563	159	26	current	current	ADJ
easat-8563	159	27	year	year	NOUN
easat-8563	159	28	to	to	ADP
easat-8563	159	29	operational	operational	ADJ
easat-8563	159	30	profit	profit	NOUN
easat-8563	159	31	.	.	PUNCT
easat-8563	160	1	this	this	DET
easat-8563	160	2	ratio	ratio	NOUN
easat-8563	160	3	indicates	indicate	VERB
easat-8563	160	4	that	that	SCONJ
easat-8563	160	5	the	the	DET
easat-8563	160	6	firm	firm	NOUN
easat-8563	160	7	can	can	AUX
easat-8563	160	8	generate	generate	VERB
easat-8563	160	9	operational	operational	ADJ
easat-8563	160	10	profit	profit	NOUN
easat-8563	160	11	by	by	ADP
easat-8563	160	12	lowering	lower	VERB
easat-8563	160	13	selling	selling	NOUN
easat-8563	160	14	and	and	CCONJ
easat-8563	160	15	operating	operating	NOUN
easat-8563	160	16	costs	cost	NOUN
easat-8563	160	17	compared	compare	VERB
easat-8563	160	18	to	to	ADP
easat-8563	160	19	total	total	ADJ
easat-8563	160	20	revenue	revenue	NOUN
easat-8563	160	21	.	.	PUNCT
easat-8563	161	1	the	the	DET
easat-8563	161	2	ratio	ratio	NOUN
easat-8563	161	3	can	can	AUX
easat-8563	161	4	be	be	AUX
easat-8563	161	5	computed	compute	VERB
easat-8563	161	6	as	as	SCONJ
easat-8563	161	7	follows	follow	VERB
easat-8563	161	8	in	in	ADP
easat-8563	161	9	equation	equation	NOUN
easat-8563	161	10	(	(	PUNCT
easat-8563	161	11	8)	8)	NUM
easat-8563	161	12	:	:	PUNCT
easat-8563	161	13	𝑇𝐼𝐸	𝑇𝐼𝐸	NOUN
easat-8563	161	14	=	=	NOUN
easat-8563	161	15	𝑖𝑛𝑡𝑒𝑟𝑒𝑠𝑡	𝑖𝑛𝑡𝑒𝑟𝑒𝑠𝑡	NOUN
easat-8563	161	16	𝑝𝑎𝑦𝑚𝑒𝑛𝑡	𝑝𝑎𝑦𝑚𝑒𝑛𝑡	PROPN
easat-8563	161	17	𝑂𝑝𝑒𝑟𝑎𝑡𝑖𝑜𝑛𝑎𝑙	𝑂𝑝𝑒𝑟𝑎𝑡𝑖𝑜𝑛𝑎𝑙	PROPN
easat-8563	161	18	𝑝𝑟𝑜𝑓𝑖𝑡	𝑝𝑟𝑜𝑓𝑖𝑡	NOUN
easat-8563	161	19	(	(	PUNCT
easat-8563	161	20	8)	8)	NUM
easat-8563	161	21	the	the	DET
easat-8563	161	22	main	main	ADJ
easat-8563	161	23	problem	problem	NOUN
easat-8563	161	24	with	with	ADP
easat-8563	161	25	traditional	traditional	ADJ
easat-8563	161	26	profitability	profitability	NOUN
easat-8563	161	27	ratio	ratio	NOUN
easat-8563	161	28	analysis	analysis	NOUN
easat-8563	161	29	is	be	AUX
easat-8563	161	30	that	that	SCONJ
easat-8563	161	31	it	it	PRON
easat-8563	161	32	relies	rely	VERB
easat-8563	161	33	on	on	ADP
easat-8563	161	34	fixed	fix	VERB
easat-8563	161	35	financial	financial	ADJ
easat-8563	161	36	data	datum	NOUN
easat-8563	161	37	,	,	PUNCT
easat-8563	161	38	which	which	PRON
easat-8563	161	39	fails	fail	VERB
easat-8563	161	40	to	to	PART
easat-8563	161	41	represent	represent	VERB
easat-8563	161	42	market	market	NOUN
easat-8563	161	43	shifts	shift	NOUN
easat-8563	161	44	and	and	CCONJ
easat-8563	161	45	irregular	irregular	ADJ
easat-8563	161	46	patterns	pattern	NOUN
easat-8563	161	47	.	.	PUNCT
easat-8563	162	1	the	the	DET
easat-8563	162	2	proposed	propose	VERB
easat-8563	162	3	drsvm	drsvm	NOUN
easat-8563	162	4	-	-	PUNCT
easat-8563	162	5	rf	rf	NOUN
easat-8563	162	6	improves	improve	VERB
easat-8563	162	7	on	on	ADP
easat-8563	162	8	the	the	DET
easat-8563	162	9	previous	previous	ADJ
easat-8563	162	10	techniques	technique	NOUN
easat-8563	162	11	by	by	ADP
easat-8563	162	12	using	use	VERB
easat-8563	162	13	advanced	advanced	ADJ
easat-8563	162	14	machine	machine	NOUN
easat-8563	162	15	learning	learning	NOUN
easat-8563	162	16	methods	method	NOUN
easat-8563	162	17	that	that	PRON
easat-8563	162	18	represent	represent	VERB
easat-8563	162	19	complex	complex	ADJ
easat-8563	162	20	links	link	NOUN
easat-8563	162	21	in	in	ADP
easat-8563	162	22	finance	finance	NOUN
easat-8563	162	23	,	,	PUNCT
easat-8563	162	24	yield	yield	VERB
easat-8563	162	25	better	well	ADJ
easat-8563	162	26	accuracy	accuracy	NOUN
easat-8563	162	27	,	,	PUNCT
easat-8563	162	28	and	and	CCONJ
easat-8563	162	29	responsively	responsively	ADV
easat-8563	162	30	change	change	VERB
easat-8563	162	31	to	to	ADP
easat-8563	162	32	new	new	ADJ
easat-8563	162	33	data	datum	NOUN
easat-8563	162	34	to	to	PART
easat-8563	162	35	ensure	ensure	VERB
easat-8563	162	36	solid	solid	ADJ
easat-8563	162	37	analysis	analysis	NOUN
easat-8563	162	38	of	of	ADP
easat-8563	162	39	financial	financial	ADJ
easat-8563	162	40	statements	statement	NOUN
easat-8563	162	41	.	.	PUNCT
easat-8563	163	1	3.6	3.6	NUM
easat-8563	163	2	.	.	PUNCT
easat-8563	164	1	drsvm	drsvm	NOUN
easat-8563	164	2	-	-	PUNCT
easat-8563	164	3	rf	rf	AUX
easat-8563	164	4	the	the	DET
easat-8563	164	5	drsvm	drsvm	NOUN
easat-8563	164	6	-	-	PUNCT
easat-8563	164	7	rf	rf	VERB
easat-8563	164	8	approach	approach	NOUN
easat-8563	164	9	links	link	NOUN
easat-8563	164	10	svm	svm	VERB
easat-8563	164	11	and	and	CCONJ
easat-8563	164	12	rf	rf	VERB
easat-8563	164	13	together	together	ADV
easat-8563	164	14	to	to	PART
easat-8563	164	15	give	give	VERB
easat-8563	164	16	more	more	ADJ
easat-8563	164	17	strength	strength	NOUN
easat-8563	164	18	to	to	ADP
easat-8563	164	19	financial	financial	ADJ
easat-8563	164	20	statement	statement	NOUN
easat-8563	164	21	analysis	analysis	NOUN
easat-8563	164	22	.	.	PUNCT
easat-8563	165	1	with	with	ADP
easat-8563	165	2	dynamic	dynamic	ADJ
easat-8563	165	3	regularization	regularization	NOUN
easat-8563	165	4	,	,	PUNCT
easat-8563	165	5	the	the	DET
easat-8563	165	6	svm	svm	ADJ
easat-8563	165	7	module	module	NOUN
easat-8563	165	8	can	can	AUX
easat-8563	165	9	manage	manage	VERB
easat-8563	165	10	its	its	PRON
easat-8563	165	11	penalties	penalty	NOUN
easat-8563	165	12	as	as	SCONJ
easat-8563	165	13	it	it	PRON
easat-8563	165	14	deals	deal	VERB
easat-8563	165	15	with	with	ADP
easat-8563	165	16	financial	financial	ADJ
easat-8563	165	17	data	datum	NOUN
easat-8563	165	18	of	of	ADP
easat-8563	165	19	varying	vary	VERB
easat-8563	165	20	complexities	complexity	NOUN
easat-8563	165	21	.	.	PUNCT
easat-8563	166	1	such	such	ADJ
easat-8563	166	2	dynamic	dynamic	ADJ
easat-8563	166	3	adjustments	adjustment	NOUN
easat-8563	166	4	make	make	VERB
easat-8563	166	5	it	it	PRON
easat-8563	166	6	possible	possible	ADJ
easat-8563	166	7	to	to	PART
easat-8563	166	8	include	include	VERB
easat-8563	166	9	more	more	ADJ
easat-8563	166	10	data	datum	NOUN
easat-8563	166	11	without	without	ADP
easat-8563	166	12	overfitting	overfitte	VERB
easat-8563	166	13	since	since	SCONJ
easat-8563	166	14	financial	financial	ADJ
easat-8563	166	15	records	record	NOUN
easat-8563	166	16	usually	usually	ADV
easat-8563	166	17	contain	contain	VERB
easat-8563	166	18	noise	noise	NOUN
easat-8563	166	19	,	,	PUNCT
easat-8563	166	20	outliers	outlier	NOUN
easat-8563	166	21	,	,	PUNCT
easat-8563	166	22	and	and	CCONJ
easat-8563	166	23	unusual	unusual	ADJ
easat-8563	166	24	patterns	pattern	NOUN
easat-8563	166	25	.	.	PUNCT
easat-8563	167	1	meanwhile	meanwhile	ADV
easat-8563	167	2	,	,	PUNCT
easat-8563	167	3	feature	feature	NOUN
easat-8563	167	4	selection	selection	NOUN
easat-8563	167	5	and	and	CCONJ
easat-8563	167	6	initial	initial	ADJ
easat-8563	167	7	classification	classification	NOUN
easat-8563	167	8	are	be	AUX
easat-8563	167	9	carried	carry	VERB
easat-8563	167	10	out	out	ADP
easat-8563	167	11	using	use	VERB
easat-8563	167	12	the	the	DET
easat-8563	167	13	rf	rf	ADJ
easat-8563	167	14	method	method	NOUN
easat-8563	167	15	,	,	PUNCT
easat-8563	167	16	which	which	PRON
easat-8563	167	17	is	be	AUX
easat-8563	167	18	well	well	ADV
easat-8563	167	19	known	known	ADJ
easat-8563	167	20	for	for	ADP
easat-8563	167	21	its	its	PRON
easat-8563	167	22	ensemble	ensemble	ADJ
easat-8563	167	23	learning	learning	NOUN
easat-8563	167	24	capabilities	capability	NOUN
easat-8563	167	25	.	.	PUNCT
easat-8563	168	1	by	by	ADP
easat-8563	168	2	assessing	assess	VERB
easat-8563	168	3	the	the	DET
easat-8563	168	4	significance	significance	NOUN
easat-8563	168	5	of	of	ADP
easat-8563	168	6	each	each	DET
easat-8563	168	7	financial	financial	ADJ
easat-8563	168	8	indicator	indicator	NOUN
easat-8563	168	9	(	(	PUNCT
easat-8563	168	10	for	for	ADP
easat-8563	168	11	example	example	NOUN
easat-8563	168	12	,	,	PUNCT
easat-8563	168	13	liquidity	liquidity	NOUN
easat-8563	168	14	ratios	ratio	NOUN
easat-8563	168	15	,	,	PUNCT
easat-8563	168	16	profitability	profitability	NOUN
easat-8563	168	17	margins	margin	NOUN
easat-8563	168	18	,	,	PUNCT
easat-8563	168	19	and	and	CCONJ
easat-8563	168	20	solvency	solvency	NOUN
easat-8563	168	21	measurements	measurement	NOUN
easat-8563	168	22	)	)	PUNCT
easat-8563	168	23	,	,	PUNCT
easat-8563	168	24	rf	rf	NOUN
easat-8563	168	25	determines	determine	VERB
easat-8563	168	26	the	the	DET
easat-8563	168	27	most	most	ADV
easat-8563	168	28	relevant	relevant	ADJ
easat-8563	168	29	characteristics	characteristic	NOUN
easat-8563	168	30	,	,	PUNCT
easat-8563	168	31	reducing	reduce	VERB
easat-8563	168	32	dimensionality	dimensionality	NOUN
easat-8563	168	33	and	and	CCONJ
easat-8563	168	34	improving	improve	VERB
easat-8563	168	35	interpretability	interpretability	NOUN
easat-8563	168	36	.	.	PUNCT
easat-8563	169	1	the	the	DET
easat-8563	169	2	revised	revise	VERB
easat-8563	169	3	feature	feature	NOUN
easat-8563	169	4	set	set	NOUN
easat-8563	169	5	is	be	AUX
easat-8563	169	6	subsequently	subsequently	ADV
easat-8563	169	7	fed	feed	VERB
easat-8563	169	8	into	into	ADP
easat-8563	169	9	the	the	DET
easat-8563	169	10	dynamically	dynamically	ADV
easat-8563	169	11	regularized	regularize	VERB
easat-8563	169	12	svm	svm	NOUN
easat-8563	169	13	,	,	PUNCT
easat-8563	169	14	which	which	PRON
easat-8563	169	15	performs	perform	VERB
easat-8563	169	16	specific	specific	ADJ
easat-8563	169	17	classification	classification	NOUN
easat-8563	169	18	tasks	task	NOUN
easat-8563	169	19	including	include	VERB
easat-8563	169	20	recognizing	recognize	VERB
easat-8563	169	21	financial	financial	ADJ
easat-8563	169	22	distress	distress	NOUN
easat-8563	169	23	,	,	PUNCT
easat-8563	169	24	measuring	measure	VERB
easat-8563	169	25	credit	credit	NOUN
easat-8563	169	26	risk	risk	NOUN
easat-8563	169	27	,	,	PUNCT
easat-8563	169	28	and	and	CCONJ
easat-8563	169	29	forecasting	forecast	VERB
easat-8563	169	30	company	company	NOUN
easat-8563	169	31	performance	performance	NOUN
easat-8563	169	32	.	.	PUNCT
easat-8563	170	1	this	this	DET
easat-8563	170	2	two	two	NUM
easat-8563	170	3	-	-	PUNCT
easat-8563	170	4	stage	stage	NOUN
easat-8563	170	5	design	design	NOUN
easat-8563	170	6	greatly	greatly	ADV
easat-8563	170	7	enhances	enhance	VERB
easat-8563	170	8	classification	classification	NOUN
easat-8563	170	9	accuracy	accuracy	NOUN
easat-8563	170	10	,	,	PUNCT
easat-8563	170	11	robustness	robustness	NOUN
easat-8563	170	12	,	,	PUNCT
easat-8563	170	13	and	and	CCONJ
easat-8563	170	14	the	the	DET
easat-8563	170	15	dependability	dependability	NOUN
easat-8563	170	16	of	of	ADP
easat-8563	170	17	decision	decision	NOUN
easat-8563	170	18	-	-	PUNCT
easat-8563	170	19	making	making	NOUN
easat-8563	170	20	.	.	PUNCT
easat-8563	171	1	drsvm	drsvm	NOUN
easat-8563	171	2	-	-	PUNCT
easat-8563	171	3	rf	rf	NOUN
easat-8563	171	4	,	,	PUNCT
easat-8563	171	5	therefore	therefore	ADV
easat-8563	171	6	,	,	PUNCT
easat-8563	171	7	provides	provide	VERB
easat-8563	171	8	a	a	DET
easat-8563	171	9	strong	strong	ADJ
easat-8563	171	10	analytical	analytical	ADJ
easat-8563	171	11	tool	tool	NOUN
easat-8563	171	12	for	for	ADP
easat-8563	171	13	finance	finance	NOUN
easat-8563	171	14	stakeholders	stakeholder	NOUN
easat-8563	171	15	,	,	PUNCT
easat-8563	171	16	allowing	allow	VERB
easat-8563	171	17	for	for	ADP
easat-8563	171	18	more	more	ADV
easat-8563	171	19	precise	precise	ADJ
easat-8563	171	20	,	,	PUNCT
easat-8563	171	21	data	data	NOUN
easat-8563	171	22	-	-	PUNCT
easat-8563	171	23	driven	drive	VERB
easat-8563	171	24	insights	insight	NOUN
easat-8563	171	25	from	from	ADP
easat-8563	171	26	complicated	complicated	ADJ
easat-8563	171	27	financial	financial	ADJ
easat-8563	171	28	statements	statement	NOUN
easat-8563	171	29	in	in	ADP
easat-8563	171	30	real	real	ADJ
easat-8563	171	31	-	-	PUNCT
easat-8563	171	32	world	world	NOUN
easat-8563	171	33	company	company	NOUN
easat-8563	171	34	environments	environment	NOUN
easat-8563	171	35	.	.	PUNCT
easat-8563	172	1	algorithm	algorithm	NOUN
easat-8563	172	2	1	1	NUM
easat-8563	172	3	:	:	PUNCT
easat-8563	172	4	drsvm	drsvm	NOUN
easat-8563	172	5	-	-	PUNCT
easat-8563	172	6	rf	rf	ADJ
easat-8563	172	7	input	input	NOUN
easat-8563	172	8	:	:	PUNCT
easat-8563	172	9	dataset	dataset	NOUN
easat-8563	172	10	d	d	X
easat-8563	172	11	=	=	SYM
easat-8563	172	12	{	{	PUNCT
easat-8563	172	13	x	x	PROPN
easat-8563	172	14	,	,	PUNCT
easat-8563	172	15	y	y	NOUN
easat-8563	172	16	}	}	PUNCT
easat-8563	172	17	initial	initial	ADJ
easat-8563	172	18	regularization	regularization	NOUN
easat-8563	172	19	parameter	parameter	NOUN
easat-8563	172	20	c_init	c_init	VERB
easat-8563	172	21	regularization	regularization	NOUN
easat-8563	172	22	update	update	NOUN
easat-8563	172	23	rule	rule	NOUN
easat-8563	172	24	δc	δc	ADP
easat-8563	172	25	number	number	NOUN
easat-8563	172	26	of	of	ADP
easat-8563	172	27	rf	rf	NOUN
easat-8563	172	28	trees	tree	NOUN
easat-8563	172	29	t	t	PROPN
easat-8563	172	30	svm	svm	PROPN
easat-8563	172	31	kernel	kernel	PROPN
easat-8563	172	32	function	function	PROPN
easat-8563	172	33	k	k	PROPN
easat-8563	172	34	(	(	PUNCT
easat-8563	172	35	e.g.	e.g.	ADV
easat-8563	172	36	,	,	PUNCT
easat-8563	172	37	rbf	rbf	PROPN
easat-8563	172	38	,	,	PUNCT
easat-8563	172	39	linear	linear	NOUN
easat-8563	172	40	)	)	PUNCT
easat-8563	172	41	stopping	stop	VERB
easat-8563	172	42	criteria	criterion	NOUN
easat-8563	172	43	ε	ε	PROPN
easat-8563	172	44	output	output	NOUN
easat-8563	172	45	:	:	PUNCT
easat-8563	172	46	trained	train	VERB
easat-8563	172	47	drsvm	drsvm	NOUN
easat-8563	172	48	-	-	PUNCT
easat-8563	172	49	rf	rf	ADJ
easat-8563	172	50	model	model	NOUN
easat-8563	172	51	classification	classification	NOUN
easat-8563	172	52	predictions	prediction	NOUN
easat-8563	172	53	1	1	NUM
easat-8563	172	54	.	.	PUNCT
easat-8563	173	1	preprocess	preprocess	NOUN
easat-8563	173	2	dataset	dataset	VERB
easat-8563	174	1	d	d	NOUN
easat-8563	174	2	:	:	PUNCT
easat-8563	174	3	a.	a.	NOUN
easat-8563	174	4	normalize	normalize	VERB
easat-8563	174	5	or	or	CCONJ
easat-8563	174	6	standardize	standardize	VERB
easat-8563	174	7	x	x	PROPN
easat-8563	174	8	b.	b.	PROPN
easat-8563	174	9	split	split	NOUN
easat-8563	174	10	d	d	NOUN
easat-8563	174	11	into	into	ADP
easat-8563	174	12	training	training	NOUN
easat-8563	174	13	and	and	CCONJ
easat-8563	174	14	testing	testing	NOUN
easat-8563	174	15	sets	set	NOUN
easat-8563	174	16	2	2	NUM
easat-8563	174	17	.	.	PUNCT
easat-8563	174	18	train	train	VERB
easat-8563	174	19	random	random	ADJ
easat-8563	174	20	forest	forest	NOUN
easat-8563	174	21	(	(	PUNCT
easat-8563	174	22	rf	rf	NOUN
easat-8563	174	23	)	)	PUNCT
easat-8563	174	24	on	on	ADP
easat-8563	174	25	training	training	NOUN
easat-8563	174	26	data	datum	NOUN
easat-8563	174	27	:	:	PUNCT
easat-8563	174	28	246	246	NUM
easat-8563	174	29	edelweiss	edelweiss	PROPN
easat-8563	174	30	applied	apply	VERB
easat-8563	174	31	science	science	NOUN
easat-8563	174	32	and	and	CCONJ
easat-8563	174	33	technology	technology	NOUN
easat-8563	174	34	issn	issn	PROPN
easat-8563	174	35	:	:	PUNCT
easat-8563	174	36	2576	2576	NUM
easat-8563	174	37	-	-	SYM
easat-8563	174	38	8484	8484	NUM
easat-8563	174	39	vol	vol	NOUN
easat-8563	174	40	.	.	PROPN
easat-8563	175	1	9	9	NUM
easat-8563	175	2	,	,	PUNCT
easat-8563	175	3	no	no	INTJ
easat-8563	175	4	.	.	NOUN
easat-8563	176	1	7	7	NUM
easat-8563	176	2	:	:	SYM
easat-8563	176	3	238	238	NUM
easat-8563	176	4	-	-	SYM
easat-8563	176	5	259	259	NUM
easat-8563	176	6	,	,	PUNCT
easat-8563	176	7	2025	2025	NUM
easat-8563	176	8	doi	doi	NOUN
easat-8563	176	9	:	:	PUNCT
easat-8563	176	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	176	11	©	©	PROPN
easat-8563	176	12	2025	2025	NUM
easat-8563	176	13	by	by	ADP
easat-8563	176	14	the	the	DET
easat-8563	176	15	author	author	NOUN
easat-8563	176	16	;	;	PUNCT
easat-8563	176	17	licensee	licensee	PROPN
easat-8563	176	18	learning	learn	VERB
easat-8563	176	19	gate	gate	PROPN
easat-8563	176	20	a.	a.	PROPN
easat-8563	176	21	𝑅𝐹_𝑚𝑜𝑑𝑒𝑙	𝑅𝐹_𝑚𝑜𝑑𝑒𝑙	PROPN
easat-8563	176	22	←	←	PROPN
easat-8563	176	23	𝑇𝑟𝑎𝑖𝑛_𝑅𝐹(𝑋_𝑡𝑟𝑎𝑖𝑛	𝑇𝑟𝑎𝑖𝑛_𝑅𝐹(𝑋_𝑡𝑟𝑎𝑖𝑛	PROPN
easat-8563	176	24	,	,	PUNCT
easat-8563	176	25	𝑦_𝑡𝑟𝑎𝑖𝑛	𝑦_𝑡𝑟𝑎𝑖𝑛	NOUN
easat-8563	176	26	,	,	PUNCT
easat-8563	176	27	𝑇	𝑇	PROPN
easat-8563	176	28	)	)	PUNCT
easat-8563	176	29	b.	b.	PROPN
easat-8563	176	30	feature_importances	feature_importances	PROPN
easat-8563	176	31	←	←	PROPN
easat-8563	176	32	extract_importances(rf_model	extract_importances(rf_model	X
easat-8563	176	33	)	)	PUNCT
easat-8563	176	34	3	3	NUM
easat-8563	176	35	.	.	X
easat-8563	176	36	select	select	VERB
easat-8563	176	37	important	important	ADJ
easat-8563	176	38	features	feature	NOUN
easat-8563	176	39	based	base	VERB
easat-8563	176	40	on	on	ADP
easat-8563	176	41	rf	rf	NOUN
easat-8563	176	42	:	:	PUNCT
easat-8563	176	43	a.	a.	NOUN
easat-8563	176	44	selected_features	selected_feature	NOUN
easat-8563	176	45	←	←	PROPN
easat-8563	176	46	top	top	PROPN
easat-8563	176	47	-	-	PUNCT
easat-8563	176	48	k	k	PROPN
easat-8563	176	49	features	feature	NOUN
easat-8563	176	50	using	use	VERB
easat-8563	176	51	feature_importances	feature_importance	NOUN
easat-8563	176	52	b.	b.	PROPN
easat-8563	177	1	𝑋_𝑡𝑟𝑎𝑖𝑛_𝑠𝑒𝑙	𝑋_𝑡𝑟𝑎𝑖𝑛_𝑠𝑒𝑙	PROPN
easat-8563	177	2	←	←	PROPN
easat-8563	177	3	𝑋_𝑡𝑟𝑎𝑖𝑛	𝑋_𝑡𝑟𝑎𝑖𝑛	PROPN
easat-8563	177	4	[:	[:	X
easat-8563	177	5	,	,	PUNCT
easat-8563	177	6	𝑆𝑒𝑙𝑒𝑐𝑡𝑒𝑑_𝐹𝑒𝑎𝑡𝑢𝑟𝑒𝑠	𝑆𝑒𝑙𝑒𝑐𝑡𝑒𝑑_𝐹𝑒𝑎𝑡𝑢𝑟𝑒𝑠	PROPN
easat-8563	177	7	]	]	X
easat-8563	177	8	c.	c.	PROPN
easat-8563	177	9	𝑋_𝑡𝑒𝑠𝑡_𝑠𝑒𝑙	𝑋_𝑡𝑒𝑠𝑡_𝑠𝑒𝑙	PROPN
easat-8563	177	10	←	←	PROPN
easat-8563	177	11	𝑋_𝑡𝑒𝑠𝑡	𝑋_𝑡𝑒𝑠𝑡	ADP
easat-8563	177	12	[:	[:	X
easat-8563	177	13	,	,	PUNCT
easat-8563	177	14	𝑆𝑒𝑙𝑒𝑐𝑡𝑒𝑑_𝐹𝑒𝑎𝑡𝑢𝑟𝑒𝑠	𝑆𝑒𝑙𝑒𝑐𝑡𝑒𝑑_𝐹𝑒𝑎𝑡𝑢𝑟𝑒𝑠	PROPN
easat-8563	177	15	]	]	X
easat-8563	177	16	4	4	X
easat-8563	177	17	.	.	X
easat-8563	177	18	initialize	initialize	NOUN
easat-8563	177	19	:	:	PUNCT
easat-8563	177	20	a.	a.	PROPN
easat-8563	177	21	c	c	PROPN
easat-8563	177	22	←	←	PROPN
easat-8563	177	23	c_init	c_init	PROPN
easat-8563	177	24	b.	b.	PROPN
easat-8563	177	25	previous_accuracy	previous_accuracy	PROPN
easat-8563	177	26	←	←	PROPN
easat-8563	177	27	0	0	NUM
easat-8563	177	28	5	5	X
easat-8563	177	29	.	.	PUNCT
easat-8563	177	30	repeat	repeat	VERB
easat-8563	177	31	until	until	ADP
easat-8563	177	32	convergence	convergence	NOUN
easat-8563	177	33	:	:	PUNCT
easat-8563	177	34	a.	a.	NOUN
easat-8563	177	35	train	train	PROPN
easat-8563	177	36	svm_model	svm_model	PROPN
easat-8563	177	37	←	←	PROPN
easat-8563	177	38	train_svm(x_train_sel	train_svm(x_train_sel	PROPN
easat-8563	177	39	,	,	PUNCT
easat-8563	177	40	y_train	y_train	PRON
easat-8563	177	41	,	,	PUNCT
easat-8563	177	42	c	c	X
easat-8563	177	43	,	,	PUNCT
easat-8563	177	44	kernel	kernel	PROPN
easat-8563	177	45	=	=	SYM
easat-8563	177	46	k	k	NOUN
easat-8563	177	47	)	)	PUNCT
easat-8563	177	48	b.	b.	PROPN
easat-8563	177	49	predict	predict	VERB
easat-8563	177	50	y_pred	y_pred	PROPN
easat-8563	177	51	←	←	PROPN
easat-8563	177	52	svm_model.predict(x_test_sel	svm_model.predict(x_test_sel	PROPN
easat-8563	177	53	)	)	PUNCT
easat-8563	177	54	c.	c.	PROPN
easat-8563	177	55	compute	compute	PROPN
easat-8563	177	56	accuracy	accuracy	NOUN
easat-8563	177	57	←	←	PROPN
easat-8563	177	58	accuracy(y_test	accuracy(y_t	ADJ
easat-8563	177	59	,	,	PUNCT
easat-8563	177	60	y_pred	y_pred	PROPN
easat-8563	177	61	)	)	PUNCT
easat-8563	177	62	d.	d.	NOUN
easat-8563	177	63	if	if	SCONJ
easat-8563	177	64	|accuracy	|accuracy	NOUN
easat-8563	177	65	previous_accuracy|	previous_accuracy|	NOUN
easat-8563	177	66	<	<	X
easat-8563	177	67	ε	ε	PROPN
easat-8563	177	68	:	:	PUNCT
easat-8563	177	69	break	break	NOUN
easat-8563	177	70	else	else	ADV
easat-8563	177	71	:	:	PUNCT
easat-8563	177	72	i.	i.	NOUN
easat-8563	177	73	update	update	PROPN
easat-8563	177	74	regularization	regularization	NOUN
easat-8563	177	75	parameter	parameter	NOUN
easat-8563	177	76	:	:	PUNCT
easat-8563	177	77	c	c	PROPN
easat-8563	177	78	←	←	PROPN
easat-8563	177	79	update_c(c	update_c(c	PROPN
easat-8563	177	80	,	,	PUNCT
easat-8563	177	81	accuracy	accuracy	NOUN
easat-8563	177	82	,	,	PUNCT
easat-8563	177	83	δc	δc	PROPN
easat-8563	177	84	)	)	PUNCT
easat-8563	177	85	ii	ii	PROPN
easat-8563	177	86	.	.	PUNCT
easat-8563	178	1	previous_accuracy	previous_accuracy	ADJ
easat-8563	178	2	←	←	PROPN
easat-8563	178	3	accuracy	accuracy	NOUN
easat-8563	178	4	6	6	NUM
easat-8563	178	5	.	.	PUNCT
easat-8563	178	6	combine	combine	VERB
easat-8563	178	7	rf	rf	ADJ
easat-8563	178	8	and	and	CCONJ
easat-8563	178	9	svm	svm	ADJ
easat-8563	178	10	results	result	NOUN
easat-8563	178	11	(	(	PUNCT
easat-8563	178	12	optional	optional	ADJ
easat-8563	178	13	ensemble	ensemble	ADJ
easat-8563	178	14	):	):	PUNCT
easat-8563	178	15	a.	a.	PROPN
easat-8563	178	16	rf_pred	rf_pre	VERB
easat-8563	179	1	←	←	PROPN
easat-8563	179	2	rf_model.predict(x_test_sel	rf_model.predict(x_test_sel	PROPN
easat-8563	179	3	)	)	PUNCT
easat-8563	179	4	b.	b.	PROPN
easat-8563	179	5	final_pred	final_pred	PROPN
easat-8563	179	6	←	←	PROPN
easat-8563	179	7	majority_vote(y_pred	majority_vote(y_pre	VERB
easat-8563	179	8	,	,	PUNCT
easat-8563	179	9	rf_pred	rf_pre	VERB
easat-8563	179	10	)	)	PUNCT
easat-8563	179	11	7	7	NUM
easat-8563	179	12	.	.	X
easat-8563	179	13	return	return	VERB
easat-8563	179	14	final_pred	final_pre	VERB
easat-8563	179	15	and	and	CCONJ
easat-8563	179	16	trained	train	VERB
easat-8563	179	17	models	model	NOUN
easat-8563	179	18	(	(	PUNCT
easat-8563	179	19	svm_model	svm_model	NOUN
easat-8563	179	20	,	,	PUNCT
easat-8563	179	21	rf_model	rf_model	NOUN
easat-8563	179	22	)	)	PUNCT
easat-8563	179	23	3.6.1	3.6.1	NUM
easat-8563	179	24	.	.	PUNCT
easat-8563	180	1	rf	rf	PRON
easat-8563	180	2	rf	rf	NOUN
easat-8563	180	3	is	be	AUX
easat-8563	180	4	a	a	DET
easat-8563	180	5	sophisticated	sophisticated	ADJ
easat-8563	180	6	ensemble	ensemble	ADJ
easat-8563	180	7	learning	learning	NOUN
easat-8563	180	8	algorithm	algorithm	NOUN
easat-8563	180	9	used	use	VERB
easat-8563	180	10	in	in	ADP
easat-8563	180	11	financial	financial	ADJ
easat-8563	180	12	statement	statement	NOUN
easat-8563	180	13	analysis	analysis	NOUN
easat-8563	180	14	to	to	PART
easat-8563	180	15	improve	improve	VERB
easat-8563	180	16	forecasting	forecasting	NOUN
easat-8563	180	17	accuracy	accuracy	NOUN
easat-8563	180	18	.	.	PUNCT
easat-8563	181	1	it	it	PRON
easat-8563	181	2	identifies	identify	VERB
easat-8563	181	3	critical	critical	ADJ
easat-8563	181	4	financial	financial	ADJ
easat-8563	181	5	indicators	indicator	NOUN
easat-8563	181	6	,	,	PUNCT
easat-8563	181	7	finds	find	VERB
easat-8563	181	8	abnormalities	abnormality	NOUN
easat-8563	181	9	,	,	PUNCT
easat-8563	181	10	and	and	CCONJ
easat-8563	181	11	allows	allow	VERB
easat-8563	181	12	for	for	ADP
easat-8563	181	13	more	more	ADV
easat-8563	181	14	informed	informed	ADJ
easat-8563	181	15	decision	decision	NOUN
easat-8563	181	16	-	-	PUNCT
easat-8563	181	17	making	making	NOUN
easat-8563	181	18	in	in	ADP
easat-8563	181	19	credit	credit	NOUN
easat-8563	181	20	scoring	scoring	NOUN
easat-8563	181	21	,	,	PUNCT
easat-8563	181	22	fraud	fraud	NOUN
easat-8563	181	23	detection	detection	NOUN
easat-8563	181	24	,	,	PUNCT
easat-8563	181	25	and	and	CCONJ
easat-8563	181	26	risk	risk	NOUN
easat-8563	181	27	assessment	assessment	NOUN
easat-8563	181	28	by	by	ADP
easat-8563	181	29	aggregating	aggregate	VERB
easat-8563	181	30	several	several	ADJ
easat-8563	181	31	decision	decision	NOUN
easat-8563	181	32	trees	tree	NOUN
easat-8563	181	33	.	.	PUNCT
easat-8563	182	1	rf	rf	NOUN
easat-8563	182	2	combines	combine	VERB
easat-8563	182	3	various	various	ADJ
easat-8563	182	4	classifiers	classifier	NOUN
easat-8563	182	5	that	that	PRON
easat-8563	182	6	are	be	AUX
easat-8563	182	7	generated	generate	VERB
easat-8563	182	8	during	during	ADP
easat-8563	182	9	the	the	DET
easat-8563	182	10	learning	learning	NOUN
easat-8563	182	11	process	process	NOUN
easat-8563	182	12	.	.	PUNCT
easat-8563	183	1	the	the	DET
easat-8563	183	2	first	first	ADJ
easat-8563	183	3	training	training	NOUN
easat-8563	183	4	data	datum	NOUN
easat-8563	183	5	are	be	AUX
easat-8563	183	6	used	use	VERB
easat-8563	183	7	to	to	PART
easat-8563	183	8	create	create	VERB
easat-8563	183	9	several	several	ADJ
easat-8563	183	10	classification	classification	NOUN
easat-8563	183	11	and	and	CCONJ
easat-8563	183	12	regression	regression	NOUN
easat-8563	183	13	trees	tree	NOUN
easat-8563	183	14	(	(	PUNCT
easat-8563	183	15	cart	cart	NOUN
easat-8563	183	16	)	)	PUNCT
easat-8563	183	17	based	base	VERB
easat-8563	183	18	on	on	ADP
easat-8563	183	19	bootstrap	bootstrap	NOUN
easat-8563	183	20	selection	selection	NOUN
easat-8563	183	21	.	.	PUNCT
easat-8563	184	1	the	the	DET
easat-8563	184	2	best	good	ADJ
easat-8563	184	3	place	place	NOUN
easat-8563	184	4	to	to	PART
easat-8563	184	5	split	split	NOUN
easat-8563	184	6	is	be	AUX
easat-8563	184	7	decided	decide	VERB
easat-8563	184	8	by	by	ADP
easat-8563	184	9	comparing	compare	VERB
easat-8563	184	10	data	datum	NOUN
easat-8563	184	11	from	from	ADP
easat-8563	184	12	a	a	DET
easat-8563	184	13	set	set	NOUN
easat-8563	184	14	of	of	ADP
easat-8563	184	15	input	input	NOUN
easat-8563	184	16	variables	variable	NOUN
easat-8563	184	17	chosen	choose	VERB
easat-8563	184	18	at	at	ADP
easat-8563	184	19	random	random	ADJ
easat-8563	184	20	.	.	PUNCT
easat-8563	185	1	initially	initially	ADV
easat-8563	185	2	,	,	PUNCT
easat-8563	185	3	the	the	DET
easat-8563	185	4	training	training	NOUN
easat-8563	185	5	data	datum	NOUN
easat-8563	185	6	,	,	PUNCT
easat-8563	185	7	at	at	ADP
easat-8563	185	8	the	the	DET
easat-8563	185	9	root	root	NOUN
easat-8563	185	10	node	node	NOUN
easat-8563	185	11	,	,	PUNCT
easat-8563	185	12	are	be	AUX
easat-8563	185	13	divided	divide	VERB
easat-8563	185	14	into	into	ADP
easat-8563	185	15	child	child	NOUN
easat-8563	185	16	nodes	node	NOUN
easat-8563	185	17	by	by	ADP
easat-8563	185	18	carts	cart	NOUN
easat-8563	185	19	.	.	PUNCT
easat-8563	186	1	rf	rf	NOUN
easat-8563	186	2	operates	operate	VERB
easat-8563	186	3	by	by	ADP
easat-8563	186	4	letting	let	VERB
easat-8563	186	5	each	each	DET
easat-8563	186	6	tree	tree	NOUN
easat-8563	186	7	decide	decide	VERB
easat-8563	186	8	its	its	PRON
easat-8563	186	9	vote	vote	NOUN
easat-8563	186	10	for	for	ADP
easat-8563	186	11	input	input	NOUN
easat-8563	186	12	𝑤	𝑤	SCONJ
easat-8563	186	13	nd	nd	PRON
easat-8563	186	14	the	the	DET
easat-8563	186	15	classifier	classifier	NOUN
easat-8563	186	16	determines	determine	VERB
easat-8563	186	17	its	its	PRON
easat-8563	186	18	output	output	NOUN
easat-8563	186	19	by	by	ADP
easat-8563	186	20	taking	take	VERB
easat-8563	186	21	the	the	DET
easat-8563	186	22	most	most	ADV
easat-8563	186	23	common	common	ADJ
easat-8563	186	24	answer	answer	NOUN
easat-8563	186	25	.	.	PUNCT
easat-8563	187	1	rf	rf	PRON
easat-8563	187	2	can	can	AUX
easat-8563	187	3	handle	handle	VERB
easat-8563	187	4	many	many	ADJ
easat-8563	187	5	variables	variable	NOUN
easat-8563	187	6	and	and	CCONJ
easat-8563	187	7	uses	use	VERB
easat-8563	187	8	a	a	DET
easat-8563	187	9	large	large	ADJ
easat-8563	187	10	set	set	NOUN
easat-8563	187	11	of	of	ADP
easat-8563	187	12	trees	tree	NOUN
easat-8563	187	13	in	in	ADP
easat-8563	187	14	its	its	PRON
easat-8563	187	15	model	model	NOUN
easat-8563	187	16	.	.	PUNCT
easat-8563	188	1	rf	rf	NOUN
easat-8563	188	2	features	feature	NOUN
easat-8563	188	3	that	that	PRON
easat-8563	188	4	are	be	AUX
easat-8563	188	5	very	very	ADV
easat-8563	188	6	important	important	ADJ
easat-8563	188	7	include	include	NOUN
easat-8563	188	8	:	:	PUNCT
easat-8563	188	9	•	•	ADP
easat-8563	188	10	it	it	PRON
easat-8563	188	11	provides	provide	VERB
easat-8563	188	12	an	an	DET
easat-8563	188	13	excellent	excellent	ADJ
easat-8563	188	14	strategy	strategy	NOUN
easat-8563	188	15	for	for	ADP
easat-8563	188	16	predicting	predict	VERB
easat-8563	188	17	missing	miss	VERB
easat-8563	188	18	data	datum	NOUN
easat-8563	188	19	.	.	PUNCT
easat-8563	189	1	•	•	NUM
easat-8563	189	2	the	the	DET
easat-8563	189	3	weighted	weight	VERB
easat-8563	189	4	random	random	ADJ
easat-8563	189	5	forest	forest	NOUN
easat-8563	189	6	(	(	PUNCT
easat-8563	189	7	wrf	wrf	PROPN
easat-8563	189	8	)	)	PUNCT
easat-8563	189	9	algorithm	algorithm	NOUN
easat-8563	189	10	balances	balance	VERB
easat-8563	189	11	faults	fault	NOUN
easat-8563	189	12	in	in	ADP
easat-8563	189	13	unequal	unequal	ADJ
easat-8563	189	14	data	datum	NOUN
easat-8563	189	15	.	.	PUNCT
easat-8563	190	1	•	•	NUM
easat-8563	190	2	estimates	estimate	VERB
easat-8563	190	3	the	the	DET
easat-8563	190	4	relevance	relevance	NOUN
easat-8563	190	5	of	of	ADP
easat-8563	190	6	classifying	classify	VERB
easat-8563	190	7	variables	variable	NOUN
easat-8563	190	8	.	.	PUNCT
easat-8563	191	1	3.7	3.7	NUM
easat-8563	191	2	.	.	PUNCT
easat-8563	191	3	splitting	split	VERB
easat-8563	191	4	criterion	criterion	NOUN
easat-8563	191	5	rf	rf	NOUN
easat-8563	191	6	,	,	PUNCT
easat-8563	191	7	cart	cart	NOUN
easat-8563	191	8	,	,	PUNCT
easat-8563	191	9	selects	select	VERB
easat-8563	191	10	the	the	DET
easat-8563	191	11	split	split	NOUN
easat-8563	191	12	with	with	ADP
easat-8563	191	13	the	the	DET
easat-8563	191	14	lowest	low	ADJ
easat-8563	191	15	impurity	impurity	NOUN
easat-8563	191	16	at	at	ADP
easat-8563	191	17	each	each	DET
easat-8563	191	18	node	node	NOUN
easat-8563	191	19	by	by	ADP
easat-8563	191	20	using	use	VERB
easat-8563	191	21	the	the	DET
easat-8563	191	22	gini	gini	PROPN
easat-8563	191	23	measure	measure	NOUN
easat-8563	191	24	.	.	PUNCT
easat-8563	192	1	gini	gini	NOUN
easat-8563	192	2	impurity	impurity	NOUN
easat-8563	192	3	measures	measure	VERB
easat-8563	192	4	the	the	DET
easat-8563	192	5	distribution	distribution	NOUN
easat-8563	192	6	of	of	ADP
easat-8563	192	7	class	class	NOUN
easat-8563	192	8	labels	label	NOUN
easat-8563	192	9	within	within	ADP
easat-8563	192	10	a	a	DET
easat-8563	192	11	node	node	NOUN
easat-8563	192	12	.	.	PUNCT
easat-8563	193	1	the	the	DET
easat-8563	193	2	gini	gini	PROPN
easat-8563	193	3	impurity	impurity	NOUN
easat-8563	193	4	is	be	AUX
easat-8563	193	5	a	a	DET
easat-8563	193	6	number	number	NOUN
easat-8563	193	7	between	between	ADP
easat-8563	193	8	0	0	NUM
easat-8563	193	9	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-8563	193	10	1	1	NUM
easat-8563	193	11	,	,	PUNCT
easat-8563	193	12	where	where	SCONJ
easat-8563	193	13	0	0	NUM
easat-8563	193	14	means	mean	VERB
easat-8563	193	15	that	that	SCONJ
easat-8563	193	16	every	every	DET
easat-8563	193	17	item	item	NOUN
easat-8563	193	18	in	in	ADP
easat-8563	193	19	a	a	DET
easat-8563	193	20	node	node	NOUN
easat-8563	193	21	belongs	belong	VERB
easat-8563	193	22	to	to	ADP
easat-8563	193	23	a	a	DET
easat-8563	193	24	similar	similar	ADJ
easat-8563	193	25	category	category	NOUN
easat-8563	193	26	.	.	PUNCT
easat-8563	194	1	for	for	ADP
easat-8563	194	2	the	the	DET
easat-8563	194	3	parameter	parameter	NOUN
easat-8563	194	4	𝑊	𝑊	PROPN
easat-8563	194	5	=	=	SYM
easat-8563	194	6	{	{	PUNCT
easat-8563	194	7	𝑤1	𝑤1	VERB
easat-8563	194	8	,	,	PUNCT
easat-8563	194	9	𝑤2	𝑤2	NOUN
easat-8563	194	10	,	,	PUNCT
easat-8563	194	11	…	…	PUNCT
easat-8563	194	12	.	.	PUNCT
easat-8563	194	13	.	.	PUNCT
easat-8563	195	1	,	,	PUNCT
easat-8563	195	2	𝑤𝑖	𝑤𝑖	ADP
easat-8563	195	3	]	]	PUNCT
easat-8563	195	4	at	at	ADP
easat-8563	195	5	node	node	PROPN
easat-8563	195	6	𝑠	𝑠	PROPN
easat-8563	195	7	,	,	PUNCT
easat-8563	195	8	the	the	DET
easat-8563	195	9	gini	gini	PROPN
easat-8563	195	10	impurity	impurity	NOUN
easat-8563	195	11	is	be	AUX
easat-8563	195	12	found	find	VERB
easat-8563	195	13	using	use	VERB
easat-8563	195	14	𝑖	𝑖	PRON
easat-8563	195	15	for	for	ADP
easat-8563	195	16	the	the	DET
easat-8563	195	17	number	number	NOUN
easat-8563	195	18	of	of	ADP
easat-8563	195	19	children	child	NOUN
easat-8563	195	20	at	at	ADP
easat-8563	195	21	𝑠	𝑠	PROPN
easat-8563	195	22	,	,	PUNCT
easat-8563	195	23	𝑀	𝑀	PROPN
easat-8563	195	24	for	for	ADP
easat-8563	195	25	the	the	DET
easat-8563	195	26	number	number	NOUN
easat-8563	195	27	of	of	ADP
easat-8563	195	28	samples	sample	NOUN
easat-8563	195	29	,	,	PUNCT
easat-8563	195	30	𝑚𝑑𝑗	𝑚𝑑𝑗	NOUN
easat-8563	195	31	for	for	ADP
easat-8563	195	32	the	the	DET
easat-8563	195	33	number	number	NOUN
easat-8563	195	34	of	of	ADP
easat-8563	195	35	samples	sample	NOUN
easat-8563	195	36	with	with	ADP
easat-8563	195	37	a	a	DET
easat-8563	195	38	value	value	NOUN
easat-8563	195	39	𝑤𝑗	𝑤𝑗	NOUN
easat-8563	195	40	of	of	ADP
easat-8563	195	41	class	class	NOUN
easat-8563	195	42	𝑑	𝑑	PROPN
easat-8563	195	43	and	and	CCONJ
easat-8563	195	44	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	195	45	for	for	ADP
easat-8563	195	46	the	the	DET
easat-8563	195	47	number	number	NOUN
easat-8563	195	48	of	of	ADP
easat-8563	195	49	samples	sample	NOUN
easat-8563	195	50	with	with	ADP
easat-8563	195	51	a	a	DET
easat-8563	195	52	value	value	NOUN
easat-8563	195	53	𝑤𝑗	𝑤𝑗	ADV
easat-8563	195	54	at	at	ADP
easat-8563	195	55	node	node	PROPN
easat-8563	195	56	𝑠.	𝑠.	PROPN
easat-8563	195	57	247	247	NUM
easat-8563	195	58	edelweiss	edelweiss	PROPN
easat-8563	195	59	applied	apply	VERB
easat-8563	195	60	science	science	NOUN
easat-8563	195	61	and	and	CCONJ
easat-8563	195	62	technology	technology	NOUN
easat-8563	195	63	issn	issn	PROPN
easat-8563	195	64	:	:	PUNCT
easat-8563	195	65	2576	2576	NUM
easat-8563	195	66	-	-	SYM
easat-8563	195	67	8484	8484	NUM
easat-8563	195	68	vol	vol	NOUN
easat-8563	195	69	.	.	PROPN
easat-8563	196	1	9	9	NUM
easat-8563	196	2	,	,	PUNCT
easat-8563	196	3	no	no	INTJ
easat-8563	196	4	.	.	NOUN
easat-8563	197	1	7	7	NUM
easat-8563	197	2	:	:	SYM
easat-8563	197	3	238	238	NUM
easat-8563	197	4	-	-	SYM
easat-8563	197	5	259	259	NUM
easat-8563	197	6	,	,	PUNCT
easat-8563	197	7	2025	2025	NUM
easat-8563	197	8	doi	doi	NOUN
easat-8563	197	9	:	:	PUNCT
easat-8563	197	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	197	11	©	©	PROPN
easat-8563	197	12	2025	2025	NUM
easat-8563	197	13	by	by	ADP
easat-8563	197	14	the	the	DET
easat-8563	197	15	author	author	NOUN
easat-8563	197	16	;	;	PUNCT
easat-8563	197	17	licensee	licensee	PROPN
easat-8563	197	18	learning	learning	NOUN
easat-8563	197	19	gate	gate	PROPN
easat-8563	197	20	𝐽	𝐽	PROPN
easat-8563	197	21	(	(	PUNCT
easat-8563	197	22	𝑠𝑤𝑗	𝑠𝑤𝑗	ADV
easat-8563	197	23	)	)	PUNCT
easat-8563	197	24	=	=	SYM
easat-8563	198	1	1	1	NUM
easat-8563	198	2	−	−	NOUN
easat-8563	198	3	∑	∑	PUNCT
easat-8563	198	4	(	(	PUNCT
easat-8563	198	5	𝑚𝑑𝑗	𝑚𝑑𝑗	NOUN
easat-8563	198	6	𝑏𝑗	𝑏𝑗	NOUN
easat-8563	198	7	)	)	PUNCT
easat-8563	198	8	2	2	NUM
easat-8563	198	9	𝑑	𝑑	NOUN
easat-8563	198	10	𝑑=0	𝑑=0	X
easat-8563	198	11	(	(	PUNCT
easat-8563	198	12	9	9	NUM
easat-8563	198	13	)	)	PUNCT
easat-8563	198	14	to	to	PART
easat-8563	198	15	get	get	VERB
easat-8563	198	16	the	the	DET
easat-8563	198	17	gini	gini	PROPN
easat-8563	198	18	index	index	NOUN
easat-8563	198	19	of	of	ADP
easat-8563	198	20	splitting	splitting	NOUN
easat-8563	198	21	,	,	PUNCT
easat-8563	198	22	first	first	ADV
easat-8563	198	23	take	take	VERB
easat-8563	198	24	the	the	DET
easat-8563	198	25	weighted	weighted	ADJ
easat-8563	198	26	average	average	NOUN
easat-8563	198	27	of	of	ADP
easat-8563	198	28	the	the	DET
easat-8563	198	29	gini	gini	PROPN
easat-8563	198	30	values	value	NOUN
easat-8563	198	31	for	for	ADP
easat-8563	198	32	the	the	DET
easat-8563	198	33	variable	variable	ADJ
easat-8563	198	34	𝑊.	𝑊.	PROPN
easat-8563	198	35	𝐺𝑖𝑛𝑖(𝑠	𝐺𝑖𝑛𝑖(𝑠	PROPN
easat-8563	198	36	,	,	PUNCT
easat-8563	198	37	𝑊	𝑊	PROPN
easat-8563	198	38	)	)	PUNCT
easat-8563	198	39	=	=	PUNCT
easat-8563	198	40	∑	∑	PUNCT
easat-8563	198	41	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	198	42	𝑀	𝑀	PROPN
easat-8563	198	43	𝐽	𝐽	PROPN
easat-8563	198	44	(	(	PUNCT
easat-8563	198	45	𝑠𝑤𝑗	𝑠𝑤𝑗	PROPN
easat-8563	198	46	)	)	PUNCT
easat-8563	198	47	𝑖	𝑖	SYM
easat-8563	198	48	𝑗=1	𝑗=1	PROPN
easat-8563	198	49	(	(	PUNCT
easat-8563	198	50	10	10	NUM
easat-8563	198	51	)	)	PUNCT
easat-8563	198	52	the	the	DET
easat-8563	198	53	attributes	attribute	NOUN
easat-8563	198	54	with	with	ADP
easat-8563	198	55	the	the	DET
easat-8563	198	56	lowest	low	ADJ
easat-8563	198	57	gini	gini	NOUN
easat-8563	198	58	impurity	impurity	NOUN
easat-8563	198	59	values	value	NOUN
easat-8563	198	60	will	will	AUX
easat-8563	198	61	indicate	indicate	VERB
easat-8563	198	62	the	the	DET
easat-8563	198	63	right	right	ADJ
easat-8563	198	64	way	way	NOUN
easat-8563	198	65	to	to	PART
easat-8563	198	66	split	split	VERB
easat-8563	198	67	the	the	DET
easat-8563	198	68	dataset	dataset	NOUN
easat-8563	198	69	.	.	PUNCT
easat-8563	199	1	every	every	DET
easat-8563	199	2	tree	tree	NOUN
easat-8563	199	3	in	in	ADP
easat-8563	199	4	rf	rf	NOUN
easat-8563	199	5	takes	take	VERB
easat-8563	199	6	a	a	DET
easat-8563	199	7	distinct	distinct	ADJ
easat-8563	199	8	group	group	NOUN
easat-8563	199	9	of	of	ADP
easat-8563	199	10	𝑛	𝑛	PROPN
easat-8563	199	11	variables	variable	NOUN
easat-8563	199	12	to	to	PART
easat-8563	199	13	produce	produce	VERB
easat-8563	199	14	its	its	PRON
easat-8563	199	15	splitting	splitting	NOUN
easat-8563	199	16	rules	rule	NOUN
easat-8563	199	17	.	.	PUNCT
easat-8563	200	1	3.8	3.8	NUM
easat-8563	200	2	.	.	PUNCT
easat-8563	200	3	variable	variable	ADJ
easat-8563	200	4	importance	importance	NOUN
easat-8563	200	5	the	the	DET
easat-8563	200	6	changing	change	VERB
easat-8563	200	7	significance	significance	NOUN
easat-8563	200	8	output	output	NOUN
easat-8563	200	9	is	be	AUX
easat-8563	200	10	an	an	DET
easat-8563	200	11	important	important	ADJ
easat-8563	200	12	component	component	NOUN
easat-8563	200	13	of	of	ADP
easat-8563	200	14	rf	rf	NOUN
easat-8563	200	15	.	.	PUNCT
easat-8563	200	16	variable	variable	ADJ
easat-8563	200	17	significance	significance	NOUN
easat-8563	200	18	assesses	assess	VERB
easat-8563	200	19	the	the	DET
easat-8563	200	20	strength	strength	NOUN
easat-8563	200	21	of	of	ADP
easat-8563	200	22	the	the	DET
easat-8563	200	23	association	association	NOUN
easat-8563	200	24	between	between	ADP
easat-8563	200	25	a	a	DET
easat-8563	200	26	variable	variable	NOUN
easat-8563	200	27	and	and	CCONJ
easat-8563	200	28	its	its	PRON
easat-8563	200	29	grouping	group	VERB
easat-8563	200	30	results	result	NOUN
easat-8563	200	31	.	.	PUNCT
easat-8563	201	1	these	these	DET
easat-8563	201	2	four	four	NUM
easat-8563	201	3	measurements	measurement	NOUN
easat-8563	201	4	are	be	AUX
easat-8563	201	5	used	use	VERB
easat-8563	201	6	by	by	ADP
easat-8563	201	7	rf	rf	PRON
easat-8563	201	8	to	to	PART
easat-8563	201	9	see	see	VERB
easat-8563	201	10	how	how	SCONJ
easat-8563	201	11	important	important	ADJ
easat-8563	201	12	each	each	DET
easat-8563	201	13	variable	variable	NOUN
easat-8563	201	14	is	be	AUX
easat-8563	201	15	:	:	PUNCT
easat-8563	201	16	the	the	DET
easat-8563	201	17	score	score	NOUN
easat-8563	201	18	for	for	ADP
easat-8563	201	19	the	the	DET
easat-8563	201	20	class	class	NOUN
easat-8563	201	21	0	0	NUM
easat-8563	201	22	,	,	PUNCT
easat-8563	201	23	the	the	DET
easat-8563	201	24	score	score	NOUN
easat-8563	201	25	for	for	ADP
easat-8563	201	26	class	class	NOUN
easat-8563	201	27	1	1	NUM
easat-8563	201	28	,	,	PUNCT
easat-8563	201	29	the	the	DET
easat-8563	201	30	change	change	NOUN
easat-8563	201	31	in	in	ADP
easat-8563	201	32	accuracy	accuracy	NOUN
easat-8563	201	33	,	,	PUNCT
easat-8563	201	34	and	and	CCONJ
easat-8563	201	35	the	the	DET
easat-8563	201	36	gini	gini	PROPN
easat-8563	201	37	index	index	PROPN
easat-8563	201	38	.	.	PUNCT
easat-8563	202	1	out	out	ADP
easat-8563	202	2	-	-	PUNCT
easat-8563	202	3	of	of	ADP
easat-8563	202	4	-	-	PUNCT
easat-8563	202	5	bag	bag	NOUN
easat-8563	202	6	(	(	PUNCT
easat-8563	202	7	oob	oob	NOUN
easat-8563	202	8	)	)	PUNCT
easat-8563	202	9	data	datum	NOUN
easat-8563	202	10	are	be	AUX
easat-8563	202	11	sent	send	VERB
easat-8563	202	12	down	down	ADP
easat-8563	202	13	the	the	DET
easat-8563	202	14	tree	tree	NOUN
easat-8563	202	15	,	,	PUNCT
easat-8563	202	16	and	and	CCONJ
easat-8563	202	17	the	the	DET
easat-8563	202	18	parameter	parameter	NOUN
easat-8563	202	19	’s	’s	PART
easat-8563	202	20	importance	importance	NOUN
easat-8563	202	21	is	be	AUX
easat-8563	202	22	figured	figure	VERB
easat-8563	202	23	out	out	ADP
easat-8563	202	24	by	by	ADP
easat-8563	202	25	measuring	measure	VERB
easat-8563	202	26	the	the	DET
easat-8563	202	27	prediction	prediction	NOUN
easat-8563	202	28	accuracy	accuracy	NOUN
easat-8563	202	29	.	.	PUNCT
easat-8563	203	1	when	when	SCONJ
easat-8563	203	2	the	the	DET
easat-8563	203	3	values	value	NOUN
easat-8563	203	4	for	for	ADP
easat-8563	203	5	a	a	DET
easat-8563	203	6	parameter	parameter	NOUN
easat-8563	203	7	𝑗	𝑗	INTJ
easat-8563	203	8	are	be	AUX
easat-8563	203	9	swapped	swap	VERB
easat-8563	203	10	within	within	ADP
easat-8563	203	11	the	the	DET
easat-8563	203	12	oob	oob	NOUN
easat-8563	203	13	samples	sample	NOUN
easat-8563	203	14	,	,	PUNCT
easat-8563	203	15	the	the	DET
easat-8563	203	16	parameter	parameter	NOUN
easat-8563	203	17	’s	’s	PART
easat-8563	203	18	accuracy	accuracy	NOUN
easat-8563	203	19	is	be	AUX
easat-8563	203	20	once	once	ADV
easat-8563	203	21	again	again	ADV
easat-8563	203	22	evaluated	evaluate	VERB
easat-8563	203	23	.	.	PUNCT
easat-8563	204	1	all	all	DET
easat-8563	204	2	calculations	calculation	NOUN
easat-8563	204	3	are	be	AUX
easat-8563	204	4	made	make	VERB
easat-8563	204	5	on	on	ADP
easat-8563	204	6	a	a	DET
easat-8563	204	7	tree	tree	NOUN
easat-8563	204	8	-	-	PUNCT
easat-8563	204	9	by	by	ADP
easat-8563	204	10	-	-	PUNCT
easat-8563	204	11	tree	tree	NOUN
easat-8563	204	12	basis	basis	NOUN
easat-8563	204	13	during	during	ADP
easat-8563	204	14	rf	rf	ADJ
easat-8563	204	15	building	building	NOUN
easat-8563	204	16	.	.	PUNCT
easat-8563	205	1	the	the	DET
easat-8563	205	2	importance	importance	NOUN
easat-8563	205	3	of	of	ADP
easat-8563	205	4	the	the	DET
easat-8563	205	5	variable	variable	NOUN
easat-8563	205	6	𝑖	𝑖	NOUN
easat-8563	205	7	is	be	AUX
easat-8563	205	8	then	then	ADV
easat-8563	205	9	estimated	estimate	VERB
easat-8563	205	10	by	by	ADP
easat-8563	205	11	averaging	average	VERB
easat-8563	205	12	the	the	DET
easat-8563	205	13	accuracy	accuracy	NOUN
easat-8563	205	14	loss	loss	NOUN
easat-8563	205	15	of	of	ADP
easat-8563	205	16	these	these	DET
easat-8563	205	17	combinations	combination	NOUN
easat-8563	205	18	across	across	ADP
easat-8563	205	19	all	all	DET
easat-8563	205	20	trees	tree	NOUN
easat-8563	205	21	.	.	PUNCT
easat-8563	206	1	a	a	DET
easat-8563	206	2	substantial	substantial	ADJ
easat-8563	206	3	decline	decline	NOUN
easat-8563	206	4	in	in	ADP
easat-8563	206	5	prediction	prediction	NOUN
easat-8563	206	6	accuracy	accuracy	NOUN
easat-8563	206	7	suggests	suggest	VERB
easat-8563	206	8	a	a	DET
easat-8563	206	9	close	close	ADJ
easat-8563	206	10	connection	connection	NOUN
easat-8563	206	11	between	between	ADP
easat-8563	206	12	the	the	DET
easat-8563	206	13	response	response	NOUN
easat-8563	206	14	and	and	CCONJ
easat-8563	206	15	variable	variable	NOUN
easat-8563	206	16	𝐼.	𝐼.	PROPN
easat-8563	206	17	a	a	DET
easat-8563	206	18	set	set	NOUN
easat-8563	206	19	of	of	ADP
easat-8563	206	20	parameters	parameter	NOUN
easat-8563	206	21	can	can	AUX
easat-8563	206	22	be	be	AUX
easat-8563	206	23	rated	rate	VERB
easat-8563	206	24	by	by	ADP
easat-8563	206	25	rf	rf	PRON
easat-8563	206	26	according	accord	VERB
easat-8563	206	27	to	to	ADP
easat-8563	206	28	their	their	PRON
easat-8563	206	29	relative	relative	ADJ
easat-8563	206	30	importance	importance	NOUN
easat-8563	206	31	.	.	PUNCT
easat-8563	207	1	the	the	DET
easat-8563	207	2	rf	rf	ADJ
easat-8563	207	3	structure	structure	NOUN
easat-8563	207	4	is	be	AUX
easat-8563	207	5	demonstrated	demonstrate	VERB
easat-8563	207	6	in	in	ADP
easat-8563	207	7	figure	figure	NOUN
easat-8563	207	8	5	5	NUM
easat-8563	207	9	.	.	PUNCT
easat-8563	208	1	figure	figure	NOUN
easat-8563	208	2	5	5	NUM
easat-8563	208	3	.	.	PUNCT
easat-8563	208	4	random	random	ADJ
easat-8563	208	5	forest	forest	NOUN
easat-8563	208	6	structure	structure	NOUN
easat-8563	208	7	.	.	PUNCT
easat-8563	209	1	let	let	VERB
easat-8563	209	2	𝛽𝑠	𝛽𝑠	PROPN
easat-8563	209	3	represent	represent	VERB
easat-8563	209	4	the	the	DET
easat-8563	209	5	oob	oob	NOUN
easat-8563	209	6	sampling	sample	VERB
easat-8563	209	7	for	for	ADP
easat-8563	209	8	the	the	DET
easat-8563	209	9	tree	tree	NOUN
easat-8563	209	10	𝑠	𝑠	PROPN
easat-8563	209	11	,	,	PUNCT
easat-8563	209	12	𝑠	𝑠	PROPN
easat-8563	209	13	∈	∈	PROPN
easat-8563	209	14	{	{	PUNCT
easat-8563	209	15	1	1	NUM
easat-8563	209	16	,	,	PUNCT
easat-8563	209	17	…	…	PUNCT
easat-8563	209	18	.	.	PUNCT
easat-8563	210	1	,	,	PUNCT
easat-8563	210	2	𝑚𝑡𝑟𝑒𝑒	𝑚𝑡𝑟𝑒𝑒	NOUN
easat-8563	210	3	}	}	PUNCT
easat-8563	210	4	,	,	PUNCT
easat-8563	210	5	and	and	CCONJ
easat-8563	210	6	𝑧𝑗	𝑧𝑗	ADP
easat-8563	210	7	′𝑠.	′𝑠.	NOUN
easat-8563	210	8	in	in	ADP
easat-8563	210	9	a	a	DET
easat-8563	210	10	tree	tree	NOUN
easat-8563	210	11	𝑠	𝑠	NOUN
easat-8563	210	12	,	,	PUNCT
easat-8563	210	13	𝑗	𝑗	PROPN
easat-8563	210	14	stands	stand	VERB
easat-8563	210	15	for	for	ADP
easat-8563	210	16	the	the	DET
easat-8563	210	17	class	class	NOUN
easat-8563	210	18	predicted	predict	VERB
easat-8563	210	19	,	,	PUNCT
easat-8563	210	20	for	for	ADP
easat-8563	210	21	instance	instance	NOUN
easat-8563	210	22	,	,	PUNCT
easat-8563	210	23	𝑗	𝑗	INTJ
easat-8563	210	24	before	before	ADP
easat-8563	210	25	permutations	permutation	NOUN
easat-8563	210	26	,	,	PUNCT
easat-8563	210	27	while	while	SCONJ
easat-8563	210	28	𝑧𝑗	𝑧𝑗	NOUN
easat-8563	210	29	′𝑠	′𝑠	NOUN
easat-8563	210	30	means	mean	VERB
easat-8563	210	31	the	the	DET
easat-8563	210	32	class	class	NOUN
easat-8563	210	33	that	that	PRON
easat-8563	210	34	is	be	AUX
easat-8563	210	35	expected	expect	VERB
easat-8563	210	36	after	after	ADP
easat-8563	210	37	the	the	DET
easat-8563	210	38	permutations	permutation	NOUN
easat-8563	210	39	.	.	PUNCT
easat-8563	211	1	in	in	ADP
easat-8563	211	2	tree	tree	NOUN
easat-8563	211	3	𝑠	𝑠	PROPN
easat-8563	211	4	,	,	PUNCT
easat-8563	211	5	the	the	DET
easat-8563	211	6	variable	variable	ADJ
easat-8563	211	7	significance	significance	NOUN
easat-8563	211	8	𝑉𝐼	𝑉𝐼	PROPN
easat-8563	211	9	for	for	ADP
easat-8563	211	10	the	the	DET
easat-8563	211	11	parameter	parameter	NOUN
easat-8563	211	12	𝑖	𝑖	PRON
easat-8563	211	13	could	could	AUX
easat-8563	211	14	be	be	AUX
easat-8563	211	15	calculated	calculate	VERB
easat-8563	211	16	as	as	ADP
easat-8563	211	17	in	in	ADP
easat-8563	211	18	equation	equation	NOUN
easat-8563	211	19	(	(	PUNCT
easat-8563	211	20	11	11	NUM
easat-8563	211	21	)	)	PUNCT
easat-8563	211	22	𝑉𝐼𝑖	𝑉𝐼𝑖	NOUN
easat-8563	211	23	𝑠	𝑠	NOUN
easat-8563	211	24	=	=	PRON
easat-8563	211	25	∑	∑	PUNCT
easat-8563	211	26	𝛽𝑠𝐽(𝛾𝑗=𝛾𝑠	𝛽𝑠𝐽(𝛾𝑗=𝛾𝑠	NOUN
easat-8563	211	27	′𝑠)𝑀	′𝑠)𝑀	NOUN
easat-8563	211	28	𝑗=1	𝑗=1	PROPN
easat-8563	211	29	|𝛽𝑠|	|𝛽𝑠|	ADP
easat-8563	211	30	−	−	NUM
easat-8563	211	31	∑	∑	PUNCT
easat-8563	211	32	𝛽𝑠𝐽(𝛾𝑗=𝛾𝑗,𝛼	𝛽𝑠𝐽(𝛾𝑗=𝛾𝑗,𝛼	PROPN
easat-8563	211	33	′𝑠	′𝑠	PROPN
easat-8563	211	34	)	)	PUNCT
easat-8563	212	1	𝑀	𝑀	PROPN
easat-8563	212	2	𝑗=1	𝑗=1	PROPN
easat-8563	212	3	|𝛽𝑠|	|𝛽𝑠|	ADP
easat-8563	212	4	(	(	PUNCT
easat-8563	212	5	11	11	NUM
easat-8563	212	6	)	)	PUNCT
easat-8563	212	7	the	the	DET
easat-8563	212	8	raw	raw	ADJ
easat-8563	212	9	significance	significance	NOUN
easat-8563	212	10	value	value	NOUN
easat-8563	212	11	of	of	ADP
easat-8563	212	12	variable	variable	NOUN
easat-8563	212	13	𝑖	𝑖	NOUN
easat-8563	212	14	is	be	AUX
easat-8563	212	15	calculated	calculate	VERB
easat-8563	212	16	as	as	ADP
easat-8563	212	17	an	an	DET
easat-8563	212	18	average	average	NOUN
easat-8563	212	19	over	over	ADP
easat-8563	212	20	all	all	DET
easat-8563	212	21	trees	tree	NOUN
easat-8563	212	22	in	in	ADP
easat-8563	212	23	the	the	DET
easat-8563	212	24	rf	rf	ADJ
easat-8563	212	25	(	(	PUNCT
easat-8563	212	26	equation	equation	NOUN
easat-8563	212	27	12	12	NUM
easat-8563	212	28	)	)	PUNCT
easat-8563	212	29	.	.	PUNCT
easat-8563	213	1	𝑉𝐼𝑖	𝑉𝐼𝑖	NOUN
easat-8563	213	2	=	=	PUNCT
easat-8563	213	3	∑	∑	SYM
easat-8563	213	4	𝑉𝐼𝑛	𝑉𝐼𝑛	NOUN
easat-8563	213	5	𝑠𝑚𝑡𝑟𝑒𝑒	𝑠𝑚𝑡𝑟𝑒𝑒	NOUN
easat-8563	213	6	𝑠=1	𝑠=1	PUNCT
easat-8563	213	7	𝑚𝑡𝑟𝑒𝑒	𝑚𝑡𝑟𝑒𝑒	NOUN
easat-8563	213	8	(	(	PUNCT
easat-8563	213	9	12	12	NUM
easat-8563	213	10	)	)	PUNCT
easat-8563	213	11	248	248	NUM
easat-8563	213	12	edelweiss	edelweiss	PROPN
easat-8563	213	13	applied	apply	VERB
easat-8563	213	14	science	science	NOUN
easat-8563	213	15	and	and	CCONJ
easat-8563	213	16	technology	technology	NOUN
easat-8563	213	17	issn	issn	PROPN
easat-8563	213	18	:	:	PUNCT
easat-8563	213	19	2576	2576	NUM
easat-8563	213	20	-	-	SYM
easat-8563	213	21	8484	8484	NUM
easat-8563	213	22	vol	vol	NOUN
easat-8563	213	23	.	.	PROPN
easat-8563	214	1	9	9	NUM
easat-8563	214	2	,	,	PUNCT
easat-8563	214	3	no	no	INTJ
easat-8563	214	4	.	.	NOUN
easat-8563	215	1	7	7	NUM
easat-8563	215	2	:	:	SYM
easat-8563	215	3	238	238	NUM
easat-8563	215	4	-	-	SYM
easat-8563	215	5	259	259	NUM
easat-8563	215	6	,	,	PUNCT
easat-8563	215	7	2025	2025	NUM
easat-8563	215	8	doi	doi	NOUN
easat-8563	215	9	:	:	PUNCT
easat-8563	215	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	215	11	©	©	PROPN
easat-8563	215	12	2025	2025	NUM
easat-8563	215	13	by	by	ADP
easat-8563	215	14	the	the	DET
easat-8563	215	15	author	author	NOUN
easat-8563	215	16	;	;	PUNCT
easat-8563	215	17	licensee	licensee	PROPN
easat-8563	215	18	learning	learning	NOUN
easat-8563	215	19	gate	gate	NOUN
easat-8563	215	20	it	it	PRON
easat-8563	215	21	relies	rely	VERB
easat-8563	215	22	on	on	ADP
easat-8563	215	23	the	the	DET
easat-8563	215	24	mean	mean	ADJ
easat-8563	215	25	decrease	decrease	NOUN
easat-8563	215	26	gini	gini	PROPN
easat-8563	215	27	(	(	PUNCT
easat-8563	215	28	mdg	mdg	PROPN
easat-8563	215	29	)	)	PUNCT
easat-8563	215	30	significance	significance	NOUN
easat-8563	215	31	measure	measure	NOUN
easat-8563	215	32	that	that	PRON
easat-8563	215	33	comes	come	VERB
easat-8563	215	34	from	from	ADP
easat-8563	215	35	the	the	DET
easat-8563	215	36	gini	gini	NOUN
easat-8563	215	37	splitting	splitting	NOUN
easat-8563	215	38	criteria	criterion	NOUN
easat-8563	215	39	.	.	PUNCT
easat-8563	216	1	the	the	DET
easat-8563	216	2	mdg	mdg	PROPN
easat-8563	216	3	is	be	AUX
easat-8563	216	4	used	use	VERB
easat-8563	216	5	to	to	PART
easat-8563	216	6	measure	measure	VERB
easat-8563	216	7	the	the	DET
easat-8563	216	8	change	change	NOUN
easat-8563	216	9	in	in	ADP
easat-8563	216	10	∆𝐽	∆𝐽	PROPN
easat-8563	216	11	that	that	PRON
easat-8563	216	12	coincides	coincide	VERB
easat-8563	216	13	with	with	ADP
easat-8563	216	14	the	the	DET
easat-8563	216	15	splitting	splitting	NOUN
easat-8563	216	16	reaction	reaction	NOUN
easat-8563	216	17	(	(	PUNCT
easat-8563	216	18	equation	equation	NOUN
easat-8563	216	19	9	9	NUM
easat-8563	216	20	)	)	PUNCT
easat-8563	216	21	.	.	PUNCT
easat-8563	217	1	reducing	reduce	VERB
easat-8563	217	2	the	the	DET
easat-8563	217	3	group	group	NOUN
easat-8563	217	4	impurities	impurity	NOUN
easat-8563	217	5	(	(	PUNCT
easat-8563	217	6	equation	equation	NOUN
easat-8563	217	7	13	13	NUM
easat-8563	217	8	)	)	PUNCT
easat-8563	217	9	from	from	ADP
easat-8563	217	10	the	the	DET
easat-8563	217	11	weighted	weight	VERB
easat-8563	217	12	mean	mean	PROPN
easat-8563	217	13	gini	gini	PROPN
easat-8563	217	14	of	of	ADP
easat-8563	217	15	the	the	DET
easat-8563	217	16	node	node	NOUN
easat-8563	217	17	(	(	PUNCT
easat-8563	217	18	equation	equation	NOUN
easat-8563	217	19	10	10	NUM
easat-8563	217	20	)	)	PUNCT
easat-8563	217	21	results	result	NOUN
easat-8563	217	22	in	in	ADP
easat-8563	217	23	the	the	DET
easat-8563	217	24	quantity	quantity	NOUN
easat-8563	217	25	𝐽	𝐽	NOUN
easat-8563	217	26	(	(	PUNCT
easat-8563	217	27	equation	equation	NOUN
easat-8563	217	28	14	14	NUM
easat-8563	217	29	)	)	PUNCT
easat-8563	217	30	for	for	ADP
easat-8563	217	31	a	a	DET
easat-8563	217	32	two	two	NUM
easat-8563	217	33	-	-	PUNCT
easat-8563	217	34	class	class	NOUN
easat-8563	217	35	model	model	NOUN
easat-8563	217	36	.	.	PUNCT
easat-8563	218	1	𝐽(𝑠	𝐽(𝑠	X
easat-8563	218	2	)	)	PUNCT
easat-8563	218	3	=	=	SYM
easat-8563	218	4	1	1	NUM
easat-8563	218	5	−	−	NOUN
easat-8563	218	6	∑	∑	PUNCT
easat-8563	218	7	(	(	PUNCT
easat-8563	218	8	𝑚𝑗	𝑚𝑗	PROPN
easat-8563	218	9	𝑀	𝑀	PROPN
easat-8563	218	10	)	)	PUNCT
easat-8563	218	11	2	2	NUM
easat-8563	218	12	𝑑	𝑑	NOUN
easat-8563	218	13	𝑑=0	𝑑=0	X
easat-8563	218	14	(	(	PUNCT
easat-8563	218	15	13	13	NUM
easat-8563	218	16	)	)	PUNCT
easat-8563	218	17	∆𝐽(𝑠	∆𝐽(𝑠	NOUN
easat-8563	218	18	)	)	PUNCT
easat-8563	218	19	=	=	SYM
easat-8563	218	20	𝐽(𝑠	𝐽(𝑠	PROPN
easat-8563	218	21	)	)	PUNCT
easat-8563	218	22	−	−	PROPN
easat-8563	218	23	𝐺𝑖𝑛𝑖(𝑠	𝐺𝑖𝑛𝑖(𝑠	PROPN
easat-8563	218	24	,	,	PUNCT
easat-8563	218	25	𝑊	𝑊	PROPN
easat-8563	218	26	)	)	PUNCT
easat-8563	218	27	(	(	PUNCT
easat-8563	218	28	14	14	NUM
easat-8563	218	29	)	)	PUNCT
easat-8563	218	30	gini	gini	NOUN
easat-8563	218	31	importance	importance	NOUN
easat-8563	218	32	(	(	PUNCT
easat-8563	218	33	𝐺𝐼	𝐺𝐼	NOUN
easat-8563	218	34	)	)	PUNCT
easat-8563	218	35	is	be	AUX
easat-8563	218	36	calculated	calculate	VERB
easat-8563	218	37	by	by	ADP
easat-8563	218	38	recording	record	VERB
easat-8563	218	39	the	the	DET
easat-8563	218	40	reduction	reduction	NOUN
easat-8563	218	41	in	in	ADP
easat-8563	218	42	gini	gini	PROPN
easat-8563	218	43	impurity	impurity	NOUN
easat-8563	218	44	across	across	ADP
easat-8563	218	45	all	all	DET
easat-8563	218	46	nodes	node	NOUN
easat-8563	218	47	(	(	PUNCT
easat-8563	218	48	𝑠	𝑠	X
easat-8563	218	49	)	)	PUNCT
easat-8563	218	50	in	in	ADP
easat-8563	218	51	all	all	DET
easat-8563	218	52	trees	tree	NOUN
easat-8563	218	53	(	(	PUNCT
easat-8563	218	54	𝑚𝑡𝑟𝑒𝑒	𝑚𝑡𝑟𝑒𝑒	NOUN
easat-8563	218	55	)	)	PUNCT
easat-8563	218	56	in	in	ADP
easat-8563	218	57	rf	rf	NOUN
easat-8563	218	58	for	for	ADP
easat-8563	218	59	all	all	DET
easat-8563	218	60	variables	variable	NOUN
easat-8563	218	61	(	(	PUNCT
easat-8563	218	62	equation	equation	NOUN
easat-8563	218	63	15	15	NUM
easat-8563	218	64	)	)	PUNCT
easat-8563	218	65	.	.	PUNCT
easat-8563	219	1	𝐺𝐼	𝐺𝐼	NOUN
easat-8563	219	2	=	=	SYM
easat-8563	219	3	∑	∑	PUNCT
easat-8563	219	4	∑	∑	PROPN
easat-8563	219	5	∆𝐽(𝑠)𝑠𝑚𝑡𝑟𝑒𝑒	∆𝐽(𝑠)𝑠𝑚𝑡𝑟𝑒𝑒	NOUN
easat-8563	219	6	(	(	PUNCT
easat-8563	219	7	15	15	NUM
easat-8563	219	8	)	)	PUNCT
easat-8563	219	9	3.9	3.9	NUM
easat-8563	219	10	.	.	PUNCT
easat-8563	220	1	drsvm	drsvm	NOUN
easat-8563	220	2	drsvm	drsvm	PROPN
easat-8563	220	3	improves	improve	VERB
easat-8563	220	4	financial	financial	ADJ
easat-8563	220	5	statement	statement	NOUN
easat-8563	220	6	analysis	analysis	NOUN
easat-8563	220	7	by	by	ADP
easat-8563	220	8	automatically	automatically	ADV
easat-8563	220	9	modifying	modify	VERB
easat-8563	220	10	regularization	regularization	NOUN
easat-8563	220	11	environments	environment	NOUN
easat-8563	220	12	based	base	VERB
easat-8563	220	13	on	on	ADP
easat-8563	220	14	data	datum	NOUN
easat-8563	220	15	complexity	complexity	NOUN
easat-8563	220	16	.	.	PUNCT
easat-8563	221	1	this	this	DET
easat-8563	221	2	method	method	NOUN
easat-8563	221	3	enhances	enhance	VERB
easat-8563	221	4	classification	classification	NOUN
easat-8563	221	5	accuracy	accuracy	NOUN
easat-8563	221	6	by	by	ADP
easat-8563	221	7	successfully	successfully	ADV
easat-8563	221	8	detecting	detect	VERB
easat-8563	221	9	financial	financial	ADJ
easat-8563	221	10	abnormalities	abnormality	NOUN
easat-8563	221	11	,	,	PUNCT
easat-8563	221	12	fraud	fraud	NOUN
easat-8563	221	13	,	,	PUNCT
easat-8563	221	14	and	and	CCONJ
easat-8563	221	15	performance	performance	NOUN
easat-8563	221	16	trends	trend	NOUN
easat-8563	221	17	in	in	ADP
easat-8563	221	18	dynamic	dynamic	ADJ
easat-8563	221	19	and	and	CCONJ
easat-8563	221	20	unbalanced	unbalanced	ADJ
easat-8563	221	21	financial	financial	ADJ
easat-8563	221	22	information	information	NOUN
easat-8563	221	23	.	.	PUNCT
easat-8563	222	1	the	the	DET
easat-8563	222	2	empirical	empirical	ADJ
easat-8563	222	3	risk	risk	NOUN
easat-8563	222	4	function	function	NOUN
easat-8563	222	5	gives	give	VERB
easat-8563	222	6	each	each	DET
easat-8563	222	7	insensitive	insensitive	ADJ
easat-8563	222	8	mistake	mistake	NOUN
easat-8563	222	9	between	between	ADP
easat-8563	222	10	predicted	predict	VERB
easat-8563	222	11	and	and	CCONJ
easat-8563	222	12	actual	actual	ADJ
easat-8563	222	13	values	value	NOUN
easat-8563	222	14	the	the	DET
easat-8563	222	15	same	same	ADJ
easat-8563	222	16	weight	weight	NOUN
easat-8563	222	17	𝐷.	𝐷.	NOUN
easat-8563	222	18	the	the	DET
easat-8563	222	19	compromise	compromise	NOUN
easat-8563	222	20	of	of	ADP
easat-8563	222	21	risk	risk	NOUN
easat-8563	222	22	measurement	measurement	NOUN
easat-8563	222	23	and	and	CCONJ
easat-8563	222	24	the	the	DET
easat-8563	222	25	standard	standard	ADJ
easat-8563	222	26	term	term	NOUN
easat-8563	222	27	is	be	AUX
easat-8563	222	28	determined	determine	VERB
easat-8563	222	29	by	by	ADP
easat-8563	222	30	the	the	DET
easat-8563	222	31	regularization	regularization	NOUN
easat-8563	222	32	constant	constant	ADJ
easat-8563	222	33	𝐷.	𝐷.	PROPN
easat-8563	222	34	the	the	DET
easat-8563	222	35	empirical	empirical	ADJ
easat-8563	222	36	risk	risk	NOUN
easat-8563	222	37	exceeds	exceed	VERB
easat-8563	222	38	the	the	DET
easat-8563	222	39	established	establish	VERB
easat-8563	222	40	term	term	NOUN
easat-8563	222	41	as	as	SCONJ
easat-8563	222	42	𝐷	𝐷	NOUN
easat-8563	222	43	rises	rise	NOUN
easat-8563	222	44	in	in	ADP
easat-8563	222	45	importance	importance	NOUN
easat-8563	222	46	.	.	PUNCT
easat-8563	223	1	as	as	ADP
easat-8563	223	2	an	an	DET
easat-8563	223	3	illustration	illustration	NOUN
easat-8563	223	4	,	,	PUNCT
easat-8563	223	5	the	the	DET
easat-8563	223	6	empirical	empirical	ADJ
easat-8563	223	7	risk	risk	NOUN
easat-8563	223	8	factor	factor	NOUN
easat-8563	223	9	is	be	AUX
easat-8563	223	10	provided	provide	VERB
easat-8563	223	11	as	as	SCONJ
easat-8563	223	12	follows	follow	VERB
easat-8563	223	13	in	in	ADP
easat-8563	223	14	equation	equation	NOUN
easat-8563	223	15	(	(	PUNCT
easat-8563	223	16	16	16	NUM
easat-8563	223	17	):	):	PUNCT
easat-8563	223	18	𝐹𝑆𝑉𝑀𝑠	𝐹𝑆𝑉𝑀𝑠	NOUN
easat-8563	223	19	=	=	SYM
easat-8563	223	20	𝐷	𝐷	NOUN
easat-8563	223	21	∑	∑	PUNCT
easat-8563	223	22	(	(	PUNCT
easat-8563	223	23	𝜁𝑗	𝜁𝑗	X
easat-8563	223	24	+	+	NUM
easat-8563	223	25	𝜁𝑗	𝜁𝑗	ADJ
easat-8563	223	26	∗)𝑚	∗)𝑚	PROPN
easat-8563	223	27	𝑗=1	𝑗=1	PROPN
easat-8563	223	28	(	(	PUNCT
easat-8563	223	29	16	16	NUM
easat-8563	223	30	)	)	PUNCT
easat-8563	223	31	drsvm	drsvm	NOUN
easat-8563	223	32	use	use	VERB
easat-8563	223	33	a	a	DET
easat-8563	223	34	weighted	weight	VERB
easat-8563	223	35	function	function	NOUN
easat-8563	223	36	as	as	SCONJ
easat-8563	223	37	the	the	DET
easat-8563	223	38	regularization	regularization	NOUN
easat-8563	223	39	constant	constant	VERB
easat-8563	223	40	,	,	PUNCT
easat-8563	223	41	rather	rather	ADV
easat-8563	223	42	than	than	ADP
easat-8563	223	43	a	a	DET
easat-8563	223	44	constant	constant	ADJ
easat-8563	223	45	number	number	NOUN
easat-8563	223	46	(	(	PUNCT
easat-8563	223	47	equation	equation	NOUN
easat-8563	223	48	17	17	NUM
easat-8563	223	49	-	-	SYM
easat-8563	223	50	18	18	NUM
easat-8563	223	51	)	)	PUNCT
easat-8563	223	52	.	.	PUNCT
easat-8563	224	1	𝐹𝑑−𝐴𝑆𝑉𝑀𝑠	𝐹𝑑−𝐴𝑆𝑉𝑀𝑠	NOUN
easat-8563	224	2	=	=	PUNCT
easat-8563	224	3	∑	∑	PUNCT
easat-8563	224	4	𝐷𝑗(𝜁𝑗	𝐷𝑗(𝜁𝑗	NOUN
easat-8563	224	5	+	+	CCONJ
easat-8563	224	6	𝜁𝑗	𝜁𝑗	ADJ
easat-8563	224	7	∗)𝑚	∗)𝑚	PROPN
easat-8563	224	8	𝑗=1	𝑗=1	PROPN
easat-8563	224	9	(	(	PUNCT
easat-8563	224	10	17	17	NUM
easat-8563	224	11	)	)	PUNCT
easat-8563	224	12	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	224	13	=	=	SYM
easat-8563	224	14	𝑤(𝑗)𝐷	𝑤(𝑗)𝐷	NUM
easat-8563	224	15	(	(	PUNCT
easat-8563	224	16	18	18	NUM
easat-8563	224	17	)	)	PUNCT
easat-8563	224	18	where	where	SCONJ
easat-8563	224	19	𝑤(𝑗	𝑤(𝑗	NOUN
easat-8563	224	20	)	)	PUNCT
easat-8563	224	21	is	be	AUX
easat-8563	224	22	the	the	DET
easat-8563	224	23	weighted	weight	VERB
easat-8563	224	24	function	function	NOUN
easat-8563	224	25	fulfilling	fulfil	VERB
easat-8563	224	26	𝑤(𝑗	𝑤(𝑗	PROPN
easat-8563	224	27	)	)	PUNCT
easat-8563	224	28	>	>	X
easat-8563	225	1	𝑤(𝑗	𝑤(𝑗	PROPN
easat-8563	225	2	−	−	NOUN
easat-8563	225	3	1	1	NUM
easat-8563	225	4	)	)	PUNCT
easat-8563	225	5	,	,	PUNCT
easat-8563	225	6	𝑗	𝑗	NOUN
easat-8563	225	7	=	=	SYM
easat-8563	225	8	2	2	NUM
easat-8563	225	9	,	,	PUNCT
easat-8563	225	10	…	…	PUNCT
easat-8563	225	11	.	.	PUNCT
easat-8563	226	1	,	,	PUNCT
easat-8563	226	2	𝑚.	𝑚.	VERB
easat-8563	226	3	the	the	DET
easat-8563	226	4	ascending	ascend	VERB
easat-8563	226	5	regularization	regularization	NOUN
easat-8563	226	6	constant	constant	ADJ
easat-8563	226	7	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	226	8	gives	give	VERB
easat-8563	226	9	more	more	ADJ
easat-8563	226	10	weight	weight	NOUN
easat-8563	226	11	to	to	ADP
easat-8563	226	12	the	the	DET
easat-8563	226	13	latest	late	ADJ
easat-8563	226	14	data	datum	NOUN
easat-8563	226	15	used	use	VERB
easat-8563	226	16	for	for	ADP
easat-8563	226	17	training	training	NOUN
easat-8563	226	18	points	point	NOUN
easat-8563	226	19	,	,	PUNCT
easat-8563	226	20	as	as	SCONJ
easat-8563	226	21	weights	weight	NOUN
easat-8563	226	22	tend	tend	VERB
easat-8563	226	23	to	to	PART
easat-8563	226	24	shift	shift	VERB
easat-8563	226	25	from	from	ADP
easat-8563	226	26	distant	distant	ADJ
easat-8563	226	27	to	to	ADP
easat-8563	226	28	nearby	nearby	ADJ
easat-8563	226	29	locations	location	NOUN
easat-8563	226	30	.	.	PUNCT
easat-8563	227	1	the	the	DET
easat-8563	227	2	descriptions	description	NOUN
easat-8563	227	3	are	be	AUX
easat-8563	227	4	as	as	SCONJ
easat-8563	227	5	follows	follow	VERB
easat-8563	227	6	.	.	PUNCT
easat-8563	228	1	regarding	regard	VERB
easat-8563	228	2	the	the	DET
easat-8563	228	3	linear	linear	ADJ
easat-8563	228	4	weighting	weighting	NOUN
easat-8563	228	5	function	function	NOUN
easat-8563	228	6	in	in	ADP
easat-8563	228	7	equation	equation	NOUN
easat-8563	228	8	(	(	PUNCT
easat-8563	228	9	19	19	NUM
easat-8563	228	10	)	)	PUNCT
easat-8563	228	11	,	,	PUNCT
easat-8563	228	12	𝑤(𝑗	𝑤(𝑗	PROPN
easat-8563	228	13	)	)	PUNCT
easat-8563	228	14	=	=	PUNCT
easat-8563	228	15	𝑗	𝑗	INTJ
easat-8563	228	16	𝑚(𝑚+1)/2	𝑚(𝑚+1)/2	X
easat-8563	228	17	(	(	PUNCT
easat-8563	228	18	19	19	NUM
easat-8563	228	19	)	)	PUNCT
easat-8563	228	20	that	that	PRON
easat-8563	228	21	is	be	AUX
easat-8563	228	22	in	in	ADP
easat-8563	228	23	equation	equation	NOUN
easat-8563	228	24	(	(	PUNCT
easat-8563	228	25	20	20	NUM
easat-8563	228	26	)	)	PUNCT
easat-8563	228	27	,	,	PUNCT
easat-8563	228	28	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	228	29	=	=	SYM
easat-8563	228	30	𝐷	𝐷	PROPN
easat-8563	228	31	𝑗	𝑗	NOUN
easat-8563	228	32	𝑚(𝑚+1)/2	𝑚(𝑚+1)/2	X
easat-8563	228	33	(	(	PUNCT
easat-8563	228	34	20	20	NUM
easat-8563	228	35	)	)	PUNCT
easat-8563	228	36	regarding	regard	VERB
easat-8563	228	37	the	the	DET
easat-8563	228	38	exponential	exponential	ADJ
easat-8563	228	39	weighting	weighting	NOUN
easat-8563	228	40	function	function	NOUN
easat-8563	228	41	in	in	ADP
easat-8563	228	42	equation	equation	NOUN
easat-8563	228	43	(	(	PUNCT
easat-8563	228	44	21	21	NUM
easat-8563	228	45	)	)	PUNCT
easat-8563	228	46	,	,	PUNCT
easat-8563	228	47	𝑤(𝑗	𝑤(𝑗	PROPN
easat-8563	228	48	)	)	PUNCT
easat-8563	228	49	=	=	SYM
easat-8563	228	50	1	1	NUM
easat-8563	228	51	1+exp(𝑏−	1+exp(𝑏−	NUM
easat-8563	228	52	2𝑏𝑗	2𝑏𝑗	NOUN
easat-8563	228	53	𝑚	𝑚	NOUN
easat-8563	228	54	)	)	PUNCT
easat-8563	228	55	(	(	PUNCT
easat-8563	228	56	21	21	NUM
easat-8563	228	57	)	)	PUNCT
easat-8563	228	58	that	that	PRON
easat-8563	228	59	is	be	AUX
easat-8563	228	60	in	in	ADP
easat-8563	228	61	equation	equation	NOUN
easat-8563	228	62	(	(	PUNCT
easat-8563	228	63	22	22	NUM
easat-8563	228	64	)	)	PUNCT
easat-8563	228	65	,	,	PUNCT
easat-8563	228	66	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	228	67	=	=	PUNCT
easat-8563	228	68	𝐷	𝐷	PROPN
easat-8563	228	69	1	1	NUM
easat-8563	228	70	1+exp(𝑏−	1+exp(𝑏−	NUM
easat-8563	228	71	2𝑏𝑗	2𝑏𝑗	NOUN
easat-8563	228	72	𝑚	𝑚	NOUN
easat-8563	228	73	)	)	PUNCT
easat-8563	228	74	(	(	PUNCT
easat-8563	228	75	22	22	NUM
easat-8563	228	76	)	)	PUNCT
easat-8563	228	77	the	the	DET
easat-8563	228	78	exponential	exponential	ADJ
easat-8563	228	79	weighting	weighting	NOUN
easat-8563	228	80	function	function	NOUN
easat-8563	228	81	is	be	AUX
easat-8563	228	82	modeled	model	VERB
easat-8563	228	83	after	after	ADP
easat-8563	228	84	the	the	DET
easat-8563	228	85	discounted	discounted	ADJ
easat-8563	228	86	least	least	ADJ
easat-8563	228	87	squares	square	NOUN
easat-8563	228	88	(	(	PUNCT
easat-8563	228	89	dls	dls	PROPN
easat-8563	228	90	)	)	PUNCT
easat-8563	228	91	,	,	PUNCT
easat-8563	228	92	with	with	ADP
easat-8563	228	93	a	a	DET
easat-8563	228	94	parameter	parameter	NOUN
easat-8563	228	95	controlling	control	VERB
easat-8563	228	96	the	the	DET
easat-8563	228	97	ascending	ascend	VERB
easat-8563	228	98	rate	rate	NOUN
easat-8563	228	99	.	.	PUNCT
easat-8563	229	1	figure	figure	NOUN
easat-8563	229	2	6	6	NUM
easat-8563	229	3	demonstrates	demonstrate	VERB
easat-8563	229	4	the	the	DET
easat-8563	229	5	weighting	weighting	NOUN
easat-8563	229	6	function	function	NOUN
easat-8563	229	7	's	's	PART
easat-8563	229	8	behavior	behavior	NOUN
easat-8563	229	9	,	,	PUNCT
easat-8563	229	10	which	which	PRON
easat-8563	229	11	could	could	AUX
easat-8563	229	12	be	be	AUX
easat-8563	229	13	stated	state	VERB
easat-8563	229	14	as	as	SCONJ
easat-8563	229	15	follows	follow	VERB
easat-8563	229	16	.	.	PUNCT
easat-8563	230	1	249	249	NUM
easat-8563	230	2	edelweiss	edelweiss	PROPN
easat-8563	230	3	applied	apply	VERB
easat-8563	230	4	science	science	NOUN
easat-8563	230	5	and	and	CCONJ
easat-8563	230	6	technology	technology	NOUN
easat-8563	230	7	issn	issn	PROPN
easat-8563	230	8	:	:	PUNCT
easat-8563	230	9	2576	2576	NUM
easat-8563	230	10	-	-	SYM
easat-8563	230	11	8484	8484	NUM
easat-8563	230	12	vol	vol	NOUN
easat-8563	230	13	.	.	PROPN
easat-8563	231	1	9	9	NUM
easat-8563	231	2	,	,	PUNCT
easat-8563	231	3	no	no	INTJ
easat-8563	231	4	.	.	NOUN
easat-8563	232	1	7	7	NUM
easat-8563	232	2	:	:	SYM
easat-8563	232	3	238	238	NUM
easat-8563	232	4	-	-	SYM
easat-8563	232	5	259	259	NUM
easat-8563	232	6	,	,	PUNCT
easat-8563	232	7	2025	2025	NUM
easat-8563	232	8	doi	doi	NOUN
easat-8563	232	9	:	:	PUNCT
easat-8563	232	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	232	11	©	©	PROPN
easat-8563	232	12	2025	2025	NUM
easat-8563	232	13	by	by	ADP
easat-8563	232	14	the	the	DET
easat-8563	232	15	author	author	NOUN
easat-8563	232	16	;	;	PUNCT
easat-8563	232	17	licensee	licensee	PROPN
easat-8563	232	18	learning	learn	VERB
easat-8563	232	19	gate	gate	PROPN
easat-8563	232	20	figure	figure	NOUN
easat-8563	232	21	6	6	NUM
easat-8563	232	22	.	.	PUNCT
easat-8563	232	23	drsvm	drsvm	NOUN
easat-8563	232	24	structure	structure	NOUN
easat-8563	232	25	.	.	PUNCT
easat-8563	233	1	when	when	SCONJ
easat-8563	233	2	𝑏	𝑏	PRON
easat-8563	233	3	→	→	SYM
easat-8563	233	4	0	0	PROPN
easat-8563	233	5	then	then	ADV
easat-8563	233	6	lim	lim	PROPN
easat-8563	233	7	𝑏→0	𝑏→0	PROPN
easat-8563	234	1	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	234	2	=	=	NOUN
easat-8563	234	3	1	1	NUM
easat-8563	234	4	2	2	NUM
easat-8563	234	5	𝐷	𝐷	NOUN
easat-8563	234	6	.	.	PUNCT
easat-8563	235	1	in	in	ADP
easat-8563	235	2	this	this	DET
easat-8563	235	3	scenario	scenario	NOUN
easat-8563	235	4	,	,	PUNCT
easat-8563	235	5	all	all	DET
easat-8563	235	6	training	train	VERB
easat-8563	235	7	data	datum	NOUN
easat-8563	235	8	points	point	NOUN
easat-8563	235	9	have	have	VERB
easat-8563	235	10	identical	identical	ADJ
easat-8563	235	11	weights	weight	NOUN
easat-8563	235	12	,	,	PUNCT
easat-8563	235	13	resulting	result	VERB
easat-8563	235	14	in	in	ADP
easat-8563	235	15	𝐹𝐷−𝐴𝑆𝑉𝑀𝑠	𝐹𝐷−𝐴𝑆𝑉𝑀𝑠	NOUN
easat-8563	235	16	=	=	SYM
easat-8563	235	17	1	1	NUM
easat-8563	235	18	2	2	NUM
easat-8563	235	19	𝐹𝑆𝑉𝑀𝑠	𝐹𝑆𝑉𝑀𝑠	NOUN
easat-8563	235	20	(	(	PUNCT
easat-8563	235	21	equation	equation	NOUN
easat-8563	235	22	23	23	NUM
easat-8563	235	23	)	)	PUNCT
easat-8563	235	24	.	.	PUNCT
easat-8563	236	1	when	when	SCONJ
easat-8563	236	2	𝑏	𝑏	PROPN
easat-8563	236	3	→	→	SYM
easat-8563	236	4	∞	∞	PROPN
easat-8563	236	5	,	,	PUNCT
easat-8563	236	6	then	then	ADV
easat-8563	236	7	lim	lim	PROPN
easat-8563	236	8	𝑏→0	𝑏→0	PROPN
easat-8563	237	1	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	237	2	=	=	PUNCT
easat-8563	237	3	{	{	PUNCT
easat-8563	237	4	0	0	NUM
easat-8563	237	5	,	,	PUNCT
easat-8563	237	6	𝑗	𝑗	INTJ
easat-8563	237	7	<	<	X
easat-8563	237	8	𝑚	𝑚	PROPN
easat-8563	237	9	2	2	NUM
easat-8563	237	10	𝐷	𝐷	NOUN
easat-8563	237	11	,	,	PUNCT
easat-8563	237	12	𝑗	𝑗	X
easat-8563	237	13	≥	≥	NOUN
easat-8563	237	14	𝑚	𝑚	ADP
easat-8563	237	15	2	2	NUM
easat-8563	237	16	(	(	PUNCT
easat-8563	237	17	23	23	NUM
easat-8563	237	18	)	)	PUNCT
easat-8563	237	19	the	the	DET
easat-8563	237	20	weights	weight	NOUN
easat-8563	237	21	for	for	ADP
easat-8563	237	22	the	the	DET
easat-8563	237	23	initial	initial	ADJ
easat-8563	237	24	half	half	NOUN
easat-8563	237	25	of	of	ADP
easat-8563	237	26	the	the	DET
easat-8563	237	27	training	training	NOUN
easat-8563	237	28	information	information	NOUN
easat-8563	237	29	are	be	AUX
easat-8563	237	30	zero	zero	NUM
easat-8563	237	31	,	,	PUNCT
easat-8563	237	32	while	while	SCONJ
easat-8563	237	33	those	those	PRON
easat-8563	237	34	for	for	ADP
easat-8563	237	35	the	the	DET
easat-8563	237	36	subsequent	subsequent	ADJ
easat-8563	237	37	half	half	NOUN
easat-8563	237	38	are	be	AUX
easat-8563	237	39	set	set	VERB
easat-8563	237	40	to	to	ADP
easat-8563	237	41	one	one	NUM
easat-8563	237	42	(	(	PUNCT
easat-8563	237	43	equation	equation	NOUN
easat-8563	237	44	24	24	NUM
easat-8563	237	45	)	)	PUNCT
easat-8563	237	46	.	.	PUNCT
easat-8563	238	1	𝐹𝐷−𝐴𝑆𝑉𝑀𝑠	𝐹𝐷−𝐴𝑆𝑉𝑀𝑠	INTJ
easat-8563	239	1	=	=	PRON
easat-8563	239	2	{	{	PUNCT
easat-8563	239	3	0	0	NUM
easat-8563	239	4	,	,	PUNCT
easat-8563	239	5	𝑗	𝑗	INTJ
easat-8563	239	6	<	<	X
easat-8563	239	7	𝑚	𝑚	ADP
easat-8563	239	8	2	2	NUM
easat-8563	239	9	𝐹𝑆𝑉𝑀𝑠	𝐹𝑆𝑉𝑀𝑠	NOUN
easat-8563	239	10	,	,	PUNCT
easat-8563	239	11	𝑗	𝑗	X
easat-8563	239	12	≥	≥	NOUN
easat-8563	239	13	𝑚	𝑚	ADP
easat-8563	239	14	2	2	NUM
easat-8563	239	15	(	(	PUNCT
easat-8563	239	16	24	24	NUM
easat-8563	239	17	)	)	PUNCT
easat-8563	239	18	as	as	SCONJ
easat-8563	239	19	the	the	DET
easat-8563	239	20	number	number	NOUN
easat-8563	239	21	grows	grow	VERB
easat-8563	239	22	from	from	ADP
easat-8563	239	23	𝑏	𝑏	DET
easat-8563	239	24	∈	∈	PROPN
easat-8563	240	1	[	[	X
easat-8563	240	2	0	0	NUM
easat-8563	240	3	,	,	PUNCT
easat-8563	240	4	∞	∞	PROPN
easat-8563	240	5	]	]	PUNCT
easat-8563	240	6	,	,	PUNCT
easat-8563	240	7	the	the	DET
easat-8563	240	8	initial	initial	ADJ
easat-8563	240	9	half	half	NOUN
easat-8563	240	10	of	of	ADP
easat-8563	240	11	the	the	DET
easat-8563	240	12	data	data	NOUN
easat-8563	240	13	has	have	VERB
easat-8563	240	14	smaller	small	ADJ
easat-8563	240	15	weights	weight	NOUN
easat-8563	240	16	,	,	PUNCT
easat-8563	240	17	while	while	SCONJ
easat-8563	240	18	the	the	DET
easat-8563	240	19	second	second	ADJ
easat-8563	240	20	half	half	NOUN
easat-8563	240	21	has	have	VERB
easat-8563	240	22	heavier	heavy	ADJ
easat-8563	240	23	weights	weight	NOUN
easat-8563	240	24	later	later	ADV
easat-8563	240	25	in	in	ADP
easat-8563	240	26	training	training	NOUN
easat-8563	240	27	.	.	PUNCT
easat-8563	241	1	thus	thus	ADV
easat-8563	241	2	,	,	PUNCT
easat-8563	241	3	the	the	DET
easat-8563	241	4	standardized	standardized	ADJ
easat-8563	241	5	threat	threat	NOUN
easat-8563	241	6	function	function	NOUN
easat-8563	241	7	is	be	AUX
easat-8563	241	8	computed	compute	VERB
easat-8563	241	9	as	as	SCONJ
easat-8563	241	10	follows	follow	VERB
easat-8563	241	11	in	in	ADP
easat-8563	241	12	equation	equation	NOUN
easat-8563	241	13	(	(	PUNCT
easat-8563	241	14	25	25	NUM
easat-8563	241	15	):	):	PUNCT
easat-8563	241	16	𝑚𝑖𝑛𝑖𝑚𝑖𝑧𝑒	𝑚𝑖𝑛𝑖𝑚𝑖𝑧𝑒	PROPN
easat-8563	241	17	𝑄𝐷−𝐴𝑆𝑉𝑀𝑠(𝑥	𝑄𝐷−𝐴𝑆𝑉𝑀𝑠(𝑥	PROPN
easat-8563	241	18	,	,	PUNCT
easat-8563	241	19	𝜁(∗	𝜁(∗	PROPN
easat-8563	241	20	)	)	PUNCT
easat-8563	241	21	)	)	PUNCT
easat-8563	242	1	=	=	SYM
easat-8563	242	2	1	1	NUM
easat-8563	242	3	2	2	NUM
easat-8563	242	4	||𝑤||	||𝑤||	NOUN
easat-8563	242	5	2	2	NUM
easat-8563	242	6	+	+	CCONJ
easat-8563	242	7	∑	∑	PART
easat-8563	242	8	𝐷𝑗(𝜁𝑗	𝐷𝑗(𝜁𝑗	NOUN
easat-8563	242	9	+	+	CCONJ
easat-8563	242	10	𝜁𝑗	𝜁𝑗	ADJ
easat-8563	242	11	∗)𝑚	∗)𝑚	PROPN
easat-8563	242	12	𝑗=1	𝑗=1	PROPN
easat-8563	242	13	subject	subject	ADJ
easat-8563	242	14	to	to	ADP
easat-8563	242	15	,	,	PUNCT
easat-8563	242	16	𝑐𝑗	𝑐𝑗	NUM
easat-8563	242	17	−	−	PROPN
easat-8563	242	18	𝑤𝜙(𝑥𝑗	𝑤𝜙(𝑥𝑗	NOUN
easat-8563	242	19	)	)	PUNCT
easat-8563	242	20	−	−	PROPN
easat-8563	242	21	𝑎𝑗	𝑎𝑗	ADP
easat-8563	242	22	≤	≤	PROPN
easat-8563	242	23	𝜀	𝜀	X
easat-8563	242	24	+	+	NUM
easat-8563	242	25	𝜁𝑗	𝜁𝑗	ADV
easat-8563	242	26	,	,	PUNCT
easat-8563	242	27	𝑤𝜙(𝑥𝑗	𝑤𝜙(𝑥𝑗	NOUN
easat-8563	242	28	)	)	PUNCT
easat-8563	243	1	+	+	CCONJ
easat-8563	243	2	𝑎𝑗	𝑎𝑗	ADP
easat-8563	243	3	−	−	PROPN
easat-8563	243	4	𝑐𝑗	𝑐𝑗	ADJ
easat-8563	243	5	≤	≤	PROPN
easat-8563	243	6	𝜀	𝜀	X
easat-8563	243	7	+	+	NUM
easat-8563	243	8	𝜁𝑗	𝜁𝑗	ADP
easat-8563	243	9	∗	∗	NOUN
easat-8563	243	10	𝜁	𝜁	PROPN
easat-8563	243	11	(	(	PUNCT
easat-8563	243	12	∗	∗	PROPN
easat-8563	243	13	)	)	PUNCT
easat-8563	243	14	≥	≥	NOUN
easat-8563	243	15	0	0	NUM
easat-8563	243	16	(	(	PUNCT
easat-8563	243	17	25	25	NUM
easat-8563	243	18	)	)	PUNCT
easat-8563	243	19	the	the	DET
easat-8563	243	20	dual	dual	ADJ
easat-8563	243	21	function	function	NOUN
easat-8563	243	22	remains	remain	VERB
easat-8563	243	23	in	in	ADP
easat-8563	243	24	its	its	PRON
easat-8563	243	25	initial	initial	ADJ
easat-8563	243	26	state	state	NOUN
easat-8563	243	27	(	(	PUNCT
easat-8563	243	28	equation	equation	NOUN
easat-8563	243	29	26	26	NUM
easat-8563	243	30	)	)	PUNCT
easat-8563	243	31	.	.	PUNCT
easat-8563	244	1	𝑄(𝑏𝑗	𝑄(𝑏𝑗	PROPN
easat-8563	244	2	,	,	PUNCT
easat-8563	244	3	𝑏𝑗	𝑏𝑗	NOUN
easat-8563	244	4	∗	∗	NOUN
easat-8563	244	5	)	)	PUNCT
easat-8563	244	6	=	=	SYM
easat-8563	244	7	∑	∑	PUNCT
easat-8563	244	8	𝑐𝑗(𝑏𝑗	𝑐𝑗(𝑏𝑗	PROPN
easat-8563	244	9	−	−	PROPN
easat-8563	244	10	𝑏𝑗	𝑏𝑗	NOUN
easat-8563	244	11	∗	∗	PROPN
easat-8563	244	12	)	)	PUNCT
easat-8563	244	13	−	−	PROPN
easat-8563	244	14	𝜀	𝜀	NOUN
easat-8563	244	15	∑	∑	PROPN
easat-8563	244	16	(	(	PUNCT
easat-8563	244	17	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	244	18	−	−	PROPN
easat-8563	244	19	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	1	∗)𝑚	∗)𝑚	PROPN
easat-8563	245	2	𝑗=1	𝑗=1	PROPN
easat-8563	245	3	𝑚	𝑚	X
easat-8563	245	4	𝑗=1	𝑗=1	SYM
easat-8563	245	5	−	−	PROPN
easat-8563	245	6	1	1	NUM
easat-8563	245	7	2	2	NUM
easat-8563	245	8	∑	∑	PUNCT
easat-8563	245	9	∑	∑	PROPN
easat-8563	245	10	(	(	PUNCT
easat-8563	245	11	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	12	−	−	PROPN
easat-8563	245	13	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	14	∗)(𝑏𝑗	∗)(𝑏𝑗	PROPN
easat-8563	245	15	−	−	PROPN
easat-8563	245	16	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	17	∗)𝐿(𝑥𝑗	∗)𝐿(𝑥𝑗	NOUN
easat-8563	245	18	,	,	PUNCT
easat-8563	245	19	𝑥𝑖)𝑚	𝑥𝑖)𝑚	PROPN
easat-8563	245	20	𝑖=1	𝑖=1	PROPN
easat-8563	245	21	𝑚	𝑚	X
easat-8563	245	22	𝑗=1	𝑗=1	PROPN
easat-8563	245	23	(	(	PUNCT
easat-8563	245	24	26	26	NUM
easat-8563	245	25	)	)	PUNCT
easat-8563	245	26	however	however	ADV
easat-8563	245	27	,	,	PUNCT
easat-8563	245	28	the	the	DET
easat-8563	245	29	limitations	limitation	NOUN
easat-8563	245	30	have	have	AUX
easat-8563	245	31	altered	alter	VERB
easat-8563	245	32	as	as	SCONJ
easat-8563	245	33	follows	follow	VERB
easat-8563	245	34	in	in	ADP
easat-8563	245	35	equation	equation	NOUN
easat-8563	245	36	(	(	PUNCT
easat-8563	245	37	27	27	NUM
easat-8563	245	38	):	):	PUNCT
easat-8563	245	39	∑	∑	PUNCT
easat-8563	245	40	(	(	PUNCT
easat-8563	245	41	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	42	−	−	PROPN
easat-8563	245	43	𝑏𝑗	𝑏𝑗	PROPN
easat-8563	245	44	∗	∗	NOUN
easat-8563	245	45	)	)	PUNCT
easat-8563	245	46	=	=	SYM
easat-8563	246	1	0𝑚	0𝑚	ADJ
easat-8563	246	2	𝑗=1	𝑗=1	PROPN
easat-8563	246	3	0	0	NUM
easat-8563	246	4	≥	≥	NOUN
easat-8563	246	5	𝑏𝑗	𝑏𝑗	NOUN
easat-8563	246	6	≤	≤	PROPN
easat-8563	246	7	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	246	8	,	,	PUNCT
easat-8563	246	9	𝑗	𝑗	NOUN
easat-8563	246	10	=	=	SYM
easat-8563	246	11	1,2	1,2	NUM
easat-8563	246	12	,	,	PUNCT
easat-8563	246	13	…	…	PUNCT
easat-8563	246	14	.	.	PUNCT
easat-8563	246	15	.	.	PUNCT
easat-8563	246	16	,	,	PUNCT
easat-8563	246	17	𝑚	𝑚	PROPN
easat-8563	246	18	0	0	NUM
easat-8563	246	19	≥	≥	NOUN
easat-8563	246	20	𝑏∗	𝑏∗	NOUN
easat-8563	247	1	𝑗	𝑗	PRON
easat-8563	247	2	≤	≤	PROPN
easat-8563	247	3	𝐷𝑗	𝐷𝑗	PROPN
easat-8563	247	4	,	,	PUNCT
easat-8563	247	5	𝑗	𝑗	NOUN
easat-8563	247	6	=	=	SYM
easat-8563	247	7	1,2	1,2	NUM
easat-8563	247	8	,	,	PUNCT
easat-8563	247	9	…	…	PUNCT
easat-8563	247	10	.	.	PUNCT
easat-8563	247	11	.	.	PUNCT
easat-8563	247	12	,	,	PUNCT
easat-8563	247	13	𝑚	𝑚	X
easat-8563	247	14	(	(	PUNCT
easat-8563	247	15	27	27	NUM
easat-8563	247	16	)	)	PUNCT
easat-8563	247	17	250	250	NUM
easat-8563	247	18	edelweiss	edelweiss	PROPN
easat-8563	247	19	applied	apply	VERB
easat-8563	247	20	science	science	NOUN
easat-8563	247	21	and	and	CCONJ
easat-8563	247	22	technology	technology	NOUN
easat-8563	247	23	issn	issn	PROPN
easat-8563	247	24	:	:	PUNCT
easat-8563	247	25	2576	2576	NUM
easat-8563	247	26	-	-	SYM
easat-8563	247	27	8484	8484	NUM
easat-8563	247	28	vol	vol	NOUN
easat-8563	247	29	.	.	PROPN
easat-8563	247	30	9	9	NUM
easat-8563	247	31	,	,	PUNCT
easat-8563	247	32	no	no	INTJ
easat-8563	247	33	.	.	NOUN
easat-8563	247	34	7	7	NUM
easat-8563	247	35	:	:	SYM
easat-8563	247	36	238	238	NUM
easat-8563	247	37	-	-	SYM
easat-8563	247	38	259	259	NUM
easat-8563	247	39	,	,	PUNCT
easat-8563	247	40	2025	2025	NUM
easat-8563	247	41	doi	doi	NOUN
easat-8563	247	42	:	:	PUNCT
easat-8563	247	43	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	247	44	©	©	PROPN
easat-8563	247	45	2025	2025	NUM
easat-8563	247	46	by	by	ADP
easat-8563	247	47	the	the	DET
easat-8563	247	48	author	author	NOUN
easat-8563	247	49	;	;	PUNCT
easat-8563	247	50	licensee	licensee	PROPN
easat-8563	247	51	learning	learning	NOUN
easat-8563	247	52	gate	gate	VERB
easat-8563	247	53	the	the	DET
easat-8563	247	54	essential	essential	ADJ
easat-8563	247	55	hyperparameters	hyperparameter	NOUN
easat-8563	247	56	for	for	ADP
easat-8563	247	57	svm	svm	ADJ
easat-8563	247	58	,	,	PUNCT
easat-8563	247	59	random	random	ADJ
easat-8563	247	60	forest	forest	NOUN
easat-8563	247	61	,	,	PUNCT
easat-8563	247	62	and	and	CCONJ
easat-8563	247	63	hybrid	hybrid	NOUN
easat-8563	247	64	models	model	NOUN
easat-8563	247	65	are	be	AUX
easat-8563	247	66	covered	cover	VERB
easat-8563	247	67	in	in	ADP
easat-8563	247	68	table	table	NOUN
easat-8563	247	69	1	1	NUM
easat-8563	247	70	,	,	PUNCT
easat-8563	247	71	including	include	VERB
easat-8563	247	72	regularization	regularization	NOUN
easat-8563	247	73	,	,	PUNCT
easat-8563	247	74	kernel	kernel	PROPN
easat-8563	247	75	choice	choice	NOUN
easat-8563	247	76	,	,	PUNCT
easat-8563	247	77	tree	tree	NOUN
easat-8563	247	78	count	count	NOUN
easat-8563	247	79	and	and	CCONJ
easat-8563	247	80	depth	depth	NOUN
easat-8563	247	81	,	,	PUNCT
easat-8563	247	82	feature	feature	NOUN
easat-8563	247	83	selection	selection	NOUN
easat-8563	247	84	,	,	PUNCT
easat-8563	247	85	and	and	CCONJ
easat-8563	247	86	voting	voting	NOUN
easat-8563	247	87	technique	technique	NOUN
easat-8563	247	88	,	,	PUNCT
easat-8563	247	89	which	which	PRON
easat-8563	247	90	allow	allow	VERB
easat-8563	247	91	for	for	ADP
easat-8563	247	92	dynamic	dynamic	ADJ
easat-8563	247	93	customization	customization	NOUN
easat-8563	247	94	for	for	ADP
easat-8563	247	95	best	good	ADJ
easat-8563	247	96	classification	classification	NOUN
easat-8563	247	97	performance	performance	NOUN
easat-8563	247	98	and	and	CCONJ
easat-8563	247	99	balanced	balanced	ADJ
easat-8563	247	100	model	model	NOUN
easat-8563	247	101	complexities	complexity	NOUN
easat-8563	247	102	.	.	PUNCT
easat-8563	248	1	table	table	NOUN
easat-8563	248	2	1	1	NUM
easat-8563	248	3	.	.	PUNCT
easat-8563	249	1	hyperparameters	hyperparameter	NOUN
easat-8563	249	2	for	for	ADP
easat-8563	249	3	drsvm	drsvm	NOUN
easat-8563	249	4	-	-	PUNCT
easat-8563	249	5	rf	rf	PROPN
easat-8563	249	6	.	.	NOUN
easat-8563	249	7	hyperparameter	hyperparameter	NOUN
easat-8563	249	8	symbol	symbol	PROPN
easat-8563	249	9	example	example	NOUN
easat-8563	249	10	value	value	NOUN
easat-8563	249	11	range	range	NOUN
easat-8563	249	12	component	component	NOUN
easat-8563	249	13	description	description	NOUN
easat-8563	249	14	initial	initial	ADJ
easat-8563	249	15	regularization	regularization	NOUN
easat-8563	249	16	c_init	c_init	VERB
easat-8563	249	17	1.0	1.0	NUM
easat-8563	249	18	(	(	PUNCT
easat-8563	249	19	0.01	0.01	NUM
easat-8563	249	20	–	–	PUNCT
easat-8563	249	21	1000	1000	NUM
easat-8563	249	22	)	)	PUNCT
easat-8563	249	23	svm	svm	PROPN
easat-8563	249	24	/	/	SYM
easat-8563	249	25	dynamic	dynamic	ADJ
easat-8563	249	26	reg	reg	NOUN
easat-8563	249	27	.	.	PUNCT
easat-8563	250	1	starting	start	VERB
easat-8563	250	2	value	value	NOUN
easat-8563	250	3	for	for	ADP
easat-8563	250	4	svm	svm	ADJ
easat-8563	250	5	regularization	regularization	NOUN
easat-8563	250	6	parameter	parameter	PROPN
easat-8563	250	7	c.	c.	PROPN
easat-8563	250	8	regularization	regularization	NOUN
easat-8563	250	9	step	step	NOUN
easat-8563	250	10	δc	δc	ADP
easat-8563	250	11	0.1	0.1	NUM
easat-8563	250	12	(	(	PUNCT
easat-8563	250	13	0.001	0.001	NUM
easat-8563	250	14	–	–	SYM
easat-8563	250	15	1.0	1.0	NUM
easat-8563	250	16	)	)	PUNCT
easat-8563	250	17	dynamic	dynamic	ADJ
easat-8563	250	18	reg	reg	NOUN
easat-8563	250	19	.	.	PUNCT
easat-8563	251	1	step	step	NOUN
easat-8563	251	2	size	size	NOUN
easat-8563	251	3	for	for	ADP
easat-8563	251	4	adjusting	adjust	VERB
easat-8563	251	5	the	the	DET
easat-8563	251	6	regularization	regularization	NOUN
easat-8563	251	7	parameter	parameter	NOUN
easat-8563	251	8	dynamically	dynamically	ADV
easat-8563	251	9	.	.	PUNCT
easat-8563	252	1	kernel	kernel	PROPN
easat-8563	252	2	function	function	PROPN
easat-8563	252	3	k	k	PROPN
easat-8563	252	4	rbf	rbf	PROPN
easat-8563	252	5	[	[	X
easat-8563	252	6	'	'	PUNCT
easat-8563	252	7	linear	linear	ADJ
easat-8563	252	8	'	'	PUNCT
easat-8563	252	9	,	,	PUNCT
easat-8563	252	10	'	'	PUNCT
easat-8563	252	11	rbf	rbf	PROPN
easat-8563	252	12	'	'	PROPN
easat-8563	252	13	,	,	PUNCT
easat-8563	252	14	'	'	PUNCT
easat-8563	252	15	poly	poly	ADJ
easat-8563	252	16	'	'	PUNCT
easat-8563	252	17	,	,	PUNCT
easat-8563	252	18	'	'	PUNCT
easat-8563	252	19	sigmoid	sigmoid	NOUN
easat-8563	252	20	'	'	PUNCT
easat-8563	252	21	]	]	PUNCT
easat-8563	252	22	svm	svm	PROPN
easat-8563	252	23	specifies	specify	VERB
easat-8563	252	24	the	the	DET
easat-8563	252	25	kernel	kernel	PROPN
easat-8563	252	26	type	type	NOUN
easat-8563	252	27	used	use	VERB
easat-8563	252	28	by	by	ADP
easat-8563	252	29	svm	svm	PROPN
easat-8563	252	30	.	.	PROPN
easat-8563	252	31	convergence	convergence	NOUN
easat-8563	252	32	threshold	threshold	NOUN
easat-8563	252	33	ε	ε	PROPN
easat-8563	252	34	0.01	0.01	NUM
easat-8563	252	35	(	(	PUNCT
easat-8563	252	36	0.001	0.001	NUM
easat-8563	252	37	–	–	SYM
easat-8563	252	38	0.1	0.1	NUM
easat-8563	252	39	)	)	PUNCT
easat-8563	252	40	dynamic	dynamic	ADJ
easat-8563	252	41	reg	reg	NOUN
easat-8563	252	42	.	.	PUNCT
easat-8563	253	1	minimum	minimum	ADJ
easat-8563	253	2	change	change	NOUN
easat-8563	253	3	in	in	ADP
easat-8563	253	4	accuracy	accuracy	NOUN
easat-8563	253	5	to	to	PART
easat-8563	253	6	stop	stop	VERB
easat-8563	253	7	updating	update	VERB
easat-8563	253	8	c.	c.	PROPN
easat-8563	253	9	max	max	PROPN
easat-8563	253	10	iterations	iteration	NOUN
easat-8563	253	11	(	(	PUNCT
easat-8563	253	12	opt	opt	PROPN
easat-8563	253	13	.	.	PUNCT
easat-8563	253	14	)	)	PUNCT
easat-8563	254	1	max_iter	max_iter	CCONJ
easat-8563	254	2	10	10	NUM
easat-8563	254	3	(	(	PUNCT
easat-8563	254	4	1	1	NUM
easat-8563	254	5	–	–	SYM
easat-8563	254	6	100	100	NUM
easat-8563	254	7	)	)	PUNCT
easat-8563	254	8	dynamic	dynamic	ADJ
easat-8563	254	9	reg	reg	NOUN
easat-8563	254	10	.	.	PUNCT
easat-8563	255	1	optional	optional	ADJ
easat-8563	255	2	limit	limit	NOUN
easat-8563	255	3	on	on	ADP
easat-8563	255	4	the	the	DET
easat-8563	255	5	number	number	NOUN
easat-8563	255	6	of	of	ADP
easat-8563	255	7	update	update	NOUN
easat-8563	255	8	loops	loop	NOUN
easat-8563	255	9	.	.	PUNCT
easat-8563	256	1	#	#	NOUN
easat-8563	256	2	of	of	ADP
easat-8563	256	3	trees	tree	NOUN
easat-8563	256	4	t	t	PROPN
easat-8563	256	5	100	100	NUM
easat-8563	256	6	(	(	PUNCT
easat-8563	256	7	10	10	NUM
easat-8563	256	8	–	–	SYM
easat-8563	256	9	1000	1000	NUM
easat-8563	256	10	)	)	PUNCT
easat-8563	256	11	random	random	ADJ
easat-8563	256	12	forest	forest	NOUN
easat-8563	256	13	number	number	NOUN
easat-8563	256	14	of	of	ADP
easat-8563	256	15	decision	decision	NOUN
easat-8563	256	16	trees	tree	NOUN
easat-8563	256	17	in	in	ADP
easat-8563	256	18	the	the	DET
easat-8563	256	19	random	random	ADJ
easat-8563	256	20	forest	forest	NOUN
easat-8563	256	21	.	.	PUNCT
easat-8563	257	1	max	max	PROPN
easat-8563	257	2	tree	tree	NOUN
easat-8563	257	3	depth	depth	NOUN
easat-8563	257	4	max_depth	max_depth	NOUN
easat-8563	257	5	none	none	NOUN
easat-8563	257	6	(	(	PUNCT
easat-8563	257	7	5	5	NUM
easat-8563	257	8	–	–	SYM
easat-8563	257	9	100	100	NUM
easat-8563	257	10	or	or	CCONJ
easat-8563	257	11	none	none	NOUN
easat-8563	257	12	)	)	PUNCT
easat-8563	257	13	random	random	ADJ
easat-8563	257	14	forest	forest	NOUN
easat-8563	257	15	maximum	maximum	ADJ
easat-8563	257	16	depth	depth	NOUN
easat-8563	257	17	of	of	ADP
easat-8563	257	18	trees	tree	NOUN
easat-8563	257	19	.	.	PUNCT
easat-8563	258	1	none	none	NOUN
easat-8563	258	2	means	mean	VERB
easat-8563	258	3	full	full	ADJ
easat-8563	258	4	growth	growth	NOUN
easat-8563	258	5	.	.	PUNCT
easat-8563	259	1	min	min	NOUN
easat-8563	259	2	samples	sample	NOUN
easat-8563	259	3	per	per	ADP
easat-8563	259	4	split	split	NOUN
easat-8563	259	5	min_samples_split	min_samples_split	ADJ
easat-8563	259	6	2	2	NUM
easat-8563	259	7	(	(	PUNCT
easat-8563	259	8	2	2	NUM
easat-8563	259	9	–	–	SYM
easat-8563	259	10	10	10	NUM
easat-8563	259	11	)	)	PUNCT
easat-8563	259	12	random	random	ADJ
easat-8563	259	13	forest	forest	NOUN
easat-8563	259	14	minimum	minimum	ADJ
easat-8563	259	15	number	number	NOUN
easat-8563	259	16	of	of	ADP
easat-8563	259	17	samples	sample	NOUN
easat-8563	259	18	to	to	PART
easat-8563	259	19	split	split	VERB
easat-8563	259	20	an	an	DET
easat-8563	259	21	internal	internal	ADJ
easat-8563	259	22	node	node	NOUN
easat-8563	259	23	.	.	PUNCT
easat-8563	260	1	feature	feature	NOUN
easat-8563	260	2	selection	selection	NOUN
easat-8563	260	3	count	count	NOUN
easat-8563	260	4	k	k	PROPN
easat-8563	260	5	10	10	NUM
easat-8563	260	6	(	(	PUNCT
easat-8563	260	7	5	5	NUM
easat-8563	260	8	–	–	SYM
easat-8563	260	9	30	30	NUM
easat-8563	260	10	or	or	CCONJ
easat-8563	260	11	%	%	NOUN
easat-8563	260	12	of	of	ADP
easat-8563	260	13	total	total	ADJ
easat-8563	260	14	)	)	PUNCT
easat-8563	260	15	feature	feature	NOUN
easat-8563	260	16	selection	selection	NOUN
easat-8563	260	17	number	number	NOUN
easat-8563	260	18	of	of	ADP
easat-8563	260	19	top	top	ADJ
easat-8563	260	20	features	feature	NOUN
easat-8563	260	21	selected	select	VERB
easat-8563	260	22	based	base	VERB
easat-8563	260	23	on	on	ADP
easat-8563	260	24	importance	importance	NOUN
easat-8563	260	25	from	from	ADP
easat-8563	260	26	rf	rf	NOUN
easat-8563	260	27	.	.	PUNCT
easat-8563	260	28	voting	voting	NOUN
easat-8563	260	29	strategy	strategy	NOUN
easat-8563	260	30	vote_mode	vote_mode	PROPN
easat-8563	260	31	majority	majority	NOUN
easat-8563	260	32	vote	vote	NOUN
easat-8563	260	33	[	[	X
easat-8563	260	34	'	'	PUNCT
easat-8563	260	35	majority	majority	NOUN
easat-8563	260	36	'	'	PUNCT
easat-8563	260	37	,	,	PUNCT
easat-8563	260	38	'	'	PUNCT
easat-8563	260	39	weighted	weight	VERB
easat-8563	260	40	'	'	PUNCT
easat-8563	260	41	]	]	PUNCT
easat-8563	260	42	ensemble	ensemble	ADJ
easat-8563	260	43	(	(	PUNCT
easat-8563	260	44	optional	optional	ADJ
easat-8563	260	45	)	)	PUNCT
easat-8563	260	46	strategy	strategy	NOUN
easat-8563	260	47	to	to	PART
easat-8563	260	48	combine	combine	VERB
easat-8563	260	49	svm	svm	VERB
easat-8563	260	50	and	and	CCONJ
easat-8563	260	51	rf	rf	NOUN
easat-8563	260	52	predictions	prediction	NOUN
easat-8563	260	53	.	.	PUNCT
easat-8563	261	1	4	4	X
easat-8563	261	2	.	.	NOUN
easat-8563	261	3	results	result	NOUN
easat-8563	261	4	and	and	CCONJ
easat-8563	261	5	discussion	discussion	NOUN
easat-8563	261	6	in	in	ADP
easat-8563	261	7	the	the	DET
easat-8563	261	8	big	big	ADJ
easat-8563	261	9	data	data	PROPN
easat-8563	261	10	era	era	NOUN
easat-8563	261	11	,	,	PUNCT
easat-8563	261	12	financial	financial	ADJ
easat-8563	261	13	statement	statement	NOUN
easat-8563	261	14	analysis	analysis	NOUN
easat-8563	261	15	is	be	AUX
easat-8563	261	16	aided	aid	VERB
easat-8563	261	17	by	by	ADP
easat-8563	261	18	modern	modern	ADJ
easat-8563	261	19	machine	machine	NOUN
easat-8563	261	20	learning	learning	NOUN
easat-8563	261	21	algorithms	algorithm	NOUN
easat-8563	261	22	,	,	PUNCT
easat-8563	261	23	which	which	PRON
easat-8563	261	24	are	be	AUX
easat-8563	261	25	developed	develop	VERB
easat-8563	261	26	and	and	CCONJ
easat-8563	261	27	implemented	implement	VERB
easat-8563	261	28	using	use	VERB
easat-8563	261	29	python	python	NOUN
easat-8563	261	30	.	.	PUNCT
easat-8563	262	1	existing	exist	VERB
easat-8563	262	2	approaches	approach	NOUN
easat-8563	262	3	,	,	PUNCT
easat-8563	262	4	such	such	ADJ
easat-8563	262	5	as	as	ADP
easat-8563	262	6	finanalytix	finanalytix	NOUN
easat-8563	262	7	[	[	X
easat-8563	262	8	24	24	NUM
easat-8563	262	9	]	]	PUNCT
easat-8563	262	10	combine	combine	VERB
easat-8563	262	11	ml	ml	NOUN
easat-8563	262	12	's	's	PART
easat-8563	262	13	pattern	pattern	NOUN
easat-8563	262	14	recognition	recognition	NOUN
easat-8563	262	15	capabilities	capability	NOUN
easat-8563	262	16	with	with	ADP
easat-8563	262	17	financial	financial	ADJ
easat-8563	262	18	statement	statement	NOUN
easat-8563	262	19	analysis	analysis	NOUN
easat-8563	262	20	to	to	PART
easat-8563	262	21	identify	identify	VERB
easat-8563	262	22	patterns	pattern	NOUN
easat-8563	262	23	and	and	CCONJ
easat-8563	262	24	risks	risk	NOUN
easat-8563	262	25	,	,	PUNCT
easat-8563	262	26	whereas	whereas	SCONJ
easat-8563	262	27	decision	decision	NOUN
easat-8563	262	28	trees	tree	NOUN
easat-8563	262	29	(	(	PUNCT
easat-8563	262	30	dt	dt	NOUN
easat-8563	262	31	)	)	PUNCT
easat-8563	263	1	[	[	X
easat-8563	263	2	25	25	NUM
easat-8563	263	3	]	]	PUNCT
easat-8563	263	4	provide	provide	VERB
easat-8563	263	5	explicit	explicit	ADJ
easat-8563	263	6	,	,	PUNCT
easat-8563	263	7	rule	rule	NOUN
easat-8563	263	8	-	-	PUNCT
easat-8563	263	9	based	base	VERB
easat-8563	263	10	insights	insight	NOUN
easat-8563	263	11	.	.	PUNCT
easat-8563	264	1	the	the	DET
easat-8563	264	2	proposed	propose	VERB
easat-8563	264	3	drsvmrf	drsvmrf	NOUN
easat-8563	264	4	improves	improve	VERB
easat-8563	264	5	on	on	ADP
easat-8563	264	6	these	these	PRON
easat-8563	264	7	by	by	ADP
easat-8563	264	8	combining	combine	VERB
easat-8563	264	9	svm	svm	ADJ
easat-8563	264	10	precision	precision	NOUN
easat-8563	264	11	with	with	ADP
easat-8563	264	12	the	the	DET
easat-8563	264	13	rf	rf	ADV
easat-8563	264	14	ensemble	ensemble	ADJ
easat-8563	264	15	strength	strength	NOUN
easat-8563	264	16	.	.	PUNCT
easat-8563	265	1	its	its	PRON
easat-8563	265	2	dynamic	dynamic	ADJ
easat-8563	265	3	regularization	regularization	NOUN
easat-8563	265	4	responds	respond	VERB
easat-8563	265	5	to	to	ADP
easat-8563	265	6	data	datum	NOUN
easat-8563	265	7	complexity	complexity	NOUN
easat-8563	265	8	,	,	PUNCT
easat-8563	265	9	improving	improve	VERB
easat-8563	265	10	prediction	prediction	NOUN
easat-8563	265	11	accuracy	accuracy	NOUN
easat-8563	265	12	and	and	CCONJ
easat-8563	265	13	resilience	resilience	NOUN
easat-8563	265	14	in	in	ADP
easat-8563	265	15	real	real	ADJ
easat-8563	265	16	-	-	PUNCT
easat-8563	265	17	time	time	NOUN
easat-8563	265	18	decision	decision	NOUN
easat-8563	265	19	-	-	PUNCT
easat-8563	265	20	making	making	NOUN
easat-8563	265	21	.	.	PUNCT
easat-8563	266	1	4.1	4.1	NUM
easat-8563	266	2	.	.	PUNCT
easat-8563	267	1	experimental	experimental	ADJ
easat-8563	267	2	results	result	VERB
easat-8563	267	3	the	the	DET
easat-8563	267	4	relationship	relationship	NOUN
easat-8563	267	5	between	between	ADP
easat-8563	267	6	numerous	numerous	ADJ
easat-8563	267	7	financial	financial	ADJ
easat-8563	267	8	and	and	CCONJ
easat-8563	267	9	market	market	NOUN
easat-8563	267	10	variables	variable	NOUN
easat-8563	267	11	and	and	CCONJ
easat-8563	267	12	anomalous	anomalous	ADJ
easat-8563	267	13	return	return	NOUN
easat-8563	267	14	,	,	PUNCT
easat-8563	267	15	which	which	PRON
easat-8563	267	16	is	be	AUX
easat-8563	267	17	an	an	DET
easat-8563	267	18	important	important	ADJ
easat-8563	267	19	measure	measure	NOUN
easat-8563	267	20	of	of	ADP
easat-8563	267	21	stock	stock	NOUN
easat-8563	267	22	performance	performance	NOUN
easat-8563	267	23	relative	relative	ADJ
easat-8563	267	24	to	to	ADP
easat-8563	267	25	expectations	expectation	NOUN
easat-8563	267	26	,	,	PUNCT
easat-8563	267	27	is	be	AUX
easat-8563	267	28	depicted	depict	VERB
easat-8563	267	29	in	in	ADP
easat-8563	267	30	figure	figure	NOUN
easat-8563	267	31	7	7	NUM
easat-8563	267	32	.	.	PUNCT
easat-8563	268	1	among	among	ADP
easat-8563	268	2	all	all	DET
easat-8563	268	3	characteristics	characteristic	NOUN
easat-8563	268	4	,	,	PUNCT
easat-8563	268	5	the	the	DET
easat-8563	268	6	stock	stock	NOUN
easat-8563	268	7	movement	movement	NOUN
easat-8563	268	8	exhibits	exhibit	VERB
easat-8563	268	9	the	the	DET
easat-8563	268	10	largest	large	ADJ
easat-8563	268	11	positive	positive	ADJ
easat-8563	268	12	correlation	correlation	NOUN
easat-8563	268	13	(	(	PUNCT
easat-8563	268	14	0.88	0.88	NUM
easat-8563	268	15	)	)	PUNCT
easat-8563	268	16	with	with	ADP
easat-8563	268	17	anomalous	anomalous	ADJ
easat-8563	268	18	return	return	NOUN
easat-8563	268	19	,	,	PUNCT
easat-8563	268	20	demonstrating	demonstrate	VERB
easat-8563	268	21	that	that	SCONJ
easat-8563	268	22	significant	significant	ADJ
easat-8563	268	23	price	price	NOUN
easat-8563	268	24	swings	swing	NOUN
easat-8563	268	25	following	follow	VERB
easat-8563	268	26	announcements	announcement	NOUN
easat-8563	268	27	are	be	AUX
easat-8563	268	28	strongly	strongly	ADV
easat-8563	268	29	linked	link	VERB
easat-8563	268	30	to	to	ADP
easat-8563	268	31	abnormal	abnormal	ADJ
easat-8563	268	32	returns	return	NOUN
easat-8563	268	33	.	.	PUNCT
easat-8563	269	1	traditional	traditional	ADJ
easat-8563	269	2	financial	financial	ADJ
easat-8563	269	3	statement	statement	NOUN
easat-8563	269	4	measures	measure	NOUN
easat-8563	269	5	,	,	PUNCT
easat-8563	269	6	such	such	ADJ
easat-8563	269	7	as	as	ADP
easat-8563	269	8	net	net	ADJ
easat-8563	269	9	profit	profit	NOUN
easat-8563	269	10	margin	margin	NOUN
easat-8563	269	11	,	,	PUNCT
easat-8563	269	12	gross	gross	ADJ
easat-8563	269	13	margin	margin	NOUN
easat-8563	269	14	,	,	PUNCT
easat-8563	269	15	and	and	CCONJ
easat-8563	269	16	free	free	ADJ
easat-8563	269	17	cash	cash	NOUN
easat-8563	269	18	flow	flow	NOUN
easat-8563	269	19	,	,	PUNCT
easat-8563	269	20	exhibit	exhibit	VERB
easat-8563	269	21	poor	poor	ADJ
easat-8563	269	22	or	or	CCONJ
easat-8563	269	23	negative	negative	ADJ
easat-8563	269	24	correlations	correlation	NOUN
easat-8563	269	25	,	,	PUNCT
easat-8563	269	26	implying	imply	VERB
easat-8563	269	27	that	that	SCONJ
easat-8563	269	28	these	these	DET
easat-8563	269	29	indicators	indicator	NOUN
easat-8563	269	30	have	have	AUX
easat-8563	269	31	limited	limit	VERB
easat-8563	269	32	predictive	predictive	ADJ
easat-8563	269	33	potential	potential	NOUN
easat-8563	269	34	for	for	ADP
easat-8563	269	35	unexpected	unexpected	ADJ
easat-8563	269	36	short	short	ADJ
easat-8563	269	37	-	-	PUNCT
easat-8563	269	38	term	term	NOUN
easat-8563	269	39	returns	return	NOUN
easat-8563	269	40	.	.	PUNCT
easat-8563	270	1	251	251	NUM
easat-8563	270	2	edelweiss	edelweiss	PROPN
easat-8563	270	3	applied	apply	VERB
easat-8563	270	4	science	science	NOUN
easat-8563	270	5	and	and	CCONJ
easat-8563	270	6	technology	technology	NOUN
easat-8563	270	7	issn	issn	PROPN
easat-8563	270	8	:	:	PUNCT
easat-8563	270	9	2576	2576	NUM
easat-8563	270	10	-	-	SYM
easat-8563	270	11	8484	8484	NUM
easat-8563	270	12	vol	vol	NOUN
easat-8563	270	13	.	.	PROPN
easat-8563	271	1	9	9	NUM
easat-8563	271	2	,	,	PUNCT
easat-8563	271	3	no	no	INTJ
easat-8563	271	4	.	.	NOUN
easat-8563	272	1	7	7	NUM
easat-8563	272	2	:	:	SYM
easat-8563	272	3	238	238	NUM
easat-8563	272	4	-	-	SYM
easat-8563	272	5	259	259	NUM
easat-8563	272	6	,	,	PUNCT
easat-8563	272	7	2025	2025	NUM
easat-8563	272	8	doi	doi	NOUN
easat-8563	272	9	:	:	PUNCT
easat-8563	272	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	272	11	©	©	PROPN
easat-8563	272	12	2025	2025	NUM
easat-8563	272	13	by	by	ADP
easat-8563	272	14	the	the	DET
easat-8563	272	15	author	author	NOUN
easat-8563	272	16	;	;	PUNCT
easat-8563	272	17	licensee	licensee	PROPN
easat-8563	272	18	learning	learn	VERB
easat-8563	272	19	gate	gate	NOUN
easat-8563	272	20	figure	figure	NOUN
easat-8563	272	21	7	7	NUM
easat-8563	272	22	.	.	PUNCT
easat-8563	272	23	correlation	correlation	NOUN
easat-8563	272	24	of	of	ADP
easat-8563	272	25	features	feature	NOUN
easat-8563	272	26	with	with	ADP
easat-8563	272	27	abnormal	abnormal	ADJ
easat-8563	272	28	return	return	NOUN
easat-8563	272	29	of	of	ADP
easat-8563	272	30	financial	financial	ADJ
easat-8563	272	31	statement	statement	NOUN
easat-8563	272	32	analysis	analysis	NOUN
easat-8563	272	33	.	.	PUNCT
easat-8563	273	1	the	the	DET
easat-8563	273	2	link	link	NOUN
easat-8563	273	3	between	between	ADP
easat-8563	273	4	free	free	ADJ
easat-8563	273	5	cash	cash	NOUN
easat-8563	273	6	flow	flow	NOUN
easat-8563	273	7	(	(	PUNCT
easat-8563	273	8	fcf	fcf	NOUN
easat-8563	273	9	)	)	PUNCT
easat-8563	273	10	and	and	CCONJ
easat-8563	273	11	eps	eps	PROPN
easat-8563	273	12	,	,	PUNCT
easat-8563	273	13	with	with	ADP
easat-8563	273	14	bubble	bubble	NOUN
easat-8563	273	15	size	size	NOUN
easat-8563	273	16	reflecting	reflect	VERB
easat-8563	273	17	market	market	NOUN
easat-8563	273	18	capitalization	capitalization	NOUN
easat-8563	273	19	and	and	CCONJ
easat-8563	273	20	color	color	NOUN
easat-8563	273	21	signifying	signify	VERB
easat-8563	273	22	stock	stock	NOUN
easat-8563	273	23	movement	movement	NOUN
easat-8563	273	24	(	(	PUNCT
easat-8563	273	25	positive	positive	ADJ
easat-8563	273	26	red	red	ADJ
easat-8563	273	27	,	,	PUNCT
easat-8563	273	28	negative	negative	ADJ
easat-8563	273	29	blue	blue	ADJ
easat-8563	273	30	,	,	PUNCT
easat-8563	273	31	and	and	CCONJ
easat-8563	273	32	neutral	neutral	ADJ
easat-8563	273	33	grey	grey	NOUN
easat-8563	273	34	)	)	PUNCT
easat-8563	273	35	,	,	PUNCT
easat-8563	273	36	was	be	AUX
easat-8563	273	37	shown	show	VERB
easat-8563	273	38	in	in	ADP
easat-8563	273	39	figure	figure	NOUN
easat-8563	273	40	8	8	NUM
easat-8563	273	41	.	.	PUNCT
easat-8563	274	1	the	the	DET
easat-8563	274	2	distribution	distribution	NOUN
easat-8563	274	3	shows	show	VERB
easat-8563	274	4	that	that	SCONJ
easat-8563	274	5	there	there	PRON
easat-8563	274	6	is	be	VERB
easat-8563	274	7	no	no	DET
easat-8563	274	8	clear	clear	ADJ
easat-8563	274	9	linear	linear	PROPN
easat-8563	274	10	link	link	NOUN
easat-8563	274	11	between	between	ADP
easat-8563	274	12	fcf	fcf	PROPN
easat-8563	274	13	and	and	CCONJ
easat-8563	274	14	eps	eps	PROPN
easat-8563	274	15	since	since	SCONJ
easat-8563	274	16	enterprises	enterprise	NOUN
easat-8563	274	17	are	be	AUX
easat-8563	274	18	distributed	distribute	VERB
easat-8563	274	19	throughout	throughout	ADP
easat-8563	274	20	the	the	DET
easat-8563	274	21	axes	axis	NOUN
easat-8563	274	22	.	.	PUNCT
easat-8563	275	1	larger	large	ADJ
easat-8563	275	2	market	market	NOUN
easat-8563	275	3	-	-	PUNCT
easat-8563	275	4	cap	cap	NOUN
easat-8563	275	5	businesses	business	NOUN
easat-8563	275	6	(	(	PUNCT
easat-8563	275	7	larger	large	ADJ
easat-8563	275	8	bubbles	bubble	NOUN
easat-8563	275	9	)	)	PUNCT
easat-8563	275	10	appear	appear	VERB
easat-8563	275	11	at	at	ADP
easat-8563	275	12	all	all	DET
easat-8563	275	13	levels	level	NOUN
easat-8563	275	14	of	of	ADP
easat-8563	275	15	fcf	fcf	PROPN
easat-8563	275	16	and	and	CCONJ
easat-8563	275	17	eps	eps	PROPN
easat-8563	275	18	,	,	PUNCT
easat-8563	275	19	demonstrating	demonstrate	VERB
easat-8563	275	20	that	that	DET
easat-8563	275	21	size	size	NOUN
easat-8563	275	22	does	do	AUX
easat-8563	275	23	not	not	PART
easat-8563	275	24	influence	influence	VERB
easat-8563	275	25	performance	performance	NOUN
easat-8563	275	26	indicators	indicator	NOUN
easat-8563	275	27	.	.	PUNCT
easat-8563	276	1	the	the	DET
easat-8563	276	2	mix	mix	NOUN
easat-8563	276	3	of	of	ADP
easat-8563	276	4	red	red	ADJ
easat-8563	276	5	and	and	CCONJ
easat-8563	276	6	blue	blue	ADJ
easat-8563	276	7	across	across	ADP
easat-8563	276	8	the	the	DET
easat-8563	276	9	plot	plot	NOUN
easat-8563	276	10	demonstrates	demonstrate	VERB
easat-8563	276	11	that	that	SCONJ
easat-8563	276	12	stock	stock	NOUN
easat-8563	276	13	movement	movement	NOUN
easat-8563	276	14	is	be	AUX
easat-8563	276	15	not	not	PART
easat-8563	276	16	always	always	ADV
easat-8563	276	17	linked	link	VERB
easat-8563	276	18	with	with	ADP
easat-8563	276	19	fcf	fcf	PROPN
easat-8563	276	20	or	or	CCONJ
easat-8563	276	21	eps	eps	PROPN
easat-8563	276	22	,	,	PUNCT
easat-8563	276	23	indicating	indicate	VERB
easat-8563	276	24	that	that	SCONJ
easat-8563	276	25	investor	investor	NOUN
easat-8563	276	26	reactions	reaction	NOUN
easat-8563	276	27	to	to	ADP
easat-8563	276	28	financial	financial	ADJ
easat-8563	276	29	indicators	indicator	NOUN
easat-8563	276	30	can	can	AUX
easat-8563	276	31	vary	vary	VERB
easat-8563	276	32	greatly	greatly	ADV
easat-8563	276	33	and	and	CCONJ
easat-8563	276	34	are	be	AUX
easat-8563	276	35	likely	likely	ADV
easat-8563	276	36	influenced	influence	VERB
easat-8563	276	37	by	by	ADP
easat-8563	276	38	larger	large	ADJ
easat-8563	276	39	market	market	NOUN
easat-8563	276	40	or	or	CCONJ
easat-8563	276	41	sentiment	sentiment	NOUN
easat-8563	276	42	-	-	PUNCT
easat-8563	276	43	driven	drive	VERB
easat-8563	276	44	elements	element	NOUN
easat-8563	276	45	in	in	ADP
easat-8563	276	46	financial	financial	ADJ
easat-8563	276	47	statement	statement	NOUN
easat-8563	276	48	evaluation	evaluation	NOUN
easat-8563	276	49	.	.	PUNCT
easat-8563	277	1	252	252	NUM
easat-8563	277	2	edelweiss	edelweiss	PROPN
easat-8563	277	3	applied	apply	VERB
easat-8563	277	4	science	science	NOUN
easat-8563	277	5	and	and	CCONJ
easat-8563	277	6	technology	technology	NOUN
easat-8563	277	7	issn	issn	PROPN
easat-8563	277	8	:	:	PUNCT
easat-8563	277	9	2576	2576	NUM
easat-8563	277	10	-	-	SYM
easat-8563	277	11	8484	8484	NUM
easat-8563	277	12	vol	vol	NOUN
easat-8563	277	13	.	.	PROPN
easat-8563	278	1	9	9	NUM
easat-8563	278	2	,	,	PUNCT
easat-8563	278	3	no	no	INTJ
easat-8563	278	4	.	.	NOUN
easat-8563	279	1	7	7	NUM
easat-8563	279	2	:	:	SYM
easat-8563	279	3	238	238	NUM
easat-8563	279	4	-	-	SYM
easat-8563	279	5	259	259	NUM
easat-8563	279	6	,	,	PUNCT
easat-8563	279	7	2025	2025	NUM
easat-8563	279	8	doi	doi	NOUN
easat-8563	279	9	:	:	PUNCT
easat-8563	279	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	279	11	©	©	PROPN
easat-8563	279	12	2025	2025	NUM
easat-8563	279	13	by	by	ADP
easat-8563	279	14	the	the	DET
easat-8563	279	15	author	author	NOUN
easat-8563	279	16	;	;	PUNCT
easat-8563	279	17	licensee	licensee	PROPN
easat-8563	279	18	learning	learn	VERB
easat-8563	279	19	gate	gate	PROPN
easat-8563	279	20	figure	figure	NOUN
easat-8563	279	21	8	8	NUM
easat-8563	279	22	.	.	PUNCT
easat-8563	280	1	fcf	fcf	PROPN
easat-8563	280	2	vs.	vs.	ADP
easat-8563	280	3	eps	eps	PROPN
easat-8563	280	4	with	with	ADP
easat-8563	280	5	the	the	DET
easat-8563	280	6	market	market	NOUN
easat-8563	280	7	cap	cap	NOUN
easat-8563	280	8	of	of	ADP
easat-8563	280	9	financial	financial	ADJ
easat-8563	280	10	data	datum	NOUN
easat-8563	280	11	.	.	PUNCT
easat-8563	281	1	the	the	DET
easat-8563	281	2	link	link	NOUN
easat-8563	281	3	between	between	ADP
easat-8563	281	4	roa	roa	PROPN
easat-8563	281	5	and	and	CCONJ
easat-8563	281	6	roe	roe	NOUN
easat-8563	281	7	,	,	PUNCT
easat-8563	281	8	colored	color	VERB
easat-8563	281	9	by	by	ADP
easat-8563	281	10	stock	stock	NOUN
easat-8563	281	11	movement	movement	NOUN
easat-8563	281	12	(	(	PUNCT
easat-8563	281	13	negative	negative	ADJ
easat-8563	281	14	:	:	PUNCT
easat-8563	281	15	red	red	ADJ
easat-8563	281	16	,	,	PUNCT
easat-8563	281	17	neutral	neutral	ADJ
easat-8563	281	18	:	:	PUNCT
easat-8563	281	19	green	green	ADJ
easat-8563	281	20	,	,	PUNCT
easat-8563	281	21	and	and	CCONJ
easat-8563	281	22	positive	positive	ADJ
easat-8563	281	23	:	:	PUNCT
easat-8563	281	24	pink	pink	ADJ
easat-8563	281	25	)	)	PUNCT
easat-8563	281	26	,	,	PUNCT
easat-8563	281	27	was	be	AUX
easat-8563	281	28	depicted	depict	VERB
easat-8563	281	29	in	in	ADP
easat-8563	281	30	figure	figure	NOUN
easat-8563	281	31	9	9	NUM
easat-8563	281	32	.	.	PUNCT
easat-8563	282	1	the	the	DET
easat-8563	282	2	data	data	NOUN
easat-8563	282	3	points	point	NOUN
easat-8563	282	4	are	be	AUX
easat-8563	282	5	evenly	evenly	ADV
easat-8563	282	6	distributed	distribute	VERB
easat-8563	282	7	,	,	PUNCT
easat-8563	282	8	with	with	ADP
easat-8563	282	9	no	no	DET
easat-8563	282	10	apparent	apparent	ADJ
easat-8563	282	11	grouping	grouping	NOUN
easat-8563	282	12	or	or	CCONJ
easat-8563	282	13	strong	strong	ADJ
easat-8563	282	14	association	association	NOUN
easat-8563	282	15	between	between	ADP
easat-8563	282	16	roa	roa	PROPN
easat-8563	282	17	and	and	CCONJ
easat-8563	282	18	roe	roe	PROPN
easat-8563	282	19	.	.	PUNCT
easat-8563	283	1	marginal	marginal	ADJ
easat-8563	283	2	kde	kde	NOUN
easat-8563	283	3	plots	plot	NOUN
easat-8563	283	4	reveal	reveal	VERB
easat-8563	283	5	generally	generally	ADV
easat-8563	283	6	symmetric	symmetric	ADJ
easat-8563	283	7	distributions	distribution	NOUN
easat-8563	283	8	,	,	PUNCT
easat-8563	283	9	with	with	ADP
easat-8563	283	10	most	most	ADJ
easat-8563	283	11	values	value	NOUN
easat-8563	283	12	ranging	range	VERB
easat-8563	283	13	from	from	ADP
easat-8563	283	14	0	0	NUM
easat-8563	283	15	to	to	ADP
easat-8563	283	16	0.2	0.2	NUM
easat-8563	283	17	,	,	PUNCT
easat-8563	283	18	indicating	indicate	VERB
easat-8563	283	19	modest	modest	ADJ
easat-8563	283	20	levels	level	NOUN
easat-8563	283	21	of	of	ADP
easat-8563	283	22	profitability	profitability	NOUN
easat-8563	283	23	.	.	PUNCT
easat-8563	284	1	stock	stock	NOUN
easat-8563	284	2	movement	movement	PROPN
easat-8563	284	3	colors	color	NOUN
easat-8563	284	4	are	be	AUX
easat-8563	284	5	uniformly	uniformly	ADV
easat-8563	284	6	distributed	distribute	VERB
easat-8563	284	7	,	,	PUNCT
easat-8563	284	8	indicating	indicate	VERB
easat-8563	284	9	that	that	SCONJ
easat-8563	284	10	there	there	PRON
easat-8563	284	11	is	be	VERB
easat-8563	284	12	no	no	DET
easat-8563	284	13	consistent	consistent	ADJ
easat-8563	284	14	relationship	relationship	NOUN
easat-8563	284	15	between	between	ADP
easat-8563	284	16	stock	stock	NOUN
easat-8563	284	17	price	price	NOUN
easat-8563	284	18	fluctuations	fluctuation	NOUN
easat-8563	284	19	and	and	CCONJ
easat-8563	284	20	roa	roa	PROPN
easat-8563	284	21	or	or	CCONJ
easat-8563	284	22	roe	roe	PROPN
easat-8563	284	23	variations	variation	NOUN
easat-8563	284	24	.	.	PUNCT
easat-8563	285	1	this	this	PRON
easat-8563	285	2	suggests	suggest	VERB
easat-8563	285	3	that	that	SCONJ
easat-8563	285	4	profitability	profitability	NOUN
easat-8563	285	5	ratios	ratio	NOUN
easat-8563	285	6	alone	alone	ADV
easat-8563	285	7	could	could	AUX
easat-8563	285	8	not	not	PART
easat-8563	285	9	be	be	AUX
easat-8563	285	10	reliable	reliable	ADJ
easat-8563	285	11	predictors	predictor	NOUN
easat-8563	285	12	of	of	ADP
easat-8563	285	13	short	short	ADJ
easat-8563	285	14	-	-	PUNCT
easat-8563	285	15	term	term	NOUN
easat-8563	285	16	market	market	NOUN
easat-8563	285	17	reactions	reaction	NOUN
easat-8563	285	18	in	in	ADP
easat-8563	285	19	financial	financial	ADJ
easat-8563	285	20	statement	statement	NOUN
easat-8563	285	21	analysis	analysis	NOUN
easat-8563	285	22	.	.	PUNCT
easat-8563	286	1	253	253	NUM
easat-8563	286	2	edelweiss	edelweiss	PROPN
easat-8563	286	3	applied	apply	VERB
easat-8563	286	4	science	science	NOUN
easat-8563	286	5	and	and	CCONJ
easat-8563	286	6	technology	technology	NOUN
easat-8563	286	7	issn	issn	PROPN
easat-8563	286	8	:	:	PUNCT
easat-8563	286	9	2576	2576	NUM
easat-8563	286	10	-	-	SYM
easat-8563	286	11	8484	8484	NUM
easat-8563	286	12	vol	vol	NOUN
easat-8563	286	13	.	.	PROPN
easat-8563	287	1	9	9	NUM
easat-8563	287	2	,	,	PUNCT
easat-8563	287	3	no	no	INTJ
easat-8563	287	4	.	.	NOUN
easat-8563	288	1	7	7	NUM
easat-8563	288	2	:	:	SYM
easat-8563	288	3	238	238	NUM
easat-8563	288	4	-	-	SYM
easat-8563	288	5	259	259	NUM
easat-8563	288	6	,	,	PUNCT
easat-8563	288	7	2025	2025	NUM
easat-8563	288	8	doi	doi	NOUN
easat-8563	288	9	:	:	PUNCT
easat-8563	288	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	288	11	©	©	PROPN
easat-8563	288	12	2025	2025	NUM
easat-8563	288	13	by	by	ADP
easat-8563	288	14	the	the	DET
easat-8563	288	15	author	author	NOUN
easat-8563	288	16	;	;	PUNCT
easat-8563	288	17	licensee	licensee	PROPN
easat-8563	288	18	learning	learn	VERB
easat-8563	288	19	gate	gate	NOUN
easat-8563	288	20	figure	figure	NOUN
easat-8563	288	21	9	9	NUM
easat-8563	288	22	.	.	PUNCT
easat-8563	289	1	roe	roe	PROPN
easat-8563	289	2	vs	vs	ADP
easat-8563	289	3	roa	roa	PROPN
easat-8563	289	4	performance	performance	NOUN
easat-8563	289	5	of	of	ADP
easat-8563	289	6	stock	stock	NOUN
easat-8563	289	7	movement	movement	NOUN
easat-8563	289	8	in	in	ADP
easat-8563	289	9	financial	financial	ADJ
easat-8563	289	10	data	datum	NOUN
easat-8563	289	11	.	.	PUNCT
easat-8563	290	1	the	the	DET
easat-8563	290	2	simulated	simulate	VERB
easat-8563	290	3	stock	stock	NOUN
easat-8563	290	4	values	value	NOUN
easat-8563	290	5	for	for	ADP
easat-8563	290	6	1,000	1,000	NUM
easat-8563	290	7	firms	firm	NOUN
easat-8563	290	8	before	before	ADP
easat-8563	290	9	and	and	CCONJ
easat-8563	290	10	after	after	ADP
easat-8563	290	11	a	a	DET
easat-8563	290	12	financial	financial	ADJ
easat-8563	290	13	statement	statement	NOUN
easat-8563	290	14	,	,	PUNCT
easat-8563	290	15	organized	organize	VERB
easat-8563	290	16	by	by	ADP
easat-8563	290	17	analyst	analyst	NOUN
easat-8563	290	18	opinion	opinion	NOUN
easat-8563	290	19	,	,	PUNCT
easat-8563	290	20	are	be	AUX
easat-8563	290	21	shown	show	VERB
easat-8563	290	22	in	in	ADP
easat-8563	290	23	figure	figure	NOUN
easat-8563	290	24	10	10	NUM
easat-8563	290	25	.	.	PUNCT
easat-8563	291	1	each	each	DET
easat-8563	291	2	vertical	vertical	ADJ
easat-8563	291	3	line	line	NOUN
easat-8563	291	4	indicates	indicate	VERB
easat-8563	291	5	a	a	DET
easat-8563	291	6	corporation	corporation	NOUN
easat-8563	291	7	,	,	PUNCT
easat-8563	291	8	with	with	ADP
easat-8563	291	9	blue	blue	ADJ
easat-8563	291	10	indicating	indicate	VERB
easat-8563	291	11	the	the	DET
easat-8563	291	12	stock	stock	NOUN
easat-8563	291	13	price	price	NOUN
easat-8563	291	14	before	before	ADP
easat-8563	291	15	the	the	DET
easat-8563	291	16	announcement	announcement	NOUN
easat-8563	291	17	and	and	CCONJ
easat-8563	291	18	red	red	NOUN
easat-8563	291	19	representing	represent	VERB
easat-8563	291	20	the	the	DET
easat-8563	291	21	stock	stock	NOUN
easat-8563	291	22	price	price	NOUN
easat-8563	291	23	after	after	ADP
easat-8563	291	24	the	the	DET
easat-8563	291	25	announcement	announcement	NOUN
easat-8563	291	26	.	.	PUNCT
easat-8563	292	1	the	the	DET
easat-8563	292	2	data	datum	NOUN
easat-8563	292	3	appear	appear	VERB
easat-8563	292	4	to	to	PART
easat-8563	292	5	be	be	AUX
easat-8563	292	6	highly	highly	ADV
easat-8563	292	7	erratic	erratic	ADJ
easat-8563	292	8	,	,	PUNCT
easat-8563	292	9	with	with	ADP
easat-8563	292	10	no	no	DET
easat-8563	292	11	apparent	apparent	ADJ
easat-8563	292	12	pattern	pattern	NOUN
easat-8563	292	13	throughout	throughout	ADP
easat-8563	292	14	the	the	DET
easat-8563	292	15	sentiment	sentiment	NOUN
easat-8563	292	16	spectrum	spectrum	NOUN
easat-8563	292	17	,	,	PUNCT
easat-8563	292	18	indicating	indicate	VERB
easat-8563	292	19	that	that	SCONJ
easat-8563	292	20	,	,	PUNCT
easat-8563	292	21	while	while	SCONJ
easat-8563	292	22	analyst	analyst	NOUN
easat-8563	292	23	sentiment	sentiment	NOUN
easat-8563	292	24	could	could	AUX
easat-8563	292	25	influence	influence	VERB
easat-8563	292	26	expectations	expectation	NOUN
easat-8563	292	27	,	,	PUNCT
easat-8563	292	28	actual	actual	ADJ
easat-8563	292	29	stock	stock	NOUN
easat-8563	292	30	price	price	NOUN
easat-8563	292	31	movements	movement	NOUN
easat-8563	292	32	could	could	AUX
easat-8563	292	33	differ	differ	VERB
easat-8563	292	34	significantly	significantly	ADV
easat-8563	292	35	.	.	PUNCT
easat-8563	293	1	this	this	PRON
easat-8563	293	2	emphasizes	emphasize	VERB
easat-8563	293	3	the	the	DET
easat-8563	293	4	intricate	intricate	ADJ
easat-8563	293	5	link	link	NOUN
easat-8563	293	6	between	between	ADP
easat-8563	293	7	market	market	NOUN
easat-8563	293	8	sentiment	sentiment	NOUN
easat-8563	293	9	and	and	CCONJ
easat-8563	293	10	investor	investor	NOUN
easat-8563	293	11	behavior	behavior	NOUN
easat-8563	293	12	,	,	PUNCT
easat-8563	293	13	as	as	ADV
easat-8563	293	14	well	well	ADV
easat-8563	293	15	as	as	ADP
easat-8563	293	16	the	the	DET
easat-8563	293	17	need	need	NOUN
easat-8563	293	18	to	to	PART
easat-8563	293	19	examine	examine	VERB
easat-8563	293	20	both	both	DET
easat-8563	293	21	qualitative	qualitative	ADJ
easat-8563	293	22	mood	mood	NOUN
easat-8563	293	23	and	and	CCONJ
easat-8563	293	24	quantitative	quantitative	ADJ
easat-8563	293	25	price	price	NOUN
easat-8563	293	26	data	datum	NOUN
easat-8563	293	27	in	in	ADP
easat-8563	293	28	financial	financial	ADJ
easat-8563	293	29	statement	statement	NOUN
easat-8563	293	30	analysis	analysis	NOUN
easat-8563	293	31	.	.	PUNCT
easat-8563	294	1	254	254	NUM
easat-8563	294	2	edelweiss	edelweiss	PROPN
easat-8563	294	3	applied	apply	VERB
easat-8563	294	4	science	science	NOUN
easat-8563	294	5	and	and	CCONJ
easat-8563	294	6	technology	technology	NOUN
easat-8563	294	7	issn	issn	PROPN
easat-8563	294	8	:	:	PUNCT
easat-8563	294	9	2576	2576	NUM
easat-8563	294	10	-	-	SYM
easat-8563	294	11	8484	8484	NUM
easat-8563	294	12	vol	vol	NOUN
easat-8563	294	13	.	.	PROPN
easat-8563	295	1	9	9	NUM
easat-8563	295	2	,	,	PUNCT
easat-8563	295	3	no	no	INTJ
easat-8563	295	4	.	.	NOUN
easat-8563	296	1	7	7	NUM
easat-8563	296	2	:	:	SYM
easat-8563	296	3	238	238	NUM
easat-8563	296	4	-	-	SYM
easat-8563	296	5	259	259	NUM
easat-8563	296	6	,	,	PUNCT
easat-8563	296	7	2025	2025	NUM
easat-8563	296	8	doi	doi	NOUN
easat-8563	296	9	:	:	PUNCT
easat-8563	296	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	296	11	©	©	PROPN
easat-8563	296	12	2025	2025	NUM
easat-8563	296	13	by	by	ADP
easat-8563	296	14	the	the	DET
easat-8563	296	15	author	author	NOUN
easat-8563	296	16	;	;	PUNCT
easat-8563	297	1	licensee	licensee	PROPN
easat-8563	297	2	learning	learn	VERB
easat-8563	297	3	gate	gate	PROPN
easat-8563	297	4	figure	figure	NOUN
easat-8563	297	5	10	10	NUM
easat-8563	297	6	.	.	PUNCT
easat-8563	298	1	simulated	simulate	VERB
easat-8563	298	2	pre	pre	ADJ
easat-8563	298	3	/	/	SYM
easat-8563	298	4	post	post	ADJ
easat-8563	298	5	-	-	ADJ
easat-8563	298	6	announcement	announcement	ADJ
easat-8563	298	7	prices	price	NOUN
easat-8563	298	8	sorted	sort	VERB
easat-8563	298	9	by	by	ADP
easat-8563	298	10	sentiment	sentiment	NOUN
easat-8563	298	11	.	.	PUNCT
easat-8563	299	1	4.2	4.2	NUM
easat-8563	299	2	.	.	PUNCT
easat-8563	299	3	comparison	comparison	NOUN
easat-8563	299	4	with	with	ADP
easat-8563	299	5	existing	exist	VERB
easat-8563	299	6	techniques	technique	NOUN
easat-8563	299	7	financial	financial	ADJ
easat-8563	299	8	statement	statement	NOUN
easat-8563	299	9	analysis	analysis	NOUN
easat-8563	299	10	assesses	assess	VERB
easat-8563	299	11	a	a	DET
easat-8563	299	12	firm	firm	NOUN
easat-8563	299	13	's	's	PART
easat-8563	299	14	financial	financial	ADJ
easat-8563	299	15	well	well	NOUN
easat-8563	299	16	-	-	PUNCT
easat-8563	299	17	being	be	AUX
easat-8563	299	18	through	through	ADP
easat-8563	299	19	the	the	DET
easat-8563	299	20	process	process	NOUN
easat-8563	299	21	of	of	ADP
easat-8563	299	22	its	its	PRON
easat-8563	299	23	income	income	NOUN
easat-8563	299	24	statement	statement	NOUN
easat-8563	299	25	,	,	PUNCT
easat-8563	299	26	balance	balance	NOUN
easat-8563	299	27	sheet	sheet	NOUN
easat-8563	299	28	,	,	PUNCT
easat-8563	299	29	and	and	CCONJ
easat-8563	299	30	cash	cash	NOUN
easat-8563	299	31	flow	flow	NOUN
easat-8563	299	32	.	.	PUNCT
easat-8563	300	1	it	it	PRON
easat-8563	300	2	assists	assist	VERB
easat-8563	300	3	in	in	ADP
easat-8563	300	4	measuring	measure	VERB
easat-8563	300	5	profitability	profitability	NOUN
easat-8563	300	6	,	,	PUNCT
easat-8563	300	7	liquidity	liquidity	NOUN
easat-8563	300	8	,	,	PUNCT
easat-8563	300	9	solvency	solvency	NOUN
easat-8563	300	10	,	,	PUNCT
easat-8563	300	11	and	and	CCONJ
easat-8563	300	12	operating	operate	VERB
easat-8563	300	13	efficiency	efficiency	NOUN
easat-8563	300	14	to	to	PART
easat-8563	300	15	make	make	VERB
easat-8563	300	16	informed	informed	ADJ
easat-8563	300	17	decisions	decision	NOUN
easat-8563	300	18	.	.	PUNCT
easat-8563	301	1	fin	fin	NOUN
easat-8563	301	2	analytix	analytix	NOUN
easat-8563	301	3	may	may	AUX
easat-8563	301	4	be	be	AUX
easat-8563	301	5	restricted	restrict	VERB
easat-8563	301	6	by	by	ADP
easat-8563	301	7	certain	certain	ADJ
easat-8563	301	8	high	high	ADJ
easat-8563	301	9	costs	cost	NOUN
easat-8563	301	10	of	of	ADP
easat-8563	301	11	implementation	implementation	NOUN
easat-8563	301	12	,	,	PUNCT
easat-8563	301	13	reliance	reliance	NOUN
easat-8563	301	14	on	on	ADP
easat-8563	301	15	precise	precise	ADJ
easat-8563	301	16	input	input	NOUN
easat-8563	301	17	data	datum	NOUN
easat-8563	301	18	,	,	PUNCT
easat-8563	301	19	limited	limited	ADJ
easat-8563	301	20	user	user	NOUN
easat-8563	301	21	customization	customization	NOUN
easat-8563	301	22	for	for	ADP
easat-8563	301	23	distinctive	distinctive	ADJ
easat-8563	301	24	business	business	NOUN
easat-8563	301	25	models	model	NOUN
easat-8563	301	26	,	,	PUNCT
easat-8563	301	27	and	and	CCONJ
easat-8563	301	28	a	a	DET
easat-8563	301	29	high	high	ADJ
easat-8563	301	30	learning	learning	NOUN
easat-8563	301	31	curve	curve	NOUN
easat-8563	301	32	for	for	ADP
easat-8563	301	33	fresh	fresh	ADJ
easat-8563	301	34	users	user	NOUN
easat-8563	301	35	.	.	PUNCT
easat-8563	302	1	also	also	ADV
easat-8563	302	2	,	,	PUNCT
easat-8563	302	3	it	it	PRON
easat-8563	302	4	could	could	AUX
easat-8563	302	5	not	not	PART
easat-8563	302	6	fully	fully	ADV
easat-8563	302	7	address	address	VERB
easat-8563	302	8	qualitative	qualitative	ADJ
easat-8563	302	9	factors	factor	NOUN
easat-8563	302	10	or	or	CCONJ
easat-8563	302	11	industry	industry	NOUN
easat-8563	302	12	-	-	PUNCT
easat-8563	302	13	distinctive	distinctive	ADJ
easat-8563	302	14	distinctions	distinction	NOUN
easat-8563	302	15	,	,	PUNCT
easat-8563	302	16	which	which	PRON
easat-8563	302	17	could	could	AUX
easat-8563	302	18	impact	impact	VERB
easat-8563	302	19	the	the	DET
easat-8563	302	20	depth	depth	NOUN
easat-8563	302	21	and	and	CCONJ
easat-8563	302	22	precision	precision	NOUN
easat-8563	302	23	of	of	ADP
easat-8563	302	24	financial	financial	ADJ
easat-8563	302	25	analysis	analysis	NOUN
easat-8563	302	26	[	[	X
easat-8563	302	27	24	24	NUM
easat-8563	302	28	]	]	PUNCT
easat-8563	302	29	.	.	PUNCT
easat-8563	303	1	decision	decision	NOUN
easat-8563	303	2	trees	tree	NOUN
easat-8563	303	3	tend	tend	VERB
easat-8563	303	4	to	to	PART
easat-8563	303	5	overfit	overfit	VERB
easat-8563	303	6	financial	financial	ADJ
easat-8563	303	7	data	datum	NOUN
easat-8563	303	8	,	,	PUNCT
easat-8563	303	9	particularly	particularly	ADV
easat-8563	303	10	with	with	ADP
easat-8563	303	11	compound	compound	NOUN
easat-8563	303	12	statements	statement	NOUN
easat-8563	303	13	.	.	PUNCT
easat-8563	304	1	it	it	PRON
easat-8563	304	2	may	may	AUX
easat-8563	304	3	not	not	PART
easat-8563	304	4	be	be	AUX
easat-8563	304	5	able	able	ADJ
easat-8563	304	6	to	to	PART
easat-8563	304	7	handle	handle	VERB
easat-8563	304	8	fine	fine	ADJ
easat-8563	304	9	relationships	relationship	NOUN
easat-8563	304	10	and	and	CCONJ
easat-8563	304	11	interdependencies	interdependency	NOUN
easat-8563	304	12	.	.	PUNCT
easat-8563	305	1	instability	instability	NOUN
easat-8563	305	2	arises	arise	VERB
easat-8563	305	3	from	from	ADP
easat-8563	305	4	sensitivity	sensitivity	NOUN
easat-8563	305	5	to	to	ADP
easat-8563	305	6	small	small	ADJ
easat-8563	305	7	changes	change	NOUN
easat-8563	305	8	in	in	ADP
easat-8563	305	9	the	the	DET
easat-8563	305	10	data	datum	NOUN
easat-8563	305	11	.	.	PUNCT
easat-8563	306	1	trees	tree	NOUN
easat-8563	306	2	also	also	ADV
easat-8563	306	3	lack	lack	VERB
easat-8563	306	4	transparency	transparency	NOUN
easat-8563	306	5	regarding	regard	VERB
easat-8563	306	6	the	the	DET
easat-8563	306	7	importance	importance	NOUN
easat-8563	306	8	of	of	ADP
easat-8563	306	9	features	feature	NOUN
easat-8563	306	10	and	and	CCONJ
easat-8563	306	11	could	could	AUX
easat-8563	306	12	fail	fail	VERB
easat-8563	306	13	to	to	PART
easat-8563	306	14	generalize	generalize	VERB
easat-8563	306	15	,	,	PUNCT
easat-8563	306	16	thereby	thereby	ADV
easat-8563	306	17	decreasing	decrease	VERB
easat-8563	306	18	reliability	reliability	NOUN
easat-8563	306	19	for	for	ADP
easat-8563	306	20	subtle	subtle	ADJ
easat-8563	306	21	financial	financial	ADJ
easat-8563	306	22	statement	statement	NOUN
easat-8563	306	23	analysis	analysis	NOUN
easat-8563	306	24	and	and	CCONJ
easat-8563	306	25	forecasting	forecasting	NOUN
easat-8563	306	26	[	[	X
easat-8563	306	27	25	25	NUM
easat-8563	306	28	]	]	PUNCT
easat-8563	306	29	.	.	PUNCT
easat-8563	307	1	the	the	DET
easat-8563	307	2	drsvm	drsvm	NOUN
easat-8563	307	3	-	-	PUNCT
easat-8563	307	4	rf	rf	VERB
easat-8563	307	5	model	model	NOUN
easat-8563	307	6	improves	improve	VERB
easat-8563	307	7	financial	financial	ADJ
easat-8563	307	8	statement	statement	NOUN
easat-8563	307	9	analysis	analysis	NOUN
easat-8563	307	10	through	through	ADP
easat-8563	307	11	the	the	DET
easat-8563	307	12	combination	combination	NOUN
easat-8563	307	13	of	of	ADP
easat-8563	307	14	strong	strong	ADJ
easat-8563	307	15	classification	classification	NOUN
easat-8563	307	16	and	and	CCONJ
easat-8563	307	17	feature	feature	NOUN
easat-8563	307	18	selection	selection	NOUN
easat-8563	307	19	techniques	technique	NOUN
easat-8563	307	20	.	.	PUNCT
easat-8563	308	1	drsvm	drsvm	PROPN
easat-8563	308	2	corrects	correct	NOUN
easat-8563	308	3	generalization	generalization	NOUN
easat-8563	308	4	with	with	ADP
easat-8563	308	5	dynamic	dynamic	ADJ
easat-8563	308	6	regularization	regularization	NOUN
easat-8563	308	7	and	and	CCONJ
easat-8563	308	8	minimizes	minimize	NOUN
easat-8563	308	9	overfitting	overfitting	NOUN
easat-8563	308	10	,	,	PUNCT
easat-8563	308	11	while	while	SCONJ
easat-8563	308	12	random	random	ADJ
easat-8563	308	13	forest	forest	NOUN
easat-8563	308	14	enhances	enhance	VERB
easat-8563	308	15	interpretability	interpretability	NOUN
easat-8563	308	16	and	and	CCONJ
easat-8563	308	17	operates	operate	VERB
easat-8563	308	18	efficiently	efficiently	ADV
easat-8563	308	19	with	with	ADP
easat-8563	308	20	high	high	ADJ
easat-8563	308	21	-	-	PUNCT
easat-8563	308	22	dimensional	dimensional	ADJ
easat-8563	308	23	data	datum	NOUN
easat-8563	308	24	.	.	PUNCT
easat-8563	309	1	together	together	ADV
easat-8563	309	2	,	,	PUNCT
easat-8563	309	3	they	they	PRON
easat-8563	309	4	provide	provide	VERB
easat-8563	309	5	precise	precise	ADJ
easat-8563	309	6	,	,	PUNCT
easat-8563	309	7	consistent	consistent	ADJ
easat-8563	309	8	predictions	prediction	NOUN
easat-8563	309	9	,	,	PUNCT
easat-8563	309	10	successfully	successfully	ADV
easat-8563	309	11	capturing	capture	VERB
easat-8563	309	12	important	important	ADJ
easat-8563	309	13	financial	financial	ADJ
easat-8563	309	14	indicators	indicator	NOUN
easat-8563	309	15	and	and	CCONJ
easat-8563	309	16	trends	trend	NOUN
easat-8563	309	17	in	in	ADP
easat-8563	309	18	large	large	ADJ
easat-8563	309	19	and	and	CCONJ
easat-8563	309	20	complex	complex	ADJ
easat-8563	309	21	datasets	dataset	NOUN
easat-8563	309	22	.	.	PUNCT
easat-8563	310	1	4.3	4.3	NUM
easat-8563	310	2	.	.	PUNCT
easat-8563	310	3	performance	performance	NOUN
easat-8563	310	4	metrics	metric	NOUN
easat-8563	310	5	financial	financial	ADJ
easat-8563	310	6	statement	statement	NOUN
easat-8563	310	7	analysis	analysis	NOUN
easat-8563	310	8	is	be	AUX
easat-8563	310	9	evaluated	evaluate	VERB
easat-8563	310	10	using	use	VERB
easat-8563	310	11	performance	performance	NOUN
easat-8563	310	12	metrics	metric	NOUN
easat-8563	310	13	such	such	ADJ
easat-8563	310	14	as	as	ADP
easat-8563	310	15	precision	precision	NOUN
easat-8563	310	16	,	,	PUNCT
easat-8563	310	17	accuracy	accuracy	NOUN
easat-8563	310	18	,	,	PUNCT
easat-8563	310	19	f1	f1	NOUN
easat-8563	310	20	score	score	NOUN
easat-8563	310	21	,	,	PUNCT
easat-8563	310	22	recall	recall	NOUN
easat-8563	310	23	,	,	PUNCT
easat-8563	310	24	𝑅2	𝑅2	ADP
easat-8563	310	25	,	,	PUNCT
easat-8563	310	26	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-8563	310	27	mean	mean	VERB
easat-8563	310	28	square	square	ADJ
easat-8563	310	29	error	error	NOUN
easat-8563	310	30	(	(	PUNCT
easat-8563	310	31	mse	mse	NOUN
easat-8563	310	32	)	)	PUNCT
easat-8563	310	33	.	.	PUNCT
easat-8563	311	1	accuracy	accuracy	NOUN
easat-8563	311	2	:	:	PUNCT
easat-8563	311	3	the	the	DET
easat-8563	311	4	percentage	percentage	NOUN
easat-8563	311	5	of	of	ADP
easat-8563	311	6	accurately	accurately	ADV
easat-8563	311	7	anticipated	anticipate	VERB
easat-8563	311	8	financial	financial	ADJ
easat-8563	311	9	outcomes	outcome	NOUN
easat-8563	311	10	relative	relative	ADJ
easat-8563	311	11	to	to	ADP
easat-8563	311	12	all	all	DET
easat-8563	311	13	projections	projection	NOUN
easat-8563	311	14	is	be	AUX
easat-8563	311	15	known	know	VERB
easat-8563	311	16	as	as	ADP
easat-8563	311	17	accuracy	accuracy	NOUN
easat-8563	311	18	.	.	PUNCT
easat-8563	312	1	although	although	SCONJ
easat-8563	312	2	it	it	PRON
easat-8563	312	3	can	can	AUX
easat-8563	312	4	be	be	AUX
easat-8563	312	5	deceptive	deceptive	ADJ
easat-8563	312	6	in	in	ADP
easat-8563	312	7	unbalanced	unbalanced	ADJ
easat-8563	312	8	situations	situation	NOUN
easat-8563	312	9	,	,	PUNCT
easat-8563	312	10	such	such	ADJ
easat-8563	312	11	as	as	ADP
easat-8563	312	12	the	the	DET
easat-8563	312	13	identification	identification	NOUN
easat-8563	312	14	of	of	ADP
easat-8563	312	15	uncommon	uncommon	ADJ
easat-8563	312	16	fraud	fraud	NOUN
easat-8563	312	17	,	,	PUNCT
easat-8563	312	18	it	it	PRON
easat-8563	312	19	is	be	AUX
easat-8563	312	20	helpful	helpful	ADJ
easat-8563	312	21	in	in	ADP
easat-8563	312	22	balanced	balanced	ADJ
easat-8563	312	23	financial	financial	ADJ
easat-8563	312	24	datasets	dataset	NOUN
easat-8563	312	25	(	(	PUNCT
easat-8563	312	26	equation	equation	NOUN
easat-8563	312	27	28	28	NUM
easat-8563	312	28	)	)	PUNCT
easat-8563	312	29	.	.	PUNCT
easat-8563	313	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
easat-8563	313	2	=	=	X
easat-8563	313	3	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	ADJ
easat-8563	313	4	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	𝑇𝑃+𝐹𝑃+𝑇𝑁+𝐹𝑁	PROPN
easat-8563	313	5	(	(	PUNCT
easat-8563	313	6	28	28	NUM
easat-8563	313	7	)	)	PUNCT
easat-8563	313	8	precision	precision	NOUN
easat-8563	313	9	:	:	PUNCT
easat-8563	313	10	precision	precision	NOUN
easat-8563	313	11	in	in	ADP
easat-8563	313	12	financial	financial	ADJ
easat-8563	313	13	statement	statement	NOUN
easat-8563	313	14	analysis	analysis	NOUN
easat-8563	313	15	is	be	AUX
easat-8563	313	16	the	the	DET
easat-8563	313	17	proportion	proportion	NOUN
easat-8563	313	18	of	of	ADP
easat-8563	313	19	firms	firm	NOUN
easat-8563	313	20	that	that	PRON
easat-8563	313	21	were	be	AUX
easat-8563	313	22	accurately	accurately	ADV
easat-8563	313	23	recognized	recognize	VERB
easat-8563	313	24	as	as	ADP
easat-8563	313	25	fraudulent	fraudulent	ADJ
easat-8563	313	26	or	or	CCONJ
easat-8563	313	27	insolvent	insolvent	ADJ
easat-8563	313	28	out	out	ADP
easat-8563	313	29	of	of	ADP
easat-8563	313	30	all	all	DET
easat-8563	313	31	those	those	PRON
easat-8563	313	32	anticipated	anticipate	VERB
easat-8563	313	33	.	.	PUNCT
easat-8563	314	1	it	it	PRON
easat-8563	314	2	is	be	AUX
easat-8563	314	3	critical	critical	ADJ
easat-8563	314	4	for	for	ADP
easat-8563	314	5	reducing	reduce	VERB
easat-8563	314	6	false	false	ADJ
easat-8563	314	7	positives	positive	NOUN
easat-8563	314	8	and	and	CCONJ
easat-8563	314	9	ensuring	ensure	VERB
easat-8563	314	10	that	that	SCONJ
easat-8563	314	11	warned	warn	VERB
easat-8563	314	12	organizations	organization	NOUN
easat-8563	314	13	present	present	VERB
easat-8563	314	14	a	a	DET
easat-8563	314	15	financial	financial	ADJ
easat-8563	314	16	danger	danger	NOUN
easat-8563	314	17	(	(	PUNCT
easat-8563	314	18	equation	equation	NOUN
easat-8563	314	19	29	29	NUM
easat-8563	314	20	)	)	PUNCT
easat-8563	314	21	.	.	PUNCT
easat-8563	315	1	255	255	NUM
easat-8563	315	2	edelweiss	edelweiss	PROPN
easat-8563	315	3	applied	apply	VERB
easat-8563	315	4	science	science	NOUN
easat-8563	315	5	and	and	CCONJ
easat-8563	315	6	technology	technology	NOUN
easat-8563	315	7	issn	issn	PROPN
easat-8563	315	8	:	:	PUNCT
easat-8563	315	9	2576	2576	NUM
easat-8563	315	10	-	-	SYM
easat-8563	315	11	8484	8484	NUM
easat-8563	315	12	vol	vol	NOUN
easat-8563	315	13	.	.	PROPN
easat-8563	316	1	9	9	NUM
easat-8563	316	2	,	,	PUNCT
easat-8563	316	3	no	no	INTJ
easat-8563	316	4	.	.	NOUN
easat-8563	317	1	7	7	NUM
easat-8563	317	2	:	:	SYM
easat-8563	317	3	238	238	NUM
easat-8563	317	4	-	-	SYM
easat-8563	317	5	259	259	NUM
easat-8563	317	6	,	,	PUNCT
easat-8563	317	7	2025	2025	NUM
easat-8563	317	8	doi	doi	NOUN
easat-8563	317	9	:	:	PUNCT
easat-8563	317	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	317	11	©	©	PROPN
easat-8563	317	12	2025	2025	NUM
easat-8563	317	13	by	by	ADP
easat-8563	317	14	the	the	DET
easat-8563	317	15	author	author	NOUN
easat-8563	317	16	;	;	PUNCT
easat-8563	317	17	licensee	licensee	NOUN
easat-8563	317	18	learning	learning	NOUN
easat-8563	317	19	gate	gate	NOUN
easat-8563	317	20	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
easat-8563	317	21	=	=	SYM
easat-8563	317	22	𝑇𝑃	𝑇𝑃	PROPN
easat-8563	317	23	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NUM
easat-8563	317	24	(	(	PUNCT
easat-8563	317	25	29	29	NUM
easat-8563	317	26	)	)	PUNCT
easat-8563	317	27	recall	recall	NOUN
easat-8563	317	28	:	:	PUNCT
easat-8563	317	29	recall	recall	VERB
easat-8563	317	30	measures	measure	NOUN
easat-8563	317	31	the	the	DET
easat-8563	317	32	model	model	NOUN
easat-8563	317	33	's	's	PART
easat-8563	317	34	capacity	capacity	NOUN
easat-8563	317	35	to	to	PART
easat-8563	317	36	properly	properly	ADV
easat-8563	317	37	identify	identify	VERB
easat-8563	317	38	all	all	DET
easat-8563	317	39	relevant	relevant	ADJ
easat-8563	317	40	positive	positive	ADJ
easat-8563	317	41	occurrences	occurrence	NOUN
easat-8563	317	42	in	in	ADP
easat-8563	317	43	financial	financial	ADJ
easat-8563	317	44	data	datum	NOUN
easat-8563	317	45	,	,	PUNCT
easat-8563	317	46	all	all	DET
easat-8563	317	47	bankrupt	bankrupt	ADJ
easat-8563	317	48	enterprises	enterprise	NOUN
easat-8563	317	49	,	,	PUNCT
easat-8563	317	50	or	or	CCONJ
easat-8563	317	51	those	those	PRON
easat-8563	317	52	engaged	engage	VERB
easat-8563	317	53	in	in	ADP
easat-8563	317	54	fraud	fraud	NOUN
easat-8563	317	55	.	.	PUNCT
easat-8563	318	1	it	it	PRON
easat-8563	318	2	is	be	AUX
easat-8563	318	3	essential	essential	ADJ
easat-8563	318	4	in	in	ADP
easat-8563	318	5	situations	situation	NOUN
easat-8563	318	6	when	when	SCONJ
easat-8563	318	7	ignoring	ignore	VERB
easat-8563	318	8	a	a	DET
easat-8563	318	9	risk	risk	NOUN
easat-8563	318	10	is	be	AUX
easat-8563	318	11	more	more	ADV
easat-8563	318	12	costly	costly	ADJ
easat-8563	318	13	than	than	ADP
easat-8563	318	14	a	a	DET
easat-8563	318	15	false	false	ADJ
easat-8563	318	16	alert	alert	NOUN
easat-8563	318	17	(	(	PUNCT
easat-8563	318	18	equation	equation	NOUN
easat-8563	318	19	30	30	NUM
easat-8563	318	20	)	)	PUNCT
easat-8563	318	21	.	.	PUNCT
easat-8563	319	1	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-8563	319	2	=	=	SYM
easat-8563	319	3	𝑇𝑃	𝑇𝑃	PROPN
easat-8563	319	4	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
easat-8563	319	5	(	(	PUNCT
easat-8563	319	6	30	30	NUM
easat-8563	319	7	)	)	PUNCT
easat-8563	319	8	f1	f1	NOUN
easat-8563	319	9	score	score	NOUN
easat-8563	319	10	:	:	PUNCT
easat-8563	319	11	f1	f1	ADJ
easat-8563	319	12	-	-	PUNCT
easat-8563	319	13	score	score	NOUN
easat-8563	319	14	strikes	strike	VERB
easat-8563	319	15	a	a	DET
easat-8563	319	16	balance	balance	NOUN
easat-8563	319	17	between	between	ADP
easat-8563	319	18	precision	precision	NOUN
easat-8563	319	19	and	and	CCONJ
easat-8563	319	20	recall	recall	NOUN
easat-8563	319	21	,	,	PUNCT
easat-8563	319	22	resulting	result	VERB
easat-8563	319	23	in	in	ADP
easat-8563	319	24	a	a	DET
easat-8563	319	25	single	single	ADJ
easat-8563	319	26	score	score	NOUN
easat-8563	319	27	that	that	PRON
easat-8563	319	28	accounts	account	VERB
easat-8563	319	29	for	for	ADP
easat-8563	319	30	both	both	DET
easat-8563	319	31	false	false	ADJ
easat-8563	319	32	positives	positive	NOUN
easat-8563	319	33	and	and	CCONJ
easat-8563	319	34	false	false	ADJ
easat-8563	319	35	negatives	negative	NOUN
easat-8563	319	36	.	.	PUNCT
easat-8563	320	1	financial	financial	ADJ
easat-8563	320	2	statement	statement	NOUN
easat-8563	320	3	analysis	analysis	NOUN
easat-8563	320	4	is	be	AUX
easat-8563	320	5	extremely	extremely	ADV
easat-8563	320	6	crucial	crucial	ADJ
easat-8563	320	7	when	when	SCONJ
easat-8563	320	8	dealing	deal	VERB
easat-8563	320	9	with	with	ADP
easat-8563	320	10	class	class	NOUN
easat-8563	320	11	imbalances	imbalance	NOUN
easat-8563	320	12	,	,	PUNCT
easat-8563	320	13	such	such	ADJ
easat-8563	320	14	as	as	ADP
easat-8563	320	15	detecting	detect	VERB
easat-8563	320	16	unusual	unusual	ADJ
easat-8563	320	17	financial	financial	ADJ
easat-8563	320	18	fraud	fraud	NOUN
easat-8563	320	19	(	(	PUNCT
easat-8563	320	20	equation	equation	NOUN
easat-8563	320	21	31	31	NUM
easat-8563	320	22	)	)	PUNCT
easat-8563	320	23	.	.	PUNCT
easat-8563	321	1	𝐹1	𝐹1	PROPN
easat-8563	321	2	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
easat-8563	321	3	=	=	SYM
easat-8563	321	4	2	2	NUM
easat-8563	321	5	×	×	NOUN
easat-8563	321	6	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑟𝑒𝑐𝑎𝑙𝑙	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑟𝑒𝑐𝑎𝑙𝑙	NOUN
easat-8563	321	7	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑟𝑒𝑐𝑎𝑙𝑙	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑟𝑒𝑐𝑎𝑙𝑙	PROPN
easat-8563	321	8	(	(	PUNCT
easat-8563	321	9	31	31	NUM
easat-8563	321	10	)	)	PUNCT
easat-8563	321	11	mse	mse	NOUN
easat-8563	321	12	:	:	PUNCT
easat-8563	321	13	mse	mse	PROPN
easat-8563	321	14	calculates	calculate	VERB
easat-8563	321	15	the	the	DET
easat-8563	321	16	average	average	ADJ
easat-8563	321	17	squared	square	VERB
easat-8563	321	18	difference	difference	NOUN
easat-8563	321	19	between	between	ADP
easat-8563	321	20	actual	actual	ADJ
easat-8563	321	21	and	and	CCONJ
easat-8563	321	22	expected	expect	VERB
easat-8563	321	23	numerical	numerical	ADJ
easat-8563	321	24	financial	financial	ADJ
easat-8563	321	25	values	value	NOUN
easat-8563	321	26	(	(	PUNCT
easat-8563	321	27	such	such	ADJ
easat-8563	321	28	as	as	ADP
easat-8563	321	29	sales	sale	NOUN
easat-8563	321	30	and	and	CCONJ
easat-8563	321	31	profit	profit	NOUN
easat-8563	321	32	)	)	PUNCT
easat-8563	321	33	.	.	PUNCT
easat-8563	322	1	a	a	DET
easat-8563	322	2	lower	low	ADJ
easat-8563	322	3	mse	mse	NOUN
easat-8563	322	4	recommends	recommend	VERB
easat-8563	322	5	better	well	ADJ
easat-8563	322	6	predictive	predictive	ADJ
easat-8563	322	7	accuracy	accuracy	NOUN
easat-8563	322	8	in	in	ADP
easat-8563	322	9	financial	financial	ADJ
easat-8563	322	10	forecasting	forecasting	NOUN
easat-8563	322	11	and	and	CCONJ
easat-8563	322	12	valuation	valuation	NOUN
easat-8563	322	13	models	model	NOUN
easat-8563	322	14	,	,	PUNCT
easat-8563	322	15	as	as	SCONJ
easat-8563	322	16	it	it	PRON
easat-8563	322	17	penalizes	penalize	VERB
easat-8563	322	18	significant	significant	ADJ
easat-8563	322	19	errors	error	NOUN
easat-8563	322	20	more	more	ADV
easat-8563	322	21	severely	severely	ADV
easat-8563	322	22	(	(	PUNCT
easat-8563	322	23	equation	equation	NOUN
easat-8563	322	24	32	32	NUM
easat-8563	322	25	)	)	PUNCT
easat-8563	322	26	.	.	PUNCT
easat-8563	323	1	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
easat-8563	323	2	=	=	SYM
easat-8563	323	3	1	1	NUM
easat-8563	323	4	𝑛	𝑛	NOUN
easat-8563	323	5	∑	∑	PUNCT
easat-8563	323	6	(	(	PUNCT
easat-8563	323	7	𝑦𝑖	𝑦𝑖	PROPN
easat-8563	323	8	−	−	PROPN
easat-8563	323	9	𝑦	𝑦	SYM
easat-8563	323	10	�	�	PROPN
easat-8563	323	11	̂	̂	SYM
easat-8563	323	12	�	�	NOUN
easat-8563	323	13	)	)	PUNCT
easat-8563	323	14	2𝑛	2𝑛	PROPN
easat-8563	323	15	𝑖=1	𝑖=1	PUNCT
easat-8563	324	1	(	(	PUNCT
easat-8563	324	2	32	32	NUM
easat-8563	324	3	)	)	PUNCT
easat-8563	324	4	𝑅2	𝑅2	ADP
easat-8563	324	5	:	:	PUNCT
easat-8563	324	6	the	the	DET
easat-8563	324	7	𝑅²	𝑅²	VERB
easat-8563	324	8	value	value	NOUN
easat-8563	324	9	reflects	reflect	VERB
easat-8563	324	10	how	how	SCONJ
easat-8563	324	11	well	well	ADV
easat-8563	324	12	the	the	DET
easat-8563	324	13	regression	regression	NOUN
easat-8563	324	14	model	model	NOUN
easat-8563	324	15	explains	explain	VERB
easat-8563	324	16	the	the	DET
easat-8563	324	17	variation	variation	NOUN
easat-8563	324	18	in	in	ADP
easat-8563	324	19	the	the	DET
easat-8563	324	20	financial	financial	ADJ
easat-8563	324	21	variable	variable	NOUN
easat-8563	324	22	(	(	PUNCT
easat-8563	324	23	e.g.	e.g.	ADV
easat-8563	324	24	,	,	PUNCT
easat-8563	324	25	net	net	ADJ
easat-8563	324	26	income	income	NOUN
easat-8563	324	27	)	)	PUNCT
easat-8563	324	28	.	.	PUNCT
easat-8563	325	1	a	a	DET
easat-8563	325	2	higher	high	ADJ
easat-8563	325	3	𝑅²	𝑅²	PRON
easat-8563	325	4	indicates	indicate	VERB
easat-8563	325	5	that	that	SCONJ
easat-8563	325	6	the	the	DET
easat-8563	325	7	model	model	NOUN
easat-8563	325	8	accurately	accurately	ADV
easat-8563	325	9	reflects	reflect	VERB
easat-8563	325	10	financial	financial	ADJ
easat-8563	325	11	variability	variability	NOUN
easat-8563	325	12	,	,	PUNCT
easat-8563	325	13	which	which	PRON
easat-8563	325	14	is	be	AUX
easat-8563	325	15	crucial	crucial	ADJ
easat-8563	325	16	for	for	ADP
easat-8563	325	17	valuation	valuation	NOUN
easat-8563	325	18	and	and	CCONJ
easat-8563	325	19	forecasting	forecasting	NOUN
easat-8563	325	20	purposes	purpose	NOUN
easat-8563	325	21	(	(	PUNCT
easat-8563	325	22	equation	equation	NOUN
easat-8563	325	23	33	33	NUM
easat-8563	325	24	)	)	PUNCT
easat-8563	325	25	.	.	PUNCT
easat-8563	326	1	𝑅2	𝑅2	NOUN
easat-8563	326	2	=	=	NOUN
easat-8563	327	1	1	1	NUM
easat-8563	327	2	−	−	NOUN
easat-8563	327	3	∑	∑	PUNCT
easat-8563	327	4	(	(	PUNCT
easat-8563	327	5	𝑦𝑖−𝑦	𝑦𝑖−𝑦	X
easat-8563	327	6	�	�	NOUN
easat-8563	327	7	̂	̂	NUM
easat-8563	327	8	�	�	NOUN
easat-8563	327	9	)2𝑛	)2𝑛	PUNCT
easat-8563	327	10	𝑖=1	𝑖=1	PUNCT
easat-8563	327	11	∑	∑	PROPN
easat-8563	327	12	(	(	PUNCT
easat-8563	327	13	𝑦𝑖−𝑦	𝑦𝑖−𝑦	NOUN
easat-8563	327	14	�	�	NOUN
easat-8563	327	15	̅	̅	NOUN
easat-8563	327	16	�	�	NOUN
easat-8563	327	17	)2𝑛	)2𝑛	SYM
easat-8563	327	18	𝑖=1	𝑖=1	PROPN
easat-8563	327	19	(	(	PUNCT
easat-8563	327	20	33	33	NUM
easat-8563	327	21	)	)	PUNCT
easat-8563	327	22	where	where	SCONJ
easat-8563	327	23	tn=	tn=	PROPN
easat-8563	327	24	true	true	ADJ
easat-8563	327	25	positive	positive	ADJ
easat-8563	327	26	,	,	PUNCT
easat-8563	327	27	fp=	fp=	X
easat-8563	327	28	false	false	ADJ
easat-8563	327	29	positive	positive	ADJ
easat-8563	327	30	,	,	PUNCT
easat-8563	327	31	tn=	tn=	PROPN
easat-8563	327	32	true	true	ADJ
easat-8563	327	33	negative	negative	ADJ
easat-8563	327	34	,	,	PUNCT
easat-8563	327	35	fn=	fn=	ADJ
easat-8563	327	36	false	false	ADJ
easat-8563	327	37	negative	negative	ADJ
easat-8563	327	38	,	,	PUNCT
easat-8563	327	39	𝑦𝑖=	𝑦𝑖=	PROPN
easat-8563	327	40	actual	actual	ADJ
easat-8563	327	41	financial	financial	ADJ
easat-8563	327	42	value	value	NOUN
easat-8563	327	43	,	,	PUNCT
easat-8563	327	44	𝑦	𝑦	NOUN
easat-8563	327	45	�	�	NOUN
easat-8563	327	46	̂	̂	SYM
easat-8563	327	47	�	�	NOUN
easat-8563	327	48	=	=	SYM
easat-8563	327	49	predicted	predict	VERB
easat-8563	327	50	value	value	NOUN
easat-8563	327	51	,	,	PUNCT
easat-8563	327	52	𝑦	𝑦	NOUN
easat-8563	327	53	�	�	NOUN
easat-8563	327	54	̅	̅	NOUN
easat-8563	327	55	�	�	NOUN
easat-8563	327	56	=	=	SYM
easat-8563	327	57	mean	mean	NOUN
easat-8563	327	58	of	of	ADP
easat-8563	327	59	the	the	DET
easat-8563	327	60	actual	actual	ADJ
easat-8563	327	61	,	,	PUNCT
easat-8563	327	62	𝑛=	𝑛=	NOUN
easat-8563	327	63	number	number	NOUN
easat-8563	327	64	of	of	ADP
easat-8563	327	65	observations	observation	NOUN
easat-8563	327	66	the	the	DET
easat-8563	327	67	finanalytix	finanalytix	NOUN
easat-8563	327	68	model	model	NOUN
easat-8563	327	69	achieves	achieve	VERB
easat-8563	327	70	high	high	ADJ
easat-8563	327	71	effectiveness	effectiveness	NOUN
easat-8563	327	72	as	as	SCONJ
easat-8563	327	73	demonstrated	demonstrate	VERB
easat-8563	327	74	in	in	ADP
easat-8563	327	75	figure	figure	NOUN
easat-8563	327	76	11	11	NUM
easat-8563	327	77	and	and	CCONJ
easat-8563	327	78	table	table	NOUN
easat-8563	327	79	2	2	NUM
easat-8563	327	80	,	,	PUNCT
easat-8563	327	81	with	with	ADP
easat-8563	327	82	an	an	DET
easat-8563	327	83	accuracy	accuracy	NOUN
easat-8563	327	84	of	of	ADP
easat-8563	327	85	93.48	93.48	NUM
easat-8563	327	86	%	%	NOUN
easat-8563	327	87	,	,	PUNCT
easat-8563	327	88	precision	precision	NOUN
easat-8563	327	89	of	of	ADP
easat-8563	327	90	93.25	93.25	NUM
easat-8563	327	91	%	%	NOUN
easat-8563	327	92	,	,	PUNCT
easat-8563	327	93	recall	recall	NOUN
easat-8563	327	94	of	of	ADP
easat-8563	327	95	92.85	92.85	NUM
easat-8563	327	96	%	%	NOUN
easat-8563	327	97	,	,	PUNCT
easat-8563	327	98	and	and	CCONJ
easat-8563	327	99	an	an	DET
easat-8563	327	100	f1	f1	ADJ
easat-8563	327	101	score	score	NOUN
easat-8563	327	102	of	of	ADP
easat-8563	327	103	93.99	93.99	NUM
easat-8563	327	104	%	%	NOUN
easat-8563	327	105	,	,	PUNCT
easat-8563	327	106	indicating	indicate	VERB
easat-8563	327	107	a	a	DET
easat-8563	327	108	strong	strong	ADJ
easat-8563	327	109	ability	ability	NOUN
easat-8563	327	110	to	to	PART
easat-8563	327	111	correctly	correctly	ADV
easat-8563	327	112	identify	identify	VERB
easat-8563	327	113	relevant	relevant	ADJ
easat-8563	327	114	financial	financial	ADJ
easat-8563	327	115	patterns	pattern	NOUN
easat-8563	327	116	while	while	SCONJ
easat-8563	327	117	minimizing	minimize	VERB
easat-8563	327	118	fp	fp	NOUN
easat-8563	327	119	and	and	CCONJ
easat-8563	327	120	fn	fn	NOUN
easat-8563	327	121	.	.	PUNCT
easat-8563	328	1	the	the	DET
easat-8563	328	2	traditional	traditional	ADJ
easat-8563	328	3	profitability	profitability	NOUN
easat-8563	328	4	ratios	ratio	NOUN
easat-8563	328	5	(	(	PUNCT
easat-8563	328	6	pr	pr	NOUN
easat-8563	328	7	)	)	PUNCT
easat-8563	328	8	approach	approach	NOUN
easat-8563	328	9	,	,	PUNCT
easat-8563	328	10	trained	train	VERB
easat-8563	328	11	with	with	ADP
easat-8563	328	12	the	the	DET
easat-8563	328	13	bigdata	bigdata	NOUN
easat-8563	328	14	-	-	PUNCT
easat-8563	328	15	finstock	finstock	NOUN
easat-8563	328	16	dataset	dataset	NOUN
easat-8563	328	17	,	,	PUNCT
easat-8563	328	18	utilizes	utilize	VERB
easat-8563	328	19	key	key	ADJ
easat-8563	328	20	financial	financial	ADJ
easat-8563	328	21	ratios	ratio	NOUN
easat-8563	328	22	to	to	PART
easat-8563	328	23	predict	predict	VERB
easat-8563	328	24	stock	stock	NOUN
easat-8563	328	25	price	price	NOUN
easat-8563	328	26	movements	movement	NOUN
easat-8563	328	27	following	follow	VERB
easat-8563	328	28	earnings	earning	NOUN
easat-8563	328	29	announcements	announcement	NOUN
easat-8563	328	30	based	base	VERB
easat-8563	328	31	on	on	ADP
easat-8563	328	32	historical	historical	ADJ
easat-8563	328	33	financial	financial	ADJ
easat-8563	328	34	performance	performance	NOUN
easat-8563	328	35	and	and	CCONJ
easat-8563	328	36	market	market	NOUN
easat-8563	328	37	conditions	condition	NOUN
easat-8563	328	38	.	.	PUNCT
easat-8563	329	1	the	the	DET
easat-8563	329	2	pr	pr	NOUN
easat-8563	329	3	model	model	NOUN
easat-8563	329	4	is	be	AUX
easat-8563	329	5	less	less	ADV
easat-8563	329	6	reliable	reliable	ADJ
easat-8563	329	7	,	,	PUNCT
easat-8563	329	8	with	with	ADP
easat-8563	329	9	an	an	DET
easat-8563	329	10	accuracy	accuracy	NOUN
easat-8563	329	11	of	of	ADP
easat-8563	329	12	90.23	90.23	NUM
easat-8563	329	13	%	%	NOUN
easat-8563	329	14	,	,	PUNCT
easat-8563	329	15	a	a	DET
easat-8563	329	16	precision	precision	NOUN
easat-8563	329	17	of	of	ADP
easat-8563	329	18	88.65	88.65	NUM
easat-8563	329	19	%	%	NOUN
easat-8563	329	20	,	,	PUNCT
easat-8563	329	21	a	a	DET
easat-8563	329	22	recall	recall	NOUN
easat-8563	329	23	of	of	ADP
easat-8563	329	24	89.31	89.31	NUM
easat-8563	329	25	%	%	NOUN
easat-8563	329	26	,	,	PUNCT
easat-8563	329	27	and	and	CCONJ
easat-8563	329	28	an	an	DET
easat-8563	329	29	f1	f1	ADJ
easat-8563	329	30	score	score	NOUN
easat-8563	329	31	of	of	ADP
easat-8563	329	32	87.43	87.43	NUM
easat-8563	329	33	%	%	NOUN
easat-8563	329	34	,	,	PUNCT
easat-8563	329	35	indicating	indicate	VERB
easat-8563	329	36	that	that	SCONJ
easat-8563	329	37	it	it	PRON
easat-8563	329	38	frequently	frequently	ADV
easat-8563	329	39	prefers	prefer	VERB
easat-8563	329	40	precision	precision	NOUN
easat-8563	329	41	above	above	ADP
easat-8563	329	42	recall	recall	NOUN
easat-8563	329	43	.	.	PUNCT
easat-8563	330	1	conclusively	conclusively	ADV
easat-8563	330	2	,	,	PUNCT
easat-8563	330	3	these	these	DET
easat-8563	330	4	results	result	NOUN
easat-8563	330	5	point	point	VERB
easat-8563	330	6	out	out	ADP
easat-8563	330	7	that	that	DET
easat-8563	330	8	finanalytix	finanalytix	NOUN
easat-8563	330	9	provides	provide	VERB
easat-8563	330	10	unbiased	unbiased	ADJ
easat-8563	330	11	and	and	CCONJ
easat-8563	330	12	truthful	truthful	ADJ
easat-8563	330	13	forecasts	forecast	NOUN
easat-8563	330	14	for	for	ADP
easat-8563	330	15	the	the	DET
easat-8563	330	16	analysis	analysis	NOUN
easat-8563	330	17	of	of	ADP
easat-8563	330	18	financial	financial	ADJ
easat-8563	330	19	statements	statement	NOUN
easat-8563	330	20	,	,	PUNCT
easat-8563	330	21	an	an	DET
easat-8563	330	22	important	important	ADJ
easat-8563	330	23	factor	factor	NOUN
easat-8563	330	24	for	for	ADP
easat-8563	330	25	an	an	DET
easat-8563	330	26	accurate	accurate	ADJ
easat-8563	330	27	financial	financial	ADJ
easat-8563	330	28	analysis	analysis	NOUN
easat-8563	330	29	.	.	PUNCT
easat-8563	331	1	table	table	NOUN
easat-8563	331	2	2	2	NUM
easat-8563	331	3	.	.	PUNCT
easat-8563	331	4	values	value	NOUN
easat-8563	331	5	for	for	ADP
easat-8563	331	6	the	the	DET
easat-8563	331	7	performance	performance	NOUN
easat-8563	331	8	metrics	metric	NOUN
easat-8563	331	9	using	use	VERB
easat-8563	331	10	traditional	traditional	ADJ
easat-8563	331	11	and	and	CCONJ
easat-8563	331	12	proposed	propose	VERB
easat-8563	331	13	methods	method	NOUN
easat-8563	331	14	.	.	PUNCT
easat-8563	332	1	methods	method	NOUN
easat-8563	332	2	accuracy	accuracy	NOUN
easat-8563	332	3	(	(	PUNCT
easat-8563	332	4	%	%	INTJ
easat-8563	332	5	)	)	PUNCT
easat-8563	332	6	precision	precision	NOUN
easat-8563	332	7	(	(	PUNCT
easat-8563	332	8	%	%	INTJ
easat-8563	332	9	)	)	PUNCT
easat-8563	332	10	recall	recall	NOUN
easat-8563	332	11	(	(	PUNCT
easat-8563	332	12	%	%	NOUN
easat-8563	332	13	)	)	PUNCT
easat-8563	332	14	f1	f1	NOUN
easat-8563	332	15	score	score	NOUN
easat-8563	332	16	(	(	PUNCT
easat-8563	332	17	%	%	INTJ
easat-8563	332	18	)	)	PUNCT
easat-8563	332	19	fin	fin	NOUN
easat-8563	332	20	analytix	analytix	NOUN
easat-8563	332	21	[	[	X
easat-8563	332	22	24	24	NUM
easat-8563	332	23	]	]	PUNCT
easat-8563	332	24	93.48	93.48	NUM
easat-8563	332	25	93.25	93.25	NUM
easat-8563	332	26	92.85	92.85	NUM
easat-8563	332	27	93.99	93.99	NUM
easat-8563	332	28	pr	pr	NOUN
easat-8563	332	29	90.23	90.23	NUM
easat-8563	332	30	88.65	88.65	NUM
easat-8563	332	31	89.31	89.31	NUM
easat-8563	332	32	87.43	87.43	NUM
easat-8563	332	33	drsvm	drsvm	NOUN
easat-8563	332	34	-	-	PUNCT
easat-8563	332	35	rf	rf	PRON
easat-8563	332	36	[	[	X
easat-8563	332	37	proposed	propose	VERB
easat-8563	332	38	]	]	X
easat-8563	332	39	95.62	95.62	NUM
easat-8563	332	40	94.82	94.82	NUM
easat-8563	332	41	93.77	93.77	NUM
easat-8563	332	42	96.1	96.1	NUM
easat-8563	332	43	256	256	NUM
easat-8563	332	44	edelweiss	edelweiss	PROPN
easat-8563	332	45	applied	apply	VERB
easat-8563	332	46	science	science	NOUN
easat-8563	332	47	and	and	CCONJ
easat-8563	332	48	technology	technology	NOUN
easat-8563	332	49	issn	issn	PROPN
easat-8563	332	50	:	:	PUNCT
easat-8563	332	51	2576	2576	NUM
easat-8563	332	52	-	-	SYM
easat-8563	332	53	8484	8484	NUM
easat-8563	332	54	vol	vol	NOUN
easat-8563	332	55	.	.	PROPN
easat-8563	333	1	9	9	NUM
easat-8563	333	2	,	,	PUNCT
easat-8563	333	3	no	no	INTJ
easat-8563	333	4	.	.	NOUN
easat-8563	334	1	7	7	NUM
easat-8563	334	2	:	:	SYM
easat-8563	334	3	238	238	NUM
easat-8563	334	4	-	-	SYM
easat-8563	334	5	259	259	NUM
easat-8563	334	6	,	,	PUNCT
easat-8563	334	7	2025	2025	NUM
easat-8563	334	8	doi	doi	NOUN
easat-8563	334	9	:	:	PUNCT
easat-8563	334	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	334	11	©	©	PROPN
easat-8563	334	12	2025	2025	NUM
easat-8563	334	13	by	by	ADP
easat-8563	334	14	the	the	DET
easat-8563	334	15	author	author	NOUN
easat-8563	334	16	;	;	PUNCT
easat-8563	334	17	licensee	licensee	PROPN
easat-8563	334	18	learning	learn	VERB
easat-8563	334	19	gate	gate	PROPN
easat-8563	334	20	figure	figure	NOUN
easat-8563	334	21	11	11	NUM
easat-8563	334	22	.	.	PUNCT
easat-8563	335	1	comparative	comparative	ADJ
easat-8563	335	2	analysis	analysis	NOUN
easat-8563	335	3	for	for	ADP
easat-8563	335	4	traditional	traditional	ADJ
easat-8563	335	5	pr	pr	NOUN
easat-8563	335	6	and	and	CCONJ
easat-8563	335	7	finanalytix	finanalytix	VERB
easat-8563	335	8	in	in	ADP
easat-8563	335	9	financial	financial	ADJ
easat-8563	335	10	statement	statement	NOUN
easat-8563	335	11	analysis	analysis	NOUN
easat-8563	335	12	.	.	PUNCT
easat-8563	336	1	the	the	DET
easat-8563	336	2	proposed	propose	VERB
easat-8563	336	3	drsvm	drsvm	NOUN
easat-8563	336	4	-	-	PUNCT
easat-8563	336	5	rf	rf	VERB
easat-8563	336	6	model	model	NOUN
easat-8563	336	7	outperforms	outperform	NOUN
easat-8563	336	8	finanalytix	finanalytix	NOUN
easat-8563	336	9	in	in	ADP
easat-8563	336	10	financial	financial	ADJ
easat-8563	336	11	statement	statement	NOUN
easat-8563	336	12	analysis	analysis	NOUN
easat-8563	336	13	,	,	PUNCT
easat-8563	336	14	as	as	SCONJ
easat-8563	336	15	shown	show	VERB
easat-8563	336	16	in	in	ADP
easat-8563	336	17	figure	figure	NOUN
easat-8563	336	18	12	12	NUM
easat-8563	336	19	and	and	CCONJ
easat-8563	336	20	table	table	NOUN
easat-8563	336	21	2	2	NUM
easat-8563	336	22	.	.	PUNCT
easat-8563	337	1	it	it	PRON
easat-8563	337	2	achieves	achieve	VERB
easat-8563	337	3	an	an	DET
easat-8563	337	4	accuracy	accuracy	NOUN
easat-8563	337	5	of	of	ADP
easat-8563	337	6	95.62	95.62	NUM
easat-8563	337	7	%	%	NOUN
easat-8563	337	8	,	,	PUNCT
easat-8563	337	9	which	which	PRON
easat-8563	337	10	is	be	AUX
easat-8563	337	11	higher	high	ADJ
easat-8563	337	12	than	than	ADP
easat-8563	337	13	finanalytix	finanalytix	NOUN
easat-8563	337	14	's	's	PART
easat-8563	337	15	93.48	93.48	NUM
easat-8563	337	16	%	%	NOUN
easat-8563	337	17	,	,	PUNCT
easat-8563	337	18	suggesting	suggest	VERB
easat-8563	337	19	improved	improve	VERB
easat-8563	337	20	overall	overall	ADJ
easat-8563	337	21	classification	classification	NOUN
easat-8563	337	22	performance	performance	NOUN
easat-8563	337	23	.	.	PUNCT
easat-8563	338	1	precision	precision	NOUN
easat-8563	338	2	is	be	AUX
easat-8563	338	3	also	also	ADV
easat-8563	338	4	greater	great	ADJ
easat-8563	338	5	than	than	ADP
easat-8563	338	6	94.82	94.82	NUM
easat-8563	338	7	%	%	NOUN
easat-8563	338	8	and	and	CCONJ
easat-8563	338	9	93.25	93.25	NUM
easat-8563	338	10	%	%	NOUN
easat-8563	338	11	,	,	PUNCT
easat-8563	338	12	implying	imply	VERB
easat-8563	338	13	that	that	SCONJ
easat-8563	338	14	drsvm	drsvm	NOUN
easat-8563	338	15	-	-	PUNCT
easat-8563	338	16	rf	rf	ADJ
easat-8563	338	17	detects	detect	NOUN
easat-8563	338	18	relevant	relevant	ADJ
easat-8563	338	19	positive	positive	ADJ
easat-8563	338	20	instances	instance	NOUN
easat-8563	338	21	more	more	ADV
easat-8563	338	22	correctly	correctly	ADV
easat-8563	338	23	.	.	PUNCT
easat-8563	339	1	furthermore	furthermore	ADV
easat-8563	339	2	,	,	PUNCT
easat-8563	339	3	recall	recall	PROPN
easat-8563	339	4	improves	improve	VERB
easat-8563	339	5	from	from	ADP
easat-8563	339	6	92.85	92.85	NUM
easat-8563	339	7	%	%	NOUN
easat-8563	339	8	to	to	ADP
easat-8563	339	9	93.77	93.77	NUM
easat-8563	339	10	%	%	NOUN
easat-8563	339	11	,	,	PUNCT
easat-8563	339	12	indicating	indicate	VERB
easat-8563	339	13	better	well	ADJ
easat-8563	339	14	identification	identification	NOUN
easat-8563	339	15	of	of	ADP
easat-8563	339	16	tp	tp	PRON
easat-8563	339	17	.	.	PUNCT
easat-8563	340	1	the	the	DET
easat-8563	340	2	f1	f1	PROPN
easat-8563	340	3	score	score	NOUN
easat-8563	340	4	,	,	PUNCT
easat-8563	340	5	which	which	PRON
easat-8563	340	6	measures	measure	VERB
easat-8563	340	7	precision	precision	NOUN
easat-8563	340	8	and	and	CCONJ
easat-8563	340	9	recall	recall	NOUN
easat-8563	340	10	,	,	PUNCT
easat-8563	340	11	improves	improve	VERB
easat-8563	340	12	from	from	ADP
easat-8563	340	13	93.99	93.99	NUM
easat-8563	340	14	%	%	NOUN
easat-8563	340	15	to	to	ADP
easat-8563	340	16	96.1	96.1	NUM
easat-8563	340	17	%	%	NOUN
easat-8563	340	18	,	,	PUNCT
easat-8563	340	19	indicating	indicate	VERB
easat-8563	340	20	that	that	SCONJ
easat-8563	340	21	the	the	DET
easat-8563	340	22	model	model	NOUN
easat-8563	340	23	is	be	AUX
easat-8563	340	24	more	more	ADV
easat-8563	340	25	effective	effective	ADJ
easat-8563	340	26	and	and	CCONJ
easat-8563	340	27	reliable	reliable	ADJ
easat-8563	340	28	.	.	PUNCT
easat-8563	341	1	these	these	DET
easat-8563	341	2	findings	finding	NOUN
easat-8563	341	3	illustrate	illustrate	VERB
easat-8563	341	4	drsvm	drsvm	NOUN
easat-8563	341	5	-	-	PUNCT
easat-8563	341	6	rf	rf	NOUN
easat-8563	341	7	's	's	PART
easat-8563	341	8	outstanding	outstanding	ADJ
easat-8563	341	9	capacity	capacity	NOUN
easat-8563	341	10	to	to	PART
easat-8563	341	11	analyze	analyze	VERB
easat-8563	341	12	financial	financial	ADJ
easat-8563	341	13	information	information	NOUN
easat-8563	341	14	appropriately	appropriately	ADV
easat-8563	341	15	.	.	PUNCT
easat-8563	342	1	257	257	NUM
easat-8563	342	2	edelweiss	edelweiss	PROPN
easat-8563	342	3	applied	apply	VERB
easat-8563	342	4	science	science	NOUN
easat-8563	342	5	and	and	CCONJ
easat-8563	342	6	technology	technology	NOUN
easat-8563	342	7	issn	issn	PROPN
easat-8563	342	8	:	:	PUNCT
easat-8563	342	9	2576	2576	NUM
easat-8563	342	10	-	-	SYM
easat-8563	342	11	8484	8484	NUM
easat-8563	342	12	vol	vol	NOUN
easat-8563	342	13	.	.	PROPN
easat-8563	343	1	9	9	NUM
easat-8563	343	2	,	,	PUNCT
easat-8563	343	3	no	no	INTJ
easat-8563	343	4	.	.	NOUN
easat-8563	344	1	7	7	NUM
easat-8563	344	2	:	:	SYM
easat-8563	344	3	238	238	NUM
easat-8563	344	4	-	-	SYM
easat-8563	344	5	259	259	NUM
easat-8563	344	6	,	,	PUNCT
easat-8563	344	7	2025	2025	NUM
easat-8563	344	8	doi	doi	NOUN
easat-8563	344	9	:	:	PUNCT
easat-8563	344	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	344	11	©	©	PROPN
easat-8563	344	12	2025	2025	NUM
easat-8563	344	13	by	by	ADP
easat-8563	344	14	the	the	DET
easat-8563	344	15	author	author	NOUN
easat-8563	344	16	;	;	PUNCT
easat-8563	345	1	licensee	licensee	PROPN
easat-8563	345	2	learning	learn	VERB
easat-8563	345	3	gate	gate	PROPN
easat-8563	345	4	figure	figure	NOUN
easat-8563	345	5	12	12	NUM
easat-8563	345	6	.	.	PUNCT
easat-8563	346	1	comparative	comparative	ADJ
easat-8563	346	2	performance	performance	NOUN
easat-8563	346	3	for	for	ADP
easat-8563	346	4	finanalytix	finanalytix	NOUN
easat-8563	346	5	and	and	CCONJ
easat-8563	346	6	proposed	propose	VERB
easat-8563	346	7	in	in	ADP
easat-8563	346	8	the	the	DET
easat-8563	346	9	financial	financial	ADJ
easat-8563	346	10	statement	statement	NOUN
easat-8563	346	11	.	.	PUNCT
easat-8563	347	1	table	table	NOUN
easat-8563	347	2	3	3	NUM
easat-8563	347	3	.	.	PUNCT
easat-8563	348	1	values	value	NOUN
easat-8563	348	2	for	for	ADP
easat-8563	348	3	the	the	DET
easat-8563	348	4	performance	performance	NOUN
easat-8563	348	5	in	in	ADP
easat-8563	348	6	analyzing	analyze	VERB
easat-8563	348	7	financial	financial	ADJ
easat-8563	348	8	data	datum	NOUN
easat-8563	348	9	using	use	VERB
easat-8563	348	10	dt	dt	X
easat-8563	348	11	and	and	CCONJ
easat-8563	348	12	drsvm	drsvm	PROPN
easat-8563	348	13	-	-	PUNCT
easat-8563	348	14	rf	rf	NOUN
easat-8563	348	15	.	.	PROPN
easat-8563	348	16	methods	method	NOUN
easat-8563	348	17	mse	mse	PROPN
easat-8563	348	18	𝑹𝟐	𝑹𝟐	PROPN
easat-8563	348	19	dt	dt	X
easat-8563	349	1	[	[	X
easat-8563	349	2	25	25	NUM
easat-8563	349	3	]	]	PUNCT
easat-8563	349	4	1.293	1.293	NUM
easat-8563	349	5	0.977	0.977	NUM
easat-8563	349	6	drsvm	drsvm	NOUN
easat-8563	349	7	-	-	PUNCT
easat-8563	349	8	rf	rf	PRON
easat-8563	349	9	[	[	X
easat-8563	349	10	proposed	propose	VERB
easat-8563	349	11	]	]	PUNCT
easat-8563	349	12	1.02	1.02	NUM
easat-8563	349	13	0.98	0.98	NUM
easat-8563	349	14	figure	figure	NOUN
easat-8563	349	15	13	13	NUM
easat-8563	349	16	.	.	PUNCT
easat-8563	350	1	comparative	comparative	ADJ
easat-8563	350	2	performance	performance	NOUN
easat-8563	350	3	for	for	ADP
easat-8563	350	4	dt	dt	PROPN
easat-8563	350	5	and	and	CCONJ
easat-8563	350	6	the	the	DET
easat-8563	350	7	suggested	suggest	VERB
easat-8563	350	8	method	method	NOUN
easat-8563	350	9	in	in	ADP
easat-8563	350	10	financial	financial	ADJ
easat-8563	350	11	statement	statement	NOUN
easat-8563	350	12	analysis	analysis	NOUN
easat-8563	350	13	.	.	PUNCT
easat-8563	351	1	258	258	NUM
easat-8563	351	2	edelweiss	edelweiss	PROPN
easat-8563	351	3	applied	apply	VERB
easat-8563	351	4	science	science	NOUN
easat-8563	351	5	and	and	CCONJ
easat-8563	351	6	technology	technology	NOUN
easat-8563	351	7	issn	issn	PROPN
easat-8563	351	8	:	:	PUNCT
easat-8563	351	9	2576	2576	NUM
easat-8563	351	10	-	-	SYM
easat-8563	351	11	8484	8484	NUM
easat-8563	351	12	vol	vol	NOUN
easat-8563	351	13	.	.	PROPN
easat-8563	352	1	9	9	NUM
easat-8563	352	2	,	,	PUNCT
easat-8563	352	3	no	no	INTJ
easat-8563	352	4	.	.	NOUN
easat-8563	353	1	7	7	NUM
easat-8563	353	2	:	:	SYM
easat-8563	353	3	238	238	NUM
easat-8563	353	4	-	-	SYM
easat-8563	353	5	259	259	NUM
easat-8563	353	6	,	,	PUNCT
easat-8563	353	7	2025	2025	NUM
easat-8563	353	8	doi	doi	NOUN
easat-8563	353	9	:	:	PUNCT
easat-8563	353	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	353	11	©	©	PROPN
easat-8563	353	12	2025	2025	NUM
easat-8563	353	13	by	by	ADP
easat-8563	353	14	the	the	DET
easat-8563	353	15	author	author	NOUN
easat-8563	353	16	;	;	PUNCT
easat-8563	353	17	licensee	licensee	PROPN
easat-8563	353	18	learning	learn	VERB
easat-8563	353	19	gate	gate	NOUN
easat-8563	353	20	in	in	ADP
easat-8563	353	21	financial	financial	ADJ
easat-8563	353	22	statement	statement	NOUN
easat-8563	353	23	analysis	analysis	NOUN
easat-8563	353	24	,	,	PUNCT
easat-8563	353	25	reliable	reliable	ADJ
easat-8563	353	26	prediction	prediction	NOUN
easat-8563	353	27	models	model	NOUN
easat-8563	353	28	are	be	AUX
easat-8563	353	29	critical	critical	ADJ
easat-8563	353	30	for	for	ADP
easat-8563	353	31	making	make	VERB
easat-8563	353	32	accurate	accurate	ADJ
easat-8563	353	33	choices	choice	NOUN
easat-8563	353	34	.	.	PUNCT
easat-8563	354	1	table	table	NOUN
easat-8563	354	2	3	3	NUM
easat-8563	354	3	and	and	CCONJ
easat-8563	354	4	figure	figure	VERB
easat-8563	354	5	13	13	NUM
easat-8563	354	6	compare	compare	VERB
easat-8563	354	7	the	the	DET
easat-8563	354	8	performance	performance	NOUN
easat-8563	354	9	of	of	ADP
easat-8563	354	10	two	two	NUM
easat-8563	354	11	models	model	NOUN
easat-8563	354	12	:	:	PUNCT
easat-8563	354	13	dt	dt	X
easat-8563	354	14	and	and	CCONJ
easat-8563	354	15	the	the	DET
easat-8563	354	16	proposed	propose	VERB
easat-8563	354	17	method	method	NOUN
easat-8563	354	18	.	.	PUNCT
easat-8563	355	1	the	the	DET
easat-8563	355	2	drsvm	drsvm	NOUN
easat-8563	355	3	-	-	PUNCT
easat-8563	355	4	rf	rf	VERB
easat-8563	355	5	model	model	NOUN
easat-8563	355	6	outperforms	outperform	VERB
easat-8563	355	7	the	the	DET
easat-8563	355	8	dt	dt	PROPN
easat-8563	355	9	model	model	NOUN
easat-8563	355	10	,	,	PUNCT
easat-8563	355	11	with	with	ADP
easat-8563	355	12	a	a	DET
easat-8563	355	13	reduced	reduce	VERB
easat-8563	355	14	mae	mae	PROPN
easat-8563	355	15	of	of	ADP
easat-8563	355	16	1.02	1.02	NUM
easat-8563	355	17	and	and	CCONJ
easat-8563	355	18	1.293	1.293	NUM
easat-8563	355	19	for	for	ADP
easat-8563	355	20	dt	dt	PROPN
easat-8563	355	21	,	,	PUNCT
easat-8563	355	22	suggesting	suggest	VERB
easat-8563	355	23	more	more	ADV
easat-8563	355	24	accurate	accurate	ADJ
easat-8563	355	25	predictions	prediction	NOUN
easat-8563	355	26	.	.	PUNCT
easat-8563	356	1	furthermore	furthermore	ADV
easat-8563	356	2	,	,	PUNCT
easat-8563	356	3	the	the	DET
easat-8563	356	4	greater	great	ADJ
easat-8563	356	5	𝑅2of	𝑅2of	NOUN
easat-8563	356	6	0.98	0.98	NUM
easat-8563	356	7	for	for	ADP
easat-8563	356	8	drsvm	drsvm	NOUN
easat-8563	356	9	-	-	PUNCT
easat-8563	356	10	rf	rf	NOUN
easat-8563	356	11	,	,	PUNCT
easat-8563	356	12	compared	compare	VERB
easat-8563	356	13	to	to	ADP
easat-8563	356	14	0.977	0.977	NUM
easat-8563	356	15	for	for	ADP
easat-8563	356	16	dt	dt	PROPN
easat-8563	356	17	,	,	PUNCT
easat-8563	356	18	indicates	indicate	VERB
easat-8563	356	19	a	a	DET
easat-8563	356	20	more	more	ADV
easat-8563	356	21	robust	robust	ADJ
easat-8563	356	22	association	association	NOUN
easat-8563	356	23	between	between	ADP
easat-8563	356	24	anticipated	anticipate	VERB
easat-8563	356	25	and	and	CCONJ
easat-8563	356	26	actual	actual	ADJ
easat-8563	356	27	financial	financial	ADJ
easat-8563	356	28	values	value	NOUN
easat-8563	356	29	.	.	PUNCT
easat-8563	357	1	this	this	DET
easat-8563	357	2	enhancement	enhancement	NOUN
easat-8563	357	3	indicates	indicate	VERB
easat-8563	357	4	the	the	DET
easat-8563	357	5	proposed	propose	VERB
easat-8563	357	6	model	model	NOUN
easat-8563	357	7	's	's	PART
easat-8563	357	8	increased	increase	VERB
easat-8563	357	9	capacity	capacity	NOUN
easat-8563	357	10	to	to	PART
easat-8563	357	11	capture	capture	VERB
easat-8563	357	12	complex	complex	ADJ
easat-8563	357	13	financial	financial	ADJ
easat-8563	357	14	patterns	pattern	NOUN
easat-8563	357	15	,	,	PUNCT
easat-8563	357	16	making	make	VERB
easat-8563	357	17	it	it	PRON
easat-8563	357	18	more	more	ADV
easat-8563	357	19	appropriate	appropriate	ADJ
easat-8563	357	20	for	for	ADP
easat-8563	357	21	accurate	accurate	ADJ
easat-8563	357	22	financial	financial	ADJ
easat-8563	357	23	statement	statement	NOUN
easat-8563	357	24	analysis	analysis	NOUN
easat-8563	357	25	.	.	PUNCT
easat-8563	358	1	5	5	X
easat-8563	358	2	.	.	X
easat-8563	358	3	conclusion	conclusion	NOUN
easat-8563	358	4	in	in	ADP
easat-8563	358	5	the	the	DET
easat-8563	358	6	modern	modern	ADJ
easat-8563	358	7	big	big	ADJ
easat-8563	358	8	data	datum	NOUN
easat-8563	358	9	era	era	NOUN
easat-8563	358	10	,	,	PUNCT
easat-8563	358	11	traditional	traditional	ADJ
easat-8563	358	12	financial	financial	ADJ
easat-8563	358	13	statement	statement	NOUN
easat-8563	358	14	analysis	analysis	NOUN
easat-8563	358	15	methodologies	methodology	NOUN
easat-8563	358	16	are	be	AUX
easat-8563	358	17	being	be	AUX
easat-8563	358	18	challenged	challenge	VERB
easat-8563	358	19	and	and	CCONJ
easat-8563	358	20	complemented	complement	VERB
easat-8563	358	21	using	use	VERB
easat-8563	358	22	ml	ml	ADP
easat-8563	358	23	approaches	approach	NOUN
easat-8563	358	24	.	.	PUNCT
easat-8563	359	1	it	it	PRON
easat-8563	359	2	employs	employ	VERB
easat-8563	359	3	datasets	dataset	NOUN
easat-8563	359	4	of	of	ADP
easat-8563	359	5	historical	historical	ADJ
easat-8563	359	6	financial	financial	ADJ
easat-8563	359	7	statements	statement	NOUN
easat-8563	359	8	and	and	CCONJ
easat-8563	359	9	market	market	NOUN
easat-8563	359	10	data	datum	NOUN
easat-8563	359	11	.	.	PUNCT
easat-8563	360	1	big	big	ADJ
easat-8563	360	2	data	datum	NOUN
easat-8563	360	3	refers	refer	VERB
easat-8563	360	4	to	to	ADP
easat-8563	360	5	vast	vast	ADJ
easat-8563	360	6	,	,	PUNCT
easat-8563	360	7	intricate	intricate	ADJ
easat-8563	360	8	datasets	dataset	NOUN
easat-8563	360	9	that	that	PRON
easat-8563	360	10	necessitate	necessitate	ADJ
easat-8563	360	11	innovative	innovative	ADJ
easat-8563	360	12	tools	tool	NOUN
easat-8563	360	13	for	for	ADP
easat-8563	360	14	storage	storage	NOUN
easat-8563	360	15	,	,	PUNCT
easat-8563	360	16	processing	processing	NOUN
easat-8563	360	17	,	,	PUNCT
easat-8563	360	18	and	and	CCONJ
easat-8563	360	19	analysis	analysis	NOUN
easat-8563	360	20	,	,	PUNCT
easat-8563	360	21	as	as	ADV
easat-8563	360	22	well	well	ADV
easat-8563	360	23	as	as	ADP
easat-8563	360	24	data	datum	NOUN
easat-8563	360	25	normalization	normalization	NOUN
easat-8563	360	26	using	use	VERB
easat-8563	360	27	min	min	ADJ
easat-8563	360	28	-	-	ADJ
easat-8563	360	29	max	max	NOUN
easat-8563	360	30	normalization	normalization	NOUN
easat-8563	360	31	and	and	CCONJ
easat-8563	360	32	feature	feature	NOUN
easat-8563	360	33	extraction	extraction	NOUN
easat-8563	360	34	using	use	VERB
easat-8563	360	35	pca	pca	PROPN
easat-8563	360	36	,	,	PUNCT
easat-8563	360	37	to	to	PART
easat-8563	360	38	identify	identify	VERB
easat-8563	360	39	key	key	ADJ
easat-8563	360	40	factors	factor	NOUN
easat-8563	360	41	such	such	ADJ
easat-8563	360	42	as	as	ADP
easat-8563	360	43	free	free	ADJ
easat-8563	360	44	cash	cash	NOUN
easat-8563	360	45	flow	flow	NOUN
easat-8563	360	46	and	and	CCONJ
easat-8563	360	47	firm	firm	ADJ
easat-8563	360	48	characteristics	characteristic	NOUN
easat-8563	360	49	.	.	PUNCT
easat-8563	361	1	it	it	PRON
easat-8563	361	2	has	have	AUX
easat-8563	361	3	been	be	AUX
easat-8563	361	4	used	use	VERB
easat-8563	361	5	to	to	PART
easat-8563	361	6	compare	compare	VERB
easat-8563	361	7	ml	ml	NOUN
easat-8563	361	8	approaches	approach	NOUN
easat-8563	361	9	to	to	ADP
easat-8563	361	10	traditional	traditional	ADJ
easat-8563	361	11	financial	financial	ADJ
easat-8563	361	12	statement	statement	NOUN
easat-8563	361	13	analysis	analysis	NOUN
easat-8563	361	14	methodologies	methodology	NOUN
easat-8563	361	15	in	in	ADP
easat-8563	361	16	anticipating	anticipate	VERB
easat-8563	361	17	stock	stock	NOUN
easat-8563	361	18	market	market	NOUN
easat-8563	361	19	reactions	reaction	NOUN
easat-8563	361	20	to	to	ADP
easat-8563	361	21	earnings	earning	NOUN
easat-8563	361	22	releases	release	NOUN
easat-8563	361	23	.	.	PUNCT
easat-8563	362	1	the	the	DET
easat-8563	362	2	conventional	conventional	ADJ
easat-8563	362	3	method	method	NOUN
easat-8563	362	4	centers	center	NOUN
easat-8563	362	5	on	on	ADP
easat-8563	362	6	financial	financial	ADJ
easat-8563	362	7	metrics	metric	NOUN
easat-8563	362	8	,	,	PUNCT
easat-8563	362	9	namely	namely	ADV
easat-8563	362	10	pr	pr	VERB
easat-8563	362	11	.	.	PUNCT
easat-8563	363	1	in	in	ADP
easat-8563	363	2	contrast	contrast	NOUN
easat-8563	363	3	,	,	PUNCT
easat-8563	363	4	the	the	DET
easat-8563	363	5	ml	ml	X
easat-8563	363	6	technique	technique	NOUN
easat-8563	363	7	employs	employ	VERB
easat-8563	363	8	complex	complex	ADJ
easat-8563	363	9	algorithms	algorithm	NOUN
easat-8563	363	10	like	like	ADP
easat-8563	363	11	drsvm	drsvm	NOUN
easat-8563	363	12	-	-	PUNCT
easat-8563	363	13	rf	rf	NOUN
easat-8563	363	14	to	to	PART
easat-8563	363	15	handle	handle	VERB
easat-8563	363	16	massive	massive	ADJ
easat-8563	363	17	volumes	volume	NOUN
easat-8563	363	18	of	of	ADP
easat-8563	363	19	financial	financial	ADJ
easat-8563	363	20	and	and	CCONJ
easat-8563	363	21	market	market	NOUN
easat-8563	363	22	data	datum	NOUN
easat-8563	363	23	.	.	PUNCT
easat-8563	364	1	the	the	DET
easat-8563	364	2	proposed	propose	VERB
easat-8563	364	3	techniques	technique	NOUN
easat-8563	364	4	achieve	achieve	VERB
easat-8563	364	5	better	well	ADJ
easat-8563	364	6	performance	performance	NOUN
easat-8563	364	7	when	when	SCONJ
easat-8563	364	8	compared	compare	VERB
easat-8563	364	9	to	to	ADP
easat-8563	364	10	the	the	DET
easat-8563	364	11	baseline	baseline	ADJ
easat-8563	364	12	methods	method	NOUN
easat-8563	364	13	,	,	PUNCT
easat-8563	364	14	precision	precision	NOUN
easat-8563	364	15	(	(	PUNCT
easat-8563	364	16	94.82	94.82	NUM
easat-8563	364	17	%	%	NOUN
easat-8563	364	18	)	)	PUNCT
easat-8563	364	19	,	,	PUNCT
easat-8563	364	20	recall	recall	INTJ
easat-8563	364	21	(	(	PUNCT
easat-8563	364	22	93.77	93.77	NUM
easat-8563	364	23	%	%	NOUN
easat-8563	364	24	)	)	PUNCT
easat-8563	364	25	,	,	PUNCT
easat-8563	364	26	accuracy	accuracy	NOUN
easat-8563	364	27	(	(	PUNCT
easat-8563	364	28	95.62	95.62	NUM
easat-8563	364	29	%	%	NOUN
easat-8563	364	30	)	)	PUNCT
easat-8563	364	31	f1	f1	NOUN
easat-8563	364	32	score	score	NOUN
easat-8563	364	33	(	(	PUNCT
easat-8563	364	34	96.10	96.10	NUM
easat-8563	364	35	%	%	NOUN
easat-8563	364	36	)	)	PUNCT
easat-8563	364	37	.	.	PUNCT
easat-8563	365	1	the	the	DET
easat-8563	365	2	drsvm	drsvm	NOUN
easat-8563	365	3	-	-	PUNCT
easat-8563	365	4	rf	rf	NOUN
easat-8563	365	5	achieves	achieve	VERB
easat-8563	365	6	better	well	ADJ
easat-8563	365	7	error	error	NOUN
easat-8563	365	8	performance	performance	NOUN
easat-8563	365	9	with	with	ADP
easat-8563	365	10	an	an	DET
easat-8563	365	11	mse	mse	NOUN
easat-8563	365	12	of	of	ADP
easat-8563	365	13	1.012	1.012	NUM
easat-8563	365	14	,	,	PUNCT
easat-8563	365	15	and	and	CCONJ
easat-8563	365	16	𝑅2	𝑅2	ADP
easat-8563	365	17	𝑜𝑓	𝑜𝑓	ADP
easat-8563	365	18	0.98	0.98	NUM
easat-8563	365	19	.	.	PUNCT
easat-8563	366	1	it	it	PRON
easat-8563	366	2	is	be	AUX
easat-8563	366	3	constrained	constrain	VERB
easat-8563	366	4	by	by	ADP
easat-8563	366	5	the	the	DET
easat-8563	366	6	quality	quality	NOUN
easat-8563	366	7	and	and	CCONJ
easat-8563	366	8	availability	availability	NOUN
easat-8563	366	9	of	of	ADP
easat-8563	366	10	structured	structured	ADJ
easat-8563	366	11	financial	financial	ADJ
easat-8563	366	12	information	information	NOUN
easat-8563	366	13	,	,	PUNCT
easat-8563	366	14	which	which	PRON
easat-8563	366	15	could	could	AUX
easat-8563	366	16	potentially	potentially	ADV
easat-8563	366	17	influence	influence	VERB
easat-8563	366	18	the	the	DET
easat-8563	366	19	validity	validity	NOUN
easat-8563	366	20	of	of	ADP
easat-8563	366	21	both	both	CCONJ
easat-8563	366	22	conventional	conventional	ADJ
easat-8563	366	23	and	and	CCONJ
easat-8563	366	24	machine	machine	NOUN
easat-8563	366	25	learning	learning	NOUN
easat-8563	366	26	-	-	PUNCT
easat-8563	366	27	driven	drive	VERB
easat-8563	366	28	analyses	analysis	NOUN
easat-8563	366	29	.	.	PUNCT
easat-8563	367	1	the	the	DET
easat-8563	367	2	interpretability	interpretability	NOUN
easat-8563	367	3	of	of	ADP
easat-8563	367	4	certain	certain	ADJ
easat-8563	367	5	sophisticated	sophisticated	ADJ
easat-8563	367	6	ml	ml	NOUN
easat-8563	367	7	models	model	NOUN
easat-8563	367	8	is	be	AUX
easat-8563	367	9	also	also	ADV
easat-8563	367	10	an	an	DET
easat-8563	367	11	issue	issue	NOUN
easat-8563	367	12	for	for	ADP
easat-8563	367	13	financial	financial	ADJ
easat-8563	367	14	decisionmaking	decisionmaking	NOUN
easat-8563	367	15	.	.	PUNCT
easat-8563	368	1	in	in	ADP
easat-8563	368	2	the	the	DET
easat-8563	368	3	future	future	NOUN
easat-8563	368	4	,	,	PUNCT
easat-8563	368	5	incorporating	incorporate	VERB
easat-8563	368	6	unstructured	unstructured	ADJ
easat-8563	368	7	big	big	ADJ
easat-8563	368	8	data	datum	NOUN
easat-8563	368	9	sources	source	NOUN
easat-8563	368	10	like	like	ADP
easat-8563	368	11	social	social	ADJ
easat-8563	368	12	media	medium	NOUN
easat-8563	368	13	and	and	CCONJ
easat-8563	368	14	market	market	NOUN
easat-8563	368	15	sentiment	sentiment	NOUN
easat-8563	368	16	,	,	PUNCT
easat-8563	368	17	as	as	ADV
easat-8563	368	18	well	well	ADV
easat-8563	368	19	as	as	ADP
easat-8563	368	20	explainable	explainable	ADJ
easat-8563	368	21	ai	ai	NOUN
easat-8563	368	22	methods	method	NOUN
easat-8563	368	23	,	,	PUNCT
easat-8563	368	24	could	could	AUX
easat-8563	368	25	add	add	VERB
easat-8563	368	26	strength	strength	NOUN
easat-8563	368	27	and	and	CCONJ
easat-8563	368	28	transparency	transparency	NOUN
easat-8563	368	29	to	to	ADP
easat-8563	368	30	financial	financial	ADJ
easat-8563	368	31	statement	statement	NOUN
easat-8563	368	32	analysis	analysis	NOUN
easat-8563	368	33	to	to	PART
easat-8563	368	34	facilitate	facilitate	VERB
easat-8563	368	35	more	more	ADV
easat-8563	368	36	timely	timely	ADJ
easat-8563	368	37	and	and	CCONJ
easat-8563	368	38	informed	informed	ADJ
easat-8563	368	39	decision	decision	NOUN
easat-8563	368	40	-	-	PUNCT
easat-8563	368	41	making	make	VERB
easat-8563	368	42	processes	process	NOUN
easat-8563	368	43	.	.	PUNCT
easat-8563	369	1	transparency	transparency	NOUN
easat-8563	369	2	:	:	PUNCT
easat-8563	369	3	the	the	DET
easat-8563	369	4	author	author	NOUN
easat-8563	369	5	confirms	confirm	VERB
easat-8563	369	6	that	that	SCONJ
easat-8563	369	7	the	the	DET
easat-8563	369	8	manuscript	manuscript	NOUN
easat-8563	369	9	is	be	AUX
easat-8563	369	10	an	an	DET
easat-8563	369	11	honest	honest	ADJ
easat-8563	369	12	,	,	PUNCT
easat-8563	369	13	accurate	accurate	ADJ
easat-8563	369	14	,	,	PUNCT
easat-8563	369	15	and	and	CCONJ
easat-8563	369	16	transparent	transparent	ADJ
easat-8563	369	17	account	account	NOUN
easat-8563	369	18	of	of	ADP
easat-8563	369	19	the	the	DET
easat-8563	369	20	study	study	NOUN
easat-8563	369	21	;	;	PUNCT
easat-8563	369	22	that	that	SCONJ
easat-8563	369	23	no	no	DET
easat-8563	369	24	vital	vital	ADJ
easat-8563	369	25	features	feature	NOUN
easat-8563	369	26	of	of	ADP
easat-8563	369	27	the	the	DET
easat-8563	369	28	study	study	NOUN
easat-8563	369	29	have	have	AUX
easat-8563	369	30	been	be	AUX
easat-8563	369	31	omitted	omit	VERB
easat-8563	369	32	;	;	PUNCT
easat-8563	369	33	and	and	CCONJ
easat-8563	369	34	that	that	SCONJ
easat-8563	369	35	any	any	DET
easat-8563	369	36	discrepancies	discrepancy	NOUN
easat-8563	369	37	from	from	ADP
easat-8563	369	38	the	the	DET
easat-8563	369	39	study	study	NOUN
easat-8563	369	40	as	as	SCONJ
easat-8563	369	41	planned	plan	VERB
easat-8563	369	42	have	have	AUX
easat-8563	369	43	been	be	AUX
easat-8563	369	44	explained	explain	VERB
easat-8563	369	45	.	.	PUNCT
easat-8563	370	1	this	this	DET
easat-8563	370	2	study	study	NOUN
easat-8563	370	3	followed	follow	VERB
easat-8563	370	4	all	all	DET
easat-8563	370	5	ethical	ethical	ADJ
easat-8563	370	6	practices	practice	NOUN
easat-8563	370	7	during	during	ADP
easat-8563	370	8	writing	writing	NOUN
easat-8563	370	9	.	.	PUNCT
easat-8563	371	1	copyright	copyright	NOUN
easat-8563	371	2	:	:	PUNCT
easat-8563	371	3	©	©	PROPN
easat-8563	371	4	2025	2025	NUM
easat-8563	371	5	by	by	ADP
easat-8563	371	6	the	the	DET
easat-8563	371	7	author	author	NOUN
easat-8563	371	8	.	.	PUNCT
easat-8563	372	1	this	this	DET
easat-8563	372	2	open	open	ADJ
easat-8563	372	3	-	-	PUNCT
easat-8563	372	4	access	access	NOUN
easat-8563	372	5	article	article	NOUN
easat-8563	372	6	is	be	AUX
easat-8563	372	7	distributed	distribute	VERB
easat-8563	372	8	under	under	ADP
easat-8563	372	9	the	the	DET
easat-8563	372	10	terms	term	NOUN
easat-8563	372	11	and	and	CCONJ
easat-8563	372	12	conditions	condition	NOUN
easat-8563	372	13	of	of	ADP
easat-8563	372	14	the	the	DET
easat-8563	372	15	creative	creative	ADJ
easat-8563	372	16	commons	common	NOUN
easat-8563	372	17	attribution	attribution	NOUN
easat-8563	372	18	(	(	PUNCT
easat-8563	372	19	cc	cc	NOUN
easat-8563	372	20	by	by	ADP
easat-8563	372	21	)	)	PUNCT
easat-8563	372	22	license	license	NOUN
easat-8563	372	23	(	(	PUNCT
easat-8563	372	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8563	372	25	)	)	PUNCT
easat-8563	372	26	.	.	PUNCT
easat-8563	373	1	references	reference	NOUN
easat-8563	373	2	[	[	X
easat-8563	373	3	1	1	NUM
easat-8563	373	4	]	]	PUNCT
easat-8563	373	5	m.	m.	NOUN
easat-8563	373	6	akhtar	akhtar	PROPN
easat-8563	373	7	,	,	PUNCT
easat-8563	373	8	k.	k.	PROPN
easat-8563	373	9	yusheng	yusheng	PROPN
easat-8563	373	10	,	,	PUNCT
easat-8563	373	11	m.	m.	NOUN
easat-8563	373	12	haris	haris	PROPN
easat-8563	373	13	,	,	PUNCT
easat-8563	373	14	q.	q.	PROPN
easat-8563	373	15	u.	u.	PROPN
easat-8563	373	16	ain	ain	PROPN
easat-8563	373	17	,	,	PUNCT
easat-8563	373	18	and	and	CCONJ
easat-8563	373	19	h.	h.	PROPN
easat-8563	373	20	m.	m.	PROPN
easat-8563	373	21	javaid	javaid	PROPN
easat-8563	373	22	,	,	PUNCT
easat-8563	373	23	"	"	PUNCT
easat-8563	373	24	impact	impact	NOUN
easat-8563	373	25	of	of	ADP
easat-8563	373	26	financial	financial	ADJ
easat-8563	373	27	leverage	leverage	NOUN
easat-8563	373	28	on	on	ADP
easat-8563	373	29	sustainable	sustainable	ADJ
easat-8563	373	30	growth	growth	NOUN
easat-8563	373	31	,	,	PUNCT
easat-8563	373	32	market	market	NOUN
easat-8563	373	33	performance	performance	NOUN
easat-8563	373	34	,	,	PUNCT
easat-8563	373	35	and	and	CCONJ
easat-8563	373	36	profitability	profitability	NOUN
easat-8563	373	37	,	,	PUNCT
easat-8563	373	38	"	"	PUNCT
easat-8563	373	39	economic	economic	ADJ
easat-8563	373	40	change	change	NOUN
easat-8563	373	41	and	and	CCONJ
easat-8563	373	42	restructuring	restructuring	NOUN
easat-8563	373	43	,	,	PUNCT
easat-8563	373	44	vol	vol	NOUN
easat-8563	373	45	.	.	PROPN
easat-8563	373	46	55	55	NUM
easat-8563	373	47	,	,	PUNCT
easat-8563	373	48	pp	pp	ADJ
easat-8563	373	49	.	.	PUNCT
easat-8563	374	1	737–774	737–774	NUM
easat-8563	374	2	,	,	PUNCT
easat-8563	374	3	2022	2022	NUM
easat-8563	374	4	.	.	PUNCT
easat-8563	375	1	https://doi.org/10.1007/s10644-021-09321-z	https://doi.org/10.1007/s10644-021-09321-z	VERB
easat-8563	376	1	[	[	X
easat-8563	376	2	2	2	NUM
easat-8563	376	3	]	]	PUNCT
easat-8563	376	4	b.	b.	PROPN
easat-8563	376	5	a.	a.	NOUN
easat-8563	376	6	zelalem	zelalem	NOUN
easat-8563	376	7	and	and	CCONJ
easat-8563	376	8	a.	a.	NOUN
easat-8563	376	9	a.	a.	NOUN
easat-8563	376	10	abebe	abebe	PROPN
easat-8563	376	11	,	,	PUNCT
easat-8563	376	12	"	"	PUNCT
easat-8563	376	13	balance	balance	NOUN
easat-8563	376	14	sheet	sheet	NOUN
easat-8563	376	15	and	and	CCONJ
easat-8563	376	16	income	income	NOUN
easat-8563	376	17	statement	statement	NOUN
easat-8563	376	18	effect	effect	NOUN
easat-8563	376	19	on	on	ADP
easat-8563	376	20	dividend	dividend	NOUN
easat-8563	376	21	policy	policy	NOUN
easat-8563	376	22	of	of	ADP
easat-8563	376	23	private	private	ADJ
easat-8563	376	24	commercial	commercial	ADJ
easat-8563	376	25	banks	bank	NOUN
easat-8563	376	26	in	in	ADP
easat-8563	376	27	ethiopia	ethiopia	PROPN
easat-8563	376	28	,	,	PUNCT
easat-8563	376	29	"	"	PUNCT
easat-8563	376	30	cogent	cogent	NOUN
easat-8563	376	31	economics	economic	NOUN
easat-8563	376	32	&	&	CCONJ
easat-8563	376	33	finance	finance	PROPN
easat-8563	376	34	,	,	PUNCT
easat-8563	376	35	vol	vol	NOUN
easat-8563	376	36	.	.	PROPN
easat-8563	376	37	10	10	NUM
easat-8563	376	38	,	,	PUNCT
easat-8563	376	39	no	no	INTJ
easat-8563	376	40	.	.	NOUN
easat-8563	376	41	1	1	NUM
easat-8563	376	42	,	,	PUNCT
easat-8563	376	43	p.	p.	NOUN
easat-8563	376	44	2035917	2035917	NUM
easat-8563	376	45	,	,	PUNCT
easat-8563	376	46	2022	2022	NUM
easat-8563	376	47	.	.	PUNCT
easat-8563	377	1	https://doi.org/10.1080/23322039.2022.2035917	https://doi.org/10.1080/23322039.2022.2035917	NOUN
easat-8563	378	1	[	[	X
easat-8563	378	2	3	3	X
easat-8563	378	3	]	]	PUNCT
easat-8563	378	4	t.	t.	NOUN
easat-8563	378	5	achmad	achmad	PROPN
easat-8563	378	6	,	,	PUNCT
easat-8563	378	7	i.	i.	PROPN
easat-8563	378	8	ghozali	ghozali	PROPN
easat-8563	378	9	,	,	PUNCT
easat-8563	378	10	and	and	CCONJ
easat-8563	378	11	i.	i.	PROPN
easat-8563	378	12	d.	d.	PROPN
easat-8563	378	13	pamungkas	pamungkas	PROPN
easat-8563	378	14	,	,	PUNCT
easat-8563	378	15	"	"	PUNCT
easat-8563	378	16	hexagon	hexagon	PROPN
easat-8563	378	17	fraud	fraud	NOUN
easat-8563	378	18	:	:	PUNCT
easat-8563	378	19	detection	detection	NOUN
easat-8563	378	20	of	of	ADP
easat-8563	378	21	fraudulent	fraudulent	ADJ
easat-8563	378	22	financial	financial	ADJ
easat-8563	378	23	reporting	reporting	NOUN
easat-8563	378	24	in	in	ADP
easat-8563	378	25	stateowned	stateowne	VERB
easat-8563	378	26	enterprises	enterprise	NOUN
easat-8563	378	27	indonesia	indonesia	PROPN
easat-8563	378	28	,	,	PUNCT
easat-8563	378	29	"	"	PUNCT
easat-8563	378	30	economies	economy	NOUN
easat-8563	378	31	,	,	PUNCT
easat-8563	378	32	vol	vol	NOUN
easat-8563	378	33	.	.	PROPN
easat-8563	378	34	10	10	NUM
easat-8563	378	35	,	,	PUNCT
easat-8563	378	36	no	no	INTJ
easat-8563	378	37	.	.	NOUN
easat-8563	378	38	1	1	NUM
easat-8563	378	39	,	,	PUNCT
easat-8563	378	40	p.	p.	NOUN
easat-8563	378	41	13	13	NUM
easat-8563	378	42	,	,	PUNCT
easat-8563	378	43	2022	2022	NUM
easat-8563	378	44	.	.	PUNCT
easat-8563	379	1	https://doi.org/10.3390/economies10010013	https://doi.org/10.3390/economies10010013	NOUN
easat-8563	379	2	[	[	X
easat-8563	379	3	4	4	NUM
easat-8563	379	4	]	]	X
easat-8563	379	5	c.-c	c.-c	PROPN
easat-8563	379	6	.	.	PUNCT
easat-8563	380	1	lee	lee	PROPN
easat-8563	380	2	,	,	PUNCT
easat-8563	380	3	"	"	PUNCT
easat-8563	380	4	analyses	analysis	NOUN
easat-8563	380	5	of	of	ADP
easat-8563	380	6	the	the	DET
easat-8563	380	7	operating	operating	NOUN
easat-8563	380	8	performance	performance	NOUN
easat-8563	380	9	of	of	ADP
easat-8563	380	10	information	information	NOUN
easat-8563	380	11	service	service	NOUN
easat-8563	380	12	companies	company	NOUN
easat-8563	380	13	based	base	VERB
easat-8563	380	14	on	on	ADP
easat-8563	380	15	indicators	indicator	NOUN
easat-8563	380	16	of	of	ADP
easat-8563	380	17	financial	financial	ADJ
easat-8563	380	18	statements	statement	NOUN
easat-8563	380	19	,	,	PUNCT
easat-8563	380	20	"	"	PUNCT
easat-8563	380	21	asia	asia	PROPN
easat-8563	380	22	pacific	pacific	PROPN
easat-8563	380	23	management	management	PROPN
easat-8563	380	24	review	review	PROPN
easat-8563	380	25	,	,	PUNCT
easat-8563	380	26	vol	vol	NOUN
easat-8563	380	27	.	.	PROPN
easat-8563	380	28	28	28	NUM
easat-8563	380	29	,	,	PUNCT
easat-8563	380	30	no	no	INTJ
easat-8563	380	31	.	.	NOUN
easat-8563	380	32	4	4	NUM
easat-8563	380	33	,	,	PUNCT
easat-8563	380	34	pp	pp	ADJ
easat-8563	380	35	.	.	PUNCT
easat-8563	381	1	410	410	NUM
easat-8563	381	2	-	-	SYM
easat-8563	381	3	419	419	NUM
easat-8563	381	4	,	,	PUNCT
easat-8563	381	5	2023	2023	NUM
easat-8563	381	6	.	.	PUNCT
easat-8563	382	1	https://doi.org/10.1016/j.apmrv.2023.01.002	https://doi.org/10.1016/j.apmrv.2023.01.002	NOUN
easat-8563	382	2	[	[	X
easat-8563	382	3	5	5	NUM
easat-8563	382	4	]	]	PUNCT
easat-8563	382	5	t.	t.	NOUN
easat-8563	382	6	achmad	achmad	PROPN
easat-8563	382	7	,	,	PUNCT
easat-8563	382	8	i.	i.	PROPN
easat-8563	382	9	ghozali	ghozali	PROPN
easat-8563	382	10	,	,	PUNCT
easat-8563	382	11	m.	m.	PROPN
easat-8563	382	12	r.	r.	PROPN
easat-8563	382	13	a.	a.	PROPN
easat-8563	382	14	helmina	helmina	PROPN
easat-8563	382	15	,	,	PUNCT
easat-8563	382	16	d.	d.	PROPN
easat-8563	382	17	i.	i.	PROPN
easat-8563	382	18	hapsari	hapsari	PROPN
easat-8563	382	19	,	,	PUNCT
easat-8563	382	20	and	and	CCONJ
easat-8563	382	21	i.	i.	PROPN
easat-8563	382	22	d.	d.	PROPN
easat-8563	382	23	pamungkas	pamungkas	PROPN
easat-8563	382	24	,	,	PUNCT
easat-8563	382	25	"	"	PUNCT
easat-8563	382	26	detecting	detect	VERB
easat-8563	382	27	fraudulent	fraudulent	ADJ
easat-8563	382	28	financial	financial	ADJ
easat-8563	382	29	reporting	reporting	NOUN
easat-8563	382	30	using	use	VERB
easat-8563	382	31	the	the	DET
easat-8563	382	32	fraud	fraud	NOUN
easat-8563	382	33	hexagon	hexagon	PROPN
easat-8563	382	34	model	model	PROPN
easat-8563	382	35	:	:	PUNCT
easat-8563	382	36	evidence	evidence	NOUN
easat-8563	382	37	from	from	ADP
easat-8563	382	38	the	the	DET
easat-8563	382	39	banking	banking	NOUN
easat-8563	382	40	sector	sector	NOUN
easat-8563	382	41	in	in	ADP
easat-8563	382	42	indonesia	indonesia	PROPN
easat-8563	382	43	,	,	PUNCT
easat-8563	382	44	"	"	PUNCT
easat-8563	382	45	economies	economy	NOUN
easat-8563	382	46	,	,	PUNCT
easat-8563	382	47	vol	vol	NOUN
easat-8563	382	48	.	.	PROPN
easat-8563	383	1	11	11	NUM
easat-8563	383	2	,	,	PUNCT
easat-8563	383	3	no	no	INTJ
easat-8563	383	4	.	.	NOUN
easat-8563	383	5	1	1	NUM
easat-8563	383	6	,	,	PUNCT
easat-8563	383	7	p.	p.	NOUN
easat-8563	383	8	5	5	NUM
easat-8563	383	9	,	,	PUNCT
easat-8563	383	10	2023	2023	NUM
easat-8563	383	11	.	.	PUNCT
easat-8563	384	1	https://doi.org/10.3390/economies11010005	https://doi.org/10.3390/economies11010005	PROPN
easat-8563	384	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8563	384	3	https://doi.org/10.1007/s10644-021-09321-z	https://doi.org/10.1007/s10644-021-09321-z	PROPN
easat-8563	384	4	https://doi.org/10.1080/23322039.2022.2035917	https://doi.org/10.1080/23322039.2022.2035917	PROPN
easat-8563	384	5	https://doi.org/10.3390/economies10010013	https://doi.org/10.3390/economies10010013	NOUN
easat-8563	384	6	https://doi.org/10.1016/j.apmrv.2023.01.002	https://doi.org/10.1016/j.apmrv.2023.01.002	NOUN
easat-8563	384	7	https://doi.org/10.3390/economies11010005	https://doi.org/10.3390/economies11010005	NOUN
easat-8563	384	8	259	259	NUM
easat-8563	384	9	edelweiss	edelweiss	PROPN
easat-8563	384	10	applied	apply	VERB
easat-8563	384	11	science	science	NOUN
easat-8563	384	12	and	and	CCONJ
easat-8563	384	13	technology	technology	NOUN
easat-8563	384	14	issn	issn	PROPN
easat-8563	384	15	:	:	PUNCT
easat-8563	384	16	2576	2576	NUM
easat-8563	384	17	-	-	SYM
easat-8563	384	18	8484	8484	NUM
easat-8563	384	19	vol	vol	NOUN
easat-8563	384	20	.	.	PROPN
easat-8563	385	1	9	9	NUM
easat-8563	385	2	,	,	PUNCT
easat-8563	385	3	no	no	INTJ
easat-8563	385	4	.	.	NOUN
easat-8563	386	1	7	7	NUM
easat-8563	386	2	:	:	SYM
easat-8563	386	3	238	238	NUM
easat-8563	386	4	-	-	SYM
easat-8563	386	5	259	259	NUM
easat-8563	386	6	,	,	PUNCT
easat-8563	386	7	2025	2025	NUM
easat-8563	386	8	doi	doi	NOUN
easat-8563	386	9	:	:	PUNCT
easat-8563	386	10	10.55214/25768484.v9i7.8563	10.55214/25768484.v9i7.8563	NUM
easat-8563	386	11	©	©	PROPN
easat-8563	386	12	2025	2025	NUM
easat-8563	386	13	by	by	ADP
easat-8563	386	14	the	the	DET
easat-8563	386	15	author	author	NOUN
easat-8563	386	16	;	;	PUNCT
easat-8563	386	17	licensee	licensee	PROPN
easat-8563	386	18	learning	learning	NOUN
easat-8563	386	19	gate	gate	NOUN
easat-8563	387	1	[	[	X
easat-8563	387	2	6	6	NUM
easat-8563	387	3	]	]	PUNCT
easat-8563	387	4	m.	m.	NOUN
easat-8563	387	5	p.	p.	PROPN
easat-8563	387	6	sari	sari	PROPN
easat-8563	387	7	,	,	PUNCT
easat-8563	387	8	e.	e.	PROPN
easat-8563	387	9	mahardika	mahardika	PROPN
easat-8563	387	10	,	,	PUNCT
easat-8563	387	11	d.	d.	PROPN
easat-8563	387	12	suryandari	suryandari	PROPN
easat-8563	387	13	,	,	PUNCT
easat-8563	387	14	and	and	CCONJ
easat-8563	387	15	s.	s.	PROPN
easat-8563	387	16	raharja	raharja	PROPN
easat-8563	387	17	,	,	PUNCT
easat-8563	387	18	"	"	PUNCT
easat-8563	387	19	the	the	DET
easat-8563	387	20	audit	audit	NOUN
easat-8563	387	21	committee	committee	NOUN
easat-8563	387	22	as	as	ADP
easat-8563	387	23	moderating	moderate	VERB
easat-8563	387	24	the	the	DET
easat-8563	387	25	effect	effect	NOUN
easat-8563	387	26	of	of	ADP
easat-8563	387	27	hexagon	hexagon	PROPN
easat-8563	387	28	’s	’s	PART
easat-8563	387	29	fraud	fraud	NOUN
easat-8563	387	30	on	on	ADP
easat-8563	387	31	fraudulent	fraudulent	ADJ
easat-8563	387	32	financial	financial	ADJ
easat-8563	387	33	statements	statement	NOUN
easat-8563	387	34	in	in	ADP
easat-8563	387	35	mining	mining	NOUN
easat-8563	387	36	companies	company	NOUN
easat-8563	387	37	listed	list	VERB
easat-8563	387	38	on	on	ADP
easat-8563	387	39	the	the	DET
easat-8563	387	40	indonesia	indonesia	PROPN
easat-8563	387	41	stock	stock	PROPN
easat-8563	387	42	exchange	exchange	PROPN
easat-8563	387	43	,	,	PUNCT
easat-8563	387	44	"	"	PUNCT
easat-8563	387	45	cogent	cogent	NOUN
easat-8563	387	46	business	business	NOUN
easat-8563	387	47	&	&	CCONJ
easat-8563	387	48	management	management	PROPN
easat-8563	387	49	,	,	PUNCT
easat-8563	387	50	vol	vol	NOUN
easat-8563	387	51	.	.	PROPN
easat-8563	388	1	9	9	NUM
easat-8563	388	2	,	,	PUNCT
easat-8563	388	3	no	no	INTJ
easat-8563	388	4	.	.	NOUN
easat-8563	388	5	1	1	NUM
easat-8563	388	6	,	,	PUNCT
easat-8563	388	7	p.	p.	NOUN
easat-8563	388	8	2150118	2150118	NUM
easat-8563	388	9	,	,	PUNCT
easat-8563	388	10	2022	2022	NUM
easat-8563	388	11	.	.	PUNCT
easat-8563	389	1	https://doi.org/10.1080/23311975.2022.2150118	https://doi.org/10.1080/23311975.2022.2150118	VERB
easat-8563	390	1	[	[	X
easat-8563	390	2	7	7	X
easat-8563	390	3	]	]	X
easat-8563	390	4	g.	g.	PROPN
easat-8563	390	5	d.	d.	PROPN
easat-8563	390	6	carnegie	carnegie	PROPN
easat-8563	390	7	,	,	PUNCT
easat-8563	390	8	p.	p.	PROPN
easat-8563	390	9	ferri	ferri	PROPN
easat-8563	390	10	,	,	PUNCT
easat-8563	390	11	l.	l.	PROPN
easat-8563	390	12	d.	d.	PROPN
easat-8563	390	13	parker	parker	PROPN
easat-8563	390	14	,	,	PUNCT
easat-8563	390	15	s.	s.	PROPN
easat-8563	390	16	i.	i.	PROPN
easat-8563	390	17	l.	l.	PROPN
easat-8563	390	18	sidaway	sidaway	PROPN
easat-8563	390	19	,	,	PUNCT
easat-8563	390	20	and	and	CCONJ
easat-8563	390	21	e.	e.	PROPN
easat-8563	390	22	e.	e.	PROPN
easat-8563	390	23	tsahuridu	tsahuridu	PROPN
easat-8563	390	24	,	,	PUNCT
easat-8563	390	25	"	"	PUNCT
easat-8563	390	26	accounting	account	VERB
easat-8563	390	27	as	as	ADP
easat-8563	390	28	technical	technical	ADJ
easat-8563	390	29	,	,	PUNCT
easat-8563	390	30	social	social	ADJ
easat-8563	390	31	and	and	CCONJ
easat-8563	390	32	moral	moral	ADJ
easat-8563	390	33	practice	practice	NOUN
easat-8563	390	34	:	:	PUNCT
easat-8563	390	35	the	the	DET
easat-8563	390	36	monetary	monetary	ADJ
easat-8563	390	37	valuation	valuation	NOUN
easat-8563	390	38	of	of	ADP
easat-8563	390	39	public	public	ADJ
easat-8563	390	40	cultural	cultural	ADJ
easat-8563	390	41	,	,	PUNCT
easat-8563	390	42	heritage	heritage	NOUN
easat-8563	390	43	and	and	CCONJ
easat-8563	390	44	scientific	scientific	ADJ
easat-8563	390	45	collections	collection	NOUN
easat-8563	390	46	in	in	ADP
easat-8563	390	47	financial	financial	ADJ
easat-8563	390	48	reports	report	NOUN
easat-8563	390	49	,	,	PUNCT
easat-8563	390	50	"	"	PUNCT
easat-8563	390	51	australian	australian	ADJ
easat-8563	390	52	accounting	accounting	NOUN
easat-8563	390	53	review	review	NOUN
easat-8563	390	54	,	,	PUNCT
easat-8563	390	55	vol	vol	NOUN
easat-8563	390	56	.	.	PROPN
easat-8563	390	57	32	32	NUM
easat-8563	390	58	,	,	PUNCT
easat-8563	390	59	no	no	INTJ
easat-8563	390	60	.	.	NOUN
easat-8563	390	61	4	4	NUM
easat-8563	390	62	,	,	PUNCT
easat-8563	390	63	pp	pp	ADJ
easat-8563	390	64	.	.	PUNCT
easat-8563	390	65	460	460	NUM
easat-8563	390	66	-	-	SYM
easat-8563	390	67	472	472	NUM
easat-8563	390	68	,	,	PUNCT
easat-8563	390	69	2022	2022	NUM
easat-8563	390	70	.	.	PUNCT
easat-8563	390	71	https://doi.org/10.1111/auar.12371	https://doi.org/10.1111/auar.12371	PUNCT
easat-8563	391	1	[	[	X
easat-8563	391	2	8	8	NUM
easat-8563	391	3	]	]	X
easat-8563	391	4	f.	f.	PROPN
easat-8563	391	5	s.	s.	PROPN
easat-8563	391	6	shiyyab	shiyyab	PROPN
easat-8563	391	7	,	,	PUNCT
easat-8563	391	8	a.	a.	PROPN
easat-8563	391	9	b.	b.	PROPN
easat-8563	391	10	alzoubi	alzoubi	PROPN
easat-8563	391	11	,	,	PUNCT
easat-8563	391	12	q.	q.	PROPN
easat-8563	391	13	m.	m.	PROPN
easat-8563	391	14	obidat	obidat	NOUN
easat-8563	391	15	,	,	PUNCT
easat-8563	391	16	and	and	CCONJ
easat-8563	391	17	h.	h.	PROPN
easat-8563	391	18	alshurafat	alshurafat	PROPN
easat-8563	391	19	,	,	PUNCT
easat-8563	391	20	"	"	PUNCT
easat-8563	391	21	the	the	DET
easat-8563	391	22	impact	impact	NOUN
easat-8563	391	23	of	of	ADP
easat-8563	391	24	artificial	artificial	ADJ
easat-8563	391	25	intelligence	intelligence	NOUN
easat-8563	391	26	disclosure	disclosure	NOUN
easat-8563	391	27	on	on	ADP
easat-8563	391	28	financial	financial	ADJ
easat-8563	391	29	performance	performance	NOUN
easat-8563	391	30	,	,	PUNCT
easat-8563	391	31	"	"	PUNCT
easat-8563	391	32	international	international	ADJ
easat-8563	391	33	journal	journal	NOUN
easat-8563	391	34	of	of	ADP
easat-8563	391	35	financial	financial	ADJ
easat-8563	391	36	studies	study	NOUN
easat-8563	391	37	,	,	PUNCT
easat-8563	391	38	vol	vol	NOUN
easat-8563	391	39	.	.	PROPN
easat-8563	391	40	11	11	NUM
easat-8563	391	41	,	,	PUNCT
easat-8563	391	42	no	no	INTJ
easat-8563	391	43	.	.	NOUN
easat-8563	391	44	3	3	NUM
easat-8563	391	45	,	,	PUNCT
easat-8563	391	46	p.	p.	NOUN
easat-8563	391	47	115	115	NUM
easat-8563	391	48	,	,	PUNCT
easat-8563	391	49	2023	2023	NUM
easat-8563	391	50	.	.	PUNCT
easat-8563	392	1	https://doi.org/10.3390/ijfs11030115	https://doi.org/10.3390/ijfs11030115	PROPN
easat-8563	393	1	[	[	X
easat-8563	393	2	9	9	NUM
easat-8563	393	3	]	]	PUNCT
easat-8563	393	4	b.	b.	PROPN
easat-8563	393	5	a.	a.	PROPN
easat-8563	393	6	f.	f.	PROPN
easat-8563	393	7	jarah	jarah	PROPN
easat-8563	393	8	,	,	PUNCT
easat-8563	393	9	m.	m.	NOUN
easat-8563	393	10	a.	a.	PROPN
easat-8563	393	11	al	al	PROPN
easat-8563	393	12	jarrah	jarrah	PROPN
easat-8563	393	13	,	,	PUNCT
easat-8563	393	14	m.	m.	NOUN
easat-8563	393	15	a.	a.	PROPN
easat-8563	393	16	a.	a.	PROPN
easat-8563	393	17	al	al	PROPN
easat-8563	393	18	-	-	PUNCT
easat-8563	393	19	zaqeba	zaqeba	PROPN
easat-8563	393	20	,	,	PUNCT
easat-8563	393	21	and	and	CCONJ
easat-8563	393	22	m.	m.	PROPN
easat-8563	393	23	f.	f.	PROPN
easat-8563	393	24	m.	m.	PROPN
easat-8563	393	25	al	al	PROPN
easat-8563	393	26	-	-	PUNCT
easat-8563	393	27	jarrah	jarrah	PROPN
easat-8563	393	28	,	,	PUNCT
easat-8563	393	29	"	"	PUNCT
easat-8563	393	30	the	the	DET
easat-8563	393	31	role	role	NOUN
easat-8563	393	32	of	of	ADP
easat-8563	393	33	internal	internal	ADJ
easat-8563	393	34	audit	audit	NOUN
easat-8563	393	35	to	to	PART
easat-8563	393	36	reduce	reduce	VERB
easat-8563	393	37	the	the	DET
easat-8563	393	38	effects	effect	NOUN
easat-8563	393	39	of	of	ADP
easat-8563	393	40	creative	creative	ADJ
easat-8563	393	41	accounting	accounting	NOUN
easat-8563	393	42	on	on	ADP
easat-8563	393	43	the	the	DET
easat-8563	393	44	reliability	reliability	NOUN
easat-8563	393	45	of	of	ADP
easat-8563	393	46	financial	financial	ADJ
easat-8563	393	47	statements	statement	NOUN
easat-8563	393	48	in	in	ADP
easat-8563	393	49	the	the	DET
easat-8563	393	50	jordanian	jordanian	ADJ
easat-8563	393	51	islamic	islamic	ADJ
easat-8563	393	52	banks	bank	NOUN
easat-8563	393	53	,	,	PUNCT
easat-8563	393	54	"	"	PUNCT
easat-8563	393	55	international	international	ADJ
easat-8563	393	56	journal	journal	NOUN
easat-8563	393	57	of	of	ADP
easat-8563	393	58	financial	financial	ADJ
easat-8563	393	59	studies	study	NOUN
easat-8563	393	60	,	,	PUNCT
easat-8563	393	61	vol	vol	NOUN
easat-8563	393	62	.	.	PROPN
easat-8563	393	63	10	10	NUM
easat-8563	393	64	,	,	PUNCT
easat-8563	393	65	no	no	INTJ
easat-8563	393	66	.	.	NOUN
easat-8563	393	67	3	3	NUM
easat-8563	393	68	,	,	PUNCT
easat-8563	393	69	p.	p.	NOUN
easat-8563	393	70	60	60	NUM
easat-8563	393	71	,	,	PUNCT
easat-8563	393	72	2022	2022	NUM
easat-8563	393	73	.	.	PUNCT
easat-8563	394	1	https://doi.org/10.3390/ijfs10030060	https://doi.org/10.3390/ijfs10030060	NOUN
easat-8563	394	2	[	[	X
easat-8563	394	3	10	10	NUM
easat-8563	394	4	]	]	X
easat-8563	394	5	j.	j.	PROPN
easat-8563	394	6	prather	prather	PROPN
easat-8563	394	7	-	-	PUNCT
easat-8563	394	8	kinsey	kinsey	PROPN
easat-8563	394	9	,	,	PUNCT
easat-8563	394	10	f.	f.	PROPN
easat-8563	394	11	de	de	PROPN
easat-8563	394	12	luca	luca	PROPN
easat-8563	394	13	,	,	PUNCT
easat-8563	394	14	and	and	CCONJ
easat-8563	394	15	h.-t.-p	h.-t.-p	PROPN
easat-8563	394	16	.	.	PUNCT
easat-8563	395	1	phan	phan	PROPN
easat-8563	395	2	,	,	PUNCT
easat-8563	395	3	"	"	PUNCT
easat-8563	395	4	improving	improve	VERB
easat-8563	395	5	the	the	DET
easat-8563	395	6	global	global	ADJ
easat-8563	395	7	comparability	comparability	NOUN
easat-8563	395	8	of	of	ADP
easat-8563	395	9	ifrs	ifrs	NOUN
easat-8563	395	10	-	-	PUNCT
easat-8563	395	11	based	base	VERB
easat-8563	395	12	financial	financial	ADJ
easat-8563	395	13	reporting	reporting	NOUN
easat-8563	395	14	through	through	ADP
easat-8563	395	15	global	global	ADJ
easat-8563	395	16	enforcement	enforcement	NOUN
easat-8563	395	17	:	:	PUNCT
easat-8563	395	18	a	a	DET
easat-8563	395	19	proposed	propose	VERB
easat-8563	395	20	organizational	organizational	ADJ
easat-8563	395	21	dynamic	dynamic	ADJ
easat-8563	395	22	,	,	PUNCT
easat-8563	395	23	"	"	PUNCT
easat-8563	395	24	international	international	ADJ
easat-8563	395	25	journal	journal	NOUN
easat-8563	395	26	of	of	ADP
easat-8563	395	27	disclosure	disclosure	NOUN
easat-8563	395	28	and	and	CCONJ
easat-8563	395	29	governance	governance	NOUN
easat-8563	395	30	,	,	PUNCT
easat-8563	395	31	vol	vol	NOUN
easat-8563	395	32	.	.	PROPN
easat-8563	395	33	19	19	NUM
easat-8563	395	34	,	,	PUNCT
easat-8563	395	35	no	no	INTJ
easat-8563	395	36	.	.	NOUN
easat-8563	395	37	3	3	NUM
easat-8563	395	38	,	,	PUNCT
easat-8563	395	39	pp	pp	ADJ
easat-8563	395	40	.	.	PUNCT
easat-8563	396	1	330	330	NUM
easat-8563	396	2	-	-	SYM
easat-8563	396	3	351	351	NUM
easat-8563	396	4	,	,	PUNCT
easat-8563	396	5	2022	2022	NUM
easat-8563	396	6	.	.	PUNCT
easat-8563	397	1	https://doi.org/10.1057/s41310-022-00145-5	https://doi.org/10.1057/s41310-022-00145-5	PRON
easat-8563	397	2	[	[	X
easat-8563	397	3	11	11	NUM
easat-8563	397	4	]	]	PUNCT
easat-8563	397	5	a.	a.	NOUN
easat-8563	397	6	tsang	tsang	PROPN
easat-8563	397	7	,	,	PUNCT
easat-8563	397	8	k.	k.	PROPN
easat-8563	397	9	t.	t.	PROPN
easat-8563	397	10	wang	wang	PROPN
easat-8563	397	11	,	,	PUNCT
easat-8563	397	12	y.	y.	PROPN
easat-8563	397	13	wu	wu	PROPN
easat-8563	397	14	,	,	PUNCT
easat-8563	397	15	and	and	CCONJ
easat-8563	397	16	j.	j.	PROPN
easat-8563	397	17	lee	lee	PROPN
easat-8563	397	18	,	,	PUNCT
easat-8563	397	19	"	"	PUNCT
easat-8563	397	20	nonfinancial	nonfinancial	ADJ
easat-8563	397	21	corporate	corporate	ADJ
easat-8563	397	22	social	social	ADJ
easat-8563	397	23	responsibility	responsibility	NOUN
easat-8563	397	24	reporting	reporting	NOUN
easat-8563	397	25	and	and	CCONJ
easat-8563	397	26	firm	firm	ADJ
easat-8563	397	27	value	value	NOUN
easat-8563	397	28	:	:	PUNCT
easat-8563	397	29	international	international	ADJ
easat-8563	397	30	evidence	evidence	NOUN
easat-8563	397	31	on	on	ADP
easat-8563	397	32	the	the	DET
easat-8563	397	33	role	role	NOUN
easat-8563	397	34	of	of	ADP
easat-8563	397	35	financial	financial	ADJ
easat-8563	397	36	analysts	analyst	NOUN
easat-8563	397	37	,	,	PUNCT
easat-8563	397	38	"	"	PUNCT
easat-8563	397	39	european	european	ADJ
easat-8563	397	40	accounting	accounting	PROPN
easat-8563	397	41	review	review	PROPN
easat-8563	397	42	,	,	PUNCT
easat-8563	397	43	vol	vol	NOUN
easat-8563	397	44	.	.	PROPN
easat-8563	397	45	33	33	NUM
easat-8563	397	46	,	,	PUNCT
easat-8563	397	47	no	no	INTJ
easat-8563	397	48	.	.	NOUN
easat-8563	397	49	2	2	NUM
easat-8563	397	50	,	,	PUNCT
easat-8563	397	51	pp	pp	ADJ
easat-8563	397	52	.	.	PUNCT
easat-8563	398	1	399	399	NUM
easat-8563	398	2	-	-	SYM
easat-8563	398	3	434	434	NUM
easat-8563	398	4	,	,	PUNCT
easat-8563	398	5	2024	2024	NUM
easat-8563	398	6	.	.	PUNCT
easat-8563	399	1	https://doi.org/10.1080/09638180.2022.2094435	https://doi.org/10.1080/09638180.2022.2094435	PROPN
easat-8563	400	1	[	[	X
easat-8563	400	2	12	12	NUM
easat-8563	400	3	]	]	PUNCT
easat-8563	400	4	h.	h.	PROPN
easat-8563	400	5	a.	a.	PROPN
easat-8563	400	6	hamad	hamad	PROPN
easat-8563	400	7	and	and	CCONJ
easat-8563	400	8	k.	k.	PROPN
easat-8563	400	9	cek	cek	PROPN
easat-8563	400	10	,	,	PUNCT
easat-8563	400	11	"	"	PUNCT
easat-8563	400	12	the	the	DET
easat-8563	400	13	moderating	moderate	VERB
easat-8563	400	14	effects	effect	NOUN
easat-8563	400	15	of	of	ADP
easat-8563	400	16	corporate	corporate	ADJ
easat-8563	400	17	social	social	ADJ
easat-8563	400	18	responsibility	responsibility	NOUN
easat-8563	400	19	on	on	ADP
easat-8563	400	20	corporate	corporate	ADJ
easat-8563	400	21	financial	financial	ADJ
easat-8563	400	22	performance	performance	NOUN
easat-8563	400	23	:	:	PUNCT
easat-8563	400	24	evidence	evidence	NOUN
easat-8563	400	25	from	from	ADP
easat-8563	400	26	oecd	oecd	PROPN
easat-8563	400	27	countries	country	NOUN
easat-8563	400	28	,	,	PUNCT
easat-8563	400	29	"	"	PUNCT
easat-8563	400	30	sustainability	sustainability	NOUN
easat-8563	400	31	,	,	PUNCT
easat-8563	400	32	vol	vol	NOUN
easat-8563	400	33	.	.	PROPN
easat-8563	400	34	15	15	NUM
easat-8563	400	35	,	,	PUNCT
easat-8563	400	36	no	no	INTJ
easat-8563	400	37	.	.	NOUN
easat-8563	400	38	11	11	NUM
easat-8563	400	39	,	,	PUNCT
easat-8563	400	40	p.	p.	NOUN
easat-8563	400	41	8901	8901	NUM
easat-8563	400	42	,	,	PUNCT
easat-8563	400	43	2023	2023	NUM
easat-8563	400	44	.	.	PUNCT
easat-8563	401	1	https://doi.org/10.3390/su15118901	https://doi.org/10.3390/su15118901	X
easat-8563	402	1	[	[	X
easat-8563	402	2	13	13	NUM
easat-8563	402	3	]	]	PUNCT
easat-8563	402	4	x.	x.	NOUN
easat-8563	402	5	chen	chen	PROPN
easat-8563	402	6	,	,	PUNCT
easat-8563	402	7	y.	y.	PROPN
easat-8563	402	8	h.	h.	PROPN
easat-8563	402	9	cho	cho	PROPN
easat-8563	402	10	,	,	PUNCT
easat-8563	402	11	y.	y.	PROPN
easat-8563	402	12	dou	dou	PROPN
easat-8563	402	13	,	,	PUNCT
easat-8563	402	14	and	and	CCONJ
easat-8563	402	15	b.	b.	PROPN
easat-8563	402	16	lev	lev	NOUN
easat-8563	402	17	,	,	PUNCT
easat-8563	402	18	"	"	PUNCT
easat-8563	402	19	predicting	predict	VERB
easat-8563	402	20	future	future	ADJ
easat-8563	402	21	earnings	earning	NOUN
easat-8563	402	22	changes	change	NOUN
easat-8563	402	23	using	use	VERB
easat-8563	402	24	machine	machine	NOUN
easat-8563	402	25	learning	learning	NOUN
easat-8563	402	26	and	and	CCONJ
easat-8563	402	27	detailed	detailed	ADJ
easat-8563	402	28	financial	financial	ADJ
easat-8563	402	29	data	datum	NOUN
easat-8563	402	30	,	,	PUNCT
easat-8563	402	31	"	"	PUNCT
easat-8563	402	32	journal	journal	NOUN
easat-8563	402	33	of	of	ADP
easat-8563	402	34	accounting	accounting	NOUN
easat-8563	402	35	research	research	NOUN
easat-8563	402	36	,	,	PUNCT
easat-8563	402	37	vol	vol	NOUN
easat-8563	402	38	.	.	PROPN
easat-8563	402	39	60	60	NUM
easat-8563	402	40	,	,	PUNCT
easat-8563	402	41	no	no	INTJ
easat-8563	402	42	.	.	NOUN
easat-8563	402	43	2	2	NUM
easat-8563	402	44	,	,	PUNCT
easat-8563	402	45	pp	pp	ADJ
easat-8563	402	46	.	.	PUNCT
easat-8563	402	47	467	467	NUM
easat-8563	402	48	-	-	SYM
easat-8563	402	49	515	515	NUM
easat-8563	402	50	,	,	PUNCT
easat-8563	402	51	2022	2022	NUM
easat-8563	402	52	.	.	PUNCT
easat-8563	403	1	https://doi.org/10.1111/1475679x.12429	https://doi.org/10.1111/1475679x.12429	ADJ
easat-8563	403	2	[	[	X
easat-8563	403	3	14	14	NUM
easat-8563	403	4	]	]	X
easat-8563	403	5	d.	d.	PROPN
easat-8563	403	6	ngoc	ngoc	PROPN
easat-8563	403	7	hung	hung	PROPN
easat-8563	403	8	,	,	PUNCT
easat-8563	403	9	v.	v.	ADP
easat-8563	403	10	t.	t.	PROPN
easat-8563	403	11	thuy	thuy	PROPN
easat-8563	403	12	van	van	PROPN
easat-8563	403	13	,	,	PUNCT
easat-8563	403	14	and	and	CCONJ
easat-8563	403	15	l.	l.	PROPN
easat-8563	403	16	archer	archer	PROPN
easat-8563	403	17	,	,	PUNCT
easat-8563	403	18	"	"	PUNCT
easat-8563	403	19	factors	factor	NOUN
easat-8563	403	20	affecting	affect	VERB
easat-8563	403	21	the	the	DET
easat-8563	403	22	quality	quality	NOUN
easat-8563	403	23	of	of	ADP
easat-8563	403	24	financial	financial	ADJ
easat-8563	403	25	statements	statement	NOUN
easat-8563	403	26	from	from	ADP
easat-8563	403	27	an	an	DET
easat-8563	403	28	audit	audit	NOUN
easat-8563	403	29	point	point	NOUN
easat-8563	403	30	of	of	ADP
easat-8563	403	31	view	view	NOUN
easat-8563	403	32	:	:	PUNCT
easat-8563	403	33	a	a	DET
easat-8563	403	34	machine	machine	NOUN
easat-8563	403	35	learning	learn	VERB
easat-8563	403	36	approach	approach	NOUN
easat-8563	403	37	,	,	PUNCT
easat-8563	403	38	"	"	PUNCT
easat-8563	403	39	cogent	cogent	NOUN
easat-8563	403	40	business	business	NOUN
easat-8563	403	41	&	&	CCONJ
easat-8563	403	42	management	management	PROPN
easat-8563	403	43	,	,	PUNCT
easat-8563	403	44	vol	vol	NOUN
easat-8563	403	45	.	.	PROPN
easat-8563	403	46	10	10	NUM
easat-8563	403	47	,	,	PUNCT
easat-8563	403	48	no	no	INTJ
easat-8563	403	49	.	.	NOUN
easat-8563	403	50	1	1	NUM
easat-8563	403	51	,	,	PUNCT
easat-8563	403	52	p.	p.	NOUN
easat-8563	403	53	2184225	2184225	NUM
easat-8563	403	54	,	,	PUNCT
easat-8563	403	55	2023	2023	NUM
easat-8563	403	56	.	.	PUNCT
easat-8563	404	1	[	[	X
easat-8563	404	2	15	15	NUM
easat-8563	404	3	]	]	PUNCT
easat-8563	404	4	k.	k.	PROPN
easat-8563	404	5	wang	wang	PROPN
easat-8563	404	6	,	,	PUNCT
easat-8563	404	7	"	"	PUNCT
easat-8563	404	8	multifactor	multifactor	NOUN
easat-8563	404	9	prediction	prediction	NOUN
easat-8563	404	10	model	model	NOUN
easat-8563	404	11	for	for	ADP
easat-8563	404	12	stock	stock	NOUN
easat-8563	404	13	market	market	NOUN
easat-8563	404	14	analysis	analysis	NOUN
easat-8563	404	15	based	base	VERB
easat-8563	404	16	on	on	ADP
easat-8563	404	17	deep	deep	ADJ
easat-8563	404	18	learning	learning	NOUN
easat-8563	404	19	techniques	technique	NOUN
easat-8563	404	20	,	,	PUNCT
easat-8563	404	21	"	"	PUNCT
easat-8563	404	22	scientific	scientific	ADJ
easat-8563	404	23	reports	report	NOUN
easat-8563	404	24	,	,	PUNCT
easat-8563	404	25	vol	vol	NOUN
easat-8563	404	26	.	.	PROPN
easat-8563	404	27	15	15	NUM
easat-8563	404	28	,	,	PUNCT
easat-8563	404	29	no	no	INTJ
easat-8563	404	30	.	.	NOUN
easat-8563	404	31	1	1	NUM
easat-8563	404	32	,	,	PUNCT
easat-8563	404	33	p.	p.	NOUN
easat-8563	404	34	5121	5121	NUM
easat-8563	404	35	,	,	PUNCT
easat-8563	404	36	2025	2025	NUM
easat-8563	404	37	.	.	PUNCT
easat-8563	404	38	https://doi.org/10.1038/s41598-025-88734-6	https://doi.org/10.1038/s41598-025-88734-6	PUNCT
easat-8563	405	1	[	[	X
easat-8563	405	2	16	16	NUM
easat-8563	405	3	]	]	PUNCT
easat-8563	405	4	r.	r.	PROPN
easat-8563	405	5	liu	liu	PROPN
easat-8563	405	6	,	,	PUNCT
easat-8563	405	7	j.	j.	PROPN
easat-8563	405	8	liang	liang	PROPN
easat-8563	405	9	,	,	PUNCT
easat-8563	405	10	h.	h.	PROPN
easat-8563	405	11	chen	chen	PROPN
easat-8563	405	12	,	,	PUNCT
easat-8563	405	13	and	and	CCONJ
easat-8563	405	14	y.	y.	PROPN
easat-8563	405	15	hu	hu	PROPN
easat-8563	405	16	,	,	PUNCT
easat-8563	405	17	"	"	PUNCT
easat-8563	405	18	analyst	analyst	NOUN
easat-8563	405	19	reports	report	NOUN
easat-8563	405	20	and	and	CCONJ
easat-8563	405	21	stock	stock	NOUN
easat-8563	405	22	performance	performance	NOUN
easat-8563	405	23	:	:	PUNCT
easat-8563	405	24	evidence	evidence	NOUN
easat-8563	405	25	from	from	ADP
easat-8563	405	26	the	the	DET
easat-8563	405	27	chinese	chinese	ADJ
easat-8563	405	28	market	market	NOUN
easat-8563	405	29	,	,	PUNCT
easat-8563	405	30	"	"	PUNCT
easat-8563	405	31	asia	asia	PROPN
easat-8563	405	32	-	-	PUNCT
easat-8563	405	33	pacific	pacific	ADJ
easat-8563	405	34	financial	financial	ADJ
easat-8563	405	35	markets	market	NOUN
easat-8563	405	36	,	,	PUNCT
easat-8563	405	37	pp	pp	ADP
easat-8563	405	38	.	.	PUNCT
easat-8563	406	1	1	1	NUM
easat-8563	406	2	-	-	SYM
easat-8563	406	3	26	26	NUM
easat-8563	406	4	,	,	PUNCT
easat-8563	406	5	2025	2025	NUM
easat-8563	406	6	.	.	PUNCT
easat-8563	407	1	https://doi.org/10.1007/s10690-025-09522-w	https://doi.org/10.1007/s10690-025-09522-w	X
easat-8563	407	2	[	[	X
easat-8563	407	3	17	17	NUM
easat-8563	407	4	]	]	PUNCT
easat-8563	407	5	k.	k.	PROPN
easat-8563	407	6	mabelane	mabelane	PROPN
easat-8563	407	7	,	,	PUNCT
easat-8563	407	8	w.	w.	PROPN
easat-8563	407	9	t.	t.	PROPN
easat-8563	407	10	mongwe	mongwe	PROPN
easat-8563	407	11	,	,	PUNCT
easat-8563	407	12	r.	r.	PROPN
easat-8563	407	13	mbuvha	mbuvha	PROPN
easat-8563	407	14	,	,	PUNCT
easat-8563	407	15	and	and	CCONJ
easat-8563	407	16	t.	t.	PROPN
easat-8563	407	17	marwala	marwala	PROPN
easat-8563	407	18	,	,	PUNCT
easat-8563	407	19	"	"	PUNCT
easat-8563	407	20	an	an	DET
easat-8563	407	21	analysis	analysis	NOUN
easat-8563	407	22	of	of	ADP
easat-8563	407	23	local	local	ADJ
easat-8563	407	24	government	government	NOUN
easat-8563	407	25	financial	financial	ADJ
easat-8563	407	26	statement	statement	NOUN
easat-8563	407	27	audit	audit	NOUN
easat-8563	407	28	outcomes	outcome	NOUN
easat-8563	407	29	in	in	ADP
easat-8563	407	30	a	a	DET
easat-8563	407	31	developing	develop	VERB
easat-8563	407	32	economy	economy	NOUN
easat-8563	407	33	using	use	VERB
easat-8563	407	34	machine	machine	NOUN
easat-8563	407	35	learning	learning	NOUN
easat-8563	407	36	,	,	PUNCT
easat-8563	407	37	"	"	PUNCT
easat-8563	407	38	sustainability	sustainability	NOUN
easat-8563	407	39	,	,	PUNCT
easat-8563	407	40	vol	vol	NOUN
easat-8563	407	41	.	.	PROPN
easat-8563	407	42	15	15	NUM
easat-8563	407	43	,	,	PUNCT
easat-8563	407	44	no	no	INTJ
easat-8563	407	45	.	.	NOUN
easat-8563	407	46	1	1	NUM
easat-8563	407	47	,	,	PUNCT
easat-8563	407	48	p.	p.	NOUN
easat-8563	407	49	12	12	NUM
easat-8563	407	50	,	,	PUNCT
easat-8563	407	51	2023	2023	NUM
easat-8563	407	52	.	.	PUNCT
easat-8563	408	1	https://doi.org/10.3390/su15010012	https://doi.org/10.3390/su15010012	NOUN
easat-8563	409	1	[	[	X
easat-8563	409	2	18	18	NUM
easat-8563	409	3	]	]	PUNCT
easat-8563	409	4	t.	t.	PROPN
easat-8563	409	5	h.	h.	PROPN
easat-8563	409	6	h.	h.	PROPN
easat-8563	409	7	aldhyani	aldhyani	PROPN
easat-8563	409	8	and	and	CCONJ
easat-8563	409	9	a.	a.	NOUN
easat-8563	409	10	alzahrani	alzahrani	PROPN
easat-8563	409	11	,	,	PUNCT
easat-8563	409	12	"	"	PUNCT
easat-8563	409	13	framework	framework	NOUN
easat-8563	409	14	for	for	ADP
easat-8563	409	15	predicting	predict	VERB
easat-8563	409	16	and	and	CCONJ
easat-8563	409	17	modeling	model	VERB
easat-8563	409	18	stock	stock	NOUN
easat-8563	409	19	market	market	NOUN
easat-8563	409	20	prices	price	NOUN
easat-8563	409	21	based	base	VERB
easat-8563	409	22	on	on	ADP
easat-8563	409	23	deep	deep	ADJ
easat-8563	409	24	learning	learning	NOUN
easat-8563	409	25	algorithms	algorithm	NOUN
easat-8563	409	26	,	,	PUNCT
easat-8563	409	27	"	"	PUNCT
easat-8563	409	28	electronics	electronic	NOUN
easat-8563	409	29	,	,	PUNCT
easat-8563	409	30	vol	vol	NOUN
easat-8563	409	31	.	.	PROPN
easat-8563	409	32	11	11	NUM
easat-8563	409	33	,	,	PUNCT
easat-8563	409	34	no	no	INTJ
easat-8563	409	35	.	.	NOUN
easat-8563	409	36	19	19	NUM
easat-8563	409	37	,	,	PUNCT
easat-8563	409	38	p.	p.	NOUN
easat-8563	409	39	3149	3149	NUM
easat-8563	409	40	,	,	PUNCT
easat-8563	409	41	2022	2022	NUM
easat-8563	409	42	.	.	PUNCT
easat-8563	410	1	https://doi.org/10.3390/electronics11193149	https://doi.org/10.3390/electronics11193149	NOUN
easat-8563	410	2	[	[	X
easat-8563	410	3	19	19	NUM
easat-8563	410	4	]	]	PUNCT
easat-8563	410	5	a.	a.	NOUN
easat-8563	410	6	bakumenko	bakumenko	NOUN
easat-8563	410	7	and	and	CCONJ
easat-8563	410	8	a.	a.	NOUN
easat-8563	410	9	elragal	elragal	ADJ
easat-8563	410	10	,	,	PUNCT
easat-8563	410	11	"	"	PUNCT
easat-8563	410	12	detecting	detect	VERB
easat-8563	410	13	anomalies	anomaly	NOUN
easat-8563	410	14	in	in	ADP
easat-8563	410	15	financial	financial	ADJ
easat-8563	410	16	data	datum	NOUN
easat-8563	410	17	using	use	VERB
easat-8563	410	18	machine	machine	NOUN
easat-8563	410	19	learning	learning	NOUN
easat-8563	410	20	algorithms	algorithm	NOUN
easat-8563	410	21	,	,	PUNCT
easat-8563	410	22	"	"	PUNCT
easat-8563	410	23	systems	system	NOUN
easat-8563	410	24	,	,	PUNCT
easat-8563	410	25	vol	vol	NOUN
easat-8563	410	26	.	.	PROPN
easat-8563	411	1	10	10	NUM
easat-8563	411	2	,	,	PUNCT
easat-8563	411	3	no	no	INTJ
easat-8563	411	4	.	.	NOUN
easat-8563	411	5	5	5	NUM
easat-8563	411	6	,	,	PUNCT
easat-8563	411	7	p.	p.	NOUN
easat-8563	411	8	130	130	NUM
easat-8563	411	9	,	,	PUNCT
easat-8563	411	10	2022	2022	NUM
easat-8563	411	11	.	.	PUNCT
easat-8563	412	1	https://doi.org/10.3390/systems10050130	https://doi.org/10.3390/systems10050130	PROPN
easat-8563	412	2	[	[	X
easat-8563	412	3	20	20	NUM
easat-8563	412	4	]	]	PUNCT
easat-8563	412	5	x.	x.	PROPN
easat-8563	412	6	shi	shi	PROPN
easat-8563	412	7	,	,	PUNCT
easat-8563	412	8	y.	y.	PROPN
easat-8563	412	9	zhang	zhang	PROPN
easat-8563	412	10	,	,	PUNCT
easat-8563	412	11	m.	m.	PROPN
easat-8563	412	12	yu	yu	PROPN
easat-8563	412	13	,	,	PUNCT
easat-8563	412	14	and	and	CCONJ
easat-8563	412	15	l.	l.	PROPN
easat-8563	412	16	zhang	zhang	PROPN
easat-8563	412	17	,	,	PUNCT
easat-8563	412	18	"	"	PUNCT
easat-8563	412	19	deep	deep	ADJ
easat-8563	412	20	learning	learning	NOUN
easat-8563	412	21	for	for	ADP
easat-8563	412	22	enhanced	enhanced	ADJ
easat-8563	412	23	risk	risk	NOUN
easat-8563	412	24	management	management	NOUN
easat-8563	412	25	:	:	PUNCT
easat-8563	412	26	a	a	DET
easat-8563	412	27	novel	novel	ADJ
easat-8563	412	28	approach	approach	NOUN
easat-8563	412	29	to	to	ADP
easat-8563	412	30	analyzing	analyze	VERB
easat-8563	412	31	financial	financial	ADJ
easat-8563	412	32	reports	report	NOUN
easat-8563	412	33	,	,	PUNCT
easat-8563	412	34	"	"	PUNCT
easat-8563	412	35	peerj	peerj	NOUN
easat-8563	412	36	computer	computer	NOUN
easat-8563	412	37	science	science	NOUN
easat-8563	412	38	,	,	PUNCT
easat-8563	412	39	vol	vol	NOUN
easat-8563	412	40	.	.	PROPN
easat-8563	412	41	11	11	NUM
easat-8563	412	42	,	,	PUNCT
easat-8563	412	43	p.	p.	NOUN
easat-8563	412	44	e2661	e2661	NOUN
easat-8563	412	45	,	,	PUNCT
easat-8563	412	46	2025	2025	NUM
easat-8563	412	47	.	.	PUNCT
easat-8563	413	1	https://doi.org/10.7717/peerj-cs.2661	https://doi.org/10.7717/peerj-cs.2661	PROPN
easat-8563	414	1	[	[	X
easat-8563	414	2	21	21	NUM
easat-8563	414	3	]	]	PUNCT
easat-8563	414	4	s.	s.	PROPN
easat-8563	414	5	k.	k.	PROPN
easat-8563	414	6	hashemi	hashemi	PROPN
easat-8563	414	7	,	,	PUNCT
easat-8563	414	8	s.	s.	PROPN
easat-8563	414	9	l.	l.	PROPN
easat-8563	414	10	mirtaheri	mirtaheri	PROPN
easat-8563	414	11	,	,	PUNCT
easat-8563	414	12	and	and	CCONJ
easat-8563	414	13	s.	s.	PROPN
easat-8563	414	14	greco	greco	PROPN
easat-8563	414	15	,	,	PUNCT
easat-8563	414	16	"	"	PUNCT
easat-8563	414	17	fraud	fraud	NOUN
easat-8563	414	18	detection	detection	NOUN
easat-8563	414	19	in	in	ADP
easat-8563	414	20	banking	banking	NOUN
easat-8563	414	21	data	datum	NOUN
easat-8563	414	22	by	by	ADP
easat-8563	414	23	machine	machine	NOUN
easat-8563	414	24	learning	learn	VERB
easat-8563	414	25	techniques	technique	NOUN
easat-8563	414	26	,	,	PUNCT
easat-8563	414	27	"	"	PUNCT
easat-8563	414	28	ieee	ieee	NOUN
easat-8563	414	29	access	access	NOUN
easat-8563	414	30	,	,	PUNCT
easat-8563	414	31	vol	vol	NOUN
easat-8563	414	32	.	.	PROPN
easat-8563	414	33	11	11	NUM
easat-8563	414	34	,	,	PUNCT
easat-8563	414	35	pp	pp	ADJ
easat-8563	414	36	.	.	PUNCT
easat-8563	414	37	3034	3034	NUM
easat-8563	414	38	-	-	SYM
easat-8563	414	39	3043	3043	NUM
easat-8563	414	40	,	,	PUNCT
easat-8563	414	41	2023	2023	NUM
easat-8563	414	42	.	.	PUNCT
easat-8563	415	1	https://doi.org/10.1109/access.2022.3232287	https://doi.org/10.1109/access.2022.3232287	PROPN
easat-8563	416	1	[	[	X
easat-8563	416	2	22	22	NUM
easat-8563	416	3	]	]	PUNCT
easat-8563	416	4	z.	z.	PROPN
easat-8563	416	5	zhao	zhao	PROPN
easat-8563	416	6	and	and	CCONJ
easat-8563	416	7	t.	t.	PROPN
easat-8563	416	8	bai	bai	PROPN
easat-8563	416	9	,	,	PUNCT
easat-8563	416	10	"	"	PUNCT
easat-8563	416	11	financial	financial	ADJ
easat-8563	416	12	fraud	fraud	NOUN
easat-8563	416	13	detection	detection	NOUN
easat-8563	416	14	and	and	CCONJ
easat-8563	416	15	prediction	prediction	NOUN
easat-8563	416	16	in	in	ADP
easat-8563	416	17	listed	list	VERB
easat-8563	416	18	companies	company	NOUN
easat-8563	416	19	using	use	VERB
easat-8563	416	20	smote	smote	NOUN
easat-8563	416	21	and	and	CCONJ
easat-8563	416	22	machine	machine	NOUN
easat-8563	416	23	learning	learning	NOUN
easat-8563	416	24	algorithms	algorithm	NOUN
easat-8563	416	25	,	,	PUNCT
easat-8563	416	26	"	"	PUNCT
easat-8563	416	27	entropy	entropy	NOUN
easat-8563	416	28	,	,	PUNCT
easat-8563	416	29	vol	vol	NOUN
easat-8563	416	30	.	.	PROPN
easat-8563	416	31	24	24	NUM
easat-8563	416	32	,	,	PUNCT
easat-8563	416	33	no	no	INTJ
easat-8563	416	34	.	.	NOUN
easat-8563	416	35	8	8	NUM
easat-8563	416	36	,	,	PUNCT
easat-8563	416	37	p.	p.	NOUN
easat-8563	416	38	1157	1157	NUM
easat-8563	416	39	,	,	PUNCT
easat-8563	416	40	2022	2022	NUM
easat-8563	416	41	.	.	PUNCT
easat-8563	417	1	https://doi.org/10.3390/e24081157	https://doi.org/10.3390/e24081157	NUM
easat-8563	418	1	[	[	X
easat-8563	418	2	23	23	NUM
easat-8563	418	3	]	]	X
easat-8563	418	4	y.	y.	NOUN
easat-8563	418	5	song	song	PROPN
easat-8563	418	6	and	and	CCONJ
easat-8563	418	7	r.	r.	PROPN
easat-8563	418	8	wu	wu	PROPN
easat-8563	418	9	,	,	PUNCT
easat-8563	418	10	"	"	PUNCT
easat-8563	418	11	the	the	DET
easat-8563	418	12	impact	impact	NOUN
easat-8563	418	13	of	of	ADP
easat-8563	418	14	financial	financial	ADJ
easat-8563	418	15	enterprises	enterprise	NOUN
easat-8563	418	16	’	'	PUNCT
easat-8563	418	17	excessive	excessive	ADJ
easat-8563	418	18	financialization	financialization	NOUN
easat-8563	418	19	risk	risk	NOUN
easat-8563	418	20	assessment	assessment	NOUN
easat-8563	418	21	for	for	ADP
easat-8563	418	22	risk	risk	NOUN
easat-8563	418	23	control	control	NOUN
easat-8563	418	24	based	base	VERB
easat-8563	418	25	on	on	ADP
easat-8563	418	26	data	datum	NOUN
easat-8563	418	27	mining	mining	NOUN
easat-8563	418	28	and	and	CCONJ
easat-8563	418	29	machine	machine	NOUN
easat-8563	418	30	learning	learning	NOUN
easat-8563	418	31	,	,	PUNCT
easat-8563	418	32	"	"	PUNCT
easat-8563	418	33	computational	computational	ADJ
easat-8563	418	34	economics	economic	NOUN
easat-8563	418	35	,	,	PUNCT
easat-8563	418	36	vol	vol	NOUN
easat-8563	418	37	.	.	PROPN
easat-8563	418	38	60	60	NUM
easat-8563	418	39	,	,	PUNCT
easat-8563	418	40	no	no	INTJ
easat-8563	418	41	.	.	NOUN
easat-8563	418	42	4	4	NUM
easat-8563	418	43	,	,	PUNCT
easat-8563	418	44	pp	pp	ADJ
easat-8563	418	45	.	.	PUNCT
easat-8563	418	46	1245	1245	NUM
easat-8563	418	47	-	-	SYM
easat-8563	418	48	1267	1267	NUM
easat-8563	418	49	,	,	PUNCT
easat-8563	418	50	2022	2022	NUM
easat-8563	418	51	.	.	PUNCT
easat-8563	419	1	https://doi.org/10.1007/s10614-021-10135-4	https://doi.org/10.1007/s10614-021-10135-4	X
easat-8563	420	1	[	[	X
easat-8563	420	2	24	24	NUM
easat-8563	420	3	]	]	X
easat-8563	420	4	y.	y.	PROPN
easat-8563	420	5	fan	fan	PROPN
easat-8563	420	6	,	,	PUNCT
easat-8563	420	7	"	"	PUNCT
easat-8563	420	8	research	research	NOUN
easat-8563	420	9	and	and	CCONJ
easat-8563	420	10	empirical	empirical	ADJ
easat-8563	420	11	evidence	evidence	NOUN
easat-8563	420	12	of	of	ADP
easat-8563	420	13	machine	machine	NOUN
easat-8563	420	14	learning	learning	NOUN
easat-8563	420	15	based	base	VERB
easat-8563	420	16	financial	financial	ADJ
easat-8563	420	17	statement	statement	NOUN
easat-8563	420	18	analysis	analysis	NOUN
easat-8563	420	19	methods	method	NOUN
easat-8563	420	20	,	,	PUNCT
easat-8563	420	21	"	"	PUNCT
easat-8563	420	22	scalable	scalable	ADJ
easat-8563	420	23	computing	computing	NOUN
easat-8563	420	24	:	:	PUNCT
easat-8563	420	25	practice	practice	NOUN
easat-8563	420	26	and	and	CCONJ
easat-8563	420	27	experience	experience	NOUN
easat-8563	420	28	,	,	PUNCT
easat-8563	420	29	vol	vol	NOUN
easat-8563	420	30	.	.	PROPN
easat-8563	420	31	25	25	NUM
easat-8563	420	32	,	,	PUNCT
easat-8563	420	33	no	no	INTJ
easat-8563	420	34	.	.	NOUN
easat-8563	420	35	6	6	NUM
easat-8563	420	36	,	,	PUNCT
easat-8563	420	37	pp	pp	ADJ
easat-8563	420	38	.	.	PUNCT
easat-8563	421	1	4693–4701	4693–4701	NOUN
easat-8563	421	2	,	,	PUNCT
easat-8563	421	3	2024	2024	NUM
easat-8563	421	4	.	.	PUNCT
easat-8563	422	1	https://doi.org/10.12694/scpe.v25i6.3284	https://doi.org/10.12694/scpe.v25i6.3284	NOUN
easat-8563	423	1	[	[	X
easat-8563	423	2	25	25	NUM
easat-8563	423	3	]	]	PUNCT
easat-8563	423	4	p.	p.	PROPN
easat-8563	423	5	chakri	chakri	PROPN
easat-8563	423	6	,	,	PUNCT
easat-8563	423	7	s.	s.	PROPN
easat-8563	423	8	pratap	pratap	PROPN
easat-8563	423	9	,	,	PUNCT
easat-8563	423	10	lakshay	lakshay	PROPN
easat-8563	423	11	,	,	PUNCT
easat-8563	423	12	and	and	CCONJ
easat-8563	423	13	s.	s.	PROPN
easat-8563	423	14	k.	k.	PROPN
easat-8563	423	15	gouda	gouda	PROPN
easat-8563	423	16	,	,	PUNCT
easat-8563	423	17	"	"	PUNCT
easat-8563	423	18	an	an	DET
easat-8563	423	19	exploratory	exploratory	ADJ
easat-8563	423	20	data	datum	NOUN
easat-8563	423	21	analysis	analysis	NOUN
easat-8563	423	22	approach	approach	NOUN
easat-8563	423	23	for	for	ADP
easat-8563	423	24	analyzing	analyze	VERB
easat-8563	423	25	financial	financial	ADJ
easat-8563	423	26	accounting	accounting	NOUN
easat-8563	423	27	data	datum	NOUN
easat-8563	423	28	using	use	VERB
easat-8563	423	29	machine	machine	NOUN
easat-8563	423	30	learning	learning	NOUN
easat-8563	423	31	,	,	PUNCT
easat-8563	423	32	"	"	PUNCT
easat-8563	423	33	decision	decision	NOUN
easat-8563	423	34	analytics	analytic	NOUN
easat-8563	423	35	journal	journal	NOUN
easat-8563	423	36	,	,	PUNCT
easat-8563	423	37	vol	vol	NOUN
easat-8563	423	38	.	.	PROPN
easat-8563	423	39	7	7	NUM
easat-8563	423	40	,	,	PUNCT
easat-8563	423	41	p.	p.	NOUN
easat-8563	423	42	100212	100212	NUM
easat-8563	423	43	,	,	PUNCT
easat-8563	423	44	2023	2023	NUM
easat-8563	423	45	.	.	PUNCT
easat-8563	424	1	https://doi.org/10.1016/j.dajour.2023.100212	https://doi.org/10.1016/j.dajour.2023.100212	PROPN
easat-8563	424	2	https://doi.org/10.1080/23311975.2022.2150118	https://doi.org/10.1080/23311975.2022.2150118	PROPN
easat-8563	424	3	https://doi.org/10.1111/auar.12371	https://doi.org/10.1111/auar.12371	PROPN
easat-8563	424	4	https://doi.org/10.3390/ijfs11030115	https://doi.org/10.3390/ijfs11030115	PROPN
easat-8563	424	5	https://doi.org/10.3390/ijfs10030060	https://doi.org/10.3390/ijfs10030060	NOUN
easat-8563	424	6	https://doi.org/10.1057/s41310-022-00145-5	https://doi.org/10.1057/s41310-022-00145-5	NUM
easat-8563	424	7	https://doi.org/10.1080/09638180.2022.2094435	https://doi.org/10.1080/09638180.2022.2094435	PUNCT
easat-8563	424	8	https://doi.org/10.3390/su15118901	https://doi.org/10.3390/su15118901	NOUN
easat-8563	425	1	https://doi.org/10.1111/1475-679x.12429	https://doi.org/10.1111/1475-679x.12429	PROPN
easat-8563	425	2	https://doi.org/10.1111/1475-679x.12429	https://doi.org/10.1111/1475-679x.12429	PROPN
easat-8563	425	3	https://doi.org/10.1038/s41598-025-88734-6	https://doi.org/10.1038/s41598-025-88734-6	VERB
easat-8563	425	4	https://doi.org/10.1007/s10690-025-09522-w	https://doi.org/10.1007/s10690-025-09522-w	PRON
easat-8563	425	5	https://doi.org/10.3390/su15010012	https://doi.org/10.3390/su15010012	PRON
easat-8563	425	6	https://doi.org/10.3390/electronics11193149	https://doi.org/10.3390/electronics11193149	NOUN
easat-8563	425	7	https://doi.org/10.3390/systems10050130	https://doi.org/10.3390/systems10050130	NOUN
easat-8563	425	8	https://doi.org/10.7717/peerj-cs.2661	https://doi.org/10.7717/peerj-cs.2661	PROPN
easat-8563	425	9	https://doi.org/10.1109/access.2022.3232287	https://doi.org/10.1109/access.2022.3232287	PROPN
easat-8563	425	10	https://doi.org/10.3390/e24081157	https://doi.org/10.3390/e24081157	PROPN
easat-8563	425	11	https://doi.org/10.1007/s10614-021-10135-4	https://doi.org/10.1007/s10614-021-10135-4	NUM
easat-8563	425	12	https://doi.org/10.12694/scpe.v25i6.3284	https://doi.org/10.12694/scpe.v25i6.3284	NOUN
easat-8563	425	13	https://doi.org/10.1016/j.dajour.2023.100212	https://doi.org/10.1016/j.dajour.2023.100212	ADV