id	sid	tid	token	lemma	pos
easat-8683	1	1	edelweiss	edelweiss	PROPN
easat-8683	1	2	applied	apply	VERB
easat-8683	1	3	science	science	NOUN
easat-8683	1	4	and	and	CCONJ
easat-8683	1	5	technology	technology	NOUN
easat-8683	1	6	issn	issn	PROPN
easat-8683	1	7	:	:	PUNCT
easat-8683	1	8	2576	2576	NUM
easat-8683	1	9	-	-	SYM
easat-8683	1	10	8484	8484	NUM
easat-8683	1	11	vol	vol	NOUN
easat-8683	1	12	.	.	PROPN
easat-8683	2	1	9	9	NUM
easat-8683	2	2	,	,	PUNCT
easat-8683	2	3	no	no	INTJ
easat-8683	2	4	.	.	NOUN
easat-8683	2	5	7	7	NUM
easat-8683	2	6	,	,	PUNCT
easat-8683	2	7	595	595	NUM
easat-8683	2	8	-	-	SYM
easat-8683	2	9	609	609	NUM
easat-8683	2	10	2025	2025	NUM
easat-8683	2	11	publisher	publisher	NOUN
easat-8683	2	12	:	:	PUNCT
easat-8683	2	13	learning	learn	VERB
easat-8683	2	14	gate	gate	NOUN
easat-8683	2	15	doi	doi	PROPN
easat-8683	2	16	:	:	PUNCT
easat-8683	2	17	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	2	18	©	©	NOUN
easat-8683	2	19	2025	2025	NUM
easat-8683	2	20	by	by	ADP
easat-8683	2	21	the	the	DET
easat-8683	2	22	author	author	NOUN
easat-8683	2	23	;	;	PUNCT
easat-8683	2	24	licensee	licensee	PROPN
easat-8683	2	25	learning	learning	NOUN
easat-8683	2	26	gate	gate	NOUN
easat-8683	2	27	©	©	PROPN
easat-8683	2	28	2025	2025	NUM
easat-8683	2	29	by	by	ADP
easat-8683	2	30	the	the	DET
easat-8683	2	31	author	author	NOUN
easat-8683	2	32	;	;	PUNCT
easat-8683	2	33	licensee	licensee	PROPN
easat-8683	2	34	learning	learning	NOUN
easat-8683	2	35	gate	gate	NOUN
easat-8683	2	36	history	history	NOUN
easat-8683	2	37	:	:	PUNCT
easat-8683	2	38	received	receive	VERB
easat-8683	2	39	:	:	PUNCT
easat-8683	2	40	8	8	NUM
easat-8683	2	41	may	may	PROPN
easat-8683	2	42	2025	2025	NUM
easat-8683	2	43	;	;	PUNCT
easat-8683	2	44	revised	revise	VERB
easat-8683	2	45	:	:	PUNCT
easat-8683	2	46	6	6	NUM
easat-8683	2	47	june	june	PROPN
easat-8683	2	48	2025	2025	NUM
easat-8683	2	49	;	;	PUNCT
easat-8683	2	50	accepted	accept	VERB
easat-8683	2	51	:	:	PUNCT
easat-8683	2	52	10	10	NUM
easat-8683	2	53	june	june	PROPN
easat-8683	2	54	2025	2025	NUM
easat-8683	2	55	;	;	PUNCT
easat-8683	2	56	published	publish	VERB
easat-8683	2	57	:	:	PUNCT
easat-8683	2	58	8	8	NUM
easat-8683	2	59	july	july	PROPN
easat-8683	2	60	2025	2025	NUM
easat-8683	2	61	*	*	PUNCT
easat-8683	2	62	correspondence	correspondence	NOUN
easat-8683	2	63	:	:	PUNCT
easat-8683	2	64	lilili2518@163.com	lilili2518@163.com	X
easat-8683	2	65	financial	financial	ADJ
easat-8683	2	66	crisis	crisis	NOUN
easat-8683	2	67	monitoring	monitoring	NOUN
easat-8683	2	68	and	and	CCONJ
easat-8683	2	69	prevention	prevention	NOUN
easat-8683	2	70	of	of	ADP
easat-8683	2	71	listed	list	VERB
easat-8683	2	72	companies	company	NOUN
easat-8683	2	73	based	base	VERB
easat-8683	2	74	on	on	ADP
easat-8683	2	75	the	the	DET
easat-8683	2	76	internet	internet	NOUN
easat-8683	2	77	of	of	ADP
easat-8683	2	78	things	thing	NOUN
easat-8683	2	79	and	and	CCONJ
easat-8683	2	80	deep	deep	ADJ
easat-8683	2	81	learning	learning	NOUN
easat-8683	2	82	huiying	huiye	VERB
easat-8683	2	83	li1	li1	NOUN
easat-8683	2	84	*	*	NOUN
easat-8683	2	85	1college	1college	NUM
easat-8683	2	86	of	of	ADP
easat-8683	2	87	financial	financial	ADJ
easat-8683	2	88	management	management	NOUN
easat-8683	2	89	,	,	PUNCT
easat-8683	2	90	gingko	gingko	PROPN
easat-8683	2	91	college	college	PROPN
easat-8683	2	92	of	of	ADP
easat-8683	2	93	hospitality	hospitality	PROPN
easat-8683	2	94	management	management	NOUN
easat-8683	2	95	,	,	PUNCT
easat-8683	2	96	chengdu	chengdu	PROPN
easat-8683	2	97	611743	611743	NUM
easat-8683	2	98	,	,	PUNCT
easat-8683	2	99	sichuan	sichuan	PROPN
easat-8683	2	100	,	,	PUNCT
easat-8683	2	101	china	china	PROPN
easat-8683	2	102	;	;	PUNCT
easat-8683	2	103	lilili2518@163.com	lilili2518@163.com	X
easat-8683	2	104	(	(	PUNCT
easat-8683	2	105	h.l	h.l	PROPN
easat-8683	2	106	.	.	PROPN
easat-8683	2	107	)	)	PUNCT
easat-8683	2	108	.	.	PUNCT
easat-8683	3	1	abstract	abstract	ADV
easat-8683	3	2	:	:	PUNCT
easat-8683	3	3	this	this	DET
easat-8683	3	4	study	study	NOUN
easat-8683	3	5	develops	develop	VERB
easat-8683	3	6	a	a	DET
easat-8683	3	7	financial	financial	ADJ
easat-8683	3	8	crisis	crisis	NOUN
easat-8683	3	9	prediction	prediction	NOUN
easat-8683	3	10	and	and	CCONJ
easat-8683	3	11	monitoring	monitor	VERB
easat-8683	3	12	system	system	NOUN
easat-8683	3	13	for	for	ADP
easat-8683	3	14	listed	list	VERB
easat-8683	3	15	companies	company	NOUN
easat-8683	3	16	based	base	VERB
easat-8683	3	17	on	on	ADP
easat-8683	3	18	iot	iot	PROPN
easat-8683	3	19	and	and	CCONJ
easat-8683	3	20	deep	deep	ADJ
easat-8683	3	21	learning	learning	NOUN
easat-8683	3	22	(	(	PUNCT
easat-8683	3	23	dl	dl	INTJ
easat-8683	3	24	)	)	PUNCT
easat-8683	3	25	to	to	PART
easat-8683	3	26	make	make	VERB
easat-8683	3	27	up	up	ADP
easat-8683	3	28	for	for	ADP
easat-8683	3	29	the	the	DET
easat-8683	3	30	lack	lack	NOUN
easat-8683	3	31	of	of	ADP
easat-8683	3	32	real	real	ADJ
easat-8683	3	33	-	-	PUNCT
easat-8683	3	34	time	time	NOUN
easat-8683	3	35	financial	financial	ADJ
easat-8683	3	36	risk	risk	NOUN
easat-8683	3	37	management	management	NOUN
easat-8683	3	38	.	.	PUNCT
easat-8683	4	1	based	base	VERB
easat-8683	4	2	on	on	ADP
easat-8683	4	3	a	a	DET
easat-8683	4	4	multi	multi	ADJ
easat-8683	4	5	-	-	ADJ
easat-8683	4	6	layer	layer	ADJ
easat-8683	4	7	iot	iot	NOUN
easat-8683	4	8	framework	framework	NOUN
easat-8683	4	9	(	(	PUNCT
easat-8683	4	10	perception	perception	NOUN
easat-8683	4	11	layer	layer	NOUN
easat-8683	4	12	,	,	PUNCT
easat-8683	4	13	network	network	NOUN
easat-8683	4	14	layer	layer	NOUN
easat-8683	4	15	,	,	PUNCT
easat-8683	4	16	and	and	CCONJ
easat-8683	4	17	application	application	NOUN
easat-8683	4	18	layer	layer	NOUN
easat-8683	4	19	)	)	PUNCT
easat-8683	4	20	for	for	ADP
easat-8683	4	21	data	data	NOUN
easat-8683	4	22	collection	collection	NOUN
easat-8683	4	23	,	,	PUNCT
easat-8683	4	24	a	a	DET
easat-8683	4	25	hybrid	hybrid	ADJ
easat-8683	4	26	deep	deep	ADJ
easat-8683	4	27	learning	learning	NOUN
easat-8683	4	28	model	model	NOUN
easat-8683	4	29	integrating	integrate	VERB
easat-8683	4	30	convolutional	convolutional	ADJ
easat-8683	4	31	neural	neural	ADJ
easat-8683	4	32	network	network	NOUN
easat-8683	4	33	(	(	PUNCT
easat-8683	4	34	cnn	cnn	PROPN
easat-8683	4	35	)	)	PUNCT
easat-8683	4	36	and	and	CCONJ
easat-8683	4	37	autoencoder	autoencoder	NOUN
easat-8683	4	38	is	be	AUX
easat-8683	4	39	designed	design	VERB
easat-8683	4	40	.	.	PUNCT
easat-8683	5	1	the	the	DET
easat-8683	5	2	model	model	NOUN
easat-8683	5	3	processes	process	VERB
easat-8683	5	4	20	20	NUM
easat-8683	5	5	financial	financial	ADJ
easat-8683	5	6	indicators	indicator	NOUN
easat-8683	5	7	covering	cover	VERB
easat-8683	5	8	the	the	DET
easat-8683	5	9	dimensions	dimension	NOUN
easat-8683	5	10	of	of	ADP
easat-8683	5	11	solvency	solvency	NOUN
easat-8683	5	12	,	,	PUNCT
easat-8683	5	13	profitability	profitability	NOUN
easat-8683	5	14	,	,	PUNCT
easat-8683	5	15	operational	operational	ADJ
easat-8683	5	16	efficiency	efficiency	NOUN
easat-8683	5	17	,	,	PUNCT
easat-8683	5	18	and	and	CCONJ
easat-8683	5	19	crisis	crisis	NOUN
easat-8683	5	20	level	level	NOUN
easat-8683	5	21	.	.	PUNCT
easat-8683	6	1	validated	validate	VERB
easat-8683	6	2	on	on	ADP
easat-8683	6	3	the	the	DET
easat-8683	6	4	k	k	PROPN
easat-8683	6	5	company	company	NOUN
easat-8683	6	6	dataset	dataset	AUX
easat-8683	6	7	,	,	PUNCT
easat-8683	6	8	the	the	DET
easat-8683	6	9	architecture	architecture	NOUN
easat-8683	6	10	reduces	reduce	VERB
easat-8683	6	11	the	the	DET
easat-8683	6	12	features	feature	NOUN
easat-8683	6	13	from	from	ADP
easat-8683	6	14	20	20	NUM
easat-8683	6	15	to	to	PART
easat-8683	6	16	5	5	NUM
easat-8683	6	17	through	through	ADP
easat-8683	6	18	a	a	DET
easat-8683	6	19	hierarchical	hierarchical	ADJ
easat-8683	6	20	structure	structure	NOUN
easat-8683	6	21	,	,	PUNCT
easat-8683	6	22	and	and	CCONJ
easat-8683	6	23	the	the	DET
easat-8683	6	24	prediction	prediction	NOUN
easat-8683	6	25	accuracy	accuracy	NOUN
easat-8683	6	26	reaches	reach	VERB
easat-8683	6	27	90	90	NUM
easat-8683	6	28	%	%	NOUN
easat-8683	6	29	(	(	PUNCT
easat-8683	6	30	2022	2022	NUM
easat-8683	6	31	)	)	PUNCT
easat-8683	6	32	,	,	PUNCT
easat-8683	6	33	94	94	NUM
easat-8683	6	34	%	%	NOUN
easat-8683	6	35	(	(	PUNCT
easat-8683	6	36	2023	2023	NUM
easat-8683	6	37	)	)	PUNCT
easat-8683	6	38	,	,	PUNCT
easat-8683	6	39	and	and	CCONJ
easat-8683	6	40	96	96	NUM
easat-8683	6	41	%	%	NOUN
easat-8683	6	42	(	(	PUNCT
easat-8683	6	43	2024	2024	NUM
easat-8683	6	44	)	)	PUNCT
easat-8683	6	45	,	,	PUNCT
easat-8683	6	46	respectively	respectively	ADV
easat-8683	6	47	.	.	PUNCT
easat-8683	7	1	the	the	DET
easat-8683	7	2	results	result	NOUN
easat-8683	7	3	show	show	VERB
easat-8683	7	4	that	that	SCONJ
easat-8683	7	5	the	the	DET
easat-8683	7	6	accuracy	accuracy	NOUN
easat-8683	7	7	rate	rate	NOUN
easat-8683	7	8	remains	remain	VERB
easat-8683	7	9	above	above	ADP
easat-8683	7	10	90	90	NUM
easat-8683	7	11	%	%	NOUN
easat-8683	7	12	within	within	ADP
easat-8683	7	13	three	three	NUM
easat-8683	7	14	years	year	NOUN
easat-8683	7	15	,	,	PUNCT
easat-8683	7	16	confirming	confirm	VERB
easat-8683	7	17	that	that	SCONJ
easat-8683	7	18	the	the	DET
easat-8683	7	19	iot	iot	PROPN
easat-8683	7	20	-	-	PUNCT
easat-8683	7	21	dl	dl	NOUN
easat-8683	7	22	fusion	fusion	NOUN
easat-8683	7	23	can	can	AUX
easat-8683	7	24	effectively	effectively	ADV
easat-8683	7	25	extract	extract	VERB
easat-8683	7	26	potential	potential	ADJ
easat-8683	7	27	risk	risk	NOUN
easat-8683	7	28	patterns	pattern	NOUN
easat-8683	7	29	and	and	CCONJ
easat-8683	7	30	achieve	achieve	VERB
easat-8683	7	31	early	early	ADJ
easat-8683	7	32	crisis	crisis	NOUN
easat-8683	7	33	detection	detection	NOUN
easat-8683	7	34	.	.	PUNCT
easat-8683	8	1	the	the	DET
easat-8683	8	2	system	system	NOUN
easat-8683	8	3	can	can	AUX
easat-8683	8	4	provide	provide	VERB
easat-8683	8	5	proactive	proactive	ADJ
easat-8683	8	6	financial	financial	ADJ
easat-8683	8	7	protection	protection	NOUN
easat-8683	8	8	,	,	PUNCT
easat-8683	8	9	prompting	prompt	VERB
easat-8683	8	10	enterprises	enterprise	NOUN
easat-8683	8	11	to	to	PART
easat-8683	8	12	adopt	adopt	VERB
easat-8683	8	13	real	real	ADJ
easat-8683	8	14	-	-	PUNCT
easat-8683	8	15	time	time	NOUN
easat-8683	8	16	monitoring	monitoring	NOUN
easat-8683	8	17	,	,	PUNCT
easat-8683	8	18	diversified	diversified	ADJ
easat-8683	8	19	financing	financing	NOUN
easat-8683	8	20	,	,	PUNCT
easat-8683	8	21	and	and	CCONJ
easat-8683	8	22	optimize	optimize	VERB
easat-8683	8	23	cash	cash	NOUN
easat-8683	8	24	flow	flow	NOUN
easat-8683	8	25	.	.	PUNCT
easat-8683	9	1	its	its	PRON
easat-8683	9	2	practical	practical	ADJ
easat-8683	9	3	significance	significance	NOUN
easat-8683	9	4	lies	lie	VERB
easat-8683	9	5	in	in	ADP
easat-8683	9	6	the	the	DET
easat-8683	9	7	ability	ability	NOUN
easat-8683	9	8	to	to	PART
easat-8683	9	9	build	build	VERB
easat-8683	9	10	a	a	DET
easat-8683	9	11	scalable	scalable	ADJ
easat-8683	9	12	risk	risk	NOUN
easat-8683	9	13	warning	warning	NOUN
easat-8683	9	14	framework	framework	NOUN
easat-8683	9	15	for	for	ADP
easat-8683	9	16	data	data	NOUN
easat-8683	9	17	-	-	PUNCT
easat-8683	9	18	driven	drive	VERB
easat-8683	9	19	decision	decision	NOUN
easat-8683	9	20	-	-	PUNCT
easat-8683	9	21	making	making	NOUN
easat-8683	9	22	in	in	ADP
easat-8683	9	23	turbulent	turbulent	ADJ
easat-8683	9	24	markets	market	NOUN
easat-8683	9	25	.	.	PUNCT
easat-8683	10	1	keywords	keyword	NOUN
easat-8683	10	2	:	:	PUNCT
easat-8683	10	3	dl	dl	PROPN
easat-8683	10	4	,	,	PUNCT
easat-8683	10	5	listed	list	VERB
easat-8683	10	6	companies	company	NOUN
easat-8683	10	7	,	,	PUNCT
easat-8683	10	8	financial	financial	ADJ
easat-8683	10	9	crises	crisis	NOUN
easat-8683	10	10	,	,	PUNCT
easat-8683	10	11	internet	internet	NOUN
easat-8683	10	12	of	of	ADP
easat-8683	10	13	things	thing	NOUN
easat-8683	10	14	,	,	PUNCT
easat-8683	10	15	monitoring	monitoring	NOUN
easat-8683	10	16	and	and	CCONJ
easat-8683	10	17	prevention	prevention	NOUN
easat-8683	10	18	.	.	PUNCT
easat-8683	11	1	1	1	X
easat-8683	11	2	.	.	X
easat-8683	11	3	introduction	introduction	NOUN
easat-8683	11	4	in	in	ADP
easat-8683	11	5	recent	recent	ADJ
easat-8683	11	6	years	year	NOUN
easat-8683	11	7	,	,	PUNCT
easat-8683	11	8	the	the	DET
easat-8683	11	9	continuous	continuous	ADJ
easat-8683	11	10	development	development	NOUN
easat-8683	11	11	of	of	ADP
easat-8683	11	12	china	china	PROPN
easat-8683	11	13	’	'	PUNCT
easat-8683	11	14	s	s	PART
easat-8683	11	15	economy	economy	NOUN
easat-8683	11	16	has	have	AUX
easat-8683	11	17	brought	bring	VERB
easat-8683	11	18	new	new	ADJ
easat-8683	11	19	opportunities	opportunity	NOUN
easat-8683	11	20	and	and	CCONJ
easat-8683	11	21	challenges	challenge	NOUN
easat-8683	11	22	to	to	ADP
easat-8683	11	23	listed	list	VERB
easat-8683	11	24	companies	company	NOUN
easat-8683	11	25	in	in	ADP
easat-8683	11	26	terms	term	NOUN
easat-8683	11	27	of	of	ADP
easat-8683	11	28	management	management	NOUN
easat-8683	11	29	and	and	CCONJ
easat-8683	11	30	operation	operation	NOUN
easat-8683	11	31	and	and	CCONJ
easat-8683	11	32	also	also	ADV
easat-8683	11	33	endowed	endow	VERB
easat-8683	11	34	listed	list	VERB
easat-8683	11	35	companies	company	NOUN
easat-8683	11	36	with	with	ADP
easat-8683	11	37	new	new	ADJ
easat-8683	11	38	connotations	connotation	NOUN
easat-8683	11	39	of	of	ADP
easat-8683	11	40	financial	financial	ADJ
easat-8683	11	41	management	management	NOUN
easat-8683	11	42	,	,	PUNCT
easat-8683	11	43	gradually	gradually	ADV
easat-8683	11	44	changing	change	VERB
easat-8683	11	45	their	their	PRON
easat-8683	11	46	initial	initial	ADJ
easat-8683	11	47	business	business	NOUN
easat-8683	11	48	decisions	decision	NOUN
easat-8683	11	49	and	and	CCONJ
easat-8683	11	50	strategic	strategic	ADJ
easat-8683	11	51	transformation	transformation	NOUN
easat-8683	11	52	.	.	PUNCT
easat-8683	12	1	since	since	SCONJ
easat-8683	12	2	the	the	DET
easat-8683	12	3	establishment	establishment	NOUN
easat-8683	12	4	and	and	CCONJ
easat-8683	12	5	continuous	continuous	ADJ
easat-8683	12	6	improvement	improvement	NOUN
easat-8683	12	7	of	of	ADP
easat-8683	12	8	china	china	PROPN
easat-8683	12	9	’s	’s	PART
easat-8683	12	10	socialist	socialist	ADJ
easat-8683	12	11	market	market	NOUN
easat-8683	12	12	economy	economy	NOUN
easat-8683	12	13	after	after	ADP
easat-8683	12	14	the	the	DET
easat-8683	12	15	reform	reform	NOUN
easat-8683	12	16	and	and	CCONJ
easat-8683	12	17	opening	opening	NOUN
easat-8683	12	18	up	up	ADP
easat-8683	12	19	,	,	PUNCT
easat-8683	12	20	listed	list	VERB
easat-8683	12	21	companies	company	NOUN
easat-8683	12	22	must	must	AUX
easat-8683	12	23	face	face	VERB
easat-8683	12	24	increasingly	increasingly	ADV
easat-8683	12	25	complex	complex	ADJ
easat-8683	12	26	challenges	challenge	NOUN
easat-8683	12	27	and	and	CCONJ
easat-8683	12	28	crises	crisis	NOUN
easat-8683	12	29	if	if	SCONJ
easat-8683	12	30	they	they	PRON
easat-8683	12	31	still	still	ADV
easat-8683	12	32	hope	hope	VERB
easat-8683	12	33	to	to	PART
easat-8683	12	34	have	have	VERB
easat-8683	12	35	their	their	PRON
easat-8683	12	36	own	own	ADJ
easat-8683	12	37	foundation	foundation	NOUN
easat-8683	12	38	in	in	ADP
easat-8683	12	39	the	the	DET
easat-8683	12	40	fierce	fierce	ADJ
easat-8683	12	41	market	market	NOUN
easat-8683	12	42	competition	competition	NOUN
easat-8683	12	43	and	and	CCONJ
easat-8683	12	44	hope	hope	VERB
easat-8683	12	45	to	to	PART
easat-8683	12	46	exist	exist	VERB
easat-8683	12	47	and	and	CCONJ
easat-8683	12	48	develop	develop	VERB
easat-8683	12	49	for	for	ADP
easat-8683	12	50	a	a	DET
easat-8683	12	51	long	long	ADJ
easat-8683	12	52	time	time	NOUN
easat-8683	12	53	.	.	PUNCT
easat-8683	13	1	in	in	ADP
easat-8683	13	2	the	the	DET
easat-8683	13	3	production	production	NOUN
easat-8683	13	4	and	and	CCONJ
easat-8683	13	5	operation	operation	NOUN
easat-8683	13	6	process	process	NOUN
easat-8683	13	7	of	of	ADP
easat-8683	13	8	the	the	DET
easat-8683	13	9	whole	whole	ADJ
easat-8683	13	10	enterprise	enterprise	NOUN
easat-8683	13	11	,	,	PUNCT
easat-8683	13	12	the	the	DET
easat-8683	13	13	most	most	ADV
easat-8683	13	14	important	important	ADJ
easat-8683	13	15	thing	thing	NOUN
easat-8683	13	16	is	be	AUX
easat-8683	13	17	the	the	DET
easat-8683	13	18	monitoring	monitoring	NOUN
easat-8683	13	19	and	and	CCONJ
easat-8683	13	20	management	management	NOUN
easat-8683	13	21	of	of	ADP
easat-8683	13	22	financial	financial	ADJ
easat-8683	13	23	crises	crisis	NOUN
easat-8683	13	24	.	.	PUNCT
easat-8683	14	1	financial	financial	ADJ
easat-8683	14	2	management	management	NOUN
easat-8683	14	3	extends	extend	VERB
easat-8683	14	4	to	to	ADP
easat-8683	14	5	all	all	DET
easat-8683	14	6	business	business	NOUN
easat-8683	14	7	scopes	scope	NOUN
easat-8683	14	8	of	of	ADP
easat-8683	14	9	the	the	DET
easat-8683	14	10	company	company	NOUN
easat-8683	14	11	,	,	PUNCT
easat-8683	14	12	and	and	CCONJ
easat-8683	14	13	financial	financial	ADJ
easat-8683	14	14	crises	crisis	NOUN
easat-8683	14	15	have	have	AUX
easat-8683	14	16	become	become	VERB
easat-8683	14	17	the	the	DET
easat-8683	14	18	main	main	ADJ
easat-8683	14	19	crises	crisis	NOUN
easat-8683	14	20	faced	face	VERB
easat-8683	14	21	by	by	ADP
easat-8683	14	22	the	the	DET
easat-8683	14	23	company	company	NOUN
easat-8683	14	24	,	,	PUNCT
easat-8683	14	25	among	among	ADP
easat-8683	14	26	which	which	PRON
easat-8683	14	27	the	the	DET
easat-8683	14	28	main	main	ADJ
easat-8683	14	29	crises	crisis	NOUN
easat-8683	14	30	are	be	AUX
easat-8683	14	31	production	production	NOUN
easat-8683	14	32	,	,	PUNCT
easat-8683	14	33	investment	investment	NOUN
easat-8683	14	34	,	,	PUNCT
easat-8683	14	35	internal	internal	ADJ
easat-8683	14	36	management	management	NOUN
easat-8683	14	37	,	,	PUNCT
easat-8683	14	38	and	and	CCONJ
easat-8683	14	39	technology	technology	NOUN
easat-8683	14	40	.	.	PUNCT
easat-8683	15	1	in	in	ADP
easat-8683	15	2	the	the	DET
easat-8683	15	3	modern	modern	ADJ
easat-8683	15	4	market	market	NOUN
easat-8683	15	5	economy	economy	NOUN
easat-8683	15	6	environment	environment	NOUN
easat-8683	15	7	,	,	PUNCT
easat-8683	15	8	monitoring	monitor	VERB
easat-8683	15	9	and	and	CCONJ
easat-8683	15	10	preventing	prevent	VERB
easat-8683	15	11	financial	financial	ADJ
easat-8683	15	12	crises	crisis	NOUN
easat-8683	15	13	has	have	AUX
easat-8683	15	14	become	become	VERB
easat-8683	15	15	an	an	DET
easat-8683	15	16	important	important	ADJ
easat-8683	15	17	task	task	NOUN
easat-8683	15	18	for	for	ADP
easat-8683	15	19	enterprises	enterprise	NOUN
easat-8683	15	20	,	,	PUNCT
easat-8683	15	21	and	and	CCONJ
easat-8683	15	22	the	the	DET
easat-8683	15	23	consequences	consequence	NOUN
easat-8683	15	24	of	of	ADP
easat-8683	15	25	financial	financial	ADJ
easat-8683	15	26	crises	crisis	NOUN
easat-8683	15	27	directly	directly	ADV
easat-8683	15	28	threaten	threaten	VERB
easat-8683	15	29	the	the	DET
easat-8683	15	30	survival	survival	NOUN
easat-8683	15	31	and	and	CCONJ
easat-8683	15	32	further	further	ADJ
easat-8683	15	33	development	development	NOUN
easat-8683	15	34	of	of	ADP
easat-8683	15	35	enterprises	enterprise	NOUN
easat-8683	15	36	,	,	PUNCT
easat-8683	15	37	which	which	PRON
easat-8683	15	38	should	should	AUX
easat-8683	15	39	be	be	AUX
easat-8683	15	40	assessed	assess	VERB
easat-8683	15	41	by	by	ADP
easat-8683	15	42	every	every	DET
easat-8683	15	43	employee	employee	NOUN
easat-8683	15	44	of	of	ADP
easat-8683	15	45	the	the	DET
easat-8683	15	46	business	business	NOUN
easat-8683	15	47	.	.	PUNCT
easat-8683	16	1	listed	list	VERB
easat-8683	16	2	companies	company	NOUN
easat-8683	16	3	strengthen	strengthen	VERB
easat-8683	16	4	their	their	PRON
easat-8683	16	5	understanding	understanding	NOUN
easat-8683	16	6	and	and	CCONJ
easat-8683	16	7	control	control	NOUN
easat-8683	16	8	of	of	ADP
easat-8683	16	9	economic	economic	ADJ
easat-8683	16	10	crises	crisis	NOUN
easat-8683	16	11	to	to	PART
easat-8683	16	12	promote	promote	VERB
easat-8683	16	13	the	the	DET
easat-8683	16	14	healthy	healthy	ADJ
easat-8683	16	15	and	and	CCONJ
easat-8683	16	16	stable	stable	ADJ
easat-8683	16	17	development	development	NOUN
easat-8683	16	18	of	of	ADP
easat-8683	16	19	their	their	PRON
easat-8683	16	20	businesses	business	NOUN
easat-8683	16	21	.	.	PUNCT
easat-8683	17	1	in	in	ADP
easat-8683	17	2	today	today	NOUN
easat-8683	17	3	’	'	PUNCT
easat-8683	17	4	s	s	PART
easat-8683	17	5	diversified	diversify	VERB
easat-8683	17	6	economic	economic	ADJ
easat-8683	17	7	development	development	NOUN
easat-8683	17	8	,	,	PUNCT
easat-8683	17	9	how	how	SCONJ
easat-8683	17	10	to	to	PART
easat-8683	17	11	control	control	VERB
easat-8683	17	12	financial	financial	ADJ
easat-8683	17	13	crises	crisis	NOUN
easat-8683	17	14	in	in	ADP
easat-8683	17	15	the	the	DET
easat-8683	17	16	company	company	NOUN
easat-8683	17	17	’	'	PUNCT
easat-8683	17	18	s	s	PART
easat-8683	17	19	project	project	NOUN
easat-8683	17	20	decision	decision	NOUN
easat-8683	17	21	-	-	PUNCT
easat-8683	17	22	making	making	NOUN
easat-8683	17	23	has	have	VERB
easat-8683	17	24	far	far	ADV
easat-8683	17	25	-	-	PUNCT
easat-8683	17	26	reaching	reach	VERB
easat-8683	17	27	significance	significance	NOUN
easat-8683	17	28	for	for	ADP
easat-8683	17	29	the	the	DET
easat-8683	17	30	development	development	NOUN
easat-8683	17	31	and	and	CCONJ
easat-8683	17	32	expansion	expansion	NOUN
easat-8683	17	33	of	of	ADP
easat-8683	17	34	the	the	DET
easat-8683	17	35	company	company	NOUN
easat-8683	17	36	’	'	PUNCT
easat-8683	17	37	s	s	PART
easat-8683	17	38	operation	operation	NOUN
easat-8683	17	39	.	.	PUNCT
easat-8683	18	1	nowdays	nowdays	PROPN
easat-8683	18	2	,	,	PUNCT
easat-8683	18	3	dl	dl	PROPN
easat-8683	18	4	has	have	AUX
easat-8683	18	5	been	be	AUX
easat-8683	18	6	a	a	DET
easat-8683	18	7	hot	hot	ADJ
easat-8683	18	8	topic	topic	NOUN
easat-8683	18	9	in	in	ADP
easat-8683	18	10	the	the	DET
easat-8683	18	11	computer	computer	NOUN
easat-8683	18	12	field	field	NOUN
easat-8683	18	13	.	.	PUNCT
easat-8683	19	1	with	with	ADP
easat-8683	19	2	the	the	DET
easat-8683	19	3	gradual	gradual	ADJ
easat-8683	19	4	improvement	improvement	NOUN
easat-8683	19	5	of	of	ADP
easat-8683	19	6	computer	computer	NOUN
easat-8683	19	7	hardware	hardware	NOUN
easat-8683	19	8	equipment	equipment	NOUN
easat-8683	19	9	and	and	CCONJ
easat-8683	19	10	computing	computing	NOUN
easat-8683	19	11	power	power	NOUN
easat-8683	19	12	,	,	PUNCT
easat-8683	19	13	dl	dl	PROPN
easat-8683	19	14	technology	technology	PROPN
easat-8683	19	15	has	have	AUX
easat-8683	19	16	also	also	ADV
easat-8683	19	17	made	make	VERB
easat-8683	19	18	great	great	ADJ
easat-8683	19	19	progress	progress	NOUN
easat-8683	19	20	.	.	PUNCT
easat-8683	20	1	mature	mature	VERB
easat-8683	20	2	dl	dl	PROPN
easat-8683	20	3	models	model	NOUN
easat-8683	20	4	and	and	CCONJ
easat-8683	20	5	applications	application	NOUN
easat-8683	20	6	have	have	AUX
easat-8683	20	7	emerged	emerge	VERB
easat-8683	20	8	in	in	ADP
easat-8683	20	9	the	the	DET
easat-8683	20	10	fields	field	NOUN
easat-8683	20	11	of	of	ADP
easat-8683	20	12	language	language	NOUN
easat-8683	20	13	processing	process	VERB
easat-8683	20	14	596	596	NUM
easat-8683	20	15	edelweiss	edelweiss	PROPN
easat-8683	20	16	applied	apply	VERB
easat-8683	20	17	science	science	NOUN
easat-8683	20	18	and	and	CCONJ
easat-8683	20	19	technology	technology	NOUN
easat-8683	20	20	issn	issn	PROPN
easat-8683	20	21	:	:	PUNCT
easat-8683	20	22	2576	2576	NUM
easat-8683	20	23	-	-	SYM
easat-8683	20	24	8484	8484	NUM
easat-8683	20	25	vol	vol	NOUN
easat-8683	20	26	.	.	PROPN
easat-8683	21	1	9	9	NUM
easat-8683	21	2	,	,	PUNCT
easat-8683	21	3	no	no	INTJ
easat-8683	21	4	.	.	NOUN
easat-8683	22	1	7	7	NUM
easat-8683	22	2	:	:	SYM
easat-8683	22	3	595	595	NUM
easat-8683	22	4	-	-	SYM
easat-8683	22	5	609	609	NUM
easat-8683	22	6	,	,	PUNCT
easat-8683	22	7	2025	2025	NUM
easat-8683	22	8	doi	doi	NOUN
easat-8683	22	9	:	:	PUNCT
easat-8683	22	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	22	11	©	©	NOUN
easat-8683	22	12	2025	2025	NUM
easat-8683	22	13	by	by	ADP
easat-8683	22	14	the	the	DET
easat-8683	22	15	author	author	NOUN
easat-8683	22	16	;	;	PUNCT
easat-8683	22	17	licensee	licensee	NOUN
easat-8683	22	18	learning	learning	NOUN
easat-8683	22	19	gate	gate	NOUN
easat-8683	22	20	and	and	CCONJ
easat-8683	22	21	target	target	NOUN
easat-8683	22	22	detection	detection	NOUN
easat-8683	22	23	.	.	PUNCT
easat-8683	23	1	simultaneously	simultaneously	ADV
easat-8683	23	2	,	,	PUNCT
easat-8683	23	3	since	since	SCONJ
easat-8683	23	4	the	the	DET
easat-8683	23	5	idea	idea	NOUN
easat-8683	23	6	of	of	ADP
easat-8683	23	7	the	the	DET
easat-8683	23	8	internet	internet	NOUN
easat-8683	23	9	of	of	ADP
easat-8683	23	10	things	thing	NOUN
easat-8683	23	11	was	be	AUX
easat-8683	23	12	first	first	ADV
easat-8683	23	13	mentioned	mention	VERB
easat-8683	23	14	in	in	ADP
easat-8683	23	15	1999	1999	NUM
easat-8683	23	16	,	,	PUNCT
easat-8683	23	17	its	its	PRON
easat-8683	23	18	application	application	NOUN
easat-8683	23	19	scenarios	scenario	NOUN
easat-8683	23	20	have	have	AUX
easat-8683	23	21	become	become	VERB
easat-8683	23	22	more	more	ADV
easat-8683	23	23	and	and	CCONJ
easat-8683	23	24	more	more	ADV
easat-8683	23	25	common	common	ADJ
easat-8683	23	26	in	in	ADP
easat-8683	23	27	real	real	ADJ
easat-8683	23	28	life	life	NOUN
easat-8683	23	29	.	.	PUNCT
easat-8683	24	1	it	it	PRON
easat-8683	24	2	is	be	AUX
easat-8683	24	3	of	of	ADP
easat-8683	24	4	great	great	ADJ
easat-8683	24	5	significance	significance	NOUN
easat-8683	24	6	for	for	ADP
easat-8683	24	7	the	the	DET
easat-8683	24	8	strategic	strategic	ADJ
easat-8683	24	9	arrangement	arrangement	NOUN
easat-8683	24	10	of	of	ADP
easat-8683	24	11	the	the	DET
easat-8683	24	12	internet	internet	NOUN
easat-8683	24	13	of	of	ADP
easat-8683	24	14	things	thing	NOUN
easat-8683	24	15	system	system	NOUN
easat-8683	24	16	and	and	CCONJ
easat-8683	24	17	the	the	DET
easat-8683	24	18	guidance	guidance	NOUN
easat-8683	24	19	of	of	ADP
easat-8683	24	20	real	real	ADJ
easat-8683	24	21	life	life	NOUN
easat-8683	24	22	.	.	PUNCT
easat-8683	25	1	based	base	VERB
easat-8683	25	2	on	on	ADP
easat-8683	25	3	the	the	DET
easat-8683	25	4	internet	internet	NOUN
easat-8683	25	5	of	of	ADP
easat-8683	25	6	things	thing	NOUN
easat-8683	25	7	and	and	CCONJ
easat-8683	25	8	dl	dl	PROPN
easat-8683	25	9	methods	method	NOUN
easat-8683	25	10	,	,	PUNCT
easat-8683	25	11	there	there	PRON
easat-8683	25	12	are	be	VERB
easat-8683	25	13	few	few	ADJ
easat-8683	25	14	restrictions	restriction	NOUN
easat-8683	25	15	on	on	ADP
easat-8683	25	16	the	the	DET
easat-8683	25	17	problem	problem	NOUN
easat-8683	25	18	to	to	PART
easat-8683	25	19	be	be	AUX
easat-8683	25	20	solved	solve	VERB
easat-8683	25	21	,	,	PUNCT
easat-8683	25	22	so	so	CCONJ
easat-8683	25	23	it	it	PRON
easat-8683	25	24	has	have	VERB
easat-8683	25	25	a	a	DET
easat-8683	25	26	wide	wide	ADJ
easat-8683	25	27	range	range	NOUN
easat-8683	25	28	of	of	ADP
easat-8683	25	29	applications	application	NOUN
easat-8683	25	30	in	in	ADP
easat-8683	25	31	the	the	DET
easat-8683	25	32	financial	financial	ADJ
easat-8683	25	33	crisis	crisis	NOUN
easat-8683	25	34	monitoring	monitoring	NOUN
easat-8683	25	35	and	and	CCONJ
easat-8683	25	36	prevention	prevention	NOUN
easat-8683	25	37	of	of	ADP
easat-8683	25	38	listed	list	VERB
easat-8683	25	39	companies	company	NOUN
easat-8683	25	40	.	.	PUNCT
easat-8683	26	1	in	in	ADP
easat-8683	26	2	recent	recent	ADJ
easat-8683	26	3	years	year	NOUN
easat-8683	26	4	,	,	PUNCT
easat-8683	26	5	scholars	scholar	NOUN
easat-8683	26	6	have	have	AUX
easat-8683	26	7	used	use	VERB
easat-8683	26	8	dl	dl	PROPN
easat-8683	26	9	to	to	PART
easat-8683	26	10	solve	solve	VERB
easat-8683	26	11	corporate	corporate	ADJ
easat-8683	26	12	financial	financial	ADJ
easat-8683	26	13	problems	problem	NOUN
easat-8683	26	14	,	,	PUNCT
easat-8683	26	15	but	but	CCONJ
easat-8683	26	16	there	there	PRON
easat-8683	26	17	are	be	VERB
easat-8683	26	18	relatively	relatively	ADV
easat-8683	26	19	few	few	ADJ
easat-8683	26	20	applications	application	NOUN
easat-8683	26	21	and	and	CCONJ
easat-8683	26	22	researches	research	VERB
easat-8683	26	23	on	on	ADP
easat-8683	26	24	the	the	DET
easat-8683	26	25	internet	internet	NOUN
easat-8683	26	26	of	of	ADP
easat-8683	26	27	things	thing	NOUN
easat-8683	26	28	in	in	ADP
easat-8683	26	29	this	this	DET
easat-8683	26	30	area	area	NOUN
easat-8683	26	31	.	.	PUNCT
easat-8683	27	1	therefore	therefore	ADV
easat-8683	27	2	,	,	PUNCT
easat-8683	27	3	this	this	DET
easat-8683	27	4	paper	paper	NOUN
easat-8683	27	5	applies	apply	VERB
easat-8683	27	6	the	the	DET
easat-8683	27	7	improved	improved	ADJ
easat-8683	27	8	internet	internet	NOUN
easat-8683	27	9	of	of	ADP
easat-8683	27	10	things	thing	NOUN
easat-8683	27	11	to	to	ADP
easat-8683	27	12	the	the	DET
easat-8683	27	13	research	research	NOUN
easat-8683	27	14	of	of	ADP
easat-8683	27	15	monitoring	monitoring	NOUN
easat-8683	27	16	and	and	CCONJ
easat-8683	27	17	preventing	prevent	VERB
easat-8683	27	18	corporate	corporate	ADJ
easat-8683	27	19	financial	financial	ADJ
easat-8683	27	20	crises	crisis	NOUN
easat-8683	27	21	,	,	PUNCT
easat-8683	27	22	which	which	PRON
easat-8683	27	23	has	have	VERB
easat-8683	27	24	both	both	CCONJ
easat-8683	27	25	theoretical	theoretical	ADJ
easat-8683	27	26	and	and	CCONJ
easat-8683	27	27	practical	practical	ADJ
easat-8683	27	28	significance	significance	NOUN
easat-8683	27	29	.	.	PUNCT
easat-8683	28	1	with	with	ADP
easat-8683	28	2	the	the	DET
easat-8683	28	3	advancement	advancement	NOUN
easat-8683	28	4	of	of	ADP
easat-8683	28	5	society	society	NOUN
easat-8683	28	6	,	,	PUNCT
easat-8683	28	7	more	more	ADJ
easat-8683	28	8	and	and	CCONJ
easat-8683	28	9	more	more	ADJ
easat-8683	28	10	people	people	NOUN
easat-8683	28	11	have	have	AUX
easat-8683	28	12	studied	study	VERB
easat-8683	28	13	the	the	DET
easat-8683	28	14	internet	internet	NOUN
easat-8683	28	15	of	of	ADP
easat-8683	28	16	things	thing	NOUN
easat-8683	28	17	.	.	PUNCT
easat-8683	29	1	among	among	ADP
easat-8683	29	2	them	they	PRON
easat-8683	29	3	,	,	PUNCT
easat-8683	29	4	dohler	dohler	PROPN
easat-8683	29	5	,	,	PUNCT
easat-8683	29	6	et	et	PROPN
easat-8683	29	7	al	al	PROPN
easat-8683	29	8	.	.	PUNCT
easat-8683	30	1	[	[	X
easat-8683	30	2	1	1	X
easat-8683	30	3	]	]	PUNCT
easat-8683	30	4	studied	study	VERB
easat-8683	30	5	the	the	DET
easat-8683	30	6	application	application	NOUN
easat-8683	30	7	of	of	ADP
easat-8683	30	8	iot	iot	ADJ
easat-8683	30	9	technology	technology	NOUN
easat-8683	30	10	in	in	ADP
easat-8683	30	11	the	the	DET
easat-8683	30	12	construction	construction	NOUN
easat-8683	30	13	industry	industry	NOUN
easat-8683	30	14	and	and	CCONJ
easat-8683	30	15	business	business	NOUN
easat-8683	30	16	model	model	NOUN
easat-8683	30	17	construction	construction	NOUN
easat-8683	30	18	in	in	ADP
easat-8683	30	19	the	the	DET
easat-8683	30	20	5	5	NUM
easat-8683	30	21	g	g	NOUN
easat-8683	30	22	network	network	NOUN
easat-8683	30	23	environment	environment	NOUN
easat-8683	30	24	dohler	dohler	NOUN
easat-8683	30	25	,	,	PUNCT
easat-8683	30	26	et	et	PROPN
easat-8683	30	27	al	al	PROPN
easat-8683	30	28	.	.	PUNCT
easat-8683	31	1	[	[	X
easat-8683	31	2	1	1	X
easat-8683	31	3	]	]	PUNCT
easat-8683	31	4	and	and	CCONJ
easat-8683	31	5	proposed	propose	VERB
easat-8683	31	6	the	the	DET
easat-8683	31	7	flexible	flexible	ADJ
easat-8683	31	8	application	application	NOUN
easat-8683	31	9	of	of	ADP
easat-8683	31	10	iot	iot	NOUN
easat-8683	31	11	.	.	PUNCT
easat-8683	32	1	while	while	SCONJ
easat-8683	32	2	rathore	rathore	PROPN
easat-8683	32	3	,	,	PUNCT
easat-8683	32	4	et	et	PROPN
easat-8683	32	5	al	al	PROPN
easat-8683	32	6	.	.	PUNCT
easat-8683	33	1	[	[	X
easat-8683	33	2	2	2	NUM
easat-8683	33	3	]	]	PUNCT
easat-8683	33	4	believed	believe	VERB
easat-8683	33	5	that	that	SCONJ
easat-8683	33	6	iot	iot	PROPN
easat-8683	33	7	technology	technology	NOUN
easat-8683	33	8	provided	provide	VERB
easat-8683	33	9	a	a	DET
easat-8683	33	10	way	way	NOUN
easat-8683	33	11	to	to	PART
easat-8683	33	12	integrate	integrate	VERB
easat-8683	33	13	and	and	CCONJ
easat-8683	33	14	share	share	VERB
easat-8683	33	15	common	common	ADJ
easat-8683	33	16	communication	communication	NOUN
easat-8683	33	17	media	medium	NOUN
easat-8683	33	18	,	,	PUNCT
easat-8683	33	19	he	he	PRON
easat-8683	33	20	proposed	propose	VERB
easat-8683	33	21	an	an	DET
easat-8683	33	22	iot	iot	NOUN
easat-8683	33	23	-	-	PUNCT
easat-8683	33	24	based	base	VERB
easat-8683	33	25	combined	combined	ADJ
easat-8683	33	26	system	system	NOUN
easat-8683	33	27	for	for	ADP
easat-8683	33	28	smart	smart	ADJ
easat-8683	33	29	city	city	NOUN
easat-8683	33	30	development	development	NOUN
easat-8683	33	31	and	and	CCONJ
easat-8683	33	32	urban	urban	ADJ
easat-8683	33	33	planning	planning	NOUN
easat-8683	33	34	using	use	VERB
easat-8683	33	35	big	big	ADJ
easat-8683	33	36	data	datum	NOUN
easat-8683	33	37	analysis	analysis	NOUN
easat-8683	33	38	.	.	PUNCT
easat-8683	34	1	additionally	additionally	ADV
easat-8683	34	2	,	,	PUNCT
easat-8683	34	3	he	he	PRON
easat-8683	34	4	proposed	propose	VERB
easat-8683	34	5	a	a	DET
easat-8683	34	6	complete	complete	ADJ
easat-8683	34	7	system	system	NOUN
easat-8683	34	8	consisting	consist	VERB
easat-8683	34	9	of	of	ADP
easat-8683	34	10	various	various	ADJ
easat-8683	34	11	types	type	NOUN
easat-8683	34	12	of	of	ADP
easat-8683	34	13	sensor	sensor	NOUN
easat-8683	34	14	deployments	deployment	NOUN
easat-8683	34	15	,	,	PUNCT
easat-8683	34	16	including	include	VERB
easat-8683	34	17	smart	smart	ADJ
easat-8683	34	18	home	home	NOUN
easat-8683	34	19	sensors	sensor	NOUN
easat-8683	34	20	,	,	PUNCT
easat-8683	34	21	invehicle	invehicle	NOUN
easat-8683	34	22	networks	network	NOUN
easat-8683	34	23	,	,	PUNCT
easat-8683	34	24	weather	weather	NOUN
easat-8683	34	25	and	and	CCONJ
easat-8683	34	26	water	water	NOUN
easat-8683	34	27	sensors	sensor	NOUN
easat-8683	34	28	,	,	PUNCT
easat-8683	34	29	smart	smart	ADJ
easat-8683	34	30	parking	parking	NOUN
easat-8683	34	31	sensors	sensor	NOUN
easat-8683	34	32	,	,	PUNCT
easat-8683	34	33	and	and	CCONJ
easat-8683	34	34	monitored	monitor	VERB
easat-8683	34	35	objects	object	NOUN
easat-8683	34	36	rathore	rathore	PROPN
easat-8683	34	37	,	,	PUNCT
easat-8683	34	38	et	et	PROPN
easat-8683	34	39	al	al	PROPN
easat-8683	34	40	.	.	PUNCT
easat-8683	35	1	[	[	X
easat-8683	35	2	2	2	NUM
easat-8683	35	3	]	]	PUNCT
easat-8683	35	4	.	.	PUNCT
easat-8683	36	1	singh	singh	PROPN
easat-8683	36	2	,	,	PUNCT
easat-8683	36	3	et	et	PROPN
easat-8683	36	4	al	al	PROPN
easat-8683	36	5	.	.	PUNCT
easat-8683	37	1	[	[	X
easat-8683	37	2	3	3	X
easat-8683	37	3	]	]	PUNCT
easat-8683	37	4	proposed	propose	VERB
easat-8683	37	5	that	that	SCONJ
easat-8683	37	6	to	to	PART
easat-8683	37	7	accomplish	accomplish	VERB
easat-8683	37	8	the	the	DET
easat-8683	37	9	open	open	ADJ
easat-8683	37	10	vision	vision	NOUN
easat-8683	37	11	of	of	ADP
easat-8683	37	12	everywhere	everywhere	ADV
easat-8683	37	13	computing	computing	NOUN
easat-8683	37	14	supported	support	VERB
easat-8683	37	15	by	by	ADP
easat-8683	37	16	the	the	DET
easat-8683	37	17	“	"	PUNCT
easat-8683	37	18	the	the	DET
easat-8683	37	19	internet	internet	NOUN
easat-8683	37	20	of	of	ADP
easat-8683	37	21	things	thing	NOUN
easat-8683	37	22	”	"	PUNCT
easat-8683	37	23	(	(	PUNCT
easat-8683	37	24	iot	iot	NOUN
easat-8683	37	25	)	)	PUNCT
easat-8683	37	26	,	,	PUNCT
easat-8683	37	27	it	it	PRON
easat-8683	37	28	is	be	AUX
easat-8683	37	29	necessary	necessary	ADJ
easat-8683	37	30	to	to	PART
easat-8683	37	31	decomposite	decomposite	VERB
easat-8683	37	32	the	the	DET
easat-8683	37	33	silos	silo	NOUN
easat-8683	37	34	based	base	VERB
easat-8683	37	35	on	on	ADP
easat-8683	37	36	applications	application	NOUN
easat-8683	37	37	and	and	CCONJ
easat-8683	37	38	technologies	technology	NOUN
easat-8683	37	39	to	to	PART
easat-8683	37	40	support	support	VERB
easat-8683	37	41	extensive	extensive	ADJ
easat-8683	37	42	connectivity	connectivity	NOUN
easat-8683	37	43	and	and	CCONJ
easat-8683	37	44	data	datum	NOUN
easat-8683	37	45	sharing	sharing	NOUN
easat-8683	37	46	.	.	PUNCT
easat-8683	38	1	the	the	DET
easat-8683	38	2	current	current	ADJ
easat-8683	38	3	state	state	NOUN
easat-8683	38	4	of	of	ADP
easat-8683	38	5	cloud	cloud	NOUN
easat-8683	38	6	-	-	PUNCT
easat-8683	38	7	enabled	enable	VERB
easat-8683	38	8	iot	iot	NOUN
easat-8683	38	9	is	be	AUX
easat-8683	38	10	analyzed	analyze	VERB
easat-8683	38	11	to	to	PART
easat-8683	38	12	identify	identify	VERB
easat-8683	38	13	security	security	NOUN
easat-8683	38	14	efforts	effort	NOUN
easat-8683	38	15	that	that	PRON
easat-8683	38	16	need	need	VERB
easat-8683	38	17	further	further	ADJ
easat-8683	38	18	improvement	improvement	NOUN
easat-8683	38	19	singh	singh	PROPN
easat-8683	38	20	,	,	PUNCT
easat-8683	38	21	et	et	PROPN
easat-8683	38	22	al	al	PROPN
easat-8683	38	23	.	.	PUNCT
easat-8683	39	1	[	[	X
easat-8683	39	2	3	3	NUM
easat-8683	39	3	]	]	PUNCT
easat-8683	39	4	.	.	PUNCT
easat-8683	40	1	mozaffari	mozaffari	PROPN
easat-8683	40	2	,	,	PUNCT
easat-8683	40	3	et	et	PROPN
easat-8683	40	4	al	al	PROPN
easat-8683	40	5	.	.	PUNCT
easat-8683	41	1	[	[	X
easat-8683	41	2	4	4	X
easat-8683	41	3	]	]	PUNCT
easat-8683	41	4	studied	study	VERB
easat-8683	41	5	the	the	DET
easat-8683	41	6	efficacious	efficacious	ADJ
easat-8683	41	7	improvement	improvement	NOUN
easat-8683	41	8	and	and	CCONJ
easat-8683	41	9	fluidity	fluidity	NOUN
easat-8683	41	10	of	of	ADP
easat-8683	41	11	diverse	diverse	ADJ
easat-8683	41	12	unmanned	unmanned	ADJ
easat-8683	41	13	antenna	antenna	NOUN
easat-8683	41	14	vehicles	vehicle	NOUN
easat-8683	41	15	(	(	PUNCT
easat-8683	41	16	uavs	uavs	NOUN
easat-8683	41	17	)	)	PUNCT
easat-8683	41	18	used	use	VERB
easat-8683	41	19	as	as	ADP
easat-8683	41	20	antenna	antenna	NOUN
easat-8683	41	21	base	base	NOUN
easat-8683	41	22	stations	station	NOUN
easat-8683	41	23	to	to	PART
easat-8683	41	24	gather	gather	VERB
easat-8683	41	25	data	datum	NOUN
easat-8683	41	26	from	from	ADP
easat-8683	41	27	terrestrial	terrestrial	ADJ
easat-8683	41	28	internet	internet	NOUN
easat-8683	41	29	of	of	ADP
easat-8683	41	30	things	thing	NOUN
easat-8683	41	31	(	(	PUNCT
easat-8683	41	32	iot	iot	NOUN
easat-8683	41	33	)	)	PUNCT
easat-8683	41	34	equipments	equipment	NOUN
easat-8683	41	35	.	.	PUNCT
easat-8683	42	1	especially	especially	ADV
easat-8683	42	2	to	to	PART
easat-8683	42	3	enable	enable	VERB
easat-8683	42	4	the	the	DET
easat-8683	42	5	fair	fair	ADJ
easat-8683	42	6	-	-	PUNCT
easat-8683	42	7	weather	weather	NOUN
easat-8683	42	8	uplink	uplink	VERB
easat-8683	42	9	communication	communication	NOUN
easat-8683	42	10	for	for	ADP
easat-8683	42	11	iot	iot	ADJ
easat-8683	42	12	equipments	equipment	NOUN
easat-8683	42	13	with	with	ADP
easat-8683	42	14	minimal	minimal	ADJ
easat-8683	42	15	total	total	ADJ
easat-8683	42	16	transmit	transmit	NOUN
easat-8683	42	17	power	power	NOUN
easat-8683	42	18	,	,	PUNCT
easat-8683	42	19	a	a	DET
easat-8683	42	20	new	new	ADJ
easat-8683	42	21	frame	frame	NOUN
easat-8683	42	22	was	be	AUX
easat-8683	42	23	supposed	suppose	VERB
easat-8683	42	24	to	to	PART
easat-8683	42	25	be	be	AUX
easat-8683	42	26	the	the	DET
easat-8683	42	27	jointly	jointly	ADV
easat-8683	42	28	majorizating	majorizate	VERB
easat-8683	42	29	3d	3d	NUM
easat-8683	42	30	layout	layout	NOUN
easat-8683	42	31	and	and	CCONJ
easat-8683	42	32	fluidity	fluidity	NOUN
easat-8683	42	33	of	of	ADP
easat-8683	42	34	drones	drone	NOUN
easat-8683	42	35	,	,	PUNCT
easat-8683	42	36	equipment	equipment	NOUN
easat-8683	42	37	-	-	PUNCT
easat-8683	42	38	drone	drone	NOUN
easat-8683	42	39	associations	association	NOUN
easat-8683	42	40	,	,	PUNCT
easat-8683	42	41	and	and	CCONJ
easat-8683	42	42	uplink	uplink	VERB
easat-8683	42	43	power	power	NOUN
easat-8683	42	44	control	control	NOUN
easat-8683	42	45	.	.	PUNCT
easat-8683	43	1	first	first	ADV
easat-8683	43	2	,	,	PUNCT
easat-8683	43	3	he	he	PRON
easat-8683	43	4	determined	determine	VERB
easat-8683	43	5	the	the	DET
easat-8683	43	6	location	location	NOUN
easat-8683	43	7	and	and	CCONJ
easat-8683	43	8	association	association	NOUN
easat-8683	43	9	of	of	ADP
easat-8683	43	10	the	the	DET
easat-8683	43	11	best	good	ADJ
easat-8683	43	12	drone	drone	NOUN
easat-8683	43	13	given	give	VERB
easat-8683	43	14	the	the	DET
easat-8683	43	15	location	location	NOUN
easat-8683	43	16	of	of	ADP
easat-8683	43	17	active	active	ADJ
easat-8683	43	18	iot	iot	NOUN
easat-8683	43	19	equipments	equipment	NOUN
easat-8683	43	20	at	at	ADP
easat-8683	43	21	each	each	DET
easat-8683	43	22	moment	moment	NOUN
easat-8683	43	23	.	.	PUNCT
easat-8683	44	1	next	next	ADV
easat-8683	44	2	,	,	PUNCT
easat-8683	44	3	to	to	ADP
easat-8683	44	4	moving	moving	AUX
easat-8683	44	5	serve	serve	VERB
easat-8683	44	6	iot	iot	ADJ
easat-8683	44	7	equipments	equipment	NOUN
easat-8683	44	8	in	in	ADP
easat-8683	44	9	a	a	DET
easat-8683	44	10	time	time	NOUN
easat-8683	44	11	-	-	PUNCT
easat-8683	44	12	varying	vary	VERB
easat-8683	44	13	network	network	NOUN
easat-8683	44	14	,	,	PUNCT
easat-8683	44	15	he	he	PRON
easat-8683	44	16	analyzed	analyze	VERB
easat-8683	44	17	the	the	DET
easat-8683	44	18	best	good	ADJ
easat-8683	44	19	movement	movement	NOUN
easat-8683	44	20	patterns	pattern	NOUN
easat-8683	44	21	of	of	ADP
easat-8683	44	22	drones	drone	NOUN
easat-8683	44	23	.	.	PUNCT
easat-8683	45	1	based	base	VERB
easat-8683	45	2	on	on	ADP
easat-8683	45	3	the	the	DET
easat-8683	45	4	activation	activation	NOUN
easat-8683	45	5	process	process	NOUN
easat-8683	45	6	of	of	ADP
easat-8683	45	7	the	the	DET
easat-8683	45	8	iot	iot	NOUN
easat-8683	45	9	device	device	NOUN
easat-8683	45	10	,	,	PUNCT
easat-8683	45	11	he	he	PRON
easat-8683	45	12	also	also	ADV
easat-8683	45	13	deduced	deduce	VERB
easat-8683	45	14	the	the	DET
easat-8683	45	15	instance	instance	NOUN
easat-8683	45	16	of	of	ADP
easat-8683	45	17	time	time	NOUN
easat-8683	45	18	at	at	ADP
easat-8683	45	19	which	which	PRON
easat-8683	45	20	the	the	DET
easat-8683	45	21	drone	drone	NOUN
easat-8683	45	22	must	must	AUX
easat-8683	45	23	update	update	VERB
easat-8683	45	24	its	its	PRON
easat-8683	45	25	position	position	NOUN
easat-8683	45	26	.	.	PUNCT
easat-8683	46	1	furthermore	furthermore	ADV
easat-8683	46	2	,	,	PUNCT
easat-8683	46	3	the	the	DET
easat-8683	46	4	best	good	ADJ
easat-8683	46	5	3d	3d	NUM
easat-8683	46	6	trajectory	trajectory	NOUN
easat-8683	46	7	of	of	ADP
easat-8683	46	8	every	every	DET
easat-8683	46	9	drone	drone	NOUN
easat-8683	46	10	was	be	AUX
easat-8683	46	11	gained	gain	VERB
easat-8683	46	12	by	by	ADP
easat-8683	46	13	minimizing	minimize	VERB
easat-8683	46	14	the	the	DET
easat-8683	46	15	total	total	ADJ
easat-8683	46	16	energy	energy	NOUN
easat-8683	46	17	used	use	VERB
easat-8683	46	18	for	for	ADP
easat-8683	46	19	drone	drone	NOUN
easat-8683	46	20	movement	movement	NOUN
easat-8683	46	21	while	while	SCONJ
easat-8683	46	22	serving	serve	VERB
easat-8683	46	23	iot	iot	ADJ
easat-8683	46	24	equipments	equipment	NOUN
easat-8683	46	25	.	.	PUNCT
easat-8683	47	1	emulation	emulation	NOUN
easat-8683	47	2	results	result	NOUN
easat-8683	47	3	showed	show	VERB
easat-8683	47	4	that	that	SCONJ
easat-8683	47	5	the	the	DET
easat-8683	47	6	total	total	ADJ
easat-8683	47	7	transmit	transmit	NOUN
easat-8683	47	8	power	power	NOUN
easat-8683	47	9	of	of	ADP
easat-8683	47	10	iot	iot	PROPN
easat-8683	47	11	equipmentsis	equipmentsis	NOUN
easat-8683	47	12	declined	decline	VERB
easat-8683	47	13	35	35	NUM
easat-8683	47	14	%	%	NOUN
easat-8683	47	15	by	by	ADP
easat-8683	47	16	using	use	VERB
easat-8683	47	17	the	the	DET
easat-8683	47	18	proposed	propose	VERB
easat-8683	47	19	method	method	NOUN
easat-8683	47	20	compared	compare	VERB
easat-8683	47	21	to	to	ADP
easat-8683	47	22	the	the	DET
easat-8683	47	23	case	case	NOUN
easat-8683	47	24	where	where	SCONJ
easat-8683	47	25	fixed	fix	VERB
easat-8683	47	26	air	air	NOUN
easat-8683	47	27	base	base	NOUN
easat-8683	47	28	stations	station	NOUN
easat-8683	47	29	were	be	AUX
easat-8683	47	30	deployed	deploy	VERB
easat-8683	47	31	.	.	PUNCT
easat-8683	48	1	compared	compare	VERB
easat-8683	48	2	to	to	ADP
easat-8683	48	3	the	the	DET
easat-8683	48	4	stationary	stationary	ADJ
easat-8683	48	5	case	case	NOUN
easat-8683	48	6	,	,	PUNCT
easat-8683	48	7	the	the	DET
easat-8683	48	8	method	method	NOUN
easat-8683	48	9	he	he	PRON
easat-8683	48	10	proposed	propose	VERB
easat-8683	48	11	in	in	ADP
easat-8683	48	12	his	his	PRON
easat-8683	48	13	experiments	experiment	NOUN
easat-8683	48	14	could	could	AUX
easat-8683	48	15	produce	produce	VERB
easat-8683	48	16	up	up	ADP
easat-8683	48	17	to	to	PART
easat-8683	48	18	28	28	NUM
easat-8683	48	19	%	%	NOUN
easat-8683	48	20	increase	increase	NOUN
easat-8683	48	21	in	in	ADP
easat-8683	48	22	system	system	NOUN
easat-8683	48	23	reliability	reliability	NOUN
easat-8683	48	24	.	.	PUNCT
easat-8683	49	1	his	his	PRON
easat-8683	49	2	findings	finding	NOUN
easat-8683	49	3	also	also	ADV
easat-8683	49	4	revealed	reveal	VERB
easat-8683	49	5	an	an	DET
easat-8683	49	6	inherent	inherent	ADJ
easat-8683	49	7	trade	trade	NOUN
easat-8683	49	8	-	-	PUNCT
easat-8683	49	9	off	off	NOUN
easat-8683	49	10	between	between	ADP
easat-8683	49	11	update	update	NOUN
easat-8683	49	12	times	time	NOUN
easat-8683	49	13	,	,	PUNCT
easat-8683	49	14	drone	drone	NOUN
easat-8683	49	15	mobility	mobility	NOUN
easat-8683	49	16	,	,	PUNCT
easat-8683	49	17	and	and	CCONJ
easat-8683	49	18	iot	iot	ADJ
easat-8683	49	19	device	device	NOUN
easat-8683	49	20	transmit	transmit	NOUN
easat-8683	49	21	power	power	NOUN
easat-8683	49	22	.	.	PUNCT
easat-8683	50	1	essentially	essentially	ADV
easat-8683	50	2	,	,	PUNCT
easat-8683	50	3	multiple	multiple	ADJ
easat-8683	50	4	updates	update	NOUN
easat-8683	50	5	reduce	reduce	VERB
easat-8683	50	6	the	the	DET
easat-8683	50	7	transmission	transmission	NOUN
easat-8683	50	8	power	power	NOUN
easat-8683	50	9	of	of	ADP
easat-8683	50	10	iot	iot	ADJ
easat-8683	50	11	-	-	PUNCT
easat-8683	50	12	related	relate	VERB
easat-8683	50	13	equipments	equipment	NOUN
easat-8683	50	14	,	,	PUNCT
easat-8683	50	15	but	but	CCONJ
easat-8683	50	16	at	at	ADP
easat-8683	50	17	the	the	DET
easat-8683	50	18	same	same	ADJ
easat-8683	50	19	time	time	NOUN
easat-8683	50	20	increase	increase	VERB
easat-8683	50	21	the	the	DET
easat-8683	50	22	maneuverability	maneuverability	NOUN
easat-8683	50	23	of	of	ADP
easat-8683	50	24	the	the	DET
easat-8683	50	25	drone	drone	NOUN
easat-8683	50	26	[	[	X
easat-8683	50	27	4	4	NUM
easat-8683	50	28	]	]	PUNCT
easat-8683	50	29	.	.	PUNCT
easat-8683	51	1	from	from	ADP
easat-8683	51	2	the	the	DET
easat-8683	51	3	internet	internet	NOUN
easat-8683	51	4	of	of	ADP
easat-8683	51	5	things	thing	NOUN
easat-8683	51	6	,	,	PUNCT
easat-8683	51	7	verdouw	verdouw	ADJ
easat-8683	51	8	,	,	PUNCT
easat-8683	51	9	et	et	PROPN
easat-8683	51	10	al	al	PROPN
easat-8683	51	11	.	.	PUNCT
easat-8683	52	1	[	[	X
easat-8683	52	2	5	5	NUM
easat-8683	52	3	]	]	PUNCT
easat-8683	52	4	conducted	conduct	VERB
easat-8683	52	5	research	research	NOUN
easat-8683	52	6	and	and	CCONJ
easat-8683	52	7	analysis	analysis	NOUN
easat-8683	52	8	on	on	ADP
easat-8683	52	9	virtual	virtual	ADJ
easat-8683	52	10	food	food	NOUN
easat-8683	52	11	supply	supply	NOUN
easat-8683	52	12	,	,	PUNCT
easat-8683	52	13	and	and	CCONJ
easat-8683	52	14	conducted	conduct	VERB
easat-8683	52	15	remote	remote	ADJ
easat-8683	52	16	real	real	ADJ
easat-8683	52	17	-	-	PUNCT
easat-8683	52	18	time	time	NOUN
easat-8683	52	19	monitoring	monitoring	NOUN
easat-8683	52	20	,	,	PUNCT
easat-8683	52	21	management	management	NOUN
easat-8683	52	22	,	,	PUNCT
easat-8683	52	23	planning	planning	NOUN
easat-8683	52	24	,	,	PUNCT
easat-8683	52	25	and	and	CCONJ
easat-8683	52	26	optimization	optimization	NOUN
easat-8683	52	27	of	of	ADP
easat-8683	52	28	virtual	virtual	ADJ
easat-8683	52	29	performance	performance	NOUN
easat-8683	52	30	.	.	PUNCT
easat-8683	53	1	at	at	ADP
easat-8683	53	2	the	the	DET
easat-8683	53	3	same	same	ADJ
easat-8683	53	4	time	time	NOUN
easat-8683	53	5	,	,	PUNCT
easat-8683	53	6	they	they	PRON
easat-8683	53	7	also	also	ADV
easat-8683	53	8	provided	provide	VERB
easat-8683	53	9	an	an	DET
easat-8683	53	10	infrastructure	infrastructure	NOUN
easat-8683	53	11	aimed	aim	VERB
easat-8683	53	12	at	at	ADP
easat-8683	53	13	realizing	realize	VERB
easat-8683	53	14	a	a	DET
easat-8683	53	15	bio	bio	ADV
easat-8683	53	16	-	-	PUNCT
easat-8683	53	17	enabled	enable	VERB
easat-8683	53	18	information	information	NOUN
easat-8683	53	19	system	system	NOUN
easat-8683	53	20	through	through	ADP
easat-8683	53	21	the	the	DET
easat-8683	53	22	fispace	fispace	NOUN
easat-8683	53	23	platform	platform	NOUN
easat-8683	53	24	,	,	PUNCT
easat-8683	53	25	and	and	CCONJ
easat-8683	53	26	this	this	DET
easat-8683	53	27	framework	framework	NOUN
easat-8683	53	28	was	be	AUX
easat-8683	53	29	also	also	ADV
easat-8683	53	30	applied	apply	VERB
easat-8683	53	31	to	to	ADP
easat-8683	53	32	the	the	DET
easat-8683	53	33	case	case	NOUN
easat-8683	53	34	research	research	NOUN
easat-8683	53	35	and	and	CCONJ
easat-8683	53	36	development	development	NOUN
easat-8683	53	37	of	of	ADP
easat-8683	53	38	the	the	DET
easat-8683	53	39	fish	fish	NOUN
easat-8683	53	40	supply	supply	NOUN
easat-8683	53	41	chain	chain	NOUN
easat-8683	53	42	verdouw	verdouw	NOUN
easat-8683	53	43	,	,	PUNCT
easat-8683	53	44	et	et	PROPN
easat-8683	53	45	al	al	PROPN
easat-8683	53	46	.	.	PUNCT
easat-8683	54	1	[	[	X
easat-8683	54	2	5	5	NUM
easat-8683	54	3	]	]	PUNCT
easat-8683	54	4	.	.	PUNCT
easat-8683	55	1	laplante	laplante	NOUN
easat-8683	55	2	and	and	CCONJ
easat-8683	55	3	laplante	laplante	ADJ
easat-8683	56	1	[	[	X
easat-8683	56	2	6	6	NUM
easat-8683	56	3	]	]	PUNCT
easat-8683	56	4	believed	believe	VERB
easat-8683	56	5	that	that	SCONJ
easat-8683	56	6	new	new	ADJ
easat-8683	56	7	applications	application	NOUN
easat-8683	56	8	of	of	ADP
easat-8683	56	9	the	the	DET
easat-8683	56	10	internet	internet	NOUN
easat-8683	56	11	of	of	ADP
easat-8683	56	12	things	thing	NOUN
easat-8683	56	13	(	(	PUNCT
easat-8683	56	14	iot	iot	NOUN
easat-8683	56	15	)	)	PUNCT
easat-8683	56	16	technology	technology	NOUN
easat-8683	56	17	are	be	AUX
easat-8683	56	18	emerging	emerge	VERB
easat-8683	56	19	,	,	PUNCT
easat-8683	56	20	especially	especially	ADV
easat-8683	56	21	in	in	ADP
easat-8683	56	22	healthcare	healthcare	PROPN
easat-8683	56	23	,	,	PUNCT
easat-8683	56	24	with	with	ADP
easat-8683	56	25	leverage	leverage	NOUN
easat-8683	56	26	that	that	PRON
easat-8683	56	27	can	can	AUX
easat-8683	56	28	significantly	significantly	ADV
easat-8683	56	29	improve	improve	VERB
easat-8683	56	30	patient	patient	ADJ
easat-8683	56	31	well	well	ADV
easat-8683	56	32	-	-	PUNCT
easat-8683	56	33	being	being	NOUN
easat-8683	56	34	while	while	SCONJ
easat-8683	56	35	alleviating	alleviate	VERB
easat-8683	56	36	the	the	DET
easat-8683	56	37	problem	problem	NOUN
easat-8683	56	38	of	of	ADP
easat-8683	56	39	scarce	scarce	ADJ
easat-8683	56	40	resources	resource	NOUN
easat-8683	56	41	.	.	PUNCT
easat-8683	57	1	however	however	ADV
easat-8683	57	2	,	,	PUNCT
easat-8683	57	3	the	the	DET
easat-8683	57	4	hype	hype	NOUN
easat-8683	57	5	surrounding	surround	VERB
easat-8683	57	6	these	these	DET
easat-8683	57	7	apps	app	NOUN
easat-8683	57	8	far	far	ADV
easat-8683	57	9	exceeded	exceed	VERB
easat-8683	57	10	the	the	DET
easat-8683	57	11	reality	reality	NOUN
easat-8683	57	12	,	,	PUNCT
easat-8683	57	13	and	and	CCONJ
easat-8683	57	14	utilizing	utilize	VERB
easat-8683	57	15	these	these	DET
easat-8683	57	16	technologies	technology	NOUN
easat-8683	57	17	could	could	AUX
easat-8683	57	18	separate	separate	VERB
easat-8683	57	19	caregivers	caregiver	NOUN
easat-8683	57	20	from	from	ADP
easat-8683	57	21	patients	patient	NOUN
easat-8683	57	22	,	,	PUNCT
easat-8683	57	23	potentially	potentially	ADV
easat-8683	57	24	putting	put	VERB
easat-8683	57	25	patients	patient	NOUN
easat-8683	57	26	at	at	ADP
easat-8683	57	27	real	real	ADJ
easat-8683	57	28	crisis	crisis	NOUN
easat-8683	57	29	of	of	ADP
easat-8683	57	30	losing	lose	VERB
easat-8683	57	31	care	care	NOUN
easat-8683	57	32	.	.	PUNCT
easat-8683	58	1	in	in	ADP
easat-8683	58	2	laplante	laplante	PROPN
easat-8683	58	3	p	p	PROPN
easat-8683	58	4	a	a	DET
easat-8683	58	5	’	'	PUNCT
easat-8683	58	6	s	s	NOUN
easat-8683	58	7	research	research	NOUN
easat-8683	58	8	,	,	PUNCT
easat-8683	58	9	they	they	PRON
easat-8683	58	10	reviewed	review	VERB
easat-8683	58	11	some	some	PRON
easat-8683	58	12	of	of	ADP
easat-8683	58	13	the	the	DET
easat-8683	58	14	most	most	ADV
easat-8683	58	15	promising	promising	ADJ
easat-8683	58	16	applications	application	NOUN
easat-8683	58	17	of	of	ADP
easat-8683	58	18	iot	iot	NOUN
easat-8683	58	19	in	in	ADP
easat-8683	58	20	healthcare	healthcare	NOUN
easat-8683	58	21	and	and	CCONJ
easat-8683	58	22	proposed	propose	VERB
easat-8683	58	23	major	major	ADJ
easat-8683	58	24	challenges	challenge	NOUN
easat-8683	58	25	for	for	ADP
easat-8683	58	26	iot	iot	ADJ
easat-8683	58	27	technology	technology	NOUN
easat-8683	58	28	applications	application	NOUN
easat-8683	58	29	in	in	ADP
easat-8683	58	30	healthcare	healthcare	NOUN
easat-8683	58	31	in	in	ADP
easat-8683	58	32	the	the	DET
easat-8683	58	33	future	future	NOUN
easat-8683	59	1	[	[	X
easat-8683	59	2	6	6	NUM
easat-8683	59	3	]	]	PUNCT
easat-8683	59	4	.	.	PUNCT
easat-8683	60	1	however	however	ADV
easat-8683	60	2	,	,	PUNCT
easat-8683	60	3	the	the	DET
easat-8683	60	4	shortcomings	shortcoming	NOUN
easat-8683	60	5	of	of	ADP
easat-8683	60	6	these	these	DET
easat-8683	60	7	studies	study	NOUN
easat-8683	60	8	are	be	AUX
easat-8683	60	9	that	that	SCONJ
easat-8683	60	10	the	the	DET
easat-8683	60	11	research	research	NOUN
easat-8683	60	12	and	and	CCONJ
easat-8683	60	13	experiments	experiment	NOUN
easat-8683	60	14	are	be	AUX
easat-8683	60	15	relatively	relatively	ADV
easat-8683	60	16	complicated	complicated	ADJ
easat-8683	60	17	,	,	PUNCT
easat-8683	60	18	which	which	PRON
easat-8683	60	19	require	require	VERB
easat-8683	60	20	a	a	DET
easat-8683	60	21	lot	lot	NOUN
easat-8683	60	22	of	of	ADP
easat-8683	60	23	time	time	NOUN
easat-8683	60	24	,	,	PUNCT
easat-8683	60	25	energy	energy	NOUN
easat-8683	60	26	,	,	PUNCT
easat-8683	60	27	and	and	CCONJ
easat-8683	60	28	material	material	NOUN
easat-8683	60	29	support	support	NOUN
easat-8683	60	30	and	and	CCONJ
easat-8683	60	31	are	be	AUX
easat-8683	60	32	not	not	PART
easat-8683	60	33	practical	practical	ADJ
easat-8683	60	34	.	.	PUNCT
easat-8683	61	1	597	597	NUM
easat-8683	61	2	edelweiss	edelweiss	PROPN
easat-8683	61	3	applied	apply	VERB
easat-8683	61	4	science	science	NOUN
easat-8683	61	5	and	and	CCONJ
easat-8683	61	6	technology	technology	NOUN
easat-8683	61	7	issn	issn	PROPN
easat-8683	61	8	:	:	PUNCT
easat-8683	61	9	2576	2576	NUM
easat-8683	61	10	-	-	SYM
easat-8683	61	11	8484	8484	NUM
easat-8683	61	12	vol	vol	NOUN
easat-8683	61	13	.	.	PROPN
easat-8683	62	1	9	9	NUM
easat-8683	62	2	,	,	PUNCT
easat-8683	62	3	no	no	INTJ
easat-8683	62	4	.	.	NOUN
easat-8683	63	1	7	7	NUM
easat-8683	63	2	:	:	SYM
easat-8683	63	3	595	595	NUM
easat-8683	63	4	-	-	SYM
easat-8683	63	5	609	609	NUM
easat-8683	63	6	,	,	PUNCT
easat-8683	63	7	2025	2025	NUM
easat-8683	63	8	doi	doi	NOUN
easat-8683	63	9	:	:	PUNCT
easat-8683	63	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	63	11	©	©	NOUN
easat-8683	63	12	2025	2025	NUM
easat-8683	63	13	by	by	ADP
easat-8683	63	14	the	the	DET
easat-8683	63	15	author	author	NOUN
easat-8683	63	16	;	;	PUNCT
easat-8683	63	17	licensee	licensee	PROPN
easat-8683	63	18	learning	learning	NOUN
easat-8683	63	19	gate	gate	VERB
easat-8683	63	20	the	the	DET
easat-8683	63	21	innovation	innovation	NOUN
easat-8683	63	22	of	of	ADP
easat-8683	63	23	this	this	DET
easat-8683	63	24	paper	paper	NOUN
easat-8683	63	25	is	be	AUX
easat-8683	63	26	that	that	SCONJ
easat-8683	63	27	:	:	PUNCT
easat-8683	63	28	this	this	DET
easat-8683	63	29	paper	paper	NOUN
easat-8683	63	30	finds	find	VERB
easat-8683	63	31	out	out	ADP
easat-8683	63	32	the	the	DET
easat-8683	63	33	key	key	NOUN
easat-8683	63	34	for	for	SCONJ
easat-8683	63	35	chinese	chinese	ADJ
easat-8683	63	36	listed	list	VERB
easat-8683	63	37	companies	company	NOUN
easat-8683	63	38	to	to	PART
easat-8683	63	39	deal	deal	VERB
easat-8683	63	40	with	with	ADP
easat-8683	63	41	economic	economic	ADJ
easat-8683	63	42	crisis	crisis	NOUN
easat-8683	63	43	and	and	CCONJ
easat-8683	63	44	crises	crisis	NOUN
easat-8683	63	45	by	by	ADP
easat-8683	63	46	analyzing	analyze	VERB
easat-8683	63	47	the	the	DET
easat-8683	63	48	financial	financial	ADJ
easat-8683	63	49	crisis	crisis	NOUN
easat-8683	63	50	performance	performance	NOUN
easat-8683	63	51	and	and	CCONJ
easat-8683	63	52	financial	financial	ADJ
easat-8683	63	53	crisis	crisis	NOUN
easat-8683	63	54	causes	cause	NOUN
easat-8683	63	55	of	of	ADP
easat-8683	63	56	chinese	chinese	ADJ
easat-8683	63	57	listed	list	VERB
easat-8683	63	58	companies	company	NOUN
easat-8683	63	59	.	.	PUNCT
easat-8683	64	1	by	by	ADP
easat-8683	64	2	comparing	compare	VERB
easat-8683	64	3	their	their	PRON
easat-8683	64	4	financial	financial	ADJ
easat-8683	64	5	status	status	NOUN
easat-8683	64	6	with	with	ADP
easat-8683	64	7	the	the	DET
easat-8683	64	8	average	average	NOUN
easat-8683	64	9	of	of	ADP
easat-8683	64	10	the	the	DET
easat-8683	64	11	same	same	ADJ
easat-8683	64	12	industry	industry	NOUN
easat-8683	64	13	,	,	PUNCT
easat-8683	64	14	the	the	DET
easat-8683	64	15	development	development	NOUN
easat-8683	64	16	status	status	NOUN
easat-8683	64	17	of	of	ADP
easat-8683	64	18	the	the	DET
easat-8683	64	19	same	same	ADJ
easat-8683	64	20	industry	industry	NOUN
easat-8683	64	21	is	be	AUX
easat-8683	64	22	obtained	obtain	VERB
easat-8683	64	23	.	.	PUNCT
easat-8683	65	1	then	then	ADV
easat-8683	65	2	,	,	PUNCT
easat-8683	65	3	combined	combine	VERB
easat-8683	65	4	with	with	ADP
easat-8683	65	5	the	the	DET
easat-8683	65	6	analysis	analysis	NOUN
easat-8683	65	7	of	of	ADP
easat-8683	65	8	internal	internal	ADJ
easat-8683	65	9	and	and	CCONJ
easat-8683	65	10	external	external	ADJ
easat-8683	65	11	environment	environment	NOUN
easat-8683	65	12	,	,	PUNCT
easat-8683	65	13	a	a	DET
easat-8683	65	14	comprehensive	comprehensive	ADJ
easat-8683	65	15	investment	investment	NOUN
easat-8683	65	16	warning	warn	VERB
easat-8683	65	17	for	for	ADP
easat-8683	65	18	k	k	PROPN
easat-8683	65	19	company	company	NOUN
easat-8683	65	20	is	be	AUX
easat-8683	65	21	obtained	obtain	VERB
easat-8683	65	22	,	,	PUNCT
easat-8683	65	23	and	and	CCONJ
easat-8683	65	24	dl	dl	PROPN
easat-8683	65	25	technology	technology	NOUN
easat-8683	65	26	is	be	AUX
easat-8683	65	27	introduced	introduce	VERB
easat-8683	65	28	to	to	PART
easat-8683	65	29	analyze	analyze	VERB
easat-8683	65	30	the	the	DET
easat-8683	65	31	investment	investment	NOUN
easat-8683	65	32	development	development	NOUN
easat-8683	65	33	status	status	NOUN
easat-8683	65	34	of	of	ADP
easat-8683	65	35	k	k	PROPN
easat-8683	65	36	company	company	PROPN
easat-8683	65	37	.	.	PUNCT
easat-8683	66	1	corresponding	correspond	VERB
easat-8683	66	2	financial	financial	ADJ
easat-8683	66	3	crisis	crisis	NOUN
easat-8683	66	4	prevention	prevention	NOUN
easat-8683	66	5	strategies	strategy	NOUN
easat-8683	66	6	are	be	AUX
easat-8683	66	7	proposed	propose	VERB
easat-8683	66	8	based	base	VERB
easat-8683	66	9	on	on	ADP
easat-8683	66	10	the	the	DET
easat-8683	66	11	final	final	ADJ
easat-8683	66	12	conclusion	conclusion	NOUN
easat-8683	66	13	.	.	PUNCT
easat-8683	67	1	2	2	X
easat-8683	67	2	.	.	X
easat-8683	67	3	iot	iot	PROPN
easat-8683	67	4	and	and	CCONJ
easat-8683	67	5	dl	dl	PROPN
easat-8683	67	6	2.1	2.1	NUM
easat-8683	67	7	.	.	PUNCT
easat-8683	68	1	connotation	connotation	NOUN
easat-8683	68	2	of	of	ADP
easat-8683	68	3	the	the	DET
easat-8683	68	4	internet	internet	NOUN
easat-8683	68	5	of	of	ADP
easat-8683	68	6	things	thing	NOUN
easat-8683	68	7	in	in	ADP
easat-8683	68	8	august	august	PROPN
easat-8683	68	9	2009	2009	NUM
easat-8683	68	10	,	,	PUNCT
easat-8683	68	11	china	china	PROPN
easat-8683	68	12	put	put	VERB
easat-8683	68	13	forward	forward	ADP
easat-8683	68	14	the	the	DET
easat-8683	68	15	strategic	strategic	ADJ
easat-8683	68	16	concept	concept	NOUN
easat-8683	68	17	of	of	ADP
easat-8683	68	18	“	"	PUNCT
easat-8683	68	19	perceiving	perceive	VERB
easat-8683	68	20	china	china	PROPN
easat-8683	68	21	”	"	PUNCT
easat-8683	68	22	.	.	PUNCT
easat-8683	69	1	since	since	SCONJ
easat-8683	69	2	then	then	ADV
easat-8683	69	3	,	,	PUNCT
easat-8683	69	4	the	the	DET
easat-8683	69	5	internet	internet	NOUN
easat-8683	69	6	of	of	ADP
easat-8683	69	7	things	thing	NOUN
easat-8683	69	8	has	have	AUX
easat-8683	69	9	set	set	VERB
easat-8683	69	10	off	off	ADP
easat-8683	69	11	layers	layer	NOUN
easat-8683	69	12	of	of	ADP
easat-8683	69	13	waves	wave	NOUN
easat-8683	69	14	around	around	ADP
easat-8683	69	15	the	the	DET
easat-8683	69	16	world	world	NOUN
easat-8683	69	17	,	,	PUNCT
easat-8683	69	18	and	and	CCONJ
easat-8683	69	19	has	have	AUX
easat-8683	69	20	been	be	AUX
easat-8683	69	21	continuously	continuously	ADV
easat-8683	69	22	pushed	push	VERB
easat-8683	69	23	to	to	ADP
easat-8683	69	24	new	new	ADJ
easat-8683	69	25	heights	height	NOUN
easat-8683	69	26	by	by	ADP
easat-8683	69	27	human	human	ADJ
easat-8683	69	28	beings	being	NOUN
easat-8683	69	29	.	.	PUNCT
easat-8683	70	1	the	the	DET
easat-8683	70	2	internet	internet	NOUN
easat-8683	70	3	of	of	ADP
easat-8683	70	4	things	thing	NOUN
easat-8683	70	5	refers	refer	VERB
easat-8683	70	6	to	to	ADP
easat-8683	70	7	a	a	DET
easat-8683	70	8	kind	kind	NOUN
easat-8683	70	9	of	of	ADP
easat-8683	70	10	information	information	NOUN
easat-8683	70	11	sensing	sense	VERB
easat-8683	70	12	equipmentsusing	equipmentsuse	VERB
easat-8683	70	13	radio	radio	NOUN
easat-8683	70	14	frequency	frequency	NOUN
easat-8683	70	15	identification	identification	NOUN
easat-8683	70	16	technology	technology	NOUN
easat-8683	70	17	(	(	PUNCT
easat-8683	70	18	rfid	rfid	NOUN
easat-8683	70	19	)	)	PUNCT
easat-8683	70	20	,	,	PUNCT
easat-8683	70	21	infrared	infrared	ADJ
easat-8683	70	22	sensors	sensor	NOUN
easat-8683	70	23	,	,	PUNCT
easat-8683	70	24	gps	gps	PROPN
easat-8683	70	25	,	,	PUNCT
easat-8683	70	26	laser	laser	NOUN
easat-8683	70	27	scanners	scanner	NOUN
easat-8683	70	28	,	,	PUNCT
easat-8683	70	29	etc	etc	X
easat-8683	70	30	.	.	X
easat-8683	70	31	,	,	PUNCT
easat-8683	70	32	and	and	CCONJ
easat-8683	70	33	a	a	DET
easat-8683	70	34	network	network	NOUN
easat-8683	70	35	for	for	ADP
easat-8683	70	36	smart	smart	ADJ
easat-8683	70	37	distinguish	distinguish	ADJ
easat-8683	70	38	,	,	PUNCT
easat-8683	70	39	positioning	positioning	NOUN
easat-8683	70	40	,	,	PUNCT
easat-8683	70	41	overseeing	overseeing	NOUN
easat-8683	70	42	and	and	CCONJ
easat-8683	70	43	control	control	NOUN
easat-8683	70	44	of	of	ADP
easat-8683	70	45	objects	object	NOUN
easat-8683	70	46	.	.	PUNCT
easat-8683	71	1	the	the	DET
easat-8683	71	2	ultimate	ultimate	ADJ
easat-8683	71	3	aim	aim	NOUN
easat-8683	71	4	to	to	PART
easat-8683	71	5	be	be	AUX
easat-8683	71	6	realized	realize	VERB
easat-8683	71	7	by	by	ADP
easat-8683	71	8	the	the	DET
easat-8683	71	9	internet	internet	NOUN
easat-8683	71	10	of	of	ADP
easat-8683	71	11	things	thing	NOUN
easat-8683	71	12	is	be	AUX
easat-8683	71	13	to	to	PART
easat-8683	71	14	realize	realize	VERB
easat-8683	71	15	the	the	DET
easat-8683	71	16	acquisition	acquisition	NOUN
easat-8683	71	17	of	of	ADP
easat-8683	71	18	any	any	DET
easat-8683	71	19	object	object	NOUN
easat-8683	71	20	at	at	ADP
easat-8683	71	21	any	any	DET
easat-8683	71	22	place	place	NOUN
easat-8683	71	23	and	and	CCONJ
easat-8683	71	24	at	at	ADP
easat-8683	71	25	any	any	DET
easat-8683	71	26	time	time	NOUN
easat-8683	71	27	by	by	ADP
easat-8683	71	28	providing	provide	VERB
easat-8683	71	29	various	various	ADJ
easat-8683	71	30	objects	object	NOUN
easat-8683	71	31	,	,	PUNCT
easat-8683	71	32	including	include	VERB
easat-8683	71	33	living	living	NOUN
easat-8683	71	34	and	and	CCONJ
easat-8683	71	35	inanimate	inanimate	VERB
easat-8683	71	36	,	,	PUNCT
easat-8683	71	37	with	with	ADP
easat-8683	71	38	a	a	DET
easat-8683	71	39	body	body	NOUN
easat-8683	71	40	as	as	ADV
easat-8683	71	41	small	small	ADJ
easat-8683	71	42	as	as	ADP
easat-8683	71	43	an	an	DET
easat-8683	71	44	ant	ant	NOUN
easat-8683	71	45	and	and	CCONJ
easat-8683	71	46	a	a	DET
easat-8683	71	47	spacecraft	spacecraft	NOUN
easat-8683	71	48	,	,	PUNCT
easat-8683	71	49	and	and	CCONJ
easat-8683	71	50	installing	instal	VERB
easat-8683	71	51	smart	smart	ADJ
easat-8683	71	52	chips	chip	NOUN
easat-8683	71	53	and	and	CCONJ
easat-8683	71	54	other	other	ADJ
easat-8683	71	55	sensing	sense	VERB
easat-8683	71	56	equipmentsto	equipmentsto	NOUN
easat-8683	71	57	form	form	NOUN
easat-8683	71	58	a	a	DET
easat-8683	71	59	ubiquitous	ubiquitous	ADJ
easat-8683	71	60	information	information	NOUN
easat-8683	71	61	-	-	PUNCT
easat-8683	71	62	aware	aware	ADJ
easat-8683	71	63	global	global	ADJ
easat-8683	71	64	network	network	NOUN
easat-8683	71	65	[	[	X
easat-8683	71	66	7	7	NUM
easat-8683	71	67	]	]	PUNCT
easat-8683	71	68	.	.	PUNCT
easat-8683	72	1	the	the	DET
easat-8683	72	2	basic	basic	ADJ
easat-8683	72	3	formula	formula	NOUN
easat-8683	72	4	of	of	ADP
easat-8683	72	5	iot	iot	NOUN
easat-8683	72	6	is	be	AUX
easat-8683	72	7	:	:	PUNCT
easat-8683	72	8	(	(	PUNCT
easat-8683	72	9	nsid	nsid	NOUN
easat-8683	72	10	-	-	PUNCT
easat-8683	72	11	iot)+(nb	iot)+(nb	NOUN
easat-8683	72	12	-	-	ADJ
easat-8683	72	13	iot)+(oidiot)=ioe	iot)+(oidiot)=ioe	NOUN
easat-8683	72	14	/	/	SYM
easat-8683	72	15	ioe*n	ioe*n	NOUN
easat-8683	72	16	=	=	NOUN
easat-8683	72	17	iot	iot	NOUN
easat-8683	72	18	[	[	X
easat-8683	72	19	8	8	NUM
easat-8683	72	20	]	]	PUNCT
easat-8683	72	21	.	.	PUNCT
easat-8683	73	1	2.2	2.2	NUM
easat-8683	73	2	.	.	PUNCT
easat-8683	74	1	key	key	ADJ
easat-8683	74	2	technologies	technology	NOUN
easat-8683	74	3	of	of	ADP
easat-8683	74	4	the	the	DET
easat-8683	74	5	internet	internet	NOUN
easat-8683	74	6	of	of	ADP
easat-8683	74	7	things	thing	NOUN
easat-8683	74	8	at	at	ADP
easat-8683	74	9	present	present	ADJ
easat-8683	74	10	,	,	PUNCT
easat-8683	74	11	according	accord	VERB
easat-8683	74	12	to	to	ADP
easat-8683	74	13	the	the	DET
easat-8683	74	14	function	function	NOUN
easat-8683	74	15	,	,	PUNCT
easat-8683	74	16	the	the	DET
easat-8683	74	17	technical	technical	ADJ
easat-8683	74	18	structure	structure	NOUN
easat-8683	74	19	of	of	ADP
easat-8683	74	20	the	the	DET
easat-8683	74	21	internet	internet	NOUN
easat-8683	74	22	of	of	ADP
easat-8683	74	23	things	thing	NOUN
easat-8683	74	24	including	include	VERB
easat-8683	74	25	three	three	NUM
easat-8683	74	26	levels	level	NOUN
easat-8683	74	27	:	:	PUNCT
easat-8683	74	28	one	one	NUM
easat-8683	74	29	is	be	AUX
easat-8683	74	30	the	the	DET
easat-8683	74	31	perception	perception	NOUN
easat-8683	74	32	layer	layer	NOUN
easat-8683	74	33	for	for	ADP
easat-8683	74	34	information	information	NOUN
easat-8683	74	35	collection	collection	NOUN
easat-8683	74	36	,	,	PUNCT
easat-8683	74	37	which	which	PRON
easat-8683	74	38	is	be	AUX
easat-8683	74	39	located	locate	VERB
easat-8683	74	40	at	at	ADP
easat-8683	74	41	the	the	DET
easat-8683	74	42	bottom	bottom	NOUN
easat-8683	74	43	.	.	PUNCT
easat-8683	75	1	the	the	DET
easat-8683	75	2	second	second	NOUN
easat-8683	75	3	is	be	AUX
easat-8683	75	4	a	a	DET
easat-8683	75	5	network	network	NOUN
easat-8683	75	6	layer	layer	NOUN
easat-8683	75	7	that	that	PRON
easat-8683	75	8	can	can	AUX
easat-8683	75	9	realize	realize	VERB
easat-8683	75	10	multi	multi	ADJ
easat-8683	75	11	-	-	ADJ
easat-8683	75	12	line	line	ADJ
easat-8683	75	13	transmission	transmission	NOUN
easat-8683	75	14	and	and	CCONJ
easat-8683	75	15	exchange	exchange	NOUN
easat-8683	75	16	of	of	ADP
easat-8683	75	17	information	information	NOUN
easat-8683	75	18	,	,	PUNCT
easat-8683	75	19	and	and	CCONJ
easat-8683	75	20	it	it	PRON
easat-8683	75	21	is	be	AUX
easat-8683	75	22	in	in	ADP
easat-8683	75	23	the	the	DET
easat-8683	75	24	middle	middle	ADJ
easat-8683	75	25	layer	layer	NOUN
easat-8683	75	26	.	.	PUNCT
easat-8683	76	1	the	the	DET
easat-8683	76	2	last	last	ADJ
easat-8683	76	3	is	be	AUX
easat-8683	76	4	located	locate	VERB
easat-8683	76	5	at	at	ADP
easat-8683	76	6	the	the	DET
easat-8683	76	7	topmost	topmost	ADJ
easat-8683	76	8	layer	layer	NOUN
easat-8683	76	9	[	[	X
easat-8683	76	10	9	9	X
easat-8683	76	11	]	]	PUNCT
easat-8683	76	12	which	which	PRON
easat-8683	76	13	implements	implement	VERB
easat-8683	76	14	diversified	diversified	ADJ
easat-8683	76	15	applications	application	NOUN
easat-8683	76	16	based	base	VERB
easat-8683	76	17	on	on	ADP
easat-8683	76	18	the	the	DET
easat-8683	76	19	underlying	underlie	VERB
easat-8683	76	20	data	datum	NOUN
easat-8683	76	21	and	and	CCONJ
easat-8683	76	22	implements	implement	VERB
easat-8683	76	23	management	management	NOUN
easat-8683	76	24	functions	function	NOUN
easat-8683	76	25	for	for	ADP
easat-8683	76	26	the	the	DET
easat-8683	76	27	middle	middle	ADJ
easat-8683	76	28	layer	layer	NOUN
easat-8683	76	29	and	and	CCONJ
easat-8683	76	30	the	the	DET
easat-8683	76	31	bottom	bottom	ADJ
easat-8683	76	32	layer	layer	NOUN
easat-8683	76	33	.	.	PUNCT
easat-8683	77	1	in	in	ADP
easat-8683	77	2	the	the	DET
easat-8683	77	3	structure	structure	NOUN
easat-8683	77	4	of	of	ADP
easat-8683	77	5	the	the	DET
easat-8683	77	6	internet	internet	NOUN
easat-8683	77	7	of	of	ADP
easat-8683	77	8	things	thing	NOUN
easat-8683	77	9	,	,	PUNCT
easat-8683	77	10	the	the	DET
easat-8683	77	11	role	role	NOUN
easat-8683	77	12	of	of	ADP
easat-8683	77	13	each	each	DET
easat-8683	77	14	layer	layer	NOUN
easat-8683	77	15	and	and	CCONJ
easat-8683	77	16	the	the	DET
easat-8683	77	17	relationship	relationship	NOUN
easat-8683	77	18	between	between	ADP
easat-8683	77	19	the	the	DET
easat-8683	77	20	three	three	NUM
easat-8683	77	21	layers	layer	NOUN
easat-8683	77	22	can	can	AUX
easat-8683	77	23	be	be	AUX
easat-8683	77	24	understood	understand	VERB
easat-8683	77	25	in	in	ADP
easat-8683	77	26	an	an	DET
easat-8683	77	27	anthropomorphic	anthropomorphic	ADJ
easat-8683	77	28	way	way	NOUN
easat-8683	77	29	.	.	PUNCT
easat-8683	78	1	if	if	SCONJ
easat-8683	78	2	the	the	DET
easat-8683	78	3	internet	internet	NOUN
easat-8683	78	4	of	of	ADP
easat-8683	78	5	things	thing	NOUN
easat-8683	78	6	is	be	AUX
easat-8683	78	7	compared	compare	VERB
easat-8683	78	8	to	to	ADP
easat-8683	78	9	a	a	DET
easat-8683	78	10	person	person	NOUN
easat-8683	78	11	,	,	PUNCT
easat-8683	78	12	the	the	DET
easat-8683	78	13	perception	perception	NOUN
easat-8683	78	14	layer	layer	NOUN
easat-8683	78	15	at	at	ADP
easat-8683	78	16	the	the	DET
easat-8683	78	17	bottom	bottom	NOUN
easat-8683	78	18	can	can	AUX
easat-8683	78	19	be	be	AUX
easat-8683	78	20	regarded	regard	VERB
easat-8683	78	21	as	as	ADP
easat-8683	78	22	the	the	DET
easat-8683	78	23	skin	skin	NOUN
easat-8683	78	24	of	of	ADP
easat-8683	78	25	“	"	PUNCT
easat-8683	78	26	the	the	DET
easat-8683	78	27	internet	internet	NOUN
easat-8683	78	28	of	of	ADP
easat-8683	78	29	things	thing	NOUN
easat-8683	78	30	”	"	PUNCT
easat-8683	78	31	and	and	CCONJ
easat-8683	78	32	facial	facial	ADJ
easat-8683	78	33	features	feature	NOUN
easat-8683	78	34	.	.	PUNCT
easat-8683	79	1	the	the	DET
easat-8683	79	2	network	network	NOUN
easat-8683	79	3	layer	layer	NOUN
easat-8683	79	4	in	in	ADP
easat-8683	79	5	the	the	DET
easat-8683	79	6	middle	middle	ADJ
easat-8683	79	7	layer	layer	NOUN
easat-8683	79	8	is	be	AUX
easat-8683	79	9	regarded	regard	VERB
easat-8683	79	10	as	as	ADP
easat-8683	79	11	the	the	DET
easat-8683	79	12	nerve	nerve	NOUN
easat-8683	79	13	center	center	NOUN
easat-8683	79	14	of	of	ADP
easat-8683	79	15	“	"	PUNCT
easat-8683	79	16	the	the	DET
easat-8683	79	17	internet	internet	NOUN
easat-8683	79	18	of	of	ADP
easat-8683	79	19	things	thing	NOUN
easat-8683	79	20	”	"	PUNCT
easat-8683	79	21	,	,	PUNCT
easat-8683	79	22	and	and	CCONJ
easat-8683	79	23	the	the	DET
easat-8683	79	24	application	application	NOUN
easat-8683	79	25	layer	layer	NOUN
easat-8683	79	26	at	at	ADP
easat-8683	79	27	the	the	DET
easat-8683	79	28	top	top	NOUN
easat-8683	79	29	is	be	AUX
easat-8683	79	30	regarded	regard	VERB
easat-8683	79	31	as	as	ADP
easat-8683	79	32	the	the	DET
easat-8683	79	33	brain	brain	NOUN
easat-8683	79	34	of	of	ADP
easat-8683	79	35	“	"	PUNCT
easat-8683	79	36	the	the	DET
easat-8683	79	37	internet	internet	NOUN
easat-8683	79	38	of	of	ADP
easat-8683	79	39	things	thing	NOUN
easat-8683	79	40	”	"	PUNCT
easat-8683	79	41	.	.	PUNCT
easat-8683	80	1	the	the	DET
easat-8683	80	2	structure	structure	NOUN
easat-8683	80	3	diagram	diagram	NOUN
easat-8683	80	4	of	of	ADP
easat-8683	80	5	the	the	DET
easat-8683	80	6	internet	internet	NOUN
easat-8683	80	7	of	of	ADP
easat-8683	80	8	things	thing	NOUN
easat-8683	80	9	is	be	AUX
easat-8683	80	10	shown	show	VERB
easat-8683	80	11	in	in	ADP
easat-8683	80	12	figure	figure	NOUN
easat-8683	80	13	1	1	NUM
easat-8683	80	14	:	:	SYM
easat-8683	80	15	598	598	NUM
easat-8683	80	16	edelweiss	edelweiss	PROPN
easat-8683	80	17	applied	apply	VERB
easat-8683	80	18	science	science	NOUN
easat-8683	80	19	and	and	CCONJ
easat-8683	80	20	technology	technology	NOUN
easat-8683	80	21	issn	issn	PROPN
easat-8683	80	22	:	:	PUNCT
easat-8683	80	23	2576	2576	NUM
easat-8683	80	24	-	-	SYM
easat-8683	80	25	8484	8484	NUM
easat-8683	80	26	vol	vol	NOUN
easat-8683	80	27	.	.	PROPN
easat-8683	81	1	9	9	NUM
easat-8683	81	2	,	,	PUNCT
easat-8683	81	3	no	no	INTJ
easat-8683	81	4	.	.	NOUN
easat-8683	82	1	7	7	NUM
easat-8683	82	2	:	:	SYM
easat-8683	82	3	595	595	NUM
easat-8683	82	4	-	-	SYM
easat-8683	82	5	609	609	NUM
easat-8683	82	6	,	,	PUNCT
easat-8683	82	7	2025	2025	NUM
easat-8683	82	8	doi	doi	NOUN
easat-8683	82	9	:	:	PUNCT
easat-8683	82	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	82	11	©	©	NOUN
easat-8683	82	12	2025	2025	NUM
easat-8683	82	13	by	by	ADP
easat-8683	82	14	the	the	DET
easat-8683	82	15	author	author	NOUN
easat-8683	82	16	;	;	PUNCT
easat-8683	82	17	licensee	licensee	PROPN
easat-8683	82	18	learning	learning	NOUN
easat-8683	82	19	gate	gate	NOUN
easat-8683	82	20	iot	iot	PROPN
easat-8683	82	21	applications&application	applications&application	PROPN
easat-8683	82	22	infrastructure	infrastructure	NOUN
easat-8683	82	23	perception	perception	NOUN
easat-8683	82	24	layer	layer	NOUN
easat-8683	82	25	communication	communication	NOUN
easat-8683	82	26	module	module	NOUN
easat-8683	82	27	sensor	sensor	NOUN
easat-8683	82	28	actuator	actuator	NOUN
easat-8683	82	29	rfid	rfid	NOUN
easat-8683	82	30	application	application	NOUN
easat-8683	82	31	layer	layer	NOUN
easat-8683	82	32	network	network	NOUN
easat-8683	82	33	layer	layer	NOUN
easat-8683	82	34	the	the	DET
easat-8683	82	35	internet	internet	NOUN
easat-8683	82	36	extended	extend	VERB
easat-8683	82	37	network	network	NOUN
easat-8683	82	38	private	private	ADJ
easat-8683	82	39	network	network	NOUN
easat-8683	82	40	qr	qr	PROPN
easat-8683	82	41	code	code	NOUN
easat-8683	82	42	smart	smart	ADJ
easat-8683	82	43	device	device	NOUN
easat-8683	82	44	figure	figure	NOUN
easat-8683	82	45	1	1	NUM
easat-8683	82	46	.	.	PUNCT
easat-8683	82	47	iot	iot	ADJ
easat-8683	82	48	architecture	architecture	NOUN
easat-8683	82	49	diagram	diagram	NOUN
easat-8683	82	50	.	.	PUNCT
easat-8683	83	1	2.2.1	2.2.1	NUM
easat-8683	83	2	.	.	PUNCT
easat-8683	83	3	perception	perception	NOUN
easat-8683	83	4	layer	layer	NOUN
easat-8683	83	5	the	the	DET
easat-8683	83	6	perception	perception	NOUN
easat-8683	83	7	layer	layer	NOUN
easat-8683	83	8	is	be	AUX
easat-8683	83	9	the	the	DET
easat-8683	83	10	basis	basis	NOUN
easat-8683	83	11	for	for	ADP
easat-8683	83	12	the	the	DET
easat-8683	83	13	development	development	NOUN
easat-8683	83	14	and	and	CCONJ
easat-8683	83	15	application	application	NOUN
easat-8683	83	16	of	of	ADP
easat-8683	83	17	the	the	DET
easat-8683	83	18	internet	internet	NOUN
easat-8683	83	19	of	of	ADP
easat-8683	83	20	things	thing	NOUN
easat-8683	83	21	.	.	PUNCT
easat-8683	84	1	it	it	PRON
easat-8683	84	2	is	be	AUX
easat-8683	84	3	divided	divide	VERB
easat-8683	84	4	into	into	ADP
easat-8683	84	5	two	two	NUM
easat-8683	84	6	situations	situation	NOUN
easat-8683	84	7	:	:	PUNCT
easat-8683	84	8	one	one	NUM
easat-8683	84	9	is	be	AUX
easat-8683	84	10	the	the	DET
easat-8683	84	11	direct	direct	ADJ
easat-8683	84	12	perception	perception	NOUN
easat-8683	84	13	method	method	NOUN
easat-8683	84	14	,	,	PUNCT
easat-8683	84	15	and	and	CCONJ
easat-8683	84	16	the	the	DET
easat-8683	84	17	other	other	ADJ
easat-8683	84	18	is	be	AUX
easat-8683	84	19	the	the	DET
easat-8683	84	20	multi	multi	ADJ
easat-8683	84	21	-	-	ADJ
easat-8683	84	22	hop	hop	ADJ
easat-8683	84	23	method	method	NOUN
easat-8683	84	24	of	of	ADP
easat-8683	84	25	the	the	DET
easat-8683	84	26	ad	ad	X
easat-8683	84	27	hoc	hoc	X
easat-8683	84	28	network	network	NOUN
easat-8683	84	29	,	,	PUNCT
easat-8683	84	30	most	most	ADJ
easat-8683	84	31	of	of	ADP
easat-8683	84	32	which	which	PRON
easat-8683	84	33	are	be	AUX
easat-8683	84	34	the	the	DET
easat-8683	84	35	former	former	ADJ
easat-8683	84	36	.	.	PUNCT
easat-8683	85	1	through	through	ADP
easat-8683	85	2	two	two	NUM
easat-8683	85	3	-	-	PUNCT
easat-8683	85	4	dimensional	dimensional	ADJ
easat-8683	85	5	code	code	NOUN
easat-8683	85	6	tag	tag	NOUN
easat-8683	85	7	identifiers	identifier	NOUN
easat-8683	85	8	,	,	PUNCT
easat-8683	85	9	rfid	rfid	NOUN
easat-8683	85	10	tag	tag	NOUN
easat-8683	85	11	readers	reader	NOUN
easat-8683	85	12	,	,	PUNCT
easat-8683	85	13	image	image	NOUN
easat-8683	85	14	detection	detection	NOUN
easat-8683	85	15	equipment	equipment	NOUN
easat-8683	85	16	,	,	PUNCT
easat-8683	85	17	gps	gps	PROPN
easat-8683	85	18	positioning	positioning	NOUN
easat-8683	85	19	equipments	equipment	NOUN
easat-8683	85	20	,	,	PUNCT
easat-8683	85	21	temperature	temperature	NOUN
easat-8683	85	22	detectors	detector	NOUN
easat-8683	85	23	and	and	CCONJ
easat-8683	85	24	liquid	liquid	ADJ
easat-8683	85	25	sensing	sense	VERB
easat-8683	85	26	detectors	detector	NOUN
easat-8683	85	27	,	,	PUNCT
easat-8683	85	28	and	and	CCONJ
easat-8683	85	29	other	other	ADJ
easat-8683	85	30	independent	independent	ADJ
easat-8683	85	31	sensing	sensing	NOUN
easat-8683	85	32	equipmentsas	equipmentsa	NOUN
easat-8683	85	33	the	the	DET
easat-8683	85	34	skin	skin	NOUN
easat-8683	85	35	and	and	CCONJ
easat-8683	85	36	facial	facial	ADJ
easat-8683	85	37	features	feature	NOUN
easat-8683	85	38	of	of	ADP
easat-8683	85	39	“	"	PUNCT
easat-8683	85	40	the	the	DET
easat-8683	85	41	internet	internet	NOUN
easat-8683	85	42	of	of	ADP
easat-8683	85	43	things	thing	NOUN
easat-8683	85	44	”	"	PUNCT
easat-8683	85	45	to	to	PART
easat-8683	85	46	collect	collect	VERB
easat-8683	85	47	information	information	NOUN
easat-8683	85	48	from	from	ADP
easat-8683	85	49	the	the	DET
easat-8683	85	50	outside	outside	ADJ
easat-8683	85	51	world	world	NOUN
easat-8683	85	52	.	.	PUNCT
easat-8683	86	1	2.2.2	2.2.2	X
easat-8683	86	2	.	.	PUNCT
easat-8683	86	3	network	network	NOUN
easat-8683	86	4	layer	layer	NOUN
easat-8683	86	5	the	the	DET
easat-8683	86	6	network	network	NOUN
easat-8683	86	7	layer	layer	NOUN
easat-8683	86	8	in	in	ADP
easat-8683	86	9	the	the	DET
easat-8683	86	10	middle	middle	ADJ
easat-8683	86	11	layer	layer	NOUN
easat-8683	86	12	is	be	AUX
easat-8683	86	13	a	a	DET
easat-8683	86	14	bridge	bridge	NOUN
easat-8683	86	15	connecting	connect	VERB
easat-8683	86	16	the	the	DET
easat-8683	86	17	perception	perception	NOUN
easat-8683	86	18	layer	layer	NOUN
easat-8683	86	19	and	and	CCONJ
easat-8683	86	20	the	the	DET
easat-8683	86	21	application	application	NOUN
easat-8683	86	22	layer	layer	NOUN
easat-8683	86	23	,	,	PUNCT
easat-8683	86	24	including	include	VERB
easat-8683	86	25	the	the	DET
easat-8683	86	26	bearer	bearer	NOUN
easat-8683	86	27	network	network	NOUN
easat-8683	86	28	and	and	CCONJ
easat-8683	86	29	intelligent	intelligent	ADJ
easat-8683	86	30	computing	computing	NOUN
easat-8683	86	31	technology	technology	NOUN
easat-8683	86	32	.	.	PUNCT
easat-8683	87	1	the	the	DET
easat-8683	87	2	bearer	bearer	PROPN
easat-8683	87	3	network	network	NOUN
easat-8683	87	4	is	be	AUX
easat-8683	87	5	a	a	DET
easat-8683	87	6	variety	variety	NOUN
easat-8683	87	7	of	of	ADP
easat-8683	87	8	wired	wire	VERB
easat-8683	87	9	and	and	CCONJ
easat-8683	87	10	wireless	wireless	ADJ
easat-8683	87	11	networks	network	NOUN
easat-8683	87	12	used	use	VERB
easat-8683	87	13	for	for	ADP
easat-8683	87	14	data	data	NOUN
easat-8683	87	15	communication	communication	NOUN
easat-8683	87	16	or	or	CCONJ
easat-8683	87	17	sharing	sharing	NOUN
easat-8683	87	18	.	.	PUNCT
easat-8683	88	1	wired	wire	VERB
easat-8683	88	2	networks	network	NOUN
easat-8683	88	3	include	include	VERB
easat-8683	88	4	telephones	telephone	NOUN
easat-8683	88	5	,	,	PUNCT
easat-8683	88	6	dedicated	dedicated	ADJ
easat-8683	88	7	lines	line	NOUN
easat-8683	88	8	,	,	PUNCT
easat-8683	88	9	private	private	ADJ
easat-8683	88	10	,	,	PUNCT
easat-8683	88	11	and	and	CCONJ
easat-8683	88	12	local	local	ADJ
easat-8683	88	13	networks	network	NOUN
easat-8683	88	14	.	.	PUNCT
easat-8683	89	1	wireless	wireless	ADJ
easat-8683	89	2	networks	network	NOUN
easat-8683	89	3	include	include	VERB
easat-8683	89	4	mobile	mobile	ADJ
easat-8683	89	5	communications	communication	NOUN
easat-8683	89	6	,	,	PUNCT
easat-8683	89	7	wireless	wireless	ADJ
easat-8683	89	8	local	local	ADJ
easat-8683	89	9	area	area	NOUN
easat-8683	89	10	networks	network	NOUN
easat-8683	89	11	,	,	PUNCT
easat-8683	89	12	wireless	wireless	ADJ
easat-8683	89	13	metropolitan	metropolitan	ADJ
easat-8683	89	14	area	area	NOUN
easat-8683	89	15	networks	network	NOUN
easat-8683	89	16	,	,	PUNCT
easat-8683	89	17	and	and	CCONJ
easat-8683	89	18	wireless	wireless	ADJ
easat-8683	89	19	wide	wide	ADJ
easat-8683	89	20	area	area	NOUN
easat-8683	89	21	networks	network	NOUN
easat-8683	89	22	.	.	PUNCT
easat-8683	90	1	intelligent	intelligent	ADJ
easat-8683	90	2	computing	computing	NOUN
easat-8683	90	3	technology	technology	NOUN
easat-8683	90	4	is	be	AUX
easat-8683	90	5	a	a	DET
easat-8683	90	6	technology	technology	NOUN
easat-8683	90	7	for	for	ADP
easat-8683	90	8	storing	storing	NOUN
easat-8683	90	9	,	,	PUNCT
easat-8683	90	10	analyzing	analyzing	NOUN
easat-8683	90	11	,	,	PUNCT
easat-8683	90	12	managing	managing	NOUN
easat-8683	90	13	,	,	PUNCT
easat-8683	90	14	and	and	CCONJ
easat-8683	90	15	processing	process	VERB
easat-8683	90	16	sensory	sensory	ADJ
easat-8683	90	17	data	datum	NOUN
easat-8683	90	18	.	.	PUNCT
easat-8683	91	1	it	it	PRON
easat-8683	91	2	is	be	AUX
easat-8683	91	3	an	an	DET
easat-8683	91	4	important	important	ADJ
easat-8683	91	5	part	part	NOUN
easat-8683	91	6	of	of	ADP
easat-8683	91	7	the	the	DET
easat-8683	91	8	network	network	NOUN
easat-8683	91	9	layer	layer	NOUN
easat-8683	91	10	and	and	CCONJ
easat-8683	91	11	the	the	DET
easat-8683	91	12	support	support	NOUN
easat-8683	91	13	base	base	NOUN
easat-8683	91	14	for	for	ADP
easat-8683	91	15	specific	specific	ADJ
easat-8683	91	16	applications	application	NOUN
easat-8683	91	17	at	at	ADP
easat-8683	91	18	the	the	DET
easat-8683	91	19	application	application	NOUN
easat-8683	91	20	layer	layer	NOUN
easat-8683	91	21	.	.	PUNCT
easat-8683	92	1	599	599	NUM
easat-8683	92	2	edelweiss	edelweiss	PROPN
easat-8683	92	3	applied	apply	VERB
easat-8683	92	4	science	science	NOUN
easat-8683	92	5	and	and	CCONJ
easat-8683	92	6	technology	technology	NOUN
easat-8683	92	7	issn	issn	PROPN
easat-8683	92	8	:	:	PUNCT
easat-8683	92	9	2576	2576	NUM
easat-8683	92	10	-	-	SYM
easat-8683	92	11	8484	8484	NUM
easat-8683	92	12	vol	vol	NOUN
easat-8683	92	13	.	.	PROPN
easat-8683	93	1	9	9	NUM
easat-8683	93	2	,	,	PUNCT
easat-8683	93	3	no	no	INTJ
easat-8683	93	4	.	.	NOUN
easat-8683	94	1	7	7	NUM
easat-8683	94	2	:	:	SYM
easat-8683	94	3	595	595	NUM
easat-8683	94	4	-	-	SYM
easat-8683	94	5	609	609	NUM
easat-8683	94	6	,	,	PUNCT
easat-8683	94	7	2025	2025	NUM
easat-8683	94	8	doi	doi	NOUN
easat-8683	94	9	:	:	PUNCT
easat-8683	94	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	94	11	©	©	NOUN
easat-8683	94	12	2025	2025	NUM
easat-8683	94	13	by	by	ADP
easat-8683	94	14	the	the	DET
easat-8683	94	15	author	author	NOUN
easat-8683	94	16	;	;	PUNCT
easat-8683	94	17	licensee	licensee	PROPN
easat-8683	94	18	learning	learn	VERB
easat-8683	94	19	gate	gate	NOUN
easat-8683	94	20	2.2.3	2.2.3	NUM
easat-8683	94	21	.	.	PUNCT
easat-8683	95	1	application	application	NOUN
easat-8683	95	2	layer	layer	NOUN
easat-8683	95	3	the	the	DET
easat-8683	95	4	top	top	ADJ
easat-8683	95	5	-	-	PUNCT
easat-8683	95	6	level	level	NOUN
easat-8683	95	7	application	application	NOUN
easat-8683	95	8	layer	layer	NOUN
easat-8683	95	9	is	be	AUX
easat-8683	95	10	the	the	DET
easat-8683	95	11	layer	layer	NOUN
easat-8683	95	12	that	that	PRON
easat-8683	95	13	displays	display	VERB
easat-8683	95	14	business	business	NOUN
easat-8683	95	15	to	to	ADP
easat-8683	95	16	users	user	NOUN
easat-8683	95	17	:	:	PUNCT
easat-8683	95	18	one	one	NUM
easat-8683	95	19	is	be	AUX
easat-8683	95	20	business	business	NOUN
easat-8683	95	21	middleware	middleware	NOUN
easat-8683	95	22	,	,	PUNCT
easat-8683	95	23	and	and	CCONJ
easat-8683	95	24	the	the	DET
easat-8683	95	25	other	other	ADJ
easat-8683	95	26	is	be	AUX
easat-8683	95	27	specific	specific	ADJ
easat-8683	95	28	application	application	NOUN
easat-8683	95	29	.	.	PUNCT
easat-8683	96	1	the	the	DET
easat-8683	96	2	former	former	ADJ
easat-8683	96	3	refers	refer	VERB
easat-8683	96	4	to	to	ADP
easat-8683	96	5	a	a	DET
easat-8683	96	6	more	more	ADV
easat-8683	96	7	general	general	ADJ
easat-8683	96	8	service	service	NOUN
easat-8683	96	9	model	model	NOUN
easat-8683	96	10	,	,	PUNCT
easat-8683	96	11	which	which	PRON
easat-8683	96	12	is	be	AUX
easat-8683	96	13	the	the	DET
easat-8683	96	14	basis	basis	NOUN
easat-8683	96	15	of	of	ADP
easat-8683	96	16	specific	specific	ADJ
easat-8683	96	17	applications	application	NOUN
easat-8683	96	18	,	,	PUNCT
easat-8683	96	19	such	such	ADJ
easat-8683	96	20	as	as	ADP
easat-8683	96	21	user	user	NOUN
easat-8683	96	22	management	management	NOUN
easat-8683	96	23	,	,	PUNCT
easat-8683	96	24	billing	billing	NOUN
easat-8683	96	25	management	management	NOUN
easat-8683	96	26	,	,	PUNCT
easat-8683	96	27	etc	etc	X
easat-8683	96	28	.	.	X
easat-8683	97	1	the	the	DET
easat-8683	97	2	latter	latter	ADJ
easat-8683	97	3	mainly	mainly	ADV
easat-8683	97	4	refers	refer	VERB
easat-8683	97	5	to	to	ADP
easat-8683	97	6	the	the	DET
easat-8683	97	7	use	use	NOUN
easat-8683	97	8	of	of	ADP
easat-8683	97	9	data	datum	NOUN
easat-8683	97	10	obtained	obtain	VERB
easat-8683	97	11	through	through	ADP
easat-8683	97	12	the	the	DET
easat-8683	97	13	network	network	NOUN
easat-8683	97	14	layer	layer	NOUN
easat-8683	97	15	and	and	CCONJ
easat-8683	97	16	the	the	DET
easat-8683	97	17	assistance	assistance	NOUN
easat-8683	97	18	of	of	ADP
easat-8683	97	19	middleware	middleware	NOUN
easat-8683	97	20	to	to	PART
easat-8683	97	21	achieve	achieve	VERB
easat-8683	97	22	specific	specific	ADJ
easat-8683	97	23	applications	application	NOUN
easat-8683	97	24	in	in	ADP
easat-8683	97	25	specific	specific	ADJ
easat-8683	97	26	fields	field	NOUN
easat-8683	97	27	,	,	PUNCT
easat-8683	97	28	such	such	ADJ
easat-8683	97	29	as	as	ADP
easat-8683	97	30	environmental	environmental	ADJ
easat-8683	97	31	monitoring	monitoring	NOUN
easat-8683	97	32	,	,	PUNCT
easat-8683	97	33	traffic	traffic	NOUN
easat-8683	97	34	intelligence	intelligence	NOUN
easat-8683	97	35	,	,	PUNCT
easat-8683	97	36	expressway	expressway	NOUN
easat-8683	97	37	non	non	ADJ
easat-8683	97	38	-	-	ADJ
easat-8683	97	39	stop	stop	ADJ
easat-8683	97	40	toll	toll	NOUN
easat-8683	97	41	collection	collection	NOUN
easat-8683	97	42	system	system	NOUN
easat-8683	97	43	,	,	PUNCT
easat-8683	97	44	etc	etc	X
easat-8683	97	45	.	.	X
easat-8683	98	1	[	[	X
easat-8683	98	2	10	10	NUM
easat-8683	98	3	]	]	PUNCT
easat-8683	98	4	.	.	PUNCT
easat-8683	99	1	2.3	2.3	NUM
easat-8683	99	2	.	.	PUNCT
easat-8683	99	3	basic	basic	ADJ
easat-8683	99	4	idea	idea	NOUN
easat-8683	99	5	of	of	ADP
easat-8683	99	6	dl	dl	PROPN
easat-8683	99	7	dl	dl	PROPN
easat-8683	99	8	is	be	AUX
easat-8683	99	9	originated	originate	VERB
easat-8683	99	10	from	from	ADP
easat-8683	99	11	the	the	DET
easat-8683	99	12	study	study	NOUN
easat-8683	99	13	of	of	ADP
easat-8683	99	14	artificial	artificial	ADJ
easat-8683	99	15	neural	neural	ADJ
easat-8683	99	16	networks	network	NOUN
easat-8683	99	17	.	.	PUNCT
easat-8683	100	1	a	a	DET
easat-8683	100	2	dl	dl	PROPN
easat-8683	100	3	neural	neural	ADJ
easat-8683	100	4	network	network	NOUN
easat-8683	100	5	consists	consist	VERB
easat-8683	100	6	of	of	ADP
easat-8683	100	7	a	a	DET
easat-8683	100	8	neural	neural	ADJ
easat-8683	100	9	network	network	NOUN
easat-8683	100	10	with	with	ADP
easat-8683	100	11	an	an	DET
easat-8683	100	12	input	input	NOUN
easat-8683	100	13	layer	layer	NOUN
easat-8683	100	14	,	,	PUNCT
easat-8683	100	15	three	three	NUM
easat-8683	100	16	hidden	hidden	ADJ
easat-8683	100	17	layers	layer	NOUN
easat-8683	100	18	,	,	PUNCT
easat-8683	100	19	and	and	CCONJ
easat-8683	100	20	an	an	DET
easat-8683	100	21	output	output	NOUN
easat-8683	100	22	layer	layer	NOUN
easat-8683	100	23	.	.	PUNCT
easat-8683	101	1	the	the	DET
easat-8683	101	2	basic	basic	ADJ
easat-8683	101	3	idea	idea	NOUN
easat-8683	101	4	of	of	ADP
easat-8683	101	5	dl	dl	PROPN
easat-8683	101	6	can	can	AUX
easat-8683	101	7	be	be	AUX
easat-8683	101	8	expressed	express	VERB
easat-8683	101	9	as	as	SCONJ
easat-8683	101	10	follows	follow	VERB
easat-8683	101	11	:	:	PUNCT
easat-8683	101	12	supposing	suppose	VERB
easat-8683	101	13	there	there	PRON
easat-8683	101	14	is	be	VERB
easat-8683	101	15	a	a	DET
easat-8683	101	16	system	system	NOUN
easat-8683	101	17	l	l	NOUN
easat-8683	101	18	,	,	PUNCT
easat-8683	101	19	it	it	PRON
easat-8683	101	20	has	have	VERB
easat-8683	101	21	n	n	PRON
easat-8683	101	22	layers	layer	NOUN
easat-8683	101	23	(	(	PUNCT
easat-8683	101	24	l1	l1	PROPN
easat-8683	101	25	,	,	PUNCT
easat-8683	101	26	...	...	PUNCT
easat-8683	101	27	,	,	PUNCT
easat-8683	101	28	ln	ln	PROPN
easat-8683	101	29	)	)	PUNCT
easat-8683	101	30	;	;	PUNCT
easat-8683	101	31	the	the	DET
easat-8683	101	32	input	input	NOUN
easat-8683	101	33	is	be	AUX
easat-8683	101	34	a	a	PRON
easat-8683	101	35	;	;	PUNCT
easat-8683	101	36	the	the	DET
easat-8683	101	37	output	output	NOUN
easat-8683	101	38	is	be	AUX
easat-8683	101	39	b	b	NOUN
easat-8683	101	40	,	,	PUNCT
easat-8683	101	41	which	which	PRON
easat-8683	101	42	can	can	AUX
easat-8683	101	43	be	be	AUX
easat-8683	101	44	visually	visually	ADV
easat-8683	101	45	expressed	express	VERB
easat-8683	101	46	as	as	ADP
easat-8683	101	47	:	:	PUNCT
easat-8683	101	48	a=>l1=>l2=	a=>l1=>l2=	ADV
easat-8683	101	49	>	>	X
easat-8683	101	50	…	…	PUNCT
easat-8683	101	51	=	=	SYM
easat-8683	101	52	>	>	X
easat-8683	101	53	ln=>b	ln=>b	NOUN
easat-8683	101	54	.	.	PUNCT
easat-8683	102	1	by	by	ADP
easat-8683	102	2	properly	properly	ADV
easat-8683	102	3	adjusting	adjust	VERB
easat-8683	102	4	the	the	DET
easat-8683	102	5	parameters	parameter	NOUN
easat-8683	102	6	in	in	ADP
easat-8683	102	7	the	the	DET
easat-8683	102	8	system	system	NOUN
easat-8683	102	9	,	,	PUNCT
easat-8683	102	10	the	the	DET
easat-8683	102	11	output	output	NOUN
easat-8683	102	12	b	b	NOUN
easat-8683	102	13	can	can	AUX
easat-8683	102	14	be	be	AUX
easat-8683	102	15	as	as	ADV
easat-8683	102	16	close	close	ADJ
easat-8683	102	17	to	to	ADP
easat-8683	102	18	the	the	DET
easat-8683	102	19	input	input	NOUN
easat-8683	102	20	a	a	DET
easat-8683	102	21	as	as	ADP
easat-8683	102	22	possible	possible	ADJ
easat-8683	102	23	,	,	PUNCT
easat-8683	102	24	and	and	CCONJ
easat-8683	102	25	the	the	DET
easat-8683	102	26	multi	multi	ADJ
easat-8683	102	27	-	-	ADJ
easat-8683	102	28	level	level	ADJ
easat-8683	102	29	features	feature	NOUN
easat-8683	102	30	l1	l1	PROPN
easat-8683	102	31	,	,	PUNCT
easat-8683	102	32	l2	l2	NOUN
easat-8683	102	33	,	,	PUNCT
easat-8683	102	34	...	...	PUNCT
easat-8683	102	35	,	,	PUNCT
easat-8683	102	36	ln	ln	X
easat-8683	102	37	of	of	ADP
easat-8683	102	38	the	the	DET
easat-8683	102	39	input	input	NOUN
easat-8683	102	40	a	a	PRON
easat-8683	102	41	can	can	AUX
easat-8683	102	42	also	also	ADV
easat-8683	102	43	be	be	AUX
easat-8683	102	44	obtained	obtain	VERB
easat-8683	102	45	.	.	PUNCT
easat-8683	103	1	by	by	ADP
easat-8683	103	2	properly	properly	ADV
easat-8683	103	3	adjusting	adjust	VERB
easat-8683	103	4	the	the	DET
easat-8683	103	5	parameters	parameter	NOUN
easat-8683	103	6	in	in	ADP
easat-8683	103	7	the	the	DET
easat-8683	103	8	system	system	NOUN
easat-8683	103	9	,	,	PUNCT
easat-8683	103	10	the	the	DET
easat-8683	103	11	output	output	NOUN
easat-8683	103	12	b	b	NOUN
easat-8683	103	13	can	can	AUX
easat-8683	103	14	be	be	AUX
easat-8683	103	15	as	as	ADV
easat-8683	103	16	close	close	ADJ
easat-8683	103	17	to	to	ADP
easat-8683	103	18	the	the	DET
easat-8683	103	19	input	input	NOUN
easat-8683	103	20	a	a	DET
easat-8683	103	21	as	as	ADP
easat-8683	103	22	possible	possible	ADJ
easat-8683	103	23	,	,	PUNCT
easat-8683	103	24	and	and	CCONJ
easat-8683	103	25	the	the	DET
easat-8683	103	26	multi	multi	ADJ
easat-8683	103	27	-	-	ADJ
easat-8683	103	28	level	level	ADJ
easat-8683	103	29	features	feature	NOUN
easat-8683	103	30	l1	l1	PROPN
easat-8683	103	31	,	,	PUNCT
easat-8683	103	32	l2	l2	NOUN
easat-8683	103	33	,	,	PUNCT
easat-8683	103	34	and	and	CCONJ
easat-8683	103	35	ln	ln	NOUN
easat-8683	103	36	of	of	ADP
easat-8683	103	37	the	the	DET
easat-8683	103	38	input	input	NOUN
easat-8683	103	39	a	a	PRON
easat-8683	103	40	can	can	AUX
easat-8683	103	41	also	also	ADV
easat-8683	103	42	be	be	AUX
easat-8683	103	43	obtained	obtain	VERB
easat-8683	103	44	.	.	PUNCT
easat-8683	104	1	however	however	ADV
easat-8683	104	2	,	,	PUNCT
easat-8683	104	3	for	for	ADP
easat-8683	104	4	different	different	ADJ
easat-8683	104	5	levels	level	NOUN
easat-8683	104	6	of	of	ADP
easat-8683	104	7	data	datum	NOUN
easat-8683	104	8	stacking	stacking	NOUN
easat-8683	104	9	,	,	PUNCT
easat-8683	104	10	the	the	DET
easat-8683	104	11	results	result	NOUN
easat-8683	104	12	of	of	ADP
easat-8683	104	13	the	the	DET
easat-8683	104	14	before	before	ADJ
easat-8683	104	15	layer	layer	NOUN
easat-8683	104	16	is	be	AUX
easat-8683	104	17	usually	usually	ADV
easat-8683	104	18	made	make	VERB
easat-8683	104	19	to	to	PART
easat-8683	104	20	be	be	AUX
easat-8683	104	21	the	the	DET
easat-8683	104	22	input	input	NOUN
easat-8683	104	23	of	of	ADP
easat-8683	104	24	the	the	DET
easat-8683	104	25	next	next	ADJ
easat-8683	104	26	layer	layer	NOUN
easat-8683	104	27	to	to	PART
easat-8683	104	28	achieve	achieve	VERB
easat-8683	104	29	different	different	ADJ
easat-8683	104	30	levels	level	NOUN
easat-8683	104	31	of	of	ADP
easat-8683	104	32	representation	representation	NOUN
easat-8683	104	33	of	of	ADP
easat-8683	104	34	input	input	NOUN
easat-8683	104	35	information	information	NOUN
easat-8683	104	36	and	and	CCONJ
easat-8683	104	37	output	output	NOUN
easat-8683	104	38	data	datum	NOUN
easat-8683	104	39	[	[	X
easat-8683	104	40	11	11	NUM
easat-8683	104	41	]	]	PUNCT
easat-8683	104	42	.	.	PUNCT
easat-8683	105	1	the	the	DET
easat-8683	105	2	dl	dl	PROPN
easat-8683	105	3	neural	neural	PROPN
easat-8683	105	4	network	network	PROPN
easat-8683	105	5	diagram	diagram	NOUN
easat-8683	105	6	is	be	AUX
easat-8683	105	7	shown	show	VERB
easat-8683	105	8	in	in	ADP
easat-8683	105	9	figure	figure	NOUN
easat-8683	105	10	2	2	NUM
easat-8683	105	11	:	:	PUNCT
easat-8683	105	12	a1	a1	PROPN
easat-8683	105	13	a2	a2	PROPN
easat-8683	105	14	a3	a3	PROPN
easat-8683	105	15	z	z	NOUN
easat-8683	105	16	figure	figure	NOUN
easat-8683	105	17	2	2	NUM
easat-8683	105	18	.	.	PUNCT
easat-8683	105	19	dl	dl	PROPN
easat-8683	105	20	neural	neural	PROPN
easat-8683	105	21	network	network	PROPN
easat-8683	105	22	diagram	diagram	PROPN
easat-8683	105	23	.	.	PUNCT
easat-8683	106	1	2.4	2.4	NUM
easat-8683	106	2	.	.	PUNCT
easat-8683	107	1	training	training	NOUN
easat-8683	107	2	process	process	NOUN
easat-8683	107	3	of	of	ADP
easat-8683	107	4	dl	dl	PROPN
easat-8683	107	5	during	during	ADP
easat-8683	107	6	the	the	DET
easat-8683	107	7	training	training	NOUN
easat-8683	107	8	process	process	NOUN
easat-8683	107	9	,	,	PUNCT
easat-8683	107	10	all	all	DET
easat-8683	107	11	deep	deep	ADJ
easat-8683	107	12	network	network	NOUN
easat-8683	107	13	layers	layer	NOUN
easat-8683	107	14	can	can	AUX
easat-8683	107	15	not	not	PART
easat-8683	107	16	be	be	AUX
easat-8683	107	17	trained	train	VERB
easat-8683	107	18	at	at	ADP
easat-8683	107	19	the	the	DET
easat-8683	107	20	same	same	ADJ
easat-8683	107	21	time	time	NOUN
easat-8683	107	22	,	,	PUNCT
easat-8683	107	23	otherwise	otherwise	ADV
easat-8683	107	24	the	the	DET
easat-8683	107	25	results	result	NOUN
easat-8683	107	26	are	be	AUX
easat-8683	107	27	too	too	ADV
easat-8683	107	28	complicated	complicated	ADJ
easat-8683	107	29	.	.	PUNCT
easat-8683	108	1	it	it	PRON
easat-8683	108	2	is	be	AUX
easat-8683	108	3	not	not	PART
easat-8683	108	4	feasible	feasible	ADJ
easat-8683	108	5	to	to	PART
easat-8683	108	6	train	train	VERB
easat-8683	108	7	only	only	ADV
easat-8683	108	8	one	one	NUM
easat-8683	108	9	layer	layer	NOUN
easat-8683	108	10	at	at	ADP
easat-8683	108	11	a	a	DET
easat-8683	108	12	time	time	NOUN
easat-8683	108	13	,	,	PUNCT
easat-8683	108	14	because	because	SCONJ
easat-8683	108	15	this	this	PRON
easat-8683	108	16	causes	cause	VERB
easat-8683	108	17	the	the	DET
easat-8683	108	18	deviation	deviation	NOUN
easat-8683	108	19	to	to	PART
easat-8683	108	20	increase	increase	VERB
easat-8683	108	21	layer	layer	NOUN
easat-8683	108	22	by	by	ADP
easat-8683	108	23	layer	layer	NOUN
easat-8683	108	24	.	.	PUNCT
easat-8683	109	1	the	the	DET
easat-8683	109	2	deep	deep	ADJ
easat-8683	109	3	network	network	NOUN
easat-8683	109	4	structure	structure	NOUN
easat-8683	109	5	has	have	VERB
easat-8683	109	6	many	many	ADJ
easat-8683	109	7	neurons	neuron	NOUN
easat-8683	109	8	and	and	CCONJ
easat-8683	109	9	parameters	parameter	NOUN
easat-8683	109	10	,	,	PUNCT
easat-8683	109	11	which	which	PRON
easat-8683	109	12	can	can	AUX
easat-8683	109	13	easily	easily	ADV
easat-8683	109	14	cause	cause	VERB
easat-8683	109	15	the	the	DET
easat-8683	109	16	problem	problem	NOUN
easat-8683	109	17	of	of	ADP
easat-8683	109	18	data	datum	NOUN
easat-8683	109	19	inconsistency	inconsistency	NOUN
easat-8683	109	20	.	.	PUNCT
easat-8683	110	1	on	on	ADP
easat-8683	110	2	the	the	DET
easat-8683	110	3	basis	basis	NOUN
easat-8683	110	4	of	of	ADP
easat-8683	110	5	unsupervised	unsupervised	ADJ
easat-8683	110	6	data	datum	NOUN
easat-8683	110	7	,	,	PUNCT
easat-8683	110	8	a	a	DET
easat-8683	110	9	multilayer	multilayer	ADJ
easat-8683	110	10	neural	neural	ADJ
easat-8683	110	11	network	network	NOUN
easat-8683	110	12	can	can	AUX
easat-8683	110	13	be	be	AUX
easat-8683	110	14	effectively	effectively	ADV
easat-8683	110	15	established	establish	VERB
easat-8683	110	16	.	.	PUNCT
easat-8683	111	1	the	the	DET
easat-8683	111	2	process	process	NOUN
easat-8683	111	3	is	be	AUX
easat-8683	111	4	divided	divide	VERB
easat-8683	111	5	into	into	ADP
easat-8683	111	6	two	two	NUM
easat-8683	111	7	steps	step	NOUN
easat-8683	111	8	:	:	PUNCT
easat-8683	111	9	one	one	NUM
easat-8683	111	10	is	be	AUX
easat-8683	111	11	to	to	PART
easat-8683	111	12	train	train	VERB
easat-8683	111	13	only	only	ADV
easat-8683	111	14	one	one	NUM
easat-8683	111	15	layer	layer	NOUN
easat-8683	111	16	at	at	ADP
easat-8683	111	17	a	a	DET
easat-8683	111	18	time	time	NOUN
easat-8683	111	19	,	,	PUNCT
easat-8683	111	20	and	and	CCONJ
easat-8683	111	21	the	the	DET
easat-8683	111	22	other	other	ADJ
easat-8683	111	23	is	be	AUX
easat-8683	111	24	to	to	PART
easat-8683	111	25	optimize	optimize	VERB
easat-8683	111	26	the	the	DET
easat-8683	111	27	high	high	ADJ
easat-8683	111	28	-	-	PUNCT
easat-8683	111	29	level	level	NOUN
easat-8683	111	30	expression	expression	NOUN
easat-8683	111	31	b	b	NUM
easat-8683	111	32	generated	generate	VERB
easat-8683	111	33	from	from	ADP
easat-8683	111	34	the	the	DET
easat-8683	111	35	original	original	ADJ
easat-8683	111	36	input	input	NOUN
easat-8683	111	37	a	a	PRON
easat-8683	111	38	and	and	CCONJ
easat-8683	111	39	the	the	DET
easat-8683	111	40	high	high	ADJ
easat-8683	111	41	-	-	PUNCT
easat-8683	111	42	level	level	NOUN
easat-8683	111	43	expression	expression	NOUN
easat-8683	111	44	output	output	NOUN
easat-8683	111	45	a	a	PRON
easat-8683	111	46	'	'	PUNCT
easat-8683	111	47	generated	generate	VERB
easat-8683	111	48	by	by	ADP
easat-8683	111	49	b	b	PROPN
easat-8683	111	50	downwards	downward	NOUN
easat-8683	111	51	is	be	AUX
easat-8683	111	52	as	as	ADV
easat-8683	111	53	consistent	consistent	ADJ
easat-8683	111	54	as	as	ADP
easat-8683	111	55	possible	possible	ADJ
easat-8683	111	56	[	[	X
easat-8683	111	57	12	12	NUM
easat-8683	111	58	]	]	PUNCT
easat-8683	111	59	.	.	PUNCT
easat-8683	112	1	however	however	ADV
easat-8683	112	2	,	,	PUNCT
easat-8683	112	3	difficulties	difficulty	NOUN
easat-8683	112	4	are	be	AUX
easat-8683	112	5	also	also	ADV
easat-8683	112	6	encountered	encounter	VERB
easat-8683	112	7	in	in	ADP
easat-8683	112	8	the	the	DET
easat-8683	112	9	training	training	NOUN
easat-8683	112	10	process	process	NOUN
easat-8683	112	11	,	,	PUNCT
easat-8683	112	12	that	that	ADV
easat-8683	112	13	is	is	ADV
easat-8683	112	14	,	,	PUNCT
easat-8683	112	15	the	the	DET
easat-8683	112	16	training	training	NOUN
easat-8683	112	17	speed	speed	NOUN
easat-8683	112	18	is	be	AUX
easat-8683	112	19	too	too	ADV
easat-8683	112	20	slow	slow	ADJ
easat-8683	112	21	,	,	PUNCT
easat-8683	112	22	and	and	CCONJ
easat-8683	112	23	the	the	DET
easat-8683	112	24	generation	generation	NOUN
easat-8683	112	25	speed	speed	NOUN
easat-8683	112	26	is	be	AUX
easat-8683	112	27	slow	slow	ADJ
easat-8683	112	28	.	.	PUNCT
easat-8683	113	1	in	in	ADP
easat-8683	113	2	general	general	ADJ
easat-8683	113	3	,	,	PUNCT
easat-8683	113	4	dl	dl	PROPN
easat-8683	113	5	is	be	AUX
easat-8683	113	6	a	a	DET
easat-8683	113	7	process	process	NOUN
easat-8683	113	8	of	of	ADP
easat-8683	113	9	repeatedly	repeatedly	ADV
easat-8683	113	10	tuning	tune	VERB
easat-8683	113	11	model	model	NOUN
easat-8683	113	12	parameters	parameter	NOUN
easat-8683	113	13	to	to	PART
easat-8683	113	14	generate	generate	VERB
easat-8683	113	15	results	result	NOUN
easat-8683	113	16	,	,	PUNCT
easat-8683	113	17	and	and	CCONJ
easat-8683	113	18	by	by	ADP
easat-8683	113	19	improving	improve	VERB
easat-8683	113	20	gpu	gpu	NOUN
easat-8683	113	21	and	and	CCONJ
easat-8683	113	22	other	other	ADJ
easat-8683	113	23	hardware	hardware	NOUN
easat-8683	113	24	performance	performance	NOUN
easat-8683	113	25	to	to	PART
easat-8683	113	26	achieve	achieve	VERB
easat-8683	113	27	complex	complex	ADJ
easat-8683	113	28	dl	dl	NOUN
easat-8683	113	29	training	training	NOUN
easat-8683	113	30	.	.	PUNCT
easat-8683	114	1	if	if	SCONJ
easat-8683	114	2	the	the	DET
easat-8683	114	3	training	training	NOUN
easat-8683	114	4	time	time	NOUN
easat-8683	114	5	is	be	AUX
easat-8683	114	6	too	too	ADV
easat-8683	114	7	long	long	ADJ
easat-8683	114	8	,	,	PUNCT
easat-8683	114	9	on	on	ADP
easat-8683	114	10	the	the	DET
easat-8683	114	11	one	one	NUM
easat-8683	114	12	hand	hand	NOUN
easat-8683	114	13	,	,	PUNCT
easat-8683	114	14	it	it	PRON
easat-8683	114	15	reduces	reduce	VERB
easat-8683	114	16	the	the	DET
easat-8683	114	17	number	number	NOUN
easat-8683	114	18	of	of	ADP
easat-8683	114	19	600	600	NUM
easat-8683	114	20	edelweiss	edelweiss	PROPN
easat-8683	114	21	applied	apply	VERB
easat-8683	114	22	science	science	NOUN
easat-8683	114	23	and	and	CCONJ
easat-8683	114	24	technology	technology	NOUN
easat-8683	114	25	issn	issn	PROPN
easat-8683	114	26	:	:	PUNCT
easat-8683	114	27	2576	2576	NUM
easat-8683	114	28	-	-	SYM
easat-8683	114	29	8484	8484	NUM
easat-8683	114	30	vol	vol	NOUN
easat-8683	114	31	.	.	PROPN
easat-8683	115	1	9	9	NUM
easat-8683	115	2	,	,	PUNCT
easat-8683	115	3	no	no	INTJ
easat-8683	115	4	.	.	NOUN
easat-8683	116	1	7	7	NUM
easat-8683	116	2	:	:	SYM
easat-8683	116	3	595	595	NUM
easat-8683	116	4	-	-	SYM
easat-8683	116	5	609	609	NUM
easat-8683	116	6	,	,	PUNCT
easat-8683	116	7	2025	2025	NUM
easat-8683	116	8	doi	doi	NOUN
easat-8683	116	9	:	:	PUNCT
easat-8683	116	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	116	11	©	©	NOUN
easat-8683	116	12	2025	2025	NUM
easat-8683	116	13	by	by	ADP
easat-8683	116	14	the	the	DET
easat-8683	116	15	author	author	NOUN
easat-8683	116	16	;	;	PUNCT
easat-8683	116	17	licensee	licensee	PROPN
easat-8683	116	18	learning	learn	VERB
easat-8683	116	19	gate	gate	NOUN
easat-8683	116	20	iterations	iteration	NOUN
easat-8683	116	21	in	in	ADP
easat-8683	116	22	the	the	DET
easat-8683	116	23	same	same	ADJ
easat-8683	116	24	total	total	ADJ
easat-8683	116	25	training	training	NOUN
easat-8683	116	26	time	time	NOUN
easat-8683	116	27	,	,	PUNCT
easat-8683	116	28	affecting	affect	VERB
easat-8683	116	29	the	the	DET
easat-8683	116	30	accuracy	accuracy	NOUN
easat-8683	116	31	,	,	PUNCT
easat-8683	116	32	and	and	CCONJ
easat-8683	116	33	on	on	ADP
easat-8683	116	34	the	the	DET
easat-8683	116	35	other	other	ADJ
easat-8683	116	36	hand	hand	NOUN
easat-8683	116	37	,	,	PUNCT
easat-8683	116	38	reduces	reduce	VERB
easat-8683	116	39	the	the	DET
easat-8683	116	40	number	number	NOUN
easat-8683	116	41	of	of	ADP
easat-8683	116	42	training	training	NOUN
easat-8683	116	43	,	,	PUNCT
easat-8683	116	44	thus	thus	ADV
easat-8683	116	45	reducing	reduce	VERB
easat-8683	116	46	the	the	DET
easat-8683	116	47	chance	chance	NOUN
easat-8683	116	48	of	of	ADP
easat-8683	116	49	testing	test	VERB
easat-8683	116	50	other	other	ADJ
easat-8683	116	51	parameters	parameter	NOUN
easat-8683	116	52	[	[	X
easat-8683	116	53	13	13	NUM
easat-8683	116	54	]	]	PUNCT
easat-8683	116	55	.	.	PUNCT
easat-8683	117	1	the	the	DET
easat-8683	117	2	training	training	NOUN
easat-8683	117	3	flow	flow	NOUN
easat-8683	117	4	chart	chart	NOUN
easat-8683	117	5	of	of	ADP
easat-8683	117	6	dl	dl	PROPN
easat-8683	117	7	is	be	AUX
easat-8683	117	8	shown	show	VERB
easat-8683	117	9	in	in	ADP
easat-8683	117	10	figure	figure	NOUN
easat-8683	117	11	3	3	NUM
easat-8683	117	12	:	:	PUNCT
easat-8683	117	13	input	input	NOUN
easat-8683	117	14	layer	layer	NOUN
easat-8683	117	15	training	training	NOUN
easat-8683	117	16	network	network	NOUN
easat-8683	117	17	layers	layer	NOUN
easat-8683	117	18	output	output	NOUN
easat-8683	117	19	layer	layer	NOUN
easat-8683	117	20	loss	loss	NOUN
easat-8683	117	21	function	function	NOUN
easat-8683	117	22	optimization	optimization	NOUN
easat-8683	117	23	algorithms	algorithm	NOUN
easat-8683	117	24	gradients	gradient	NOUN
easat-8683	117	25	gradients	gradient	NOUN
easat-8683	117	26	update	update	NOUN
easat-8683	117	27	parameters	parameter	NOUN
easat-8683	117	28	update	update	VERB
easat-8683	117	29	parameters	parameter	NOUN
easat-8683	117	30	update	update	VERB
easat-8683	117	31	parameters	parameter	NOUN
easat-8683	117	32	backprogation	backprogation	NOUN
easat-8683	117	33	of	of	ADP
easat-8683	117	34	error	error	NOUN
easat-8683	117	35	signals	signal	VERB
easat-8683	117	36	forward	forward	ADV
easat-8683	117	37	propagation	propagation	NOUN
easat-8683	117	38	of	of	ADP
easat-8683	117	39	datasignals	datasignal	NOUN
easat-8683	117	40	figure	figure	VERB
easat-8683	117	41	3	3	NUM
easat-8683	117	42	.	.	PUNCT
easat-8683	118	1	the	the	DET
easat-8683	118	2	training	training	NOUN
easat-8683	118	3	flow	flow	NOUN
easat-8683	118	4	chart	chart	NOUN
easat-8683	118	5	of	of	ADP
easat-8683	118	6	dl	dl	PROPN
easat-8683	118	7	2.5	2.5	NUM
easat-8683	118	8	.	.	PUNCT
easat-8683	119	1	common	common	ADJ
easat-8683	119	2	models	model	NOUN
easat-8683	119	3	of	of	ADP
easat-8683	119	4	dl	dl	PROPN
easat-8683	119	5	2.5.1	2.5.1	NUM
easat-8683	119	6	.	.	PUNCT
easat-8683	120	1	autoencoder	autoencoder	NOUN
easat-8683	120	2	automatic	automatic	ADJ
easat-8683	120	3	encoder	encoder	NOUN
easat-8683	120	4	an	an	DET
easat-8683	120	5	autoencoder	autoencoder	NOUN
easat-8683	120	6	is	be	AUX
easat-8683	120	7	a	a	DET
easat-8683	120	8	neural	neural	ADJ
easat-8683	120	9	network	network	NOUN
easat-8683	120	10	that	that	PRON
easat-8683	120	11	with	with	ADP
easat-8683	120	12	a	a	DET
easat-8683	120	13	back	back	ADJ
easat-8683	120	14	dissemination	dissemination	NOUN
easat-8683	120	15	algorithm	algorithm	NOUN
easat-8683	120	16	to	to	PART
easat-8683	120	17	make	make	VERB
easat-8683	120	18	the	the	DET
easat-8683	120	19	output	output	NOUN
easat-8683	120	20	results	result	NOUN
easat-8683	120	21	be	be	AUX
easat-8683	120	22	the	the	DET
easat-8683	120	23	same	same	ADJ
easat-8683	120	24	as	as	ADP
easat-8683	120	25	the	the	DET
easat-8683	120	26	input	input	NOUN
easat-8683	120	27	information	information	NOUN
easat-8683	120	28	.	.	PUNCT
easat-8683	121	1	it	it	PRON
easat-8683	121	2	concentrates	concentrate	VERB
easat-8683	121	3	the	the	DET
easat-8683	121	4	input	input	NOUN
easat-8683	121	5	information	information	NOUN
easat-8683	121	6	into	into	ADP
easat-8683	121	7	potential	potential	ADJ
easat-8683	121	8	features	feature	NOUN
easat-8683	121	9	firstly	firstly	ADV
easat-8683	121	10	and	and	CCONJ
easat-8683	121	11	then	then	ADV
easat-8683	121	12	uses	use	VERB
easat-8683	121	13	these	these	DET
easat-8683	121	14	features	feature	NOUN
easat-8683	121	15	to	to	PART
easat-8683	121	16	reconstruct	reconstruct	VERB
easat-8683	121	17	the	the	DET
easat-8683	121	18	output	output	NOUN
easat-8683	121	19	value	value	NOUN
easat-8683	121	20	[	[	X
easat-8683	121	21	14	14	NUM
easat-8683	121	22	]	]	PUNCT
easat-8683	121	23	.	.	PUNCT
easat-8683	122	1	this	this	DET
easat-8683	122	2	process	process	NOUN
easat-8683	122	3	is	be	AUX
easat-8683	122	4	inseparable	inseparable	ADJ
easat-8683	122	5	from	from	ADP
easat-8683	122	6	the	the	DET
easat-8683	122	7	two	two	NUM
easat-8683	122	8	important	important	ADJ
easat-8683	122	9	components	component	NOUN
easat-8683	122	10	of	of	ADP
easat-8683	122	11	the	the	DET
easat-8683	122	12	autoencoder	autoencoder	NOUN
easat-8683	122	13	:	:	PUNCT
easat-8683	122	14	the	the	DET
easat-8683	122	15	encoder	encoder	NOUN
easat-8683	122	16	and	and	CCONJ
easat-8683	122	17	the	the	DET
easat-8683	122	18	decoder	decoder	NOUN
easat-8683	122	19	.	.	PUNCT
easat-8683	123	1	the	the	DET
easat-8683	123	2	encoder	encoder	NOUN
easat-8683	123	3	concentrates	concentrate	VERB
easat-8683	123	4	the	the	DET
easat-8683	123	5	input	input	NOUN
easat-8683	123	6	into	into	ADP
easat-8683	123	7	a	a	DET
easat-8683	123	8	uncanny	uncanny	ADJ
easat-8683	123	9	space	space	NOUN
easat-8683	123	10	characterization	characterization	NOUN
easat-8683	123	11	,	,	PUNCT
easat-8683	123	12	and	and	CCONJ
easat-8683	123	13	it	it	PRON
easat-8683	123	14	can	can	AUX
easat-8683	123	15	be	be	AUX
easat-8683	123	16	depicted	depict	VERB
easat-8683	123	17	by	by	ADP
easat-8683	123	18	the	the	DET
easat-8683	123	19	encoding	encoding	NOUN
easat-8683	123	20	function	function	NOUN
easat-8683	123	21	g	g	PROPN
easat-8683	123	22	=	=	PROPN
easat-8683	123	23	f(x	f(x	PROPN
easat-8683	123	24	)	)	PUNCT
easat-8683	123	25	.	.	PUNCT
easat-8683	124	1	to	to	PART
easat-8683	124	2	achieve	achieve	VERB
easat-8683	124	3	reproduction	reproduction	NOUN
easat-8683	124	4	,	,	PUNCT
easat-8683	124	5	an	an	DET
easat-8683	124	6	autoencoder	autoencoder	NOUN
easat-8683	124	7	must	must	AUX
easat-8683	124	8	acquire	acquire	VERB
easat-8683	124	9	the	the	DET
easat-8683	124	10	most	most	ADV
easat-8683	124	11	critical	critical	ADJ
easat-8683	124	12	factors	factor	NOUN
easat-8683	124	13	capable	capable	ADJ
easat-8683	124	14	of	of	ADP
easat-8683	124	15	reproducing	reproduce	VERB
easat-8683	124	16	the	the	DET
easat-8683	124	17	input	input	NOUN
easat-8683	124	18	data	datum	NOUN
easat-8683	124	19	and	and	CCONJ
easat-8683	124	20	find	find	VERB
easat-8683	124	21	initial	initial	ADJ
easat-8683	124	22	information	information	NOUN
easat-8683	124	23	that	that	PRON
easat-8683	124	24	can	can	AUX
easat-8683	124	25	represent	represent	VERB
easat-8683	124	26	the	the	DET
easat-8683	124	27	key	key	ADJ
easat-8683	124	28	elements	element	NOUN
easat-8683	124	29	of	of	ADP
easat-8683	124	30	the	the	DET
easat-8683	124	31	data	datum	NOUN
easat-8683	124	32	[	[	X
easat-8683	124	33	15	15	NUM
easat-8683	124	34	]	]	SYM
easat-8683	124	35	.	.	PUNCT
easat-8683	125	1	2.5.2	2.5.2	NUM
easat-8683	125	2	.	.	PUNCT
easat-8683	125	3	sparse	sparse	ADJ
easat-8683	125	4	coding	code	VERB
easat-8683	125	5	sparse	sparse	ADJ
easat-8683	125	6	coding	code	VERB
easat-8683	125	7	sparse	sparse	ADJ
easat-8683	125	8	coding	coding	NOUN
easat-8683	125	9	is	be	AUX
easat-8683	125	10	a	a	DET
easat-8683	125	11	type	type	NOUN
easat-8683	125	12	of	of	ADP
easat-8683	125	13	unsupervised	unsupervised	ADJ
easat-8683	125	14	learning	learning	NOUN
easat-8683	125	15	algorithm	algorithm	NOUN
easat-8683	125	16	used	use	VERB
easat-8683	125	17	to	to	PART
easat-8683	125	18	find	find	VERB
easat-8683	125	19	a	a	DET
easat-8683	125	20	set	set	NOUN
easat-8683	125	21	of	of	ADP
easat-8683	125	22	perfect	perfect	ADJ
easat-8683	125	23	basis	basis	NOUN
easat-8683	125	24	vectors	vector	NOUN
easat-8683	125	25	to	to	PART
easat-8683	125	26	represent	represent	VERB
easat-8683	125	27	example	example	NOUN
easat-8683	125	28	data	datum	NOUN
easat-8683	125	29	more	more	ADV
easat-8683	125	30	efficiently	efficiently	ADV
easat-8683	125	31	.	.	PUNCT
easat-8683	126	1	using	use	VERB
easat-8683	126	2	the	the	DET
easat-8683	126	3	concept	concept	NOUN
easat-8683	126	4	of	of	ADP
easat-8683	126	5	basis	basis	NOUN
easat-8683	126	6	in	in	ADP
easat-8683	126	7	line	line	NOUN
easat-8683	126	8	generation	generation	NOUN
easat-8683	126	9	,	,	PUNCT
easat-8683	126	10	that	that	ADV
easat-8683	126	11	is	is	ADV
easat-8683	126	12	,	,	PUNCT
easat-8683	126	13	o=	o=	PROPN
easat-8683	126	14	baba	baba	PROPN
easat-8683	126	15	nn	nn	PROPN
easat-8683	127	1	+	+	PROPN
easat-8683	127	2	.......	.......	PUNCT
easat-8683	127	3	11	11	NUM
easat-8683	127	4	,	,	PUNCT
easat-8683	127	5	𝑏𝑖	𝑏𝑖	PROPN
easat-8683	127	6	is	be	AUX
easat-8683	127	7	the	the	DET
easat-8683	127	8	basis	basis	NOUN
easat-8683	127	9	;	;	PUNCT
easat-8683	127	10	𝑜𝑖	𝑜𝑖	PRON
easat-8683	127	11	is	be	AUX
easat-8683	127	12	the	the	DET
easat-8683	127	13	coefficient	coefficient	NOUN
easat-8683	127	14	;	;	PUNCT
easat-8683	127	15	the	the	DET
easat-8683	127	16	following	follow	VERB
easat-8683	127	17	optimization	optimization	NOUN
easat-8683	127	18	problem	problem	NOUN
easat-8683	127	19	is	be	AUX
easat-8683	127	20	obtained	obtain	VERB
easat-8683	127	21	:	:	PUNCT
easat-8683	127	22	min|i	min|i	ADJ
easat-8683	127	23	–	–	PUNCT
easat-8683	127	24	o|	o|	NOUN
easat-8683	127	25	,	,	PUNCT
easat-8683	127	26	where	where	SCONJ
easat-8683	127	27	i	i	PRON
easat-8683	127	28	represents	represent	VERB
easat-8683	127	29	the	the	DET
easat-8683	127	30	input	input	NOUN
easat-8683	127	31	,	,	PUNCT
easat-8683	127	32	and	and	CCONJ
easat-8683	127	33	o	o	NOUN
easat-8683	127	34	represents	represent	VERB
easat-8683	127	35	the	the	DET
easat-8683	127	36	output	output	NOUN
easat-8683	127	37	.	.	PUNCT
easat-8683	128	1	solving	solve	VERB
easat-8683	128	2	this	this	DET
easat-8683	128	3	majorization	majorization	NOUN
easat-8683	128	4	formula	formula	NOUN
easat-8683	128	5	to	to	PART
easat-8683	128	6	get	get	VERB
easat-8683	128	7	the	the	DET
easat-8683	128	8	modulus	modulus	NOUN
easat-8683	128	9	𝑜𝑖	𝑜𝑖	NOUN
easat-8683	128	10	and	and	CCONJ
easat-8683	128	11	the	the	DET
easat-8683	128	12	basis	basis	NOUN
easat-8683	128	13	𝑏𝑖	𝑏𝑖	ADP
easat-8683	128	14	,	,	PUNCT
easat-8683	128	15	which	which	PRON
easat-8683	128	16	are	be	AUX
easat-8683	128	17	another	another	DET
easat-8683	128	18	similar	similar	ADJ
easat-8683	128	19	expression	expression	NOUN
easat-8683	128	20	of	of	ADP
easat-8683	128	21	the	the	DET
easat-8683	128	22	input	input	NOUN
easat-8683	128	23	[	[	X
easat-8683	128	24	16	16	NUM
easat-8683	128	25	]	]	PUNCT
easat-8683	128	26	.	.	PUNCT
easat-8683	129	1	they	they	PRON
easat-8683	129	2	can	can	AUX
easat-8683	129	3	be	be	AUX
easat-8683	129	4	used	use	VERB
easat-8683	129	5	to	to	PART
easat-8683	129	6	represent	represent	VERB
easat-8683	129	7	the	the	DET
easat-8683	129	8	input	input	NOUN
easat-8683	129	9	i	i	PRON
easat-8683	129	10	,	,	PUNCT
easat-8683	129	11	which	which	PRON
easat-8683	129	12	is	be	AUX
easat-8683	129	13	automatically	automatically	ADV
easat-8683	129	14	encoded	encode	VERB
easat-8683	129	15	.	.	PUNCT
easat-8683	130	1	the	the	DET
easat-8683	130	2	formula	formula	NOUN
easat-8683	130	3	can	can	AUX
easat-8683	130	4	be	be	AUX
easat-8683	130	5	shown	show	VERB
easat-8683	130	6	as	as	SCONJ
easat-8683	130	7	follows	follow	VERB
easat-8683	130	8	:	:	PUNCT
easat-8683	130	9	i	i	NOUN
easat-8683	130	10	1	1	NUM
easat-8683	130	11	=	=	NOUN
easat-8683	130	12	=	=	SYM
easat-8683	130	13	a	a	PRON
easat-8683	131	1	i	i	PRON
easat-8683	131	2	bix	bix	PROPN
easat-8683	131	3	(	(	PUNCT
easat-8683	131	4	1	1	X
easat-8683	131	5	)	)	PUNCT
easat-8683	131	6	601	601	NUM
easat-8683	131	7	edelweiss	edelweiss	PROPN
easat-8683	131	8	applied	apply	VERB
easat-8683	131	9	science	science	NOUN
easat-8683	131	10	and	and	CCONJ
easat-8683	131	11	technology	technology	NOUN
easat-8683	131	12	issn	issn	PROPN
easat-8683	131	13	:	:	PUNCT
easat-8683	131	14	2576	2576	NUM
easat-8683	131	15	-	-	SYM
easat-8683	131	16	8484	8484	NUM
easat-8683	131	17	vol	vol	NOUN
easat-8683	131	18	.	.	PROPN
easat-8683	131	19	9	9	NUM
easat-8683	131	20	,	,	PUNCT
easat-8683	131	21	no	no	INTJ
easat-8683	131	22	.	.	NOUN
easat-8683	131	23	7	7	NUM
easat-8683	131	24	:	:	SYM
easat-8683	131	25	595	595	NUM
easat-8683	131	26	-	-	SYM
easat-8683	131	27	609	609	NUM
easat-8683	131	28	,	,	PUNCT
easat-8683	131	29	2025	2025	NUM
easat-8683	131	30	doi	doi	NOUN
easat-8683	131	31	:	:	PUNCT
easat-8683	131	32	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	131	33	©	©	NOUN
easat-8683	131	34	2025	2025	NUM
easat-8683	131	35	by	by	ADP
easat-8683	131	36	the	the	DET
easat-8683	131	37	author	author	NOUN
easat-8683	131	38	;	;	PUNCT
easat-8683	131	39	licensee	licensee	PROPN
easat-8683	131	40	learning	learning	NOUN
easat-8683	131	41	gate	gate	NOUN
easat-8683	131	42	this	this	DET
easat-8683	131	43	method	method	NOUN
easat-8683	131	44	is	be	AUX
easat-8683	131	45	called	call	VERB
easat-8683	131	46	sparse	sparse	ADJ
easat-8683	131	47	coding	coding	NOUN
easat-8683	131	48	,	,	PUNCT
easat-8683	131	49	which	which	PRON
easat-8683	131	50	represents	represent	VERB
easat-8683	131	51	a	a	DET
easat-8683	131	52	signal	signal	NOUN
easat-8683	131	53	as	as	ADP
easat-8683	131	54	a	a	DET
easat-8683	131	55	set	set	NOUN
easat-8683	131	56	of	of	ADP
easat-8683	131	57	linearly	linearly	ADV
easat-8683	131	58	combined	combine	VERB
easat-8683	131	59	basis	basis	NOUN
easat-8683	131	60	,	,	PUNCT
easat-8683	131	61	and	and	CCONJ
easat-8683	131	62	only	only	ADV
easat-8683	131	63	needs	need	VERB
easat-8683	131	64	a	a	DET
easat-8683	131	65	few	few	ADJ
easat-8683	131	66	basis	basis	NOUN
easat-8683	131	67	to	to	PART
easat-8683	131	68	fully	fully	ADV
easat-8683	131	69	represent	represent	VERB
easat-8683	131	70	the	the	DET
easat-8683	131	71	signal	signal	NOUN
easat-8683	131	72	[	[	X
easat-8683	131	73	17	17	NUM
easat-8683	131	74	]	]	PUNCT
easat-8683	131	75	.	.	PUNCT
easat-8683	132	1	the	the	DET
easat-8683	132	2	coefficient	coefficient	NOUN
easat-8683	132	3	𝑏𝑖	𝑏𝑖	NOUN
easat-8683	132	4	is	be	AUX
easat-8683	132	5	required	require	VERB
easat-8683	132	6	to	to	PART
easat-8683	132	7	be	be	AUX
easat-8683	132	8	as	as	ADV
easat-8683	132	9	far	far	ADV
easat-8683	132	10	greater	great	ADJ
easat-8683	132	11	than	than	ADP
easat-8683	132	12	zero	zero	NUM
easat-8683	132	13	as	as	ADP
easat-8683	132	14	possible	possible	ADJ
easat-8683	132	15	,	,	PUNCT
easat-8683	132	16	and	and	CCONJ
easat-8683	132	17	the	the	DET
easat-8683	132	18	rest	rest	NOUN
easat-8683	132	19	are	be	AUX
easat-8683	132	20	all	all	PRON
easat-8683	132	21	zero	zero	NUM
easat-8683	132	22	.	.	PUNCT
easat-8683	133	1	the	the	DET
easat-8683	133	2	sparse	sparse	ADJ
easat-8683	133	3	coding	code	VERB
easat-8683	133	4	training	training	NOUN
easat-8683	133	5	process	process	NOUN
easat-8683	133	6	is	be	AUX
easat-8683	133	7	divided	divide	VERB
easat-8683	133	8	into	into	ADP
easat-8683	133	9	two	two	NUM
easat-8683	133	10	parts	part	NOUN
easat-8683	133	11	:	:	PUNCT
easat-8683	133	12	(	(	PUNCT
easat-8683	133	13	1	1	X
easat-8683	133	14	)	)	PUNCT
easat-8683	133	15	training	training	NOUN
easat-8683	133	16	stage	stage	NOUN
easat-8683	133	17	:	:	PUNCT
easat-8683	133	18	giving	give	VERB
easat-8683	133	19	a	a	DET
easat-8683	133	20	series	series	NOUN
easat-8683	133	21	of	of	ADP
easat-8683	133	22	samples	sample	NOUN
easat-8683	133	23	[	[	X
easat-8683	133	24	x1	x1	ADJ
easat-8683	133	25	,	,	PUNCT
easat-8683	133	26	x2	x2	PROPN
easat-8683	133	27	,	,	PUNCT
easat-8683	133	28	…	…	PUNCT
easat-8683	133	29	]	]	PUNCT
easat-8683	133	30	,	,	PUNCT
easat-8683	133	31	learning	learn	VERB
easat-8683	133	32	to	to	PART
easat-8683	133	33	obtain	obtain	VERB
easat-8683	133	34	a	a	DET
easat-8683	133	35	set	set	NOUN
easat-8683	133	36	of	of	ADP
easat-8683	133	37	bases	basis	NOUN
easat-8683	133	38	[	[	X
easat-8683	133	39	φ1	φ1	PROPN
easat-8683	133	40	,	,	PUNCT
easat-8683	133	41	φ2	φ2	PROPN
easat-8683	133	42	,	,	PUNCT
easat-8683	133	43	…	…	PUNCT
easat-8683	133	44	]	]	X
easat-8683	133	45	,	,	PUNCT
easat-8683	133	46	which	which	PRON
easat-8683	133	47	is	be	AUX
easat-8683	133	48	essentially	essentially	ADV
easat-8683	133	49	a	a	DET
easat-8683	133	50	process	process	NOUN
easat-8683	133	51	of	of	ADP
easat-8683	133	52	repeated	repeat	VERB
easat-8683	133	53	iterations	iteration	NOUN
easat-8683	133	54	,	,	PUNCT
easat-8683	133	55	the	the	DET
easat-8683	133	56	formula	formula	NOUN
easat-8683	133	57	is	be	AUX
easat-8683	133	58	as	as	SCONJ
easat-8683	133	59	follows	follow	VERB
easat-8683	133	60	:	:	PUNCT
easat-8683	133	61			X
easat-8683	134	1			NOUN
easat-8683	134	2	=	=	PUNCT
easat-8683	135	1	=	=	PUNCT
easat-8683	135	2	=	=	SYM
easat-8683	135	3	=	=	SYM
easat-8683	135	4	+	+	ADJ
easat-8683	135	5	−	−	ADJ
easat-8683	135	6	m	m	VERB
easat-8683	136	1	i	i	VERB
easat-8683	136	2	k	k	PROPN
easat-8683	137	1	j	j	PROPN
easat-8683	138	1	i	i	PRON
easat-8683	138	2	k	k	PROPN
easat-8683	139	1	j	j	PROPN
easat-8683	140	1	i	i	PRON
easat-8683	140	2	m	m	VERB
easat-8683	141	1	i	i	PRON
easat-8683	141	2	i	i	PRON
easat-8683	141	3	jaax	jaax	VERB
easat-8683	141	4	1	1	NUM
easat-8683	141	5	111	111	NUM
easat-8683	141	6	,	,	PUNCT
easat-8683	141	7	,	,	PUNCT
easat-8683	141	8	min	min	PROPN
easat-8683	141	9			NOUN
easat-8683	141	10	(	(	PUNCT
easat-8683	141	11	2	2	X
easat-8683	141	12	)	)	PUNCT
easat-8683	141	13	each	each	DET
easat-8683	141	14	iteration	iteration	NOUN
easat-8683	141	15	has	have	VERB
easat-8683	141	16	two	two	NUM
easat-8683	141	17	steps	step	NOUN
easat-8683	141	18	:	:	PUNCT
easat-8683	141	19	(	(	PUNCT
easat-8683	141	20	1	1	X
easat-8683	141	21	)	)	PUNCT
easat-8683	141	22	fixing	fix	VERB
easat-8683	141	23	φ[k	φ[k	NOUN
easat-8683	141	24	]	]	PUNCT
easat-8683	141	25	in	in	ADP
easat-8683	141	26	formula	formula	NOUN
easat-8683	141	27	(	(	PUNCT
easat-8683	141	28	2	2	NUM
easat-8683	141	29	)	)	PUNCT
easat-8683	141	30	and	and	CCONJ
easat-8683	141	31	then	then	ADV
easat-8683	141	32	adjusting	adjust	VERB
easat-8683	141	33	a[k	a[k	ADV
easat-8683	141	34	]	]	PUNCT
easat-8683	141	35	so	so	SCONJ
easat-8683	141	36	that	that	SCONJ
easat-8683	141	37	the	the	DET
easat-8683	141	38	formula	formula	NOUN
easat-8683	141	39	’	'	PUNCT
easat-8683	141	40	s	s	PART
easat-8683	141	41	objective	objective	ADJ
easat-8683	141	42	function	function	NOUN
easat-8683	141	43	is	be	AUX
easat-8683	141	44	the	the	DET
easat-8683	141	45	smallest	small	ADJ
easat-8683	141	46	.	.	PUNCT
easat-8683	142	1	(	(	PUNCT
easat-8683	142	2	2	2	X
easat-8683	142	3	)	)	PUNCT
easat-8683	142	4	fixing	fix	VERB
easat-8683	142	5	a[k	a[k	ADP
easat-8683	142	6	]	]	PUNCT
easat-8683	142	7	in	in	ADP
easat-8683	142	8	formula	formula	NOUN
easat-8683	142	9	(	(	PUNCT
easat-8683	142	10	2	2	NUM
easat-8683	142	11	)	)	PUNCT
easat-8683	142	12	and	and	CCONJ
easat-8683	142	13	adjusting	adjust	VERB
easat-8683	142	14	φ[k	φ[k	NOUN
easat-8683	142	15	]	]	PUNCT
easat-8683	142	16	to	to	PART
easat-8683	142	17	make	make	VERB
easat-8683	142	18	the	the	DET
easat-8683	142	19	formula	formula	NOUN
easat-8683	142	20	’s	’s	PART
easat-8683	142	21	objective	objective	ADJ
easat-8683	142	22	function	function	NOUN
easat-8683	142	23	minimum	minimum	NOUN
easat-8683	142	24	.	.	PUNCT
easat-8683	143	1	the	the	DET
easat-8683	143	2	iteration	iteration	NOUN
easat-8683	143	3	is	be	AUX
easat-8683	143	4	repeated	repeat	VERB
easat-8683	143	5	until	until	ADP
easat-8683	143	6	convergence	convergence	NOUN
easat-8683	143	7	,	,	PUNCT
easat-8683	143	8	and	and	CCONJ
easat-8683	143	9	a	a	DET
easat-8683	143	10	set	set	NOUN
easat-8683	143	11	of	of	ADP
easat-8683	143	12	bases	basis	NOUN
easat-8683	143	13	that	that	PRON
easat-8683	143	14	can	can	AUX
easat-8683	143	15	well	well	ADV
easat-8683	143	16	represent	represent	VERB
easat-8683	143	17	the	the	DET
easat-8683	143	18	series	series	NOUN
easat-8683	143	19	of	of	ADP
easat-8683	143	20	input	input	NOUN
easat-8683	143	21	samples	sample	NOUN
easat-8683	143	22	are	be	AUX
easat-8683	143	23	obtained	obtain	VERB
easat-8683	143	24	.	.	PUNCT
easat-8683	144	1	(	(	PUNCT
easat-8683	144	2	2	2	X
easat-8683	144	3	)	)	PUNCT
easat-8683	144	4	coding	code	VERB
easat-8683	144	5	stage	stage	NOUN
easat-8683	144	6	:	:	PUNCT
easat-8683	144	7	giving	give	VERB
easat-8683	144	8	a	a	DET
easat-8683	144	9	new	new	ADJ
easat-8683	144	10	input	input	NOUN
easat-8683	144	11	x	x	NOUN
easat-8683	144	12	,	,	PUNCT
easat-8683	144	13	φ[k	φ[k	NUM
easat-8683	144	14	]	]	PUNCT
easat-8683	144	15	is	be	AUX
easat-8683	144	16	obtained	obtain	VERB
easat-8683	144	17	by	by	ADP
easat-8683	144	18	formula	formula	NOUN
easat-8683	144	19	(	(	PUNCT
easat-8683	144	20	2	2	NUM
easat-8683	144	21	)	)	PUNCT
easat-8683	144	22	,	,	PUNCT
easat-8683	144	23	obtaining	obtain	VERB
easat-8683	144	24	the	the	DET
easat-8683	144	25	sparse	sparse	ADJ
easat-8683	144	26	vector	vector	NOUN
easat-8683	144	27	a	a	NOUN
easat-8683	144	28	by	by	ADP
easat-8683	144	29	solving	solve	VERB
easat-8683	144	30	formula	formula	NOUN
easat-8683	144	31	(	(	PUNCT
easat-8683	144	32	3	3	NUM
easat-8683	144	33	)	)	PUNCT
easat-8683	144	34	.	.	PUNCT
easat-8683	145	1	this	this	DET
easat-8683	145	2	sparse	sparse	ADJ
easat-8683	145	3	vector	vector	NOUN
easat-8683	145	4	is	be	AUX
easat-8683	145	5	a	a	DET
easat-8683	145	6	sparse	sparse	ADJ
easat-8683	145	7	representation	representation	NOUN
easat-8683	145	8	of	of	ADP
easat-8683	145	9	the	the	DET
easat-8683	145	10	input	input	NOUN
easat-8683	145	11	vector	vector	NOUN
easat-8683	145	12	x.	x.	NOUN
easat-8683	146	1	the	the	DET
easat-8683	146	2	formula	formula	NOUN
easat-8683	146	3	is	be	AUX
easat-8683	146	4	as	as	SCONJ
easat-8683	146	5	follows	follow	VERB
easat-8683	146	6	:	:	PUNCT
easat-8683	146	7	j	j	PROPN
easat-8683	146	8	m	m	VERB
easat-8683	147	1	i	i	PRON
easat-8683	147	2	k	k	INTJ
easat-8683	148	1	i	i	PRON
easat-8683	148	2	i	i	PRON
easat-8683	149	1	k	k	PROPN
easat-8683	149	2	j	j	PROPN
easat-8683	150	1	i	i	PRON
easat-8683	150	2	m	m	VERB
easat-8683	151	1	i	i	VERB
easat-8683	151	2	i	i	PROPN
easat-8683	151	3	aax	aax	X
easat-8683	151	4			X
easat-8683	152	1			PROPN
easat-8683	152	2	=	=	PUNCT
easat-8683	153	1	=	=	PUNCT
easat-8683	153	2	=	=	SYM
easat-8683	153	3	=	=	NOUN
easat-8683	153	4	+−	+−	ADJ
easat-8683	153	5	1	1	NUM
easat-8683	153	6	111	111	NUM
easat-8683	153	7	min	min	NOUN
easat-8683	153	8			X
easat-8683	153	9	(	(	PUNCT
easat-8683	153	10	3	3	NUM
easat-8683	153	11	)	)	PUNCT
easat-8683	153	12	2.6	2.6	NUM
easat-8683	153	13	.	.	PUNCT
easat-8683	154	1	convolutional	convolutional	ADJ
easat-8683	154	2	neural	neural	ADJ
easat-8683	154	3	networks	network	NOUN
easat-8683	154	4	convolutional	convolutional	ADJ
easat-8683	154	5	neural	neural	ADJ
easat-8683	154	6	network	network	NOUN
easat-8683	154	7	(	(	PUNCT
easat-8683	154	8	cnn	cnn	PROPN
easat-8683	154	9	)	)	PUNCT
easat-8683	154	10	is	be	AUX
easat-8683	154	11	a	a	DET
easat-8683	154	12	representative	representative	ADJ
easat-8683	154	13	algorithm	algorithm	NOUN
easat-8683	154	14	of	of	ADP
easat-8683	154	15	dl	dl	PROPN
easat-8683	154	16	,	,	PUNCT
easat-8683	154	17	generally	generally	ADV
easat-8683	154	18	at	at	ADP
easat-8683	154	19	least	least	ADV
easat-8683	154	20	one	one	NUM
easat-8683	154	21	layer	layer	NOUN
easat-8683	154	22	will	will	AUX
easat-8683	154	23	use	use	VERB
easat-8683	154	24	convolution	convolution	NOUN
easat-8683	154	25	operation	operation	NOUN
easat-8683	154	26	.	.	PUNCT
easat-8683	155	1	the	the	DET
easat-8683	155	2	convolution	convolution	NOUN
easat-8683	155	3	operation	operation	NOUN
easat-8683	155	4	is	be	AUX
easat-8683	155	5	a	a	DET
easat-8683	155	6	special	special	ADJ
easat-8683	155	7	linear	linear	NOUN
easat-8683	155	8	operation	operation	NOUN
easat-8683	155	9	that	that	PRON
easat-8683	155	10	can	can	AUX
easat-8683	155	11	replace	replace	VERB
easat-8683	155	12	matrix	matrix	NOUN
easat-8683	155	13	multiplication	multiplication	NOUN
easat-8683	155	14	in	in	ADP
easat-8683	155	15	general	general	ADJ
easat-8683	155	16	neural	neural	ADJ
easat-8683	155	17	networks	network	NOUN
easat-8683	155	18	.	.	PUNCT
easat-8683	156	1	convolutional	convolutional	ADJ
easat-8683	156	2	neural	neural	ADJ
easat-8683	156	3	network	network	NOUN
easat-8683	156	4	mainly	mainly	ADV
easat-8683	156	5	improves	improve	VERB
easat-8683	156	6	the	the	DET
easat-8683	156	7	expression	expression	NOUN
easat-8683	156	8	of	of	ADP
easat-8683	156	9	traditional	traditional	ADJ
easat-8683	156	10	neural	neural	ADJ
easat-8683	156	11	network	network	NOUN
easat-8683	156	12	through	through	ADP
easat-8683	156	13	three	three	NUM
easat-8683	156	14	ideas	idea	NOUN
easat-8683	156	15	of	of	ADP
easat-8683	156	16	sparse	sparse	ADJ
easat-8683	156	17	interaction	interaction	NOUN
easat-8683	156	18	,	,	PUNCT
easat-8683	156	19	parameter	parameter	NOUN
easat-8683	156	20	sharing	sharing	NOUN
easat-8683	156	21	,	,	PUNCT
easat-8683	156	22	and	and	CCONJ
easat-8683	156	23	equivariant	equivariant	ADJ
easat-8683	156	24	representation	representation	NOUN
easat-8683	156	25	,	,	PUNCT
easat-8683	156	26	and	and	CCONJ
easat-8683	156	27	can	can	AUX
easat-8683	156	28	classify	classify	VERB
easat-8683	156	29	input	input	NOUN
easat-8683	156	30	information	information	NOUN
easat-8683	156	31	invariably	invariably	ADV
easat-8683	156	32	according	accord	VERB
easat-8683	156	33	to	to	ADP
easat-8683	156	34	hierarchical	hierarchical	ADJ
easat-8683	156	35	structure	structure	NOUN
easat-8683	156	36	,	,	PUNCT
easat-8683	156	37	so	so	CCONJ
easat-8683	156	38	it	it	PRON
easat-8683	156	39	is	be	AUX
easat-8683	156	40	also	also	ADV
easat-8683	156	41	called	call	VERB
easat-8683	156	42	“	"	PUNCT
easat-8683	156	43	translation	translation	NOUN
easat-8683	156	44	invariant	invariant	ADJ
easat-8683	156	45	artificial	artificial	ADJ
easat-8683	156	46	neural	neural	ADJ
easat-8683	156	47	network	network	NOUN
easat-8683	156	48	”	"	PUNCT
easat-8683	156	49	.	.	PUNCT
easat-8683	157	1	[	[	X
easat-8683	157	2	18	18	NUM
easat-8683	157	3	]	]	PUNCT
easat-8683	157	4	.	.	PUNCT
easat-8683	158	1	in	in	ADP
easat-8683	158	2	general	general	ADJ
easat-8683	158	3	,	,	PUNCT
easat-8683	158	4	the	the	DET
easat-8683	158	5	most	most	ADV
easat-8683	158	6	common	common	ADJ
easat-8683	158	7	convolutional	convolutional	ADJ
easat-8683	158	8	neural	neural	ADJ
easat-8683	158	9	network	network	NOUN
easat-8683	158	10	consists	consist	VERB
easat-8683	158	11	of	of	ADP
easat-8683	158	12	an	an	DET
easat-8683	158	13	input	input	NOUN
easat-8683	158	14	layer	layer	NOUN
easat-8683	158	15	,	,	PUNCT
easat-8683	158	16	a	a	DET
easat-8683	158	17	convolutional	convolutional	ADJ
easat-8683	158	18	layer	layer	NOUN
easat-8683	158	19	,	,	PUNCT
easat-8683	158	20	an	an	DET
easat-8683	158	21	activation	activation	NOUN
easat-8683	158	22	layer	layer	NOUN
easat-8683	158	23	,	,	PUNCT
easat-8683	158	24	a	a	DET
easat-8683	158	25	pooling	pool	VERB
easat-8683	158	26	layer	layer	NOUN
easat-8683	158	27	,	,	PUNCT
easat-8683	158	28	a	a	DET
easat-8683	158	29	fully	fully	ADV
easat-8683	158	30	connected	connect	VERB
easat-8683	158	31	layer	layer	NOUN
easat-8683	158	32	,	,	PUNCT
easat-8683	158	33	and	and	CCONJ
easat-8683	158	34	a	a	DET
easat-8683	158	35	final	final	ADJ
easat-8683	158	36	output	output	NOUN
easat-8683	158	37	layer	layer	NOUN
easat-8683	158	38	.	.	PUNCT
easat-8683	159	1	from	from	ADP
easat-8683	159	2	input	input	NOUN
easat-8683	159	3	to	to	ADP
easat-8683	159	4	output	output	NOUN
easat-8683	159	5	,	,	PUNCT
easat-8683	159	6	different	different	ADJ
easat-8683	159	7	neural	neural	ADJ
easat-8683	159	8	nodes	node	NOUN
easat-8683	159	9	are	be	AUX
easat-8683	159	10	used	use	VERB
easat-8683	159	11	to	to	PART
easat-8683	159	12	establish	establish	VERB
easat-8683	159	13	the	the	DET
easat-8683	159	14	computational	computational	ADJ
easat-8683	159	15	relationship	relationship	NOUN
easat-8683	159	16	between	between	ADP
easat-8683	159	17	the	the	DET
easat-8683	159	18	convolutional	convolutional	ADJ
easat-8683	159	19	computational	computational	ADJ
easat-8683	159	20	neural	neural	ADJ
easat-8683	159	21	network	network	NOUN
easat-8683	159	22	layer	layer	NOUN
easat-8683	159	23	and	and	CCONJ
easat-8683	159	24	the	the	DET
easat-8683	159	25	bottom	bottom	ADJ
easat-8683	159	26	layer	layer	NOUN
easat-8683	159	27	,	,	PUNCT
easat-8683	159	28	and	and	CCONJ
easat-8683	159	29	the	the	DET
easat-8683	159	30	input	input	NOUN
easat-8683	159	31	information	information	NOUN
easat-8683	159	32	is	be	AUX
easat-8683	159	33	transmitted	transmit	VERB
easat-8683	159	34	layer	layer	NOUN
easat-8683	159	35	by	by	ADP
easat-8683	159	36	layer	layer	NOUN
easat-8683	159	37	.	.	PUNCT
easat-8683	160	1	the	the	DET
easat-8683	160	2	continuous	continuous	ADJ
easat-8683	160	3	convolution	convolution	NOUN
easat-8683	160	4	operation	operation	NOUN
easat-8683	160	5	-	-	PUNCT
easat-8683	160	6	group	group	NOUN
easat-8683	160	7	pooling	pool	VERB
easat-8683	160	8	architecture	architecture	NOUN
easat-8683	160	9	can	can	AUX
easat-8683	160	10	encode	encode	VERB
easat-8683	160	11	,	,	PUNCT
easat-8683	160	12	deduce	deduce	ADJ
easat-8683	160	13	,	,	PUNCT
easat-8683	160	14	organize	organize	VERB
easat-8683	160	15	,	,	PUNCT
easat-8683	160	16	and	and	CCONJ
easat-8683	160	17	map	map	VERB
easat-8683	160	18	the	the	DET
easat-8683	160	19	feature	feature	NOUN
easat-8683	160	20	information	information	NOUN
easat-8683	160	21	of	of	ADP
easat-8683	160	22	the	the	DET
easat-8683	160	23	initial	initial	ADJ
easat-8683	160	24	data	datum	NOUN
easat-8683	160	25	into	into	ADP
easat-8683	160	26	the	the	DET
easat-8683	160	27	closet	closet	NOUN
easat-8683	160	28	layer	layer	NOUN
easat-8683	160	29	feature	feature	NOUN
easat-8683	160	30	space	space	NOUN
easat-8683	160	31	,	,	PUNCT
easat-8683	160	32	and	and	CCONJ
easat-8683	160	33	then	then	ADV
easat-8683	160	34	,	,	PUNCT
easat-8683	160	35	the	the	DET
easat-8683	160	36	fully	fully	ADV
easat-8683	160	37	connected	connect	VERB
easat-8683	160	38	layer	layer	NOUN
easat-8683	160	39	can	can	AUX
easat-8683	160	40	classify	classify	VERB
easat-8683	160	41	and	and	CCONJ
easat-8683	160	42	transmit	transmit	VERB
easat-8683	160	43	the	the	DET
easat-8683	160	44	newly	newly	ADV
easat-8683	160	45	acquired	acquire	VERB
easat-8683	160	46	feature	feature	NOUN
easat-8683	160	47	information	information	NOUN
easat-8683	160	48	.	.	PUNCT
easat-8683	161	1	2.6.1	2.6.1	X
easat-8683	161	2	.	.	PUNCT
easat-8683	162	1	convolution	convolution	VERB
easat-8683	162	2	the	the	DET
easat-8683	162	3	convolution	convolution	NOUN
easat-8683	162	4	method	method	NOUN
easat-8683	162	5	is	be	AUX
easat-8683	162	6	a	a	DET
easat-8683	162	7	calculation	calculation	NOUN
easat-8683	162	8	method	method	NOUN
easat-8683	162	9	just	just	ADV
easat-8683	162	10	like	like	ADP
easat-8683	162	11	addition	addition	NOUN
easat-8683	162	12	and	and	CCONJ
easat-8683	162	13	subtraction	subtraction	NOUN
easat-8683	162	14	.	.	PUNCT
easat-8683	163	1	since	since	SCONJ
easat-8683	163	2	the	the	DET
easat-8683	163	3	convolutional	convolutional	ADJ
easat-8683	163	4	neural	neural	ADJ
easat-8683	163	5	network	network	NOUN
easat-8683	163	6	has	have	VERB
easat-8683	163	7	good	good	ADJ
easat-8683	163	8	processing	processing	NOUN
easat-8683	163	9	ability	ability	NOUN
easat-8683	163	10	for	for	ADP
easat-8683	163	11	two	two	NUM
easat-8683	163	12	-	-	PUNCT
easat-8683	163	13	dimensional	dimensional	ADJ
easat-8683	163	14	images	image	NOUN
easat-8683	163	15	,	,	PUNCT
easat-8683	163	16	this	this	DET
easat-8683	163	17	paper	paper	NOUN
easat-8683	163	18	briefly	briefly	NOUN
easat-8683	163	19	introduces	introduce	VERB
easat-8683	163	20	the	the	DET
easat-8683	163	21	application	application	NOUN
easat-8683	163	22	of	of	ADP
easat-8683	163	23	convolution	convolution	NOUN
easat-8683	163	24	method	method	NOUN
easat-8683	163	25	in	in	ADP
easat-8683	163	26	two	two	NUM
easat-8683	163	27	-	-	PUNCT
easat-8683	163	28	dimensional	dimensional	ADJ
easat-8683	163	29	image	image	NOUN
easat-8683	163	30	processing	processing	NOUN
easat-8683	163	31	.	.	PUNCT
easat-8683	164	1	in	in	ADP
easat-8683	164	2	the	the	DET
easat-8683	164	3	twodimensional	twodimensional	ADJ
easat-8683	164	4	image	image	NOUN
easat-8683	164	5	processing	processing	NOUN
easat-8683	164	6	,	,	PUNCT
easat-8683	164	7	the	the	DET
easat-8683	164	8	convolution	convolution	NOUN
easat-8683	164	9	operation	operation	NOUN
easat-8683	164	10	is	be	AUX
easat-8683	164	11	mainly	mainly	ADV
easat-8683	164	12	used	use	VERB
easat-8683	164	13	for	for	ADP
easat-8683	164	14	template	template	NOUN
easat-8683	164	15	calculation	calculation	NOUN
easat-8683	164	16	(	(	PUNCT
easat-8683	164	17	multiplying	multiply	VERB
easat-8683	164	18	the	the	DET
easat-8683	164	19	pixel	pixel	PROPN
easat-8683	164	20	value	value	NOUN
easat-8683	164	21	of	of	ADP
easat-8683	164	22	the	the	DET
easat-8683	164	23	template	template	NOUN
easat-8683	164	24	covering	cover	VERB
easat-8683	164	25	the	the	DET
easat-8683	164	26	image	image	NOUN
easat-8683	164	27	position	position	NOUN
easat-8683	164	28	corresponding	correspond	VERB
easat-8683	164	29	to	to	ADP
easat-8683	164	30	the	the	DET
easat-8683	164	31	standard	standard	ADJ
easat-8683	164	32	template	template	NOUN
easat-8683	164	33	value	value	NOUN
easat-8683	164	34	and	and	CCONJ
easat-8683	164	35	adding	add	VERB
easat-8683	164	36	it	it	PRON
easat-8683	164	37	)	)	PUNCT
easat-8683	164	38	,	,	PUNCT
easat-8683	164	39	and	and	CCONJ
easat-8683	164	40	then	then	ADV
easat-8683	164	41	adding	add	VERB
easat-8683	164	42	the	the	DET
easat-8683	164	43	template	template	NOUN
easat-8683	164	44	from	from	ADP
easat-8683	164	45	left	left	ADJ
easat-8683	164	46	to	to	ADP
easat-8683	164	47	right	right	ADV
easat-8683	164	48	in	in	ADP
easat-8683	164	49	the	the	DET
easat-8683	164	50	image	image	NOUN
easat-8683	164	51	,	,	PUNCT
easat-8683	164	52	from	from	ADP
easat-8683	164	53	top	top	NOUN
easat-8683	164	54	to	to	ADP
easat-8683	164	55	bottom	bottom	NOUN
easat-8683	164	56	sliding	slide	VERB
easat-8683	164	57	down	down	ADP
easat-8683	164	58	to	to	PART
easat-8683	164	59	run	run	VERB
easat-8683	164	60	the	the	DET
easat-8683	164	61	template	template	NOUN
easat-8683	164	62	calculation	calculation	NOUN
easat-8683	164	63	,	,	PUNCT
easat-8683	164	64	the	the	DET
easat-8683	164	65	convolution	convolution	NOUN
easat-8683	164	66	effect	effect	NOUN
easat-8683	164	67	of	of	ADP
easat-8683	164	68	the	the	DET
easat-8683	164	69	two	two	NUM
easat-8683	164	70	-	-	PUNCT
easat-8683	164	71	dimensional	dimensional	ADJ
easat-8683	164	72	image	image	NOUN
easat-8683	164	73	can	can	AUX
easat-8683	164	74	be	be	AUX
easat-8683	164	75	calculated	calculate	VERB
easat-8683	164	76	[	[	X
easat-8683	164	77	13	13	NUM
easat-8683	164	78	]	]	PUNCT
easat-8683	164	79	.	.	PUNCT
easat-8683	165	1	if	if	SCONJ
easat-8683	165	2	the	the	DET
easat-8683	165	3	size	size	NOUN
easat-8683	165	4	of	of	ADP
easat-8683	165	5	the	the	DET
easat-8683	165	6	template	template	NOUN
easat-8683	165	7	is	be	AUX
easat-8683	165	8	m*n	m*n	PROPN
easat-8683	165	9	,	,	PUNCT
easat-8683	165	10	the	the	DET
easat-8683	165	11	convolution	convolution	NOUN
easat-8683	165	12	operation	operation	NOUN
easat-8683	165	13	table	table	NOUN
easat-8683	165	14	of	of	ADP
easat-8683	165	15	the	the	DET
easat-8683	165	16	template	template	NOUN
easat-8683	165	17	on	on	ADP
easat-8683	165	18	the	the	DET
easat-8683	165	19	image	image	NOUN
easat-8683	165	20	can	can	AUX
easat-8683	165	21	be	be	AUX
easat-8683	165	22	expressed	express	VERB
easat-8683	165	23	as	as	ADP
easat-8683	165	24	:	:	PUNCT
easat-8683	165	25	602	602	NUM
easat-8683	165	26	edelweiss	edelweiss	PROPN
easat-8683	165	27	applied	apply	VERB
easat-8683	165	28	science	science	NOUN
easat-8683	165	29	and	and	CCONJ
easat-8683	165	30	technology	technology	NOUN
easat-8683	165	31	issn	issn	PROPN
easat-8683	165	32	:	:	PUNCT
easat-8683	165	33	2576	2576	NUM
easat-8683	165	34	-	-	SYM
easat-8683	165	35	8484	8484	NUM
easat-8683	165	36	vol	vol	NOUN
easat-8683	165	37	.	.	PROPN
easat-8683	166	1	9	9	NUM
easat-8683	166	2	,	,	PUNCT
easat-8683	166	3	no	no	INTJ
easat-8683	166	4	.	.	NOUN
easat-8683	167	1	7	7	NUM
easat-8683	167	2	:	:	SYM
easat-8683	167	3	595	595	NUM
easat-8683	167	4	-	-	SYM
easat-8683	167	5	609	609	NUM
easat-8683	167	6	,	,	PUNCT
easat-8683	167	7	2025	2025	NUM
easat-8683	167	8	doi	doi	NOUN
easat-8683	167	9	:	:	PUNCT
easat-8683	167	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	167	11	©	©	NOUN
easat-8683	167	12	2025	2025	NUM
easat-8683	167	13	by	by	ADP
easat-8683	167	14	the	the	DET
easat-8683	167	15	author	author	NOUN
easat-8683	167	16	;	;	PUNCT
easat-8683	167	17	licensee	licensee	PROPN
easat-8683	167	18	learning	learning	NOUN
easat-8683	167	19	gate	gate	PROPN
easat-8683	167	20	)	)	PUNCT
easat-8683	167	21	,	,	PUNCT
easat-8683	167	22	(	(	PUNCT
easat-8683	167	23	)	)	PUNCT
easat-8683	167	24	,	,	PUNCT
easat-8683	167	25	(	(	PUNCT
easat-8683	167	26	)	)	PUNCT
easat-8683	167	27	,	,	PUNCT
easat-8683	167	28	(	(	PUNCT
easat-8683	167	29	*	*	PUNCT
easat-8683	167	30	)	)	PUNCT
easat-8683	167	31	*	*	PUNCT
easat-8683	167	32	(	(	PUNCT
easat-8683	167	33	jyixtjimvumyxt	jyixtjimvumyxt	NOUN
easat-8683	167	34	a	a	DET
easat-8683	167	35	ai	ai	NOUN
easat-8683	167	36	b	b	NOUN
easat-8683	167	37	bj	bj	NOUN
easat-8683	167	38	+	+	NOUN
easat-8683	167	39	+	+	NOUN
easat-8683	167	40	=	=	NOUN
easat-8683	167	41			PRON
easat-8683	167	42	−=	−=	X
easat-8683	167	43	−=	−=	X
easat-8683	167	44	(	(	PUNCT
easat-8683	167	45	4	4	NUM
easat-8683	167	46	)	)	PUNCT
easat-8683	167	47	among	among	ADP
easat-8683	167	48	them	they	PRON
easat-8683	167	49	,	,	PUNCT
easat-8683	167	50	the	the	DET
easat-8683	167	51	symbol	symbol	NOUN
easat-8683	167	52	t(x*y)*m(u	t(x*y)*m(u	X
easat-8683	167	53	,	,	PUNCT
easat-8683	167	54	v	v	NOUN
easat-8683	167	55	)	)	PUNCT
easat-8683	167	56	represents	represent	VERB
easat-8683	167	57	the	the	DET
easat-8683	167	58	convolution	convolution	NOUN
easat-8683	167	59	operation	operation	NOUN
easat-8683	167	60	between	between	ADP
easat-8683	167	61	the	the	DET
easat-8683	167	62	image	image	NOUN
easat-8683	167	63	m(x	m(x	PROPN
easat-8683	167	64	,	,	PUNCT
easat-8683	167	65	y	y	PROPN
easat-8683	167	66	)	)	PUNCT
easat-8683	167	67	and	and	CCONJ
easat-8683	167	68	the	the	DET
easat-8683	167	69	template	template	NOUN
easat-8683	167	70	m(u	m(u	PROPN
easat-8683	167	71	,	,	PUNCT
easat-8683	167	72	v	v	NOUN
easat-8683	167	73	)	)	PUNCT
easat-8683	167	74	;	;	PUNCT
easat-8683	167	75	m(i	m(i	PROPN
easat-8683	167	76	,	,	PUNCT
easat-8683	167	77	j)t(x+i	j)t(x+i	NOUN
easat-8683	167	78	,	,	PUNCT
easat-8683	167	79	y+j	y+j	NUM
easat-8683	167	80	)	)	PUNCT
easat-8683	167	81	delegates	delegate	VERB
easat-8683	167	82	the	the	DET
easat-8683	167	83	weight	weight	NOUN
easat-8683	167	84	of	of	ADP
easat-8683	167	85	the	the	DET
easat-8683	167	86	template	template	NOUN
easat-8683	167	87	(	(	PUNCT
easat-8683	167	88	i	i	PROPN
easat-8683	167	89	,	,	PUNCT
easat-8683	167	90	j	j	PROPN
easat-8683	167	91	)	)	PUNCT
easat-8683	167	92	position	position	NOUN
easat-8683	167	93	represented	represent	VERB
easat-8683	167	94	by	by	ADP
easat-8683	167	95	m(i	m(i	PROPN
easat-8683	167	96	,	,	PUNCT
easat-8683	167	97	j	j	PROPN
easat-8683	167	98	)	)	PUNCT
easat-8683	167	99	;	;	PUNCT
easat-8683	167	100	the	the	DET
easat-8683	167	101	pixel	pixel	NOUN
easat-8683	167	102	of	of	ADP
easat-8683	167	103	the	the	DET
easat-8683	167	104	image	image	NOUN
easat-8683	167	105	pixel	pixel	NOUN
easat-8683	167	106	coordinate	coordinate	NOUN
easat-8683	167	107	(	(	PUNCT
easat-8683	167	108	x+i	x+i	PROPN
easat-8683	167	109	,	,	PUNCT
easat-8683	167	110	y+j	y+j	NUM
easat-8683	167	111	)	)	PUNCT
easat-8683	167	112	position	position	NOUN
easat-8683	167	113	t	t	NOUN
easat-8683	167	114	(	(	PUNCT
easat-8683	167	115	x+i	x+i	PROPN
easat-8683	167	116	,	,	PUNCT
easat-8683	167	117	y+j	y+j	NUM
easat-8683	167	118	)	)	PUNCT
easat-8683	167	119	values	value	NOUN
easat-8683	167	120	is	be	AUX
easat-8683	167	121	multiplied	multiply	VERB
easat-8683	167	122	accordingly	accordingly	ADV
easat-8683	167	123	.	.	PUNCT
easat-8683	168	1	2.6.2	2.6.2	X
easat-8683	168	2	.	.	PUNCT
easat-8683	168	3	activation	activation	NOUN
easat-8683	168	4	function	function	NOUN
easat-8683	168	5	activation	activation	NOUN
easat-8683	168	6	functions	function	NOUN
easat-8683	168	7	run	run	VERB
easat-8683	168	8	on	on	ADP
easat-8683	168	9	ann	ann	PROPN
easat-8683	168	10	neurons	neuron	NOUN
easat-8683	168	11	and	and	CCONJ
easat-8683	168	12	are	be	AUX
easat-8683	168	13	responsible	responsible	ADJ
easat-8683	168	14	for	for	ADP
easat-8683	168	15	mapping	map	VERB
easat-8683	168	16	the	the	DET
easat-8683	168	17	neuron	neuron	NOUN
easat-8683	168	18	’	'	PUNCT
easat-8683	168	19	s	s	PROPN
easat-8683	168	20	inputs	input	NOUN
easat-8683	168	21	to	to	ADP
easat-8683	168	22	outputs	output	NOUN
easat-8683	168	23	.	.	PUNCT
easat-8683	169	1	activation	activation	NOUN
easat-8683	169	2	functions	function	NOUN
easat-8683	169	3	are	be	AUX
easat-8683	169	4	very	very	ADV
easat-8683	169	5	helpful	helpful	ADJ
easat-8683	169	6	for	for	ADP
easat-8683	169	7	artificial	artificial	ADJ
easat-8683	169	8	neural	neural	ADJ
easat-8683	169	9	networks	network	NOUN
easat-8683	169	10	to	to	PART
easat-8683	169	11	learn	learn	VERB
easat-8683	169	12	and	and	CCONJ
easat-8683	169	13	understand	understand	VERB
easat-8683	169	14	very	very	ADV
easat-8683	169	15	complex	complex	ADJ
easat-8683	169	16	and	and	CCONJ
easat-8683	169	17	nonlinear	nonlinear	ADJ
easat-8683	169	18	functions	function	NOUN
easat-8683	169	19	,	,	PUNCT
easat-8683	169	20	and	and	CCONJ
easat-8683	169	21	are	be	AUX
easat-8683	169	22	indispensable	indispensable	ADJ
easat-8683	169	23	for	for	ADP
easat-8683	169	24	convolutional	convolutional	ADJ
easat-8683	169	25	neural	neural	ADJ
easat-8683	169	26	networks	network	NOUN
easat-8683	169	27	.	.	PUNCT
easat-8683	170	1	there	there	PRON
easat-8683	170	2	are	be	VERB
easat-8683	170	3	three	three	NUM
easat-8683	170	4	typical	typical	ADJ
easat-8683	170	5	activation	activation	NOUN
easat-8683	170	6	functions	function	NOUN
easat-8683	170	7	,	,	PUNCT
easat-8683	170	8	namely	namely	ADV
easat-8683	170	9	:	:	PUNCT
easat-8683	170	10	sigmoid	sigmoid	NOUN
easat-8683	170	11	activation	activation	NOUN
easat-8683	170	12	function	function	NOUN
easat-8683	170	13	,	,	PUNCT
easat-8683	170	14	tanh	tanh	NOUN
easat-8683	170	15	activation	activation	NOUN
easat-8683	170	16	function	function	NOUN
easat-8683	170	17	,	,	PUNCT
easat-8683	170	18	and	and	CCONJ
easat-8683	170	19	relu	relu	NOUN
easat-8683	170	20	activation	activation	NOUN
easat-8683	170	21	function	function	NOUN
easat-8683	170	22	[	[	X
easat-8683	170	23	19	19	NUM
easat-8683	170	24	]	]	PUNCT
easat-8683	170	25	.	.	PUNCT
easat-8683	171	1	the	the	DET
easat-8683	171	2	function	function	NOUN
easat-8683	171	3	curve	curve	NOUN
easat-8683	171	4	is	be	AUX
easat-8683	171	5	shown	show	VERB
easat-8683	171	6	in	in	ADP
easat-8683	171	7	figure	figure	NOUN
easat-8683	171	8	4	4	NUM
easat-8683	171	9	:	:	PUNCT
easat-8683	171	10	sigmoid	sigmoid	VERB
easat-8683	171	11	a	a	DET
easat-8683	171	12	z	z	NOUN
easat-8683	171	13	a	a	DET
easat-8683	171	14	z	z	NOUN
easat-8683	171	15	tanh	tanh	NOUN
easat-8683	171	16	a	a	DET
easat-8683	171	17	z	z	NOUN
easat-8683	171	18	relu	relu	NOUN
easat-8683	171	19	figure	figure	NOUN
easat-8683	171	20	4	4	NUM
easat-8683	171	21	.	.	PUNCT
easat-8683	171	22	function	function	NOUN
easat-8683	171	23	graphs	graph	NOUN
easat-8683	171	24	.	.	PUNCT
easat-8683	172	1	its	its	PRON
easat-8683	172	2	relative	relative	ADJ
easat-8683	172	3	activation	activation	NOUN
easat-8683	172	4	function	function	NOUN
easat-8683	172	5	formula	formula	NOUN
easat-8683	172	6	is	be	AUX
easat-8683	172	7	as	as	SCONJ
easat-8683	172	8	follows	follow	VERB
easat-8683	172	9	:	:	PUNCT
easat-8683	172	10	sigmoid	sigmoid	NOUN
easat-8683	172	11	:	:	PUNCT
easat-8683	172	12	e	e	X
easat-8683	172	13	z	z	NOUN
easat-8683	172	14	z	z	NOUN
easat-8683	172	15	−	−	PROPN
easat-8683	173	1	+	+	CCONJ
easat-8683	173	2	=	=	SYM
easat-8683	173	3	1	1	NUM
easat-8683	173	4	1	1	NUM
easat-8683	173	5	)	)	PUNCT
easat-8683	173	6	(	(	PUNCT
easat-8683	173	7			X
easat-8683	173	8	(	(	PUNCT
easat-8683	173	9	5	5	NUM
easat-8683	173	10	)	)	PUNCT
easat-8683	173	11	tanh	tanh	NOUN
easat-8683	173	12	:	:	PUNCT
easat-8683	174	1	e	e	X
easat-8683	174	2	e	e	X
easat-8683	174	3	z	z	PROPN
easat-8683	174	4	z	z	NOUN
easat-8683	174	5	z	z	NOUN
easat-8683	174	6	2	2	NUM
easat-8683	174	7	2	2	NUM
easat-8683	174	8	1	1	NUM
easat-8683	174	9	1	1	NUM
easat-8683	174	10	)	)	PUNCT
easat-8683	174	11	(	(	PUNCT
easat-8683	174	12	−	−	PROPN
easat-8683	174	13	−	−	PROPN
easat-8683	174	14	+	+	CCONJ
easat-8683	174	15	−	−	PROPN
easat-8683	174	16	=	=	SYM
easat-8683	174	17			X
easat-8683	174	18	(	(	PUNCT
easat-8683	174	19	6	6	NUM
easat-8683	174	20	)	)	PUNCT
easat-8683	174	21	relu:=	relu:=	NOUN
easat-8683	174	22	=	=	PUNCT
easat-8683	174	23	ozzzz	ozzzz	NOUN
easat-8683	174	24	,	,	PUNCT
easat-8683	174	25	,	,	PUNCT
easat-8683	174	26	0,0)(	0,0)(	PROPN
easat-8683	174	27	(	(	PUNCT
easat-8683	174	28	7	7	NUM
easat-8683	174	29	)	)	PUNCT
easat-8683	174	30	the	the	DET
easat-8683	174	31	sigmoid	sigmoid	NOUN
easat-8683	174	32	function	function	NOUN
easat-8683	174	33	is	be	AUX
easat-8683	174	34	an	an	DET
easat-8683	174	35	activation	activation	NOUN
easat-8683	174	36	function	function	NOUN
easat-8683	174	37	that	that	PRON
easat-8683	174	38	is	be	AUX
easat-8683	174	39	earlier	early	ADV
easat-8683	174	40	used	use	VERB
easat-8683	174	41	in	in	ADP
easat-8683	174	42	neural	neural	ADJ
easat-8683	174	43	networks	network	NOUN
easat-8683	174	44	.	.	PUNCT
easat-8683	175	1	the	the	DET
easat-8683	175	2	value	value	NOUN
easat-8683	175	3	range	range	NOUN
easat-8683	175	4	of	of	ADP
easat-8683	175	5	the	the	DET
easat-8683	175	6	function	function	NOUN
easat-8683	175	7	is	be	AUX
easat-8683	175	8	(	(	PUNCT
easat-8683	175	9	0,1	0,1	NUM
easat-8683	175	10	)	)	PUNCT
easat-8683	175	11	interval	interval	NOUN
easat-8683	175	12	,	,	PUNCT
easat-8683	175	13	and	and	CCONJ
easat-8683	175	14	the	the	DET
easat-8683	175	15	function	function	NOUN
easat-8683	175	16	characteristic	characteristic	NOUN
easat-8683	175	17	is	be	AUX
easat-8683	175	18	:	:	PUNCT
easat-8683	175	19	when	when	SCONJ
easat-8683	175	20	the	the	DET
easat-8683	175	21	input	input	NOUN
easat-8683	175	22	value	value	NOUN
easat-8683	175	23	is	be	AUX
easat-8683	175	24	0	0	NUM
easat-8683	175	25	,	,	PUNCT
easat-8683	175	26	the	the	DET
easat-8683	175	27	function	function	NOUN
easat-8683	175	28	value	value	NOUN
easat-8683	175	29	is	be	AUX
easat-8683	175	30	0.5	0.5	NUM
easat-8683	175	31	.	.	PUNCT
easat-8683	176	1	when	when	SCONJ
easat-8683	176	2	the	the	DET
easat-8683	176	3	input	input	NOUN
easat-8683	176	4	value	value	NOUN
easat-8683	176	5	approaches	approach	VERB
easat-8683	176	6	positive	positive	ADJ
easat-8683	176	7	infinity	infinity	NOUN
easat-8683	176	8	,	,	PUNCT
easat-8683	176	9	the	the	DET
easat-8683	176	10	function	function	NOUN
easat-8683	176	11	value	value	NOUN
easat-8683	176	12	approaches	approach	VERB
easat-8683	176	13	1	1	NUM
easat-8683	176	14	.	.	PUNCT
easat-8683	177	1	when	when	SCONJ
easat-8683	177	2	the	the	DET
easat-8683	177	3	input	input	NOUN
easat-8683	177	4	value	value	NOUN
easat-8683	177	5	approaches	approach	VERB
easat-8683	177	6	negative	negative	ADJ
easat-8683	177	7	infinity	infinity	NOUN
easat-8683	177	8	,	,	PUNCT
easat-8683	177	9	the	the	DET
easat-8683	177	10	function	function	NOUN
easat-8683	177	11	value	value	NOUN
easat-8683	177	12	approaches	approach	VERB
easat-8683	177	13	0	0	NUM
easat-8683	177	14	.	.	PUNCT
easat-8683	178	1	the	the	DET
easat-8683	178	2	sigmoid	sigmoid	NOUN
easat-8683	178	3	function	function	NOUN
easat-8683	178	4	is	be	AUX
easat-8683	178	5	formulated	formulate	VERB
easat-8683	178	6	as	as	ADP
easat-8683	178	7	:	:	PUNCT
easat-8683	178	8	x	x	PUNCT
easat-8683	178	9	e	e	X
easat-8683	178	10	xf	xf	PROPN
easat-8683	179	1	+	+	CCONJ
easat-8683	179	2	=	=	SYM
easat-8683	179	3	1	1	NUM
easat-8683	179	4	1	1	NUM
easat-8683	179	5	)	)	PUNCT
easat-8683	179	6	(	(	PUNCT
easat-8683	179	7	(	(	PUNCT
easat-8683	179	8	8)	8)	NUM
easat-8683	179	9	the	the	DET
easat-8683	179	10	tanh	tanh	NOUN
easat-8683	179	11	function	function	NOUN
easat-8683	179	12	is	be	AUX
easat-8683	179	13	also	also	ADV
easat-8683	179	14	known	know	VERB
easat-8683	179	15	as	as	ADP
easat-8683	179	16	the	the	DET
easat-8683	179	17	hyperbolic	hyperbolic	ADJ
easat-8683	179	18	tangent	tangent	NOUN
easat-8683	179	19	function	function	NOUN
easat-8683	179	20	.	.	PUNCT
easat-8683	180	1	the	the	DET
easat-8683	180	2	tanh	tanh	PROPN
easat-8683	180	3	function	function	NOUN
easat-8683	180	4	can	can	AUX
easat-8683	180	5	be	be	AUX
easat-8683	180	6	obtained	obtain	VERB
easat-8683	180	7	by	by	ADP
easat-8683	180	8	translating	translate	VERB
easat-8683	180	9	and	and	CCONJ
easat-8683	180	10	scaling	scale	VERB
easat-8683	180	11	the	the	DET
easat-8683	180	12	sigmoid	sigmoid	NOUN
easat-8683	180	13	function	function	VERB
easat-8683	180	14	downward	downward	ADV
easat-8683	180	15	.	.	PUNCT
easat-8683	181	1	its	its	PRON
easat-8683	181	2	function	function	NOUN
easat-8683	181	3	range	range	NOUN
easat-8683	181	4	is	be	AUX
easat-8683	181	5	(	(	PUNCT
easat-8683	181	6	−1,1	−1,1	NOUN
easat-8683	181	7	)	)	PUNCT
easat-8683	181	8	and	and	CCONJ
easat-8683	181	9	passes	pass	VERB
easat-8683	181	10	through	through	ADP
easat-8683	181	11	the	the	DET
easat-8683	181	12	coordinate	coordinate	NOUN
easat-8683	181	13	origin	origin	NOUN
easat-8683	181	14	.	.	PUNCT
easat-8683	182	1	the	the	DET
easat-8683	182	2	function	function	NOUN
easat-8683	182	3	is	be	AUX
easat-8683	182	4	formulated	formulate	VERB
easat-8683	182	5	as	as	ADP
easat-8683	182	6	:	:	PUNCT
easat-8683	182	7	603	603	NUM
easat-8683	182	8	edelweiss	edelweiss	PROPN
easat-8683	182	9	applied	apply	VERB
easat-8683	182	10	science	science	NOUN
easat-8683	182	11	and	and	CCONJ
easat-8683	182	12	technology	technology	NOUN
easat-8683	182	13	issn	issn	PROPN
easat-8683	182	14	:	:	PUNCT
easat-8683	182	15	2576	2576	NUM
easat-8683	182	16	-	-	SYM
easat-8683	182	17	8484	8484	NUM
easat-8683	182	18	vol	vol	NOUN
easat-8683	182	19	.	.	PROPN
easat-8683	183	1	9	9	NUM
easat-8683	183	2	,	,	PUNCT
easat-8683	183	3	no	no	INTJ
easat-8683	183	4	.	.	NOUN
easat-8683	184	1	7	7	NUM
easat-8683	184	2	:	:	SYM
easat-8683	184	3	595	595	NUM
easat-8683	184	4	-	-	SYM
easat-8683	184	5	609	609	NUM
easat-8683	184	6	,	,	PUNCT
easat-8683	184	7	2025	2025	NUM
easat-8683	184	8	doi	doi	NOUN
easat-8683	184	9	:	:	PUNCT
easat-8683	184	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	184	11	©	©	NOUN
easat-8683	184	12	2025	2025	NUM
easat-8683	184	13	by	by	ADP
easat-8683	184	14	the	the	DET
easat-8683	184	15	author	author	NOUN
easat-8683	184	16	;	;	PUNCT
easat-8683	184	17	licensee	licensee	PROPN
easat-8683	184	18	learning	learning	NOUN
easat-8683	184	19	gate	gate	PROPN
easat-8683	184	20	ee	ee	PROPN
easat-8683	184	21	ee	ee	PROPN
easat-8683	185	1	xx	xx	NUM
easat-8683	185	2	xx	xx	NUM
easat-8683	186	1	xf	xf	PROPN
easat-8683	186	2	−	−	PROPN
easat-8683	187	1	−	−	PROPN
easat-8683	188	1	+	+	CCONJ
easat-8683	188	2	−	−	PROPN
easat-8683	188	3	=)	=)	INTJ
easat-8683	188	4	(	(	PUNCT
easat-8683	188	5	(	(	PUNCT
easat-8683	188	6	9	9	X
easat-8683	188	7	)	)	PUNCT
easat-8683	188	8	the	the	DET
easat-8683	188	9	relu	relu	NOUN
easat-8683	188	10	function	function	NOUN
easat-8683	188	11	can	can	AUX
easat-8683	188	12	also	also	ADV
easat-8683	188	13	be	be	AUX
easat-8683	188	14	called	call	VERB
easat-8683	188	15	a	a	DET
easat-8683	188	16	modified	modify	VERB
easat-8683	188	17	linear	linear	PROPN
easat-8683	188	18	unit	unit	NOUN
easat-8683	188	19	function	function	NOUN
easat-8683	188	20	.	.	PUNCT
easat-8683	189	1	its	its	PRON
easat-8683	189	2	characteristics	characteristic	NOUN
easat-8683	189	3	are	be	AUX
easat-8683	189	4	:	:	PUNCT
easat-8683	189	5	when	when	SCONJ
easat-8683	189	6	the	the	DET
easat-8683	189	7	input	input	NOUN
easat-8683	189	8	value	value	NOUN
easat-8683	189	9	is	be	AUX
easat-8683	189	10	positive	positive	ADJ
easat-8683	189	11	,	,	PUNCT
easat-8683	189	12	the	the	DET
easat-8683	189	13	function	function	NOUN
easat-8683	189	14	value	value	NOUN
easat-8683	189	15	is	be	AUX
easat-8683	189	16	always	always	ADV
easat-8683	189	17	1	1	NUM
easat-8683	189	18	.	.	PUNCT
easat-8683	190	1	when	when	SCONJ
easat-8683	190	2	the	the	DET
easat-8683	190	3	input	input	NOUN
easat-8683	190	4	value	value	NOUN
easat-8683	190	5	is	be	AUX
easat-8683	190	6	negative	negative	ADJ
easat-8683	190	7	,	,	PUNCT
easat-8683	190	8	the	the	DET
easat-8683	190	9	function	function	NOUN
easat-8683	190	10	value	value	NOUN
easat-8683	190	11	is	be	AUX
easat-8683	190	12	always	always	ADV
easat-8683	190	13	0	0	NUM
easat-8683	190	14	.	.	PUNCT
easat-8683	191	1	the	the	DET
easat-8683	191	2	relu	relu	NOUN
easat-8683	191	3	activation	activation	NOUN
easat-8683	191	4	function	function	NOUN
easat-8683	191	5	can	can	AUX
easat-8683	191	6	be	be	AUX
easat-8683	191	7	expressed	express	VERB
easat-8683	191	8	as	as	ADP
easat-8683	191	9	:	:	PUNCT
easat-8683	191	10	f(x)=	f(x)=	X
easat-8683	191	11	)	)	PUNCT
easat-8683	191	12	,	,	PUNCT
easat-8683	191	13	0	0	NUM
easat-8683	191	14	(	(	PUNCT
easat-8683	191	15	xmax	xmax	PROPN
easat-8683	191	16	(	(	PUNCT
easat-8683	191	17	10	10	NUM
easat-8683	191	18	)	)	PUNCT
easat-8683	191	19	the	the	DET
easat-8683	191	20	sigmoid	sigmoid	NOUN
easat-8683	191	21	activation	activation	NOUN
easat-8683	191	22	function	function	NOUN
easat-8683	191	23	and	and	CCONJ
easat-8683	191	24	the	the	DET
easat-8683	191	25	tanh	tanh	PROPN
easat-8683	191	26	activation	activation	NOUN
easat-8683	191	27	function	function	NOUN
easat-8683	191	28	have	have	VERB
easat-8683	191	29	the	the	DET
easat-8683	191	30	same	same	ADJ
easat-8683	191	31	feature	feature	NOUN
easat-8683	191	32	,	,	PUNCT
easat-8683	191	33	that	that	PRON
easat-8683	191	34	is	be	AUX
easat-8683	191	35	:	:	PUNCT
easat-8683	191	36	when	when	SCONJ
easat-8683	191	37	the	the	DET
easat-8683	191	38	independent	independent	ADJ
easat-8683	191	39	variable	variable	NOUN
easat-8683	191	40	is	be	AUX
easat-8683	191	41	infinite	infinite	ADJ
easat-8683	191	42	or	or	CCONJ
easat-8683	191	43	infinitely	infinitely	ADV
easat-8683	191	44	small	small	ADJ
easat-8683	191	45	,	,	PUNCT
easat-8683	191	46	the	the	DET
easat-8683	191	47	gradient	gradient	NOUN
easat-8683	191	48	of	of	ADP
easat-8683	191	49	the	the	DET
easat-8683	191	50	function	function	NOUN
easat-8683	191	51	becomes	become	VERB
easat-8683	191	52	infinitely	infinitely	ADV
easat-8683	191	53	small	small	ADJ
easat-8683	191	54	,	,	PUNCT
easat-8683	191	55	which	which	PRON
easat-8683	191	56	reduces	reduce	VERB
easat-8683	191	57	the	the	DET
easat-8683	191	58	solution	solution	NOUN
easat-8683	191	59	speed	speed	NOUN
easat-8683	191	60	of	of	ADP
easat-8683	191	61	the	the	DET
easat-8683	191	62	gradient	gradient	ADJ
easat-8683	191	63	descent	descent	NOUN
easat-8683	191	64	algorithm	algorithm	NOUN
easat-8683	191	65	.	.	PUNCT
easat-8683	192	1	in	in	ADP
easat-8683	192	2	practical	practical	ADJ
easat-8683	192	3	applications	application	NOUN
easat-8683	192	4	,	,	PUNCT
easat-8683	192	5	neural	neural	ADJ
easat-8683	192	6	networks	network	NOUN
easat-8683	192	7	using	use	VERB
easat-8683	192	8	relu	relu	NOUN
easat-8683	192	9	activation	activation	NOUN
easat-8683	192	10	function	function	NOUN
easat-8683	192	11	generally	generally	ADV
easat-8683	192	12	learn	learn	VERB
easat-8683	192	13	faster	fast	ADV
easat-8683	192	14	than	than	ADP
easat-8683	192	15	using	use	VERB
easat-8683	192	16	sigmoid	sigmoid	NOUN
easat-8683	192	17	activation	activation	NOUN
easat-8683	192	18	function	function	NOUN
easat-8683	192	19	or	or	CCONJ
easat-8683	192	20	tanh	tanh	NOUN
easat-8683	192	21	activation	activation	NOUN
easat-8683	192	22	function	function	NOUN
easat-8683	192	23	.	.	PUNCT
easat-8683	193	1	2.6.3	2.6.3	NUM
easat-8683	193	2	.	.	PUNCT
easat-8683	193	3	batch	batch	NOUN
easat-8683	193	4	normalization	normalization	NOUN
easat-8683	193	5	batch	batch	NOUN
easat-8683	193	6	normalization	normalization	NOUN
easat-8683	193	7	(	(	PUNCT
easat-8683	193	8	bn	bn	NOUN
easat-8683	193	9	)	)	PUNCT
easat-8683	193	10	makes	make	VERB
easat-8683	193	11	the	the	DET
easat-8683	193	12	input	input	NOUN
easat-8683	193	13	data	datum	NOUN
easat-8683	193	14	more	more	ADV
easat-8683	193	15	stable	stable	ADJ
easat-8683	193	16	by	by	ADP
easat-8683	193	17	normalizing	normalize	VERB
easat-8683	193	18	the	the	DET
easat-8683	193	19	data	datum	NOUN
easat-8683	193	20	.	.	PUNCT
easat-8683	194	1	during	during	ADP
easat-8683	194	2	the	the	DET
easat-8683	194	3	cnn	cnn	PROPN
easat-8683	194	4	training	training	NOUN
easat-8683	194	5	process	process	NOUN
easat-8683	194	6	,	,	PUNCT
easat-8683	194	7	the	the	DET
easat-8683	194	8	change	change	NOUN
easat-8683	194	9	of	of	ADP
easat-8683	194	10	the	the	DET
easat-8683	194	11	parameters	parameter	NOUN
easat-8683	194	12	of	of	ADP
easat-8683	194	13	the	the	DET
easat-8683	194	14	previous	previous	ADJ
easat-8683	194	15	level	level	NOUN
easat-8683	194	16	affects	affect	VERB
easat-8683	194	17	the	the	DET
easat-8683	194	18	change	change	NOUN
easat-8683	194	19	of	of	ADP
easat-8683	194	20	the	the	DET
easat-8683	194	21	next	next	ADJ
easat-8683	194	22	level	level	NOUN
easat-8683	194	23	,	,	PUNCT
easat-8683	194	24	and	and	CCONJ
easat-8683	194	25	if	if	SCONJ
easat-8683	194	26	the	the	DET
easat-8683	194	27	number	number	NOUN
easat-8683	194	28	of	of	ADP
easat-8683	194	29	network	network	NOUN
easat-8683	194	30	levels	level	NOUN
easat-8683	194	31	is	be	AUX
easat-8683	194	32	too	too	ADV
easat-8683	194	33	large	large	ADJ
easat-8683	194	34	,	,	PUNCT
easat-8683	194	35	this	this	DET
easat-8683	194	36	change	change	NOUN
easat-8683	194	37	gradually	gradually	ADV
easat-8683	194	38	increases	increase	VERB
easat-8683	194	39	.	.	PUNCT
easat-8683	195	1	most	most	ADJ
easat-8683	195	2	of	of	ADP
easat-8683	195	3	the	the	DET
easat-8683	195	4	current	current	ADJ
easat-8683	195	5	cnn	cnn	PROPN
easat-8683	195	6	optimization	optimization	NOUN
easat-8683	195	7	methods	method	NOUN
easat-8683	195	8	are	be	AUX
easat-8683	195	9	optimized	optimize	VERB
easat-8683	195	10	by	by	ADP
easat-8683	195	11	stochastic	stochastic	ADJ
easat-8683	195	12	gradient	gradient	ADJ
easat-8683	195	13	descent	descent	NOUN
easat-8683	195	14	(	(	PUNCT
easat-8683	195	15	sgd	sgd	PROPN
easat-8683	195	16	)	)	PUNCT
easat-8683	195	17	.	.	PUNCT
easat-8683	196	1	however	however	ADV
easat-8683	196	2	,	,	PUNCT
easat-8683	196	3	if	if	SCONJ
easat-8683	196	4	there	there	PRON
easat-8683	196	5	are	be	VERB
easat-8683	196	6	too	too	ADV
easat-8683	196	7	many	many	ADJ
easat-8683	196	8	network	network	NOUN
easat-8683	196	9	levels	level	NOUN
easat-8683	196	10	,	,	PUNCT
easat-8683	196	11	the	the	DET
easat-8683	196	12	parameters	parameter	NOUN
easat-8683	196	13	of	of	ADP
easat-8683	196	14	each	each	DET
easat-8683	196	15	network	network	NOUN
easat-8683	196	16	level	level	NOUN
easat-8683	196	17	are	be	AUX
easat-8683	196	18	continuously	continuously	ADV
easat-8683	196	19	optimized	optimize	VERB
easat-8683	196	20	,	,	PUNCT
easat-8683	196	21	and	and	CCONJ
easat-8683	196	22	each	each	DET
easat-8683	196	23	network	network	NOUN
easat-8683	196	24	level	level	NOUN
easat-8683	196	25	is	be	AUX
easat-8683	196	26	continuously	continuously	ADV
easat-8683	196	27	optimized	optimize	VERB
easat-8683	196	28	during	during	ADP
easat-8683	196	29	the	the	DET
easat-8683	196	30	optimization	optimization	NOUN
easat-8683	196	31	process	process	NOUN
easat-8683	196	32	.	.	PUNCT
easat-8683	197	1	this	this	DET
easat-8683	197	2	situation	situation	NOUN
easat-8683	197	3	may	may	AUX
easat-8683	197	4	lead	lead	VERB
easat-8683	197	5	to	to	ADP
easat-8683	197	6	the	the	DET
easat-8683	197	7	failure	failure	NOUN
easat-8683	197	8	of	of	ADP
easat-8683	197	9	the	the	DET
easat-8683	197	10	final	final	ADJ
easat-8683	197	11	optimization	optimization	NOUN
easat-8683	197	12	of	of	ADP
easat-8683	197	13	the	the	DET
easat-8683	197	14	entire	entire	ADJ
easat-8683	197	15	network	network	NOUN
easat-8683	197	16	.	.	PUNCT
easat-8683	198	1	the	the	DET
easat-8683	198	2	bn	bn	PROPN
easat-8683	198	3	method	method	NOUN
easat-8683	198	4	is	be	AUX
easat-8683	198	5	normalized	normalize	VERB
easat-8683	198	6	to	to	ADP
easat-8683	198	7	each	each	DET
easat-8683	198	8	input	input	NOUN
easat-8683	198	9	and	and	CCONJ
easat-8683	198	10	expressed	express	VERB
easat-8683	198	11	as	as	SCONJ
easat-8683	198	12	follows	follow	VERB
easat-8683	198	13	:	:	PUNCT
easat-8683	198	14	]	]	PUNCT
easat-8683	198	15	[	[	PUNCT
easat-8683	198	16	]	]	X
easat-8683	198	17	[	[	PUNCT
easat-8683	198	18	)	)	PUNCT
easat-8683	198	19	(	(	PUNCT
easat-8683	198	20	x	x	PUNCT
easat-8683	198	21	x	x	PUNCT
easat-8683	198	22	x	x	PUNCT
easat-8683	198	23	x	x	PUNCT
easat-8683	199	1	i	i	PRON
easat-8683	200	1	i	i	PRON
easat-8683	201	1	i	i	PRON
easat-8683	202	1	i	i	PRON
easat-8683	202	2	e	e	VERB
easat-8683	202	3	var	var	NOUN
easat-8683	202	4	−=	−=	VERB
easat-8683	202	5	−	−	PROPN
easat-8683	202	6	(	(	PUNCT
easat-8683	202	7	11	11	NUM
easat-8683	202	8	)	)	PUNCT
easat-8683	202	9	among	among	ADP
easat-8683	202	10	them	they	PRON
easat-8683	202	11	,	,	PUNCT
easat-8683	202	12	x	x	VERB
easat-8683	202	13	i	i	PRON
easat-8683	202	14	is	be	AUX
easat-8683	202	15	the	the	DET
easat-8683	202	16	i	i	PROPN
easat-8683	202	17	-	-	PUNCT
easat-8683	202	18	th	th	VERB
easat-8683	202	19	dimension	dimension	NOUN
easat-8683	202	20	of	of	ADP
easat-8683	202	21	the	the	DET
easat-8683	202	22	data	datum	NOUN
easat-8683	202	23	;	;	PUNCT
easat-8683	202	24	]	]	PUNCT
easat-8683	202	25	[	[	X
easat-8683	202	26	x	x	X
easat-8683	202	27	i	i	NOUN
easat-8683	202	28	e	e	NOUN
easat-8683	202	29	is	be	AUX
easat-8683	202	30	the	the	DET
easat-8683	202	31	average	average	NOUN
easat-8683	202	32	of	of	ADP
easat-8683	202	33	the	the	DET
easat-8683	202	34	i	i	PROPN
easat-8683	202	35	-	-	PUNCT
easat-8683	202	36	th	th	PROPN
easat-8683	202	37	dimension	dimension	NOUN
easat-8683	202	38	data	datum	NOUN
easat-8683	202	39	;	;	PUNCT
easat-8683	202	40	]	]	PUNCT
easat-8683	203	1	[	[	X
easat-8683	203	2	x	x	X
easat-8683	203	3	i	i	PRON
easat-8683	203	4	var	var	VERB
easat-8683	203	5	−	−	PROPN
easat-8683	203	6	is	be	AUX
easat-8683	203	7	the	the	DET
easat-8683	203	8	standard	standard	ADJ
easat-8683	203	9	deviation	deviation	NOUN
easat-8683	203	10	of	of	ADP
easat-8683	203	11	the	the	DET
easat-8683	203	12	i	i	PROPN
easat-8683	203	13	-	-	PUNCT
easat-8683	203	14	th	th	X
easat-8683	203	15	dimension	dimension	NOUN
easat-8683	203	16	data	datum	NOUN
easat-8683	203	17	.	.	PUNCT
easat-8683	204	1	although	although	SCONJ
easat-8683	204	2	the	the	DET
easat-8683	204	3	above	above	ADJ
easat-8683	204	4	method	method	NOUN
easat-8683	204	5	fixes	fix	VERB
easat-8683	204	6	the	the	DET
easat-8683	204	7	data	data	NOUN
easat-8683	204	8	distribution	distribution	NOUN
easat-8683	204	9	of	of	ADP
easat-8683	204	10	each	each	DET
easat-8683	204	11	layer	layer	NOUN
easat-8683	204	12	,	,	PUNCT
easat-8683	204	13	this	this	DET
easat-8683	204	14	normalization	normalization	NOUN
easat-8683	204	15	method	method	NOUN
easat-8683	204	16	changes	change	VERB
easat-8683	204	17	the	the	DET
easat-8683	204	18	original	original	ADJ
easat-8683	204	19	features	feature	NOUN
easat-8683	204	20	,	,	PUNCT
easat-8683	204	21	so	so	SCONJ
easat-8683	204	22	the	the	DET
easat-8683	204	23	bn	bn	ADJ
easat-8683	204	24	method	method	NOUN
easat-8683	204	25	restores	restore	VERB
easat-8683	204	26	the	the	DET
easat-8683	204	27	data	data	NOUN
easat-8683	204	28	distribution	distribution	NOUN
easat-8683	204	29	that	that	PRON
easat-8683	204	30	should	should	AUX
easat-8683	204	31	be	be	AUX
easat-8683	204	32	learned	learn	VERB
easat-8683	204	33	next	next	ADV
easat-8683	204	34	,	,	PUNCT
easat-8683	204	35	and	and	CCONJ
easat-8683	204	36	the	the	DET
easat-8683	204	37	formula	formula	NOUN
easat-8683	204	38	is	be	AUX
easat-8683	204	39	expressed	express	VERB
easat-8683	204	40	as	as	SCONJ
easat-8683	204	41	follows	follow	VERB
easat-8683	204	42	:	:	PUNCT
easat-8683	204	43			NOUN
easat-8683	204	44	iiii	iiii	NOUN
easat-8683	204	45	xry	xry	X
easat-8683	205	1	+	+	NOUN
easat-8683	205	2	=	=	NOUN
easat-8683	205	3	)	)	PUNCT
easat-8683	205	4	(	(	PUNCT
easat-8683	205	5	(	(	PUNCT
easat-8683	205	6	12	12	NUM
easat-8683	205	7	)	)	PUNCT
easat-8683	205	8	in	in	ADP
easat-8683	205	9	the	the	DET
easat-8683	205	10	way	way	NOUN
easat-8683	205	11	,	,	PUNCT
easat-8683	205	12	bn	bn	ADV
easat-8683	205	13	transforms	transform	VERB
easat-8683	205	14	the	the	DET
easat-8683	205	15	original	original	ADJ
easat-8683	205	16	input	input	NOUN
easat-8683	205	17	data	datum	NOUN
easat-8683	205	18	into	into	ADP
easat-8683	205	19	the	the	DET
easat-8683	205	20	desired	desire	VERB
easat-8683	205	21	data	datum	NOUN
easat-8683	205	22	distribution	distribution	NOUN
easat-8683	205	23	.	.	PUNCT
easat-8683	206	1	2.6.4	2.6.4	NUM
easat-8683	206	2	.	.	PUNCT
easat-8683	207	1	cost	cost	NOUN
easat-8683	207	2	function	function	NOUN
easat-8683	207	3	of	of	ADP
easat-8683	207	4	logistic	logistic	ADJ
easat-8683	207	5	regression	regression	NOUN
easat-8683	207	6	giving	give	VERB
easat-8683	207	7	a	a	DET
easat-8683	207	8	sample	sample	NOUN
easat-8683	207	9	set	set	VERB
easat-8683	207	10	)	)	PUNCT
easat-8683	207	11	}	}	PUNCT
easat-8683	207	12	,	,	PUNCT
easat-8683	207	13	)	)	PUNCT
easat-8683	207	14	.....	.....	PUNCT
easat-8683	208	1	(	(	PUNCT
easat-8683	208	2	,	,	PUNCT
easat-8683	208	3	{	{	PUNCT
easat-8683	208	4	(	(	PUNCT
easat-8683	208	5	11	11	NUM
easat-8683	208	6	yxyx	yxyx	NOUN
easat-8683	208	7	mm	mm	PROPN
easat-8683	208	8	m	m	VERB
easat-8683	208	9	needs	need	VERB
easat-8683	208	10	to	to	PART
easat-8683	208	11	be	be	AUX
easat-8683	208	12	obtained	obtain	VERB
easat-8683	208	13	through	through	ADP
easat-8683	208	14	the	the	DET
easat-8683	208	15	loss	loss	NOUN
easat-8683	208	16	function	function	NOUN
easat-8683	208	17	,	,	PUNCT
easat-8683	208	18	the	the	DET
easat-8683	208	19	loss	loss	NOUN
easat-8683	208	20	function	function	NOUN
easat-8683	208	21	(	(	PUNCT
easat-8683	208	22	l	l	NOUN
easat-8683	208	23	,	,	PUNCT
easat-8683	208	24	y	y	NOUN
easat-8683	208	25	)	)	PUNCT
easat-8683	208	26	is	be	AUX
easat-8683	208	27	a	a	DET
easat-8683	208	28	function	function	NOUN
easat-8683	208	29	used	use	VERB
easat-8683	208	30	to	to	PART
easat-8683	208	31	measure	measure	VERB
easat-8683	208	32	the	the	DET
easat-8683	208	33	operation	operation	NOUN
easat-8683	208	34	of	of	ADP
easat-8683	208	35	the	the	DET
easat-8683	208	36	algorithm	algorithm	NOUN
easat-8683	208	37	,	,	PUNCT
easat-8683	208	38	so	so	CCONJ
easat-8683	208	39	in	in	ADP
easat-8683	208	40	predicting	predict	VERB
easat-8683	208	41	the	the	DET
easat-8683	208	42	y	y	PROPN
easat-8683	208	43	value	value	NOUN
easat-8683	208	44	,	,	PUNCT
easat-8683	208	45	the	the	DET
easat-8683	208	46	error	error	NOUN
easat-8683	208	47	should	should	AUX
easat-8683	208	48	be	be	AUX
easat-8683	208	49	as	as	ADV
easat-8683	208	50	small	small	ADJ
easat-8683	208	51	as	as	ADP
easat-8683	208	52	possible	possible	ADJ
easat-8683	208	53	,	,	PUNCT
easat-8683	208	54	that	that	ADV
easat-8683	208	55	is	is	ADV
easat-8683	208	56	,	,	PUNCT
easat-8683	208	57	the	the	DET
easat-8683	208	58	loss	loss	NOUN
easat-8683	208	59	function	function	NOUN
easat-8683	208	60	should	should	AUX
easat-8683	208	61	be	be	AUX
easat-8683	208	62	as	as	ADV
easat-8683	208	63	small	small	ADJ
easat-8683	208	64	as	as	ADP
easat-8683	208	65	possible	possible	ADJ
easat-8683	208	66	,	,	PUNCT
easat-8683	208	67	which	which	PRON
easat-8683	208	68	is	be	AUX
easat-8683	208	69	usually	usually	ADV
easat-8683	208	70	expressed	express	VERB
easat-8683	208	71	by	by	ADP
easat-8683	208	72	the	the	DET
easat-8683	208	73	following	follow	VERB
easat-8683	208	74	formula	formula	NOUN
easat-8683	208	75	in	in	ADP
easat-8683	208	76	logistic	logistic	ADJ
easat-8683	208	77	regression	regression	NOUN
easat-8683	208	78	:	:	PUNCT
easat-8683	208	79	)	)	PUNCT
easat-8683	208	80	1log()1()log	1log()1()log	NUM
easat-8683	208	81	(	(	PUNCT
easat-8683	208	82	)	)	PUNCT
easat-8683	208	83	,	,	PUNCT
easat-8683	208	84	(	(	PUNCT
easat-8683	208	85	yyy	yyy	NOUN
easat-8683	208	86	iii	iii	PROPN
easat-8683	208	87	yyyl	yyyl	NOUN
easat-8683	208	88	−−−−=	−−−−=	PROPN
easat-8683	208	89	(	(	PUNCT
easat-8683	208	90	13	13	NUM
easat-8683	208	91	)	)	PUNCT
easat-8683	208	92	when	when	SCONJ
easat-8683	208	93	y=1	y=1	X
easat-8683	208	94	,	,	PUNCT
easat-8683	208	95	the	the	DET
easat-8683	208	96	largest	large	ADJ
easat-8683	208	97	possible	possible	ADJ
easat-8683	208	98	value	value	NOUN
easat-8683	208	99	is	be	AUX
easat-8683	208	100	required	require	VERB
easat-8683	208	101	to	to	PART
easat-8683	208	102	minimize	minimize	VERB
easat-8683	208	103	the	the	DET
easat-8683	208	104	loss	loss	NOUN
easat-8683	208	105	function	function	NOUN
easat-8683	208	106	,	,	PUNCT
easat-8683	208	107	because	because	SCONJ
easat-8683	208	108	the	the	DET
easat-8683	208	109	value	value	NOUN
easat-8683	208	110	range	range	NOUN
easat-8683	208	111	of	of	ADP
easat-8683	208	112	the	the	DET
easat-8683	208	113	sigmoid	sigmoid	NOUN
easat-8683	208	114	function	function	NOUN
easat-8683	208	115	is	be	AUX
easat-8683	208	116	between	between	ADP
easat-8683	208	117	(	(	PUNCT
easat-8683	208	118	0	0	NUM
easat-8683	208	119	,	,	PUNCT
easat-8683	208	120	1	1	NUM
easat-8683	208	121	)	)	PUNCT
easat-8683	208	122	,	,	PUNCT
easat-8683	208	123	so	so	ADV
easat-8683	208	124	yˆ	yˆ	NOUN
easat-8683	208	125	must	must	AUX
easat-8683	208	126	be	be	AUX
easat-8683	208	127	infinitely	infinitely	ADV
easat-8683	208	128	close	close	ADJ
easat-8683	208	129	to	to	ADP
easat-8683	208	130	1	1	NUM
easat-8683	208	131	.	.	PUNCT
easat-8683	209	1	similarly	similarly	ADV
easat-8683	209	2	,	,	PUNCT
easat-8683	209	3	when	when	SCONJ
easat-8683	209	4	y=0	y=0	X
easat-8683	209	5	,	,	PUNCT
easat-8683	209	6	yˆ	yˆ	PRON
easat-8683	209	7	also	also	ADV
easat-8683	209	8	approaches	approach	VERB
easat-8683	209	9	0	0	NUM
easat-8683	209	10	infinitely	infinitely	ADV
easat-8683	209	11	.	.	PUNCT
easat-8683	210	1	604	604	NUM
easat-8683	210	2	edelweiss	edelweiss	PROPN
easat-8683	210	3	applied	apply	VERB
easat-8683	210	4	science	science	NOUN
easat-8683	210	5	and	and	CCONJ
easat-8683	210	6	technology	technology	NOUN
easat-8683	210	7	issn	issn	PROPN
easat-8683	210	8	:	:	PUNCT
easat-8683	210	9	2576	2576	NUM
easat-8683	210	10	-	-	SYM
easat-8683	210	11	8484	8484	NUM
easat-8683	210	12	vol	vol	NOUN
easat-8683	210	13	.	.	PROPN
easat-8683	211	1	9	9	NUM
easat-8683	211	2	,	,	PUNCT
easat-8683	211	3	no	no	INTJ
easat-8683	211	4	.	.	NOUN
easat-8683	212	1	7	7	NUM
easat-8683	212	2	:	:	SYM
easat-8683	212	3	595	595	NUM
easat-8683	212	4	-	-	SYM
easat-8683	212	5	609	609	NUM
easat-8683	212	6	,	,	PUNCT
easat-8683	212	7	2025	2025	NUM
easat-8683	212	8	doi	doi	NOUN
easat-8683	212	9	:	:	PUNCT
easat-8683	212	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	212	11	©	©	NOUN
easat-8683	212	12	2025	2025	NUM
easat-8683	212	13	by	by	ADP
easat-8683	212	14	the	the	DET
easat-8683	212	15	author	author	NOUN
easat-8683	212	16	;	;	PUNCT
easat-8683	212	17	licensee	licensee	PROPN
easat-8683	212	18	learning	learning	NOUN
easat-8683	212	19	gate	gate	VERB
easat-8683	212	20	the	the	DET
easat-8683	212	21	loss	loss	NOUN
easat-8683	212	22	function	function	NOUN
easat-8683	212	23	is	be	AUX
easat-8683	212	24	to	to	PART
easat-8683	212	25	evaluate	evaluate	VERB
easat-8683	212	26	a	a	DET
easat-8683	212	27	single	single	ADJ
easat-8683	212	28	sample	sample	NOUN
easat-8683	212	29	,	,	PUNCT
easat-8683	212	30	so	so	ADV
easat-8683	212	31	on	on	ADP
easat-8683	212	32	all	all	DET
easat-8683	212	33	samples	sample	NOUN
easat-8683	212	34	,	,	PUNCT
easat-8683	212	35	it	it	PRON
easat-8683	212	36	is	be	AUX
easat-8683	212	37	necessary	necessary	ADJ
easat-8683	212	38	to	to	PART
easat-8683	212	39	define	define	VERB
easat-8683	212	40	a	a	DET
easat-8683	212	41	cost	cost	NOUN
easat-8683	212	42	function	function	NOUN
easat-8683	212	43	j(w	j(w	PROPN
easat-8683	212	44	,	,	PUNCT
easat-8683	212	45	b	b	NOUN
easat-8683	212	46	)	)	PUNCT
easat-8683	212	47	,	,	PUNCT
easat-8683	212	48	to	to	PART
easat-8683	212	49	calculate	calculate	VERB
easat-8683	212	50	the	the	DET
easat-8683	212	51	loss	loss	NOUN
easat-8683	212	52	function	function	NOUN
easat-8683	212	53	for	for	ADP
easat-8683	212	54	all	all	DET
easat-8683	212	55	samples	sample	NOUN
easat-8683	212	56	,	,	PUNCT
easat-8683	212	57	and	and	CCONJ
easat-8683	212	58	then	then	ADV
easat-8683	212	59	average	average	VERB
easat-8683	212	60	and	and	CCONJ
easat-8683	212	61	minimize	minimize	VERB
easat-8683	212	62	them	they	PRON
easat-8683	212	63	to	to	PART
easat-8683	212	64	optimize	optimize	VERB
easat-8683	212	65	w	w	ADP
easat-8683	212	66	and	and	CCONJ
easat-8683	212	67	b	b	NOUN
easat-8683	212	68	value	value	NOUN
easat-8683	212	69	:	:	PUNCT
easat-8683	212	70	m	m	VERB
easat-8683	212	71	i	i	NOUN
easat-8683	212	72	m	m	PROPN
easat-8683	212	73	li	li	PROPN
easat-8683	212	74	bwj	bwj	PROPN
easat-8683	212	75	yyyy	yyyy	PROPN
easat-8683	212	76	iiii	iiii	PROPN
easat-8683	212	77			X
easat-8683	213	1	−−−=	−−−=	PROPN
easat-8683	213	2	=	=	PUNCT
easat-8683	213	3	=	=	SYM
easat-8683	213	4	=	=	SYM
easat-8683	213	5	)	)	PUNCT
easat-8683	213	6	1(log)(1)(1	1(log)(1)(1	NUM
easat-8683	213	7	)	)	PUNCT
easat-8683	213	8	,	,	PUNCT
easat-8683	213	9	(	(	PUNCT
easat-8683	213	10	(	(	PUNCT
easat-8683	213	11	14	14	NUM
easat-8683	213	12	)	)	PUNCT
easat-8683	213	13	3	3	NUM
easat-8683	213	14	.	.	PUNCT
easat-8683	213	15	financial	financial	ADJ
easat-8683	213	16	crisis	crisis	NOUN
easat-8683	213	17	monitoring	monitor	VERB
easat-8683	213	18	experiment	experiment	NOUN
easat-8683	213	19	and	and	CCONJ
easat-8683	213	20	analysis	analysis	NOUN
easat-8683	213	21	of	of	ADP
easat-8683	213	22	listed	list	VERB
easat-8683	213	23	companies	company	NOUN
easat-8683	213	24	3.1	3.1	NUM
easat-8683	213	25	.	.	PUNCT
easat-8683	213	26	test	test	NOUN
easat-8683	213	27	subject	subject	NOUN
easat-8683	213	28	this	this	DET
easat-8683	213	29	paper	paper	NOUN
easat-8683	213	30	selects	select	NOUN
easat-8683	213	31	k	k	PROPN
easat-8683	213	32	listed	list	VERB
easat-8683	213	33	company	company	NOUN
easat-8683	213	34	as	as	ADP
easat-8683	213	35	the	the	DET
easat-8683	213	36	experimental	experimental	ADJ
easat-8683	213	37	object	object	NOUN
easat-8683	213	38	.	.	PUNCT
easat-8683	214	1	the	the	DET
easat-8683	214	2	reason	reason	NOUN
easat-8683	214	3	for	for	ADP
easat-8683	214	4	the	the	DET
easat-8683	214	5	selection	selection	NOUN
easat-8683	214	6	is	be	AUX
easat-8683	214	7	that	that	SCONJ
easat-8683	214	8	the	the	DET
easat-8683	214	9	company	company	NOUN
easat-8683	214	10	has	have	AUX
easat-8683	214	11	been	be	AUX
easat-8683	214	12	listed	list	VERB
easat-8683	214	13	for	for	ADP
easat-8683	214	14	a	a	DET
easat-8683	214	15	long	long	ADJ
easat-8683	214	16	time	time	NOUN
easat-8683	214	17	;	;	PUNCT
easat-8683	214	18	the	the	DET
easat-8683	214	19	company	company	NOUN
easat-8683	214	20	has	have	VERB
easat-8683	214	21	a	a	DET
easat-8683	214	22	solid	solid	ADJ
easat-8683	214	23	operating	operate	VERB
easat-8683	214	24	foundation	foundation	NOUN
easat-8683	214	25	,	,	PUNCT
easat-8683	214	26	and	and	CCONJ
easat-8683	214	27	its	its	PRON
easat-8683	214	28	financial	financial	ADJ
easat-8683	214	29	status	status	NOUN
easat-8683	214	30	has	have	AUX
easat-8683	214	31	always	always	ADV
easat-8683	214	32	been	be	AUX
easat-8683	214	33	stable	stable	ADJ
easat-8683	214	34	with	with	ADP
easat-8683	214	35	occasional	occasional	ADJ
easat-8683	214	36	fluctuations	fluctuation	NOUN
easat-8683	214	37	.	.	PUNCT
easat-8683	215	1	the	the	DET
easat-8683	215	2	experimental	experimental	ADJ
easat-8683	215	3	data	datum	NOUN
easat-8683	215	4	obtained	obtain	VERB
easat-8683	215	5	by	by	ADP
easat-8683	215	6	choosing	choose	VERB
easat-8683	215	7	this	this	DET
easat-8683	215	8	company	company	NOUN
easat-8683	215	9	as	as	SCONJ
easat-8683	215	10	the	the	DET
easat-8683	215	11	experimental	experimental	ADJ
easat-8683	215	12	object	object	NOUN
easat-8683	215	13	is	be	AUX
easat-8683	215	14	more	more	ADV
easat-8683	215	15	informative	informative	ADJ
easat-8683	215	16	.	.	PUNCT
easat-8683	216	1	3.2	3.2	NUM
easat-8683	216	2	.	.	PUNCT
easat-8683	216	3	experimental	experimental	ADJ
easat-8683	216	4	method	method	PROPN
easat-8683	216	5	model	model	NOUN
easat-8683	216	6	analysis	analysis	NOUN
easat-8683	216	7	:	:	PUNCT
easat-8683	216	8	the	the	DET
easat-8683	216	9	main	main	ADJ
easat-8683	216	10	work	work	NOUN
easat-8683	216	11	of	of	ADP
easat-8683	216	12	the	the	DET
easat-8683	216	13	experiment	experiment	NOUN
easat-8683	216	14	under	under	ADP
easat-8683	216	15	the	the	DET
easat-8683	216	16	guidance	guidance	NOUN
easat-8683	216	17	of	of	ADP
easat-8683	216	18	this	this	DET
easat-8683	216	19	method	method	NOUN
easat-8683	216	20	includes	include	VERB
easat-8683	216	21	:	:	PUNCT
easat-8683	216	22	model	model	NOUN
easat-8683	216	23	design	design	PROPN
easat-8683	216	24	,	,	PUNCT
easat-8683	216	25	index	index	NOUN
easat-8683	216	26	selection	selection	NOUN
easat-8683	216	27	,	,	PUNCT
easat-8683	216	28	data	datum	NOUN
easat-8683	216	29	processing	processing	NOUN
easat-8683	216	30	,	,	PUNCT
easat-8683	216	31	and	and	CCONJ
easat-8683	216	32	model	model	NOUN
easat-8683	216	33	training	training	NOUN
easat-8683	216	34	and	and	CCONJ
easat-8683	216	35	testing	testing	NOUN
easat-8683	216	36	.	.	PUNCT
easat-8683	217	1	figure	figure	NOUN
easat-8683	217	2	5	5	NUM
easat-8683	217	3	shows	show	VERB
easat-8683	217	4	the	the	DET
easat-8683	217	5	model	model	NOUN
easat-8683	217	6	construction	construction	NOUN
easat-8683	217	7	idea	idea	NOUN
easat-8683	217	8	of	of	ADP
easat-8683	217	9	using	use	VERB
easat-8683	217	10	the	the	DET
easat-8683	217	11	dl	dl	PROPN
easat-8683	217	12	of	of	ADP
easat-8683	217	13	the	the	DET
easat-8683	217	14	internet	internet	NOUN
easat-8683	217	15	of	of	ADP
easat-8683	217	16	things	thing	NOUN
easat-8683	217	17	to	to	PART
easat-8683	217	18	carry	carry	VERB
easat-8683	217	19	out	out	ADP
easat-8683	217	20	the	the	DET
easat-8683	217	21	k	k	ADV
easat-8683	217	22	-	-	PUNCT
easat-8683	217	23	listed	list	VERB
easat-8683	217	24	company	company	NOUN
easat-8683	217	25	’	'	PUNCT
easat-8683	217	26	s	s	PART
easat-8683	217	27	financial	financial	ADJ
easat-8683	217	28	crisis	crisis	NOUN
easat-8683	217	29	early	early	ADJ
easat-8683	217	30	warning	warning	NOUN
easat-8683	217	31	experiment	experiment	NOUN
easat-8683	217	32	:	:	PUNCT
easat-8683	217	33	sample	sample	NOUN
easat-8683	217	34	company	company	NOUN
easat-8683	217	35	selection	selection	NOUN
easat-8683	217	36	index	index	NOUN
easat-8683	217	37	selection	selection	NOUN
easat-8683	217	38	data	data	NOUN
easat-8683	217	39	collection	collection	NOUN
easat-8683	217	40	training	training	NOUN
easat-8683	217	41	samples	sample	NOUN
easat-8683	217	42	test	test	NOUN
easat-8683	217	43	sample	sample	NOUN
easat-8683	217	44	application	application	NOUN
easat-8683	217	45	set	set	NOUN
easat-8683	217	46	training	training	NOUN
easat-8683	217	47	parameters	parameter	NOUN
easat-8683	217	48	model	model	NOUN
easat-8683	217	49	training	training	NOUN
easat-8683	217	50	set	set	VERB
easat-8683	217	51	training	training	NOUN
easat-8683	217	52	parameters	parameter	NOUN
easat-8683	217	53	accuracy	accuracy	NOUN
easat-8683	217	54	test	test	NOUN
easat-8683	217	55	figure	figure	NOUN
easat-8683	217	56	5	5	NUM
easat-8683	217	57	.	.	PUNCT
easat-8683	218	1	the	the	DET
easat-8683	218	2	idea	idea	NOUN
easat-8683	218	3	of	of	ADP
easat-8683	218	4	constructing	construct	VERB
easat-8683	218	5	the	the	DET
easat-8683	218	6	experimental	experimental	ADJ
easat-8683	218	7	model	model	NOUN
easat-8683	218	8	.	.	PUNCT
easat-8683	219	1	605	605	NUM
easat-8683	219	2	edelweiss	edelweiss	PROPN
easat-8683	219	3	applied	apply	VERB
easat-8683	219	4	science	science	NOUN
easat-8683	219	5	and	and	CCONJ
easat-8683	219	6	technology	technology	NOUN
easat-8683	219	7	issn	issn	PROPN
easat-8683	219	8	:	:	PUNCT
easat-8683	219	9	2576	2576	NUM
easat-8683	219	10	-	-	SYM
easat-8683	219	11	8484	8484	NUM
easat-8683	219	12	vol	vol	NOUN
easat-8683	219	13	.	.	PROPN
easat-8683	220	1	9	9	NUM
easat-8683	220	2	,	,	PUNCT
easat-8683	220	3	no	no	INTJ
easat-8683	220	4	.	.	NOUN
easat-8683	221	1	7	7	NUM
easat-8683	221	2	:	:	SYM
easat-8683	221	3	595	595	NUM
easat-8683	221	4	-	-	SYM
easat-8683	221	5	609	609	NUM
easat-8683	221	6	,	,	PUNCT
easat-8683	221	7	2025	2025	NUM
easat-8683	221	8	doi	doi	NOUN
easat-8683	221	9	:	:	PUNCT
easat-8683	221	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	221	11	©	©	NOUN
easat-8683	221	12	2025	2025	NUM
easat-8683	221	13	by	by	ADP
easat-8683	221	14	the	the	DET
easat-8683	221	15	author	author	NOUN
easat-8683	221	16	;	;	PUNCT
easat-8683	221	17	licensee	licensee	PROPN
easat-8683	221	18	learning	learning	NOUN
easat-8683	221	19	gate	gate	NOUN
easat-8683	221	20	3.3	3.3	NUM
easat-8683	221	21	.	.	PUNCT
easat-8683	222	1	experimental	experimental	ADJ
easat-8683	222	2	data	datum	NOUN
easat-8683	222	3	3.3.1	3.3.1	NUM
easat-8683	222	4	.	.	PUNCT
easat-8683	222	5	selection	selection	NOUN
easat-8683	222	6	of	of	ADP
easat-8683	222	7	experimental	experimental	ADJ
easat-8683	222	8	indicators	indicator	NOUN
easat-8683	222	9	(	(	PUNCT
easat-8683	222	10	table	table	NOUN
easat-8683	222	11	1	1	NUM
easat-8683	222	12	):	):	PUNCT
easat-8683	222	13	table	table	NOUN
easat-8683	222	14	1	1	NUM
easat-8683	222	15	.	.	PUNCT
easat-8683	222	16	selection	selection	NOUN
easat-8683	222	17	of	of	ADP
easat-8683	222	18	experimental	experimental	ADJ
easat-8683	222	19	indicators	indicator	NOUN
easat-8683	222	20	.	.	PUNCT
easat-8683	223	1	first	first	ADJ
easat-8683	223	2	level	level	NOUN
easat-8683	223	3	indicator	indicator	NOUN
easat-8683	223	4	secondary	secondary	ADJ
easat-8683	223	5	indicators	indicator	NOUN
easat-8683	223	6	first	first	ADJ
easat-8683	223	7	level	level	NOUN
easat-8683	223	8	indicator	indicator	NOUN
easat-8683	223	9	secondary	secondary	ADJ
easat-8683	223	10	indicators	indicator	NOUN
easat-8683	223	11	flow	flow	VERB
easat-8683	223	12	rate	rate	NOUN
easat-8683	223	13	flow	flow	NOUN
easat-8683	223	14	rate	rate	NOUN
easat-8683	223	15	solvency	solvency	NOUN
easat-8683	223	16	index	index	NOUN
easat-8683	223	17	solvency	solvency	NOUN
easat-8683	223	18	index	index	NOUN
easat-8683	223	19	quick	quick	ADJ
easat-8683	223	20	rate	rate	NOUN
easat-8683	223	21	quick	quick	ADJ
easat-8683	223	22	rate	rate	NOUN
easat-8683	223	23	cash	cash	NOUN
easat-8683	223	24	rate	rate	NOUN
easat-8683	223	25	cash	cash	NOUN
easat-8683	223	26	rate	rate	NOUN
easat-8683	223	27	assets	asset	NOUN
easat-8683	223	28	and	and	CCONJ
easat-8683	223	29	liabilities	liability	NOUN
easat-8683	223	30	assets	asset	NOUN
easat-8683	223	31	and	and	CCONJ
easat-8683	223	32	liabilities	liability	NOUN
easat-8683	223	33	interest	interest	NOUN
easat-8683	223	34	coverage	coverage	NOUN
easat-8683	223	35	ratio	ratio	NOUN
easat-8683	223	36	interest	interest	NOUN
easat-8683	223	37	coverage	coverage	NOUN
easat-8683	223	38	ratio	ratio	NOUN
easat-8683	223	39	profitability	profitability	NOUN
easat-8683	223	40	indicator	indicator	NOUN
easat-8683	223	41	profitability	profitability	NOUN
easat-8683	223	42	indicator	indicator	NOUN
easat-8683	223	43	total	total	ADJ
easat-8683	223	44	rate	rate	NOUN
easat-8683	223	45	of	of	ADP
easat-8683	223	46	return	return	NOUN
easat-8683	223	47	total	total	ADJ
easat-8683	223	48	rate	rate	NOUN
easat-8683	223	49	of	of	ADP
easat-8683	223	50	return	return	NOUN
easat-8683	223	51	net	net	ADJ
easat-8683	223	52	yield	yield	NOUN
easat-8683	223	53	net	net	ADJ
easat-8683	223	54	yield	yield	NOUN
easat-8683	223	55	total	total	ADJ
easat-8683	223	56	net	net	ADJ
easat-8683	223	57	profit	profit	NOUN
easat-8683	223	58	total	total	ADJ
easat-8683	223	59	net	net	ADJ
easat-8683	223	60	profit	profit	NOUN
easat-8683	223	61	operating	operate	VERB
easat-8683	223	62	profit	profit	NOUN
easat-8683	223	63	margin	margin	NOUN
easat-8683	223	64	operating	operate	VERB
easat-8683	223	65	profit	profit	NOUN
easat-8683	223	66	margin	margin	NOUN
easat-8683	223	67	earnings	earning	NOUN
easat-8683	223	68	per	per	ADP
easat-8683	223	69	share	share	NOUN
easat-8683	223	70	earnings	earning	NOUN
easat-8683	223	71	per	per	ADP
easat-8683	223	72	share	share	NOUN
easat-8683	223	73	total	total	ADJ
easat-8683	223	74	turnover	turnover	NOUN
easat-8683	223	75	rate	rate	NOUN
easat-8683	223	76	total	total	NOUN
easat-8683	223	77	turnover	turnover	NOUN
easat-8683	223	78	rate	rate	NOUN
easat-8683	223	79	operational	operational	ADJ
easat-8683	223	80	capability	capability	NOUN
easat-8683	223	81	index	index	NOUN
easat-8683	223	82	operational	operational	ADJ
easat-8683	223	83	capability	capability	NOUN
easat-8683	223	84	index	index	NOUN
easat-8683	223	85	turnover	turnover	NOUN
easat-8683	223	86	rate	rate	NOUN
easat-8683	223	87	turnover	turnover	NOUN
easat-8683	223	88	rate	rate	NOUN
easat-8683	223	89	fixed	fix	VERB
easat-8683	223	90	turnover	turnover	NOUN
easat-8683	223	91	rate	rate	NOUN
easat-8683	223	92	fixed	fix	VERB
easat-8683	223	93	turnover	turnover	NOUN
easat-8683	223	94	rate	rate	NOUN
easat-8683	223	95	crisis	crisis	NOUN
easat-8683	223	96	level	level	NOUN
easat-8683	223	97	indicator	indicator	NOUN
easat-8683	223	98	crisis	crisis	NOUN
easat-8683	223	99	level	level	NOUN
easat-8683	223	100	indicator	indicator	NOUN
easat-8683	223	101	financial	financial	ADJ
easat-8683	223	102	leverage	leverage	NOUN
easat-8683	223	103	financial	financial	ADJ
easat-8683	223	104	leverage	leverage	NOUN
easat-8683	223	105	operating	operate	VERB
easat-8683	223	106	leverage	leverage	NOUN
easat-8683	223	107	operating	operate	VERB
easat-8683	223	108	leverage	leverage	NOUN
easat-8683	223	109	3.3.2	3.3.2	NUM
easat-8683	223	110	.	.	PUNCT
easat-8683	224	1	data	datum	NOUN
easat-8683	224	2	processing	processing	NOUN
easat-8683	224	3	in	in	ADP
easat-8683	224	4	this	this	DET
easat-8683	224	5	paper	paper	NOUN
easat-8683	224	6	,	,	PUNCT
easat-8683	224	7	the	the	DET
easat-8683	224	8	identified	identify	VERB
easat-8683	224	9	financial	financial	ADJ
easat-8683	224	10	indicators	indicator	NOUN
easat-8683	224	11	are	be	AUX
easat-8683	224	12	made	make	VERB
easat-8683	224	13	to	to	PART
easat-8683	224	14	be	be	AUX
easat-8683	224	15	the	the	DET
easat-8683	224	16	input	input	NOUN
easat-8683	224	17	value	value	NOUN
easat-8683	224	18	of	of	ADP
easat-8683	224	19	the	the	DET
easat-8683	224	20	dl	dl	PROPN
easat-8683	224	21	model	model	NOUN
easat-8683	224	22	algorithm	algorithm	PROPN
easat-8683	224	23	.	.	PUNCT
easat-8683	225	1	dl	dl	PROPN
easat-8683	225	2	has	have	VERB
easat-8683	225	3	the	the	DET
easat-8683	225	4	characteristics	characteristic	NOUN
easat-8683	225	5	of	of	ADP
easat-8683	225	6	self	self	NOUN
easat-8683	225	7	-	-	PUNCT
easat-8683	225	8	learning	learning	NOUN
easat-8683	225	9	,	,	PUNCT
easat-8683	225	10	and	and	CCONJ
easat-8683	225	11	it	it	PRON
easat-8683	225	12	can	can	AUX
easat-8683	225	13	perform	perform	VERB
easat-8683	225	14	unsupervised	unsupervised	ADJ
easat-8683	225	15	learning	learning	NOUN
easat-8683	225	16	in	in	ADP
easat-8683	225	17	a	a	DET
easat-8683	225	18	huge	huge	ADJ
easat-8683	225	19	database	database	NOUN
easat-8683	225	20	.	.	PUNCT
easat-8683	226	1	however	however	ADV
easat-8683	226	2	,	,	PUNCT
easat-8683	226	3	if	if	SCONJ
easat-8683	226	4	the	the	DET
easat-8683	226	5	financial	financial	ADJ
easat-8683	226	6	data	data	NOUN
easat-8683	226	7	is	be	AUX
easat-8683	226	8	insufficient	insufficient	ADJ
easat-8683	226	9	,	,	PUNCT
easat-8683	226	10	dl	dl	PROPN
easat-8683	226	11	can	can	AUX
easat-8683	226	12	not	not	PART
easat-8683	226	13	give	give	VERB
easat-8683	226	14	full	full	ADJ
easat-8683	226	15	play	play	NOUN
easat-8683	226	16	to	to	ADP
easat-8683	226	17	its	its	PRON
easat-8683	226	18	own	own	ADJ
easat-8683	226	19	advantages	advantage	NOUN
easat-8683	226	20	.	.	PUNCT
easat-8683	227	1	to	to	PART
easat-8683	227	2	avoid	avoid	VERB
easat-8683	227	3	errors	error	NOUN
easat-8683	227	4	caused	cause	VERB
easat-8683	227	5	by	by	ADP
easat-8683	227	6	insufficient	insufficient	ADJ
easat-8683	227	7	financial	financial	ADJ
easat-8683	227	8	indicators	indicator	NOUN
easat-8683	227	9	,	,	PUNCT
easat-8683	227	10	it	it	PRON
easat-8683	227	11	is	be	AUX
easat-8683	227	12	necessary	necessary	ADJ
easat-8683	227	13	to	to	PART
easat-8683	227	14	perform	perform	VERB
easat-8683	227	15	dl	dl	NOUN
easat-8683	227	16	training	training	NOUN
easat-8683	227	17	on	on	ADP
easat-8683	227	18	as	as	ADV
easat-8683	227	19	much	much	ADJ
easat-8683	227	20	data	datum	NOUN
easat-8683	227	21	as	as	ADP
easat-8683	227	22	possible	possible	ADJ
easat-8683	227	23	.	.	PUNCT
easat-8683	228	1	this	this	DET
easat-8683	228	2	paper	paper	NOUN
easat-8683	228	3	uses	use	VERB
easat-8683	228	4	the	the	DET
easat-8683	228	5	selected	select	VERB
easat-8683	228	6	financial	financial	ADJ
easat-8683	228	7	indicators	indicator	NOUN
easat-8683	228	8	to	to	PART
easat-8683	228	9	make	make	VERB
easat-8683	228	10	predictions	prediction	NOUN
easat-8683	228	11	,	,	PUNCT
easat-8683	228	12	which	which	PRON
easat-8683	228	13	can	can	AUX
easat-8683	228	14	reduce	reduce	VERB
easat-8683	228	15	the	the	DET
easat-8683	228	16	error	error	NOUN
easat-8683	228	17	to	to	ADP
easat-8683	228	18	a	a	DET
easat-8683	228	19	certain	certain	ADJ
easat-8683	228	20	extent	extent	NOUN
easat-8683	228	21	.	.	PUNCT
easat-8683	229	1	3.3.3	3.3.3	X
easat-8683	229	2	.	.	PUNCT
easat-8683	229	3	model	model	NOUN
easat-8683	229	4	training	training	NOUN
easat-8683	229	5	and	and	CCONJ
easat-8683	229	6	testing	testing	NOUN
easat-8683	229	7	although	although	SCONJ
easat-8683	229	8	an	an	DET
easat-8683	229	9	accuracy	accuracy	NOUN
easat-8683	229	10	rate	rate	NOUN
easat-8683	229	11	can	can	AUX
easat-8683	229	12	be	be	AUX
easat-8683	229	13	obtained	obtain	VERB
easat-8683	229	14	through	through	ADP
easat-8683	229	15	the	the	DET
easat-8683	229	16	training	training	NOUN
easat-8683	229	17	data	datum	NOUN
easat-8683	229	18	of	of	ADP
easat-8683	229	19	the	the	DET
easat-8683	229	20	dl	dl	PROPN
easat-8683	229	21	model	model	PROPN
easat-8683	229	22	,	,	PUNCT
easat-8683	229	23	the	the	DET
easat-8683	229	24	accuracy	accuracy	NOUN
easat-8683	229	25	of	of	ADP
easat-8683	229	26	this	this	DET
easat-8683	229	27	data	data	NOUN
easat-8683	229	28	is	be	AUX
easat-8683	229	29	less	less	ADV
easat-8683	229	30	reliable	reliable	ADJ
easat-8683	229	31	.	.	PUNCT
easat-8683	230	1	at	at	ADP
easat-8683	230	2	this	this	DET
easat-8683	230	3	point	point	NOUN
easat-8683	230	4	,	,	PUNCT
easat-8683	230	5	it	it	PRON
easat-8683	230	6	is	be	AUX
easat-8683	230	7	necessary	necessary	ADJ
easat-8683	230	8	to	to	PART
easat-8683	230	9	test	test	VERB
easat-8683	230	10	the	the	DET
easat-8683	230	11	test	test	NOUN
easat-8683	230	12	data	datum	NOUN
easat-8683	230	13	again	again	ADV
easat-8683	230	14	to	to	PART
easat-8683	230	15	obtain	obtain	VERB
easat-8683	230	16	a	a	DET
easat-8683	230	17	final	final	ADJ
easat-8683	230	18	and	and	CCONJ
easat-8683	230	19	reliable	reliable	ADJ
easat-8683	230	20	accuracy	accuracy	NOUN
easat-8683	230	21	rate	rate	NOUN
easat-8683	230	22	.	.	PUNCT
easat-8683	231	1	the	the	DET
easat-8683	231	2	following	follow	VERB
easat-8683	231	3	is	be	AUX
easat-8683	231	4	the	the	DET
easat-8683	231	5	dl	dl	PROPN
easat-8683	231	6	network	network	NOUN
easat-8683	231	7	structure	structure	NOUN
easat-8683	231	8	design	design	NOUN
easat-8683	231	9	:	:	PUNCT
easat-8683	231	10	3.3.3.1	3.3.3.1	X
easat-8683	231	11	.	.	NOUN
easat-8683	231	12	input	input	NOUN
easat-8683	231	13	layer	layer	NOUN
easat-8683	231	14	the	the	DET
easat-8683	231	15	initial	initial	ADJ
easat-8683	231	16	link	link	NOUN
easat-8683	231	17	of	of	ADP
easat-8683	231	18	the	the	DET
easat-8683	231	19	dl	dl	PROPN
easat-8683	231	20	model	model	NOUN
easat-8683	231	21	is	be	AUX
easat-8683	231	22	the	the	DET
easat-8683	231	23	input	input	NOUN
easat-8683	231	24	layer	layer	NOUN
easat-8683	231	25	,	,	PUNCT
easat-8683	231	26	and	and	CCONJ
easat-8683	231	27	the	the	DET
easat-8683	231	28	input	input	NOUN
easat-8683	231	29	layer	layer	NOUN
easat-8683	231	30	is	be	AUX
easat-8683	231	31	the	the	DET
easat-8683	231	32	selected	select	VERB
easat-8683	231	33	indicator	indicator	NOUN
easat-8683	231	34	data	datum	NOUN
easat-8683	231	35	.	.	PUNCT
easat-8683	232	1	3.3.3.2	3.3.3.2	X
easat-8683	232	2	.	.	PUNCT
easat-8683	232	3	hidden	hide	VERB
easat-8683	232	4	layer	layer	NOUN
easat-8683	232	5	determining	determine	VERB
easat-8683	232	6	the	the	DET
easat-8683	232	7	number	number	NOUN
easat-8683	232	8	of	of	ADP
easat-8683	232	9	hidden	hidden	ADJ
easat-8683	232	10	layers	layer	NOUN
easat-8683	232	11	requires	require	VERB
easat-8683	232	12	a	a	DET
easat-8683	232	13	specific	specific	ADJ
easat-8683	232	14	analysisin	analysisin	NOUN
easat-8683	232	15	view	view	NOUN
easat-8683	232	16	of	of	ADP
easat-8683	232	17	the	the	DET
easat-8683	232	18	actual	actual	ADJ
easat-8683	232	19	circumstances	circumstance	NOUN
easat-8683	232	20	.	.	PUNCT
easat-8683	233	1	since	since	SCONJ
easat-8683	233	2	this	this	DET
easat-8683	233	3	paper	paper	NOUN
easat-8683	233	4	selects	select	VERB
easat-8683	233	5	20	20	NUM
easat-8683	233	6	financial	financial	ADJ
easat-8683	233	7	indicators	indicator	NOUN
easat-8683	233	8	of	of	ADP
easat-8683	233	9	the	the	DET
easat-8683	233	10	listed	list	VERB
easat-8683	233	11	company	company	NOUN
easat-8683	233	12	,	,	PUNCT
easat-8683	233	13	the	the	DET
easat-8683	233	14	initial	initial	ADJ
easat-8683	233	15	value	value	NOUN
easat-8683	233	16	of	of	ADP
easat-8683	233	17	the	the	DET
easat-8683	233	18	number	number	NOUN
easat-8683	233	19	of	of	ADP
easat-8683	233	20	hidden	hidden	ADJ
easat-8683	233	21	layers	layer	NOUN
easat-8683	233	22	is	be	AUX
easat-8683	233	23	20	20	NUM
easat-8683	233	24	nodes	node	NOUN
easat-8683	233	25	.	.	PUNCT
easat-8683	234	1	since	since	SCONJ
easat-8683	234	2	it	it	PRON
easat-8683	234	3	is	be	AUX
easat-8683	234	4	difficult	difficult	ADJ
easat-8683	234	5	to	to	PART
easat-8683	234	6	judge	judge	VERB
easat-8683	234	7	whether	whether	SCONJ
easat-8683	234	8	k	k	PROPN
easat-8683	234	9	company	company	NOUN
easat-8683	234	10	has	have	VERB
easat-8683	234	11	financial	financial	ADJ
easat-8683	234	12	crises	crisis	NOUN
easat-8683	234	13	based	base	VERB
easat-8683	234	14	on	on	ADP
easat-8683	234	15	a	a	DET
easat-8683	234	16	single	single	ADJ
easat-8683	234	17	financial	financial	ADJ
easat-8683	234	18	indicator	indicator	NOUN
easat-8683	234	19	data	data	PROPN
easat-8683	234	20	,	,	PUNCT
easat-8683	234	21	it	it	PRON
easat-8683	234	22	requires	require	VERB
easat-8683	234	23	dl	dl	PROPN
easat-8683	234	24	to	to	PART
easat-8683	234	25	integrate	integrate	VERB
easat-8683	234	26	and	and	CCONJ
easat-8683	234	27	analyze	analyze	VERB
easat-8683	234	28	20	20	NUM
easat-8683	234	29	financial	financial	ADJ
easat-8683	234	30	indicators	indicator	NOUN
easat-8683	234	31	,	,	PUNCT
easat-8683	234	32	that	that	ADV
easat-8683	234	33	is	is	ADV
easat-8683	234	34	,	,	PUNCT
easat-8683	234	35	to	to	PART
easat-8683	234	36	reduce	reduce	VERB
easat-8683	234	37	the	the	DET
easat-8683	234	38	20	20	NUM
easat-8683	234	39	-	-	PUNCT
easat-8683	234	40	dimensional	dimensional	ADJ
easat-8683	234	41	hidden	hidden	ADJ
easat-8683	234	42	layer	layer	NOUN
easat-8683	234	43	to	to	ADP
easat-8683	234	44	2	2	NUM
easat-8683	234	45	layers	layer	NOUN
easat-8683	234	46	[	[	X
easat-8683	234	47	20	20	NUM
easat-8683	234	48	]	]	PUNCT
easat-8683	234	49	.	.	PUNCT
easat-8683	235	1	after	after	ADP
easat-8683	235	2	many	many	ADJ
easat-8683	235	3	training	training	NOUN
easat-8683	235	4	and	and	CCONJ
easat-8683	235	5	debugging	debugging	NOUN
easat-8683	235	6	,	,	PUNCT
easat-8683	235	7	the	the	DET
easat-8683	235	8	most	most	ADV
easat-8683	235	9	suitable	suitable	ADJ
easat-8683	235	10	number	number	NOUN
easat-8683	235	11	of	of	ADP
easat-8683	235	12	hidden	hidden	ADJ
easat-8683	235	13	layers	layer	NOUN
easat-8683	235	14	is	be	AUX
easat-8683	235	15	selected	select	VERB
easat-8683	235	16	,	,	PUNCT
easat-8683	235	17	that	that	ADV
easat-8683	235	18	is	is	ADV
easat-8683	235	19	,	,	PUNCT
easat-8683	235	20	the	the	DET
easat-8683	235	21	number	number	NOUN
easat-8683	235	22	of	of	ADP
easat-8683	235	23	hidden	hidden	ADJ
easat-8683	235	24	layers	layer	NOUN
easat-8683	235	25	is	be	AUX
easat-8683	235	26	15	15	NUM
easat-8683	235	27	,	,	PUNCT
easat-8683	235	28	10	10	NUM
easat-8683	235	29	,	,	PUNCT
easat-8683	235	30	and	and	CCONJ
easat-8683	235	31	5	5	NUM
easat-8683	235	32	,	,	PUNCT
easat-8683	235	33	respectively	respectively	ADV
easat-8683	235	34	,	,	PUNCT
easat-8683	235	35	which	which	PRON
easat-8683	235	36	means	mean	VERB
easat-8683	235	37	that	that	SCONJ
easat-8683	235	38	the	the	DET
easat-8683	235	39	financial	financial	ADJ
easat-8683	235	40	indicators	indicator	NOUN
easat-8683	235	41	of	of	ADP
easat-8683	235	42	real	real	ADJ
easat-8683	235	43	estate	estate	NOUN
easat-8683	235	44	enterprises	enterprise	NOUN
easat-8683	235	45	are	be	AUX
easat-8683	235	46	reduced	reduce	VERB
easat-8683	235	47	from	from	ADP
easat-8683	235	48	20	20	NUM
easat-8683	235	49	dimensions	dimension	NOUN
easat-8683	235	50	to	to	ADP
easat-8683	235	51	5	5	NUM
easat-8683	235	52	dimensions	dimension	NOUN
easat-8683	235	53	[	[	X
easat-8683	235	54	21	21	NUM
easat-8683	235	55	]	]	PUNCT
easat-8683	235	56	.	.	PUNCT
easat-8683	236	1	606	606	NUM
easat-8683	236	2	edelweiss	edelweiss	PROPN
easat-8683	236	3	applied	apply	VERB
easat-8683	236	4	science	science	NOUN
easat-8683	236	5	and	and	CCONJ
easat-8683	236	6	technology	technology	NOUN
easat-8683	236	7	issn	issn	PROPN
easat-8683	236	8	:	:	PUNCT
easat-8683	236	9	2576	2576	NUM
easat-8683	236	10	-	-	SYM
easat-8683	236	11	8484	8484	NUM
easat-8683	236	12	vol	vol	NOUN
easat-8683	236	13	.	.	PROPN
easat-8683	237	1	9	9	NUM
easat-8683	237	2	,	,	PUNCT
easat-8683	237	3	no	no	INTJ
easat-8683	237	4	.	.	NOUN
easat-8683	238	1	7	7	NUM
easat-8683	238	2	:	:	SYM
easat-8683	238	3	595	595	NUM
easat-8683	238	4	-	-	SYM
easat-8683	238	5	609	609	NUM
easat-8683	238	6	,	,	PUNCT
easat-8683	238	7	2025	2025	NUM
easat-8683	238	8	doi	doi	NOUN
easat-8683	238	9	:	:	PUNCT
easat-8683	238	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	238	11	©	©	NOUN
easat-8683	238	12	2025	2025	NUM
easat-8683	238	13	by	by	ADP
easat-8683	238	14	the	the	DET
easat-8683	238	15	author	author	NOUN
easat-8683	238	16	;	;	PUNCT
easat-8683	239	1	licensee	licensee	PROPN
easat-8683	239	2	learning	learn	VERB
easat-8683	239	3	gate	gate	PROPN
easat-8683	239	4	3.3.3.3	3.3.3.3	PROPN
easat-8683	239	5	.	.	PUNCT
easat-8683	239	6	output	output	NOUN
easat-8683	239	7	layer	layer	NOUN
easat-8683	239	8	according	accord	VERB
easat-8683	239	9	to	to	ADP
easat-8683	239	10	the	the	DET
easat-8683	239	11	selection	selection	NOUN
easat-8683	239	12	of	of	ADP
easat-8683	239	13	the	the	DET
easat-8683	239	14	hidden	hide	VERB
easat-8683	239	15	layer	layer	NOUN
easat-8683	239	16	dimension	dimension	NOUN
easat-8683	239	17	,	,	PUNCT
easat-8683	239	18	a	a	DET
easat-8683	239	19	five	five	NUM
easat-8683	239	20	-	-	PUNCT
easat-8683	239	21	layer	layer	NOUN
easat-8683	239	22	training	training	NOUN
easat-8683	239	23	model	model	NOUN
easat-8683	239	24	can	can	AUX
easat-8683	239	25	be	be	AUX
easat-8683	239	26	obtained	obtain	VERB
easat-8683	239	27	,	,	PUNCT
easat-8683	239	28	namely	namely	ADV
easat-8683	239	29	21	21	NUM
easat-8683	239	30	,	,	PUNCT
easat-8683	239	31	15	15	NUM
easat-8683	239	32	,	,	PUNCT
easat-8683	239	33	10	10	NUM
easat-8683	239	34	,	,	PUNCT
easat-8683	239	35	5	5	NUM
easat-8683	239	36	,	,	PUNCT
easat-8683	239	37	and	and	CCONJ
easat-8683	239	38	2	2	NUM
easat-8683	239	39	.	.	NOUN
easat-8683	240	1	since	since	SCONJ
easat-8683	240	2	the	the	DET
easat-8683	240	3	dimension	dimension	NOUN
easat-8683	240	4	of	of	ADP
easat-8683	240	5	the	the	DET
easat-8683	240	6	final	final	ADJ
easat-8683	240	7	output	output	NOUN
easat-8683	240	8	layer	layer	NOUN
easat-8683	240	9	is	be	AUX
easat-8683	240	10	2	2	NUM
easat-8683	240	11	,	,	PUNCT
easat-8683	240	12	two	two	NUM
easat-8683	240	13	states	state	NOUN
easat-8683	240	14	of	of	ADP
easat-8683	240	15	the	the	DET
easat-8683	240	16	company	company	NOUN
easat-8683	240	17	can	can	AUX
easat-8683	240	18	be	be	AUX
easat-8683	240	19	obtained	obtain	VERB
easat-8683	240	20	,	,	PUNCT
easat-8683	240	21	namely	namely	ADV
easat-8683	240	22	the	the	DET
easat-8683	240	23	financial	financial	ADJ
easat-8683	240	24	crisis	crisis	NOUN
easat-8683	240	25	state	state	NOUN
easat-8683	240	26	and	and	CCONJ
easat-8683	240	27	the	the	DET
easat-8683	240	28	financial	financial	ADJ
easat-8683	240	29	normal	normal	ADJ
easat-8683	240	30	state	state	NOUN
easat-8683	240	31	,	,	PUNCT
easat-8683	240	32	where	where	SCONJ
easat-8683	240	33	the	the	DET
easat-8683	240	34	crisis	crisis	NOUN
easat-8683	240	35	state	state	NOUN
easat-8683	240	36	is	be	AUX
easat-8683	240	37	represented	represent	VERB
easat-8683	240	38	by	by	ADP
easat-8683	240	39	(	(	PUNCT
easat-8683	240	40	0,1	0,1	NUM
easat-8683	240	41	)	)	PUNCT
easat-8683	240	42	and	and	CCONJ
easat-8683	240	43	the	the	DET
easat-8683	240	44	normal	normal	ADJ
easat-8683	240	45	state	state	NOUN
easat-8683	240	46	by	by	ADP
easat-8683	240	47	(	(	PUNCT
easat-8683	240	48	1,0	1,0	NUM
easat-8683	240	49	)	)	PUNCT
easat-8683	240	50	.	.	PUNCT
easat-8683	241	1	3.3.3.4	3.3.3.4	X
easat-8683	241	2	.	.	PUNCT
easat-8683	241	3	parameter	parameter	NOUN
easat-8683	241	4	training	training	NOUN
easat-8683	241	5	there	there	PRON
easat-8683	241	6	are	be	VERB
easat-8683	241	7	a	a	DET
easat-8683	241	8	total	total	NOUN
easat-8683	241	9	of	of	ADP
easat-8683	241	10	220	220	NUM
easat-8683	241	11	training	training	NOUN
easat-8683	241	12	samples	sample	NOUN
easat-8683	241	13	in	in	ADP
easat-8683	241	14	this	this	DET
easat-8683	241	15	paper	paper	NOUN
easat-8683	241	16	.	.	PUNCT
easat-8683	242	1	after	after	ADP
easat-8683	242	2	many	many	ADJ
easat-8683	242	3	debuggings	debugging	NOUN
easat-8683	242	4	,	,	PUNCT
easat-8683	242	5	the	the	DET
easat-8683	242	6	training	training	NOUN
easat-8683	242	7	times	time	NOUN
easat-8683	242	8	and	and	CCONJ
easat-8683	242	9	training	training	NOUN
easat-8683	242	10	batches	batch	NOUN
easat-8683	242	11	to	to	PART
easat-8683	242	12	obtain	obtain	VERB
easat-8683	242	13	the	the	DET
easat-8683	242	14	best	good	ADJ
easat-8683	242	15	results	result	NOUN
easat-8683	242	16	are	be	AUX
easat-8683	242	17	determined	determine	VERB
easat-8683	242	18	,	,	PUNCT
easat-8683	242	19	that	that	ADV
easat-8683	242	20	is	is	ADV
easat-8683	242	21	,	,	PUNCT
easat-8683	242	22	the	the	DET
easat-8683	242	23	training	training	NOUN
easat-8683	242	24	times	time	NOUN
easat-8683	242	25	are	be	AUX
easat-8683	242	26	1000	1000	NUM
easat-8683	242	27	,	,	PUNCT
easat-8683	242	28	and	and	CCONJ
easat-8683	242	29	the	the	DET
easat-8683	242	30	training	training	NOUN
easat-8683	242	31	batches	batch	NOUN
easat-8683	242	32	are	be	AUX
easat-8683	242	33	171	171	NUM
easat-8683	242	34	.	.	PUNCT
easat-8683	243	1	train	train	NOUN
easat-8683	243	2	:	:	PUNCT
easat-8683	243	3	matlab	matlab	PROPN
easat-8683	243	4	2014a	2014a	NUM
easat-8683	243	5	software	software	NOUN
easat-8683	243	6	is	be	AUX
easat-8683	243	7	used	use	VERB
easat-8683	243	8	to	to	PART
easat-8683	243	9	continuously	continuously	ADV
easat-8683	243	10	adjust	adjust	VERB
easat-8683	243	11	the	the	DET
easat-8683	243	12	training	training	NOUN
easat-8683	243	13	parameters	parameter	NOUN
easat-8683	243	14	,	,	PUNCT
easat-8683	243	15	and	and	CCONJ
easat-8683	243	16	different	different	ADJ
easat-8683	243	17	training	training	NOUN
easat-8683	243	18	results	result	NOUN
easat-8683	243	19	are	be	AUX
easat-8683	243	20	obtained	obtain	VERB
easat-8683	243	21	through	through	ADP
easat-8683	243	22	parameter	parameter	NOUN
easat-8683	243	23	transformation	transformation	NOUN
easat-8683	243	24	and	and	CCONJ
easat-8683	243	25	repeated	repeat	VERB
easat-8683	243	26	until	until	SCONJ
easat-8683	243	27	the	the	DET
easat-8683	243	28	most	most	ADV
easat-8683	243	29	satisfactory	satisfactory	ADJ
easat-8683	243	30	results	result	NOUN
easat-8683	243	31	are	be	AUX
easat-8683	243	32	obtained	obtain	VERB
easat-8683	243	33	.	.	PUNCT
easat-8683	244	1	the	the	DET
easat-8683	244	2	algorithm	algorithm	PROPN
easat-8683	244	3	code	code	NOUN
easat-8683	244	4	is	be	AUX
easat-8683	244	5	:	:	PUNCT
easat-8683	244	6	fprintf	fprintf	X
easat-8683	244	7	(	(	PUNCT
easat-8683	244	8	1	1	NUM
easat-8683	244	9	,	,	PUNCT
easat-8683	244	10	'	'	PUNCT
easat-8683	244	11	displaying.in	displaying.in	PRON
easat-8683	244	12	figure	figure	NOUN
easat-8683	244	13	1	1	NUM
easat-8683	244	14	:	:	PUNCT
easat-8683	244	15	top	top	ADJ
easat-8683	244	16	row	row	VERB
easat-8683	244	17	-	-	PUNCT
easat-8683	244	18	real	real	ADJ
easat-8683	244	19	data	datum	NOUN
easat-8683	244	20	,	,	PUNCT
easat-8683	244	21	bottom.rom	bottom.rom	NOUN
easat-8683	244	22	-	-	PUNCT
easat-8683	244	23	reconstructions	reconstruction	NOUN
easat-8683	244	24	)	)	PUNCT
easat-8683	244	25	output	output	NOUN
easat-8683	244	26	=	=	PUNCT
easat-8683	245	1	[	[	X
easat-8683	245	2	output	output	NOUN
easat-8683	245	3	data	datum	NOUN
easat-8683	245	4	(	(	PUNCT
easat-8683	245	5	ii	ii	PROPN
easat-8683	245	6	,	,	PUNCT
easat-8683	245	7	1	1	NUM
easat-8683	245	8	:	:	PUNCT
easat-8683	245	9	end	end	NOUN
easat-8683	245	10	)	)	PUNCT
easat-8683	245	11	’	'	PUNCT
easat-8683	245	12	dataout	dataout	ADP
easat-8683	245	13	(	(	PUNCT
easat-8683	245	14	ii	ii	NOUN
easat-8683	245	15	:	:	PUNCT
easat-8683	245	16	)	)	PUNCT
easat-8683	245	17	]	]	PUNCT
easat-8683	245	18	figure	figure	NOUN
easat-8683	245	19	6	6	NUM
easat-8683	245	20	shows	show	VERB
easat-8683	245	21	the	the	DET
easat-8683	245	22	training	training	NOUN
easat-8683	245	23	effect	effect	NOUN
easat-8683	245	24	graph	graph	NOUN
easat-8683	245	25	of	of	ADP
easat-8683	245	26	the	the	DET
easat-8683	245	27	output	output	NOUN
easat-8683	245	28	as	as	ADP
easat-8683	245	29	original	original	ADJ
easat-8683	245	30	data	datum	NOUN
easat-8683	245	31	and	and	CCONJ
easat-8683	245	32	normalized	normalize	VERB
easat-8683	245	33	data	datum	NOUN
easat-8683	245	34	.	.	PUNCT
easat-8683	246	1	according	accord	VERB
easat-8683	246	2	to	to	ADP
easat-8683	246	3	the	the	DET
easat-8683	246	4	setting	setting	NOUN
easat-8683	246	5	of	of	ADP
easat-8683	246	6	training	training	NOUN
easat-8683	246	7	parameters	parameter	NOUN
easat-8683	246	8	,	,	PUNCT
easat-8683	246	9	the	the	DET
easat-8683	246	10	final	final	ADJ
easat-8683	246	11	accuracy	accuracy	NOUN
easat-8683	246	12	rate	rate	NOUN
easat-8683	246	13	reaches	reach	VERB
easat-8683	246	14	91.7	91.7	NUM
easat-8683	246	15	%	%	NOUN
easat-8683	246	16	,	,	PUNCT
easat-8683	246	17	and	and	CCONJ
easat-8683	246	18	the	the	DET
easat-8683	246	19	training	training	NOUN
easat-8683	246	20	accuracy	accuracy	NOUN
easat-8683	246	21	rate	rate	NOUN
easat-8683	246	22	reflects	reflect	VERB
easat-8683	246	23	the	the	DET
easat-8683	246	24	accuracy	accuracy	NOUN
easat-8683	246	25	of	of	ADP
easat-8683	246	26	network	network	NOUN
easat-8683	246	27	prediction	prediction	NOUN
easat-8683	246	28	.	.	PUNCT
easat-8683	247	1	it	it	PRON
easat-8683	247	2	can	can	AUX
easat-8683	247	3	be	be	AUX
easat-8683	247	4	seen	see	VERB
easat-8683	247	5	that	that	SCONJ
easat-8683	247	6	after	after	ADP
easat-8683	247	7	many	many	ADJ
easat-8683	247	8	training	training	NOUN
easat-8683	247	9	and	and	CCONJ
easat-8683	247	10	debugging	debugging	NOUN
easat-8683	247	11	,	,	PUNCT
easat-8683	247	12	the	the	DET
easat-8683	247	13	prediction	prediction	NOUN
easat-8683	247	14	error	error	NOUN
easat-8683	247	15	rate	rate	NOUN
easat-8683	247	16	of	of	ADP
easat-8683	247	17	k	k	PROPN
easat-8683	247	18	company	company	NOUN
easat-8683	247	19	’	'	PUNCT
easat-8683	247	20	s	s	PART
easat-8683	247	21	financial	financial	ADJ
easat-8683	247	22	crisis	crisis	NOUN
easat-8683	247	23	is	be	AUX
easat-8683	247	24	significantly	significantly	ADV
easat-8683	247	25	reduced	reduce	VERB
easat-8683	247	26	.	.	PUNCT
easat-8683	248	1	the	the	DET
easat-8683	248	2	training	training	NOUN
easat-8683	248	3	effect	effect	NOUN
easat-8683	248	4	diagram	diagram	NOUN
easat-8683	248	5	is	be	AUX
easat-8683	248	6	shown	show	VERB
easat-8683	248	7	in	in	ADP
easat-8683	248	8	figure	figure	NOUN
easat-8683	248	9	6	6	NUM
easat-8683	248	10	:	:	PUNCT
easat-8683	248	11	figure	figure	NOUN
easat-8683	248	12	6	6	NUM
easat-8683	248	13	.	.	PUNCT
easat-8683	248	14	training	training	NOUN
easat-8683	248	15	effect	effect	NOUN
easat-8683	248	16	diagram	diagram	NOUN
easat-8683	248	17	.	.	PUNCT
easat-8683	249	1	to	to	PART
easat-8683	249	2	test	test	VERB
easat-8683	249	3	the	the	DET
easat-8683	249	4	accuracy	accuracy	NOUN
easat-8683	249	5	of	of	ADP
easat-8683	249	6	dl	dl	PROPN
easat-8683	249	7	for	for	ADP
easat-8683	249	8	financial	financial	ADJ
easat-8683	249	9	crisis	crisis	NOUN
easat-8683	249	10	warning	warning	NOUN
easat-8683	249	11	of	of	ADP
easat-8683	249	12	listed	list	VERB
easat-8683	249	13	companies	company	NOUN
easat-8683	249	14	,	,	PUNCT
easat-8683	249	15	it	it	PRON
easat-8683	249	16	is	be	AUX
easat-8683	249	17	necessary	necessary	ADJ
easat-8683	249	18	to	to	PART
easat-8683	249	19	predict	predict	VERB
easat-8683	249	20	the	the	DET
easat-8683	249	21	samples	sample	NOUN
easat-8683	249	22	that	that	PRON
easat-8683	249	23	have	have	AUX
easat-8683	249	24	not	not	PART
easat-8683	249	25	participated	participate	VERB
easat-8683	249	26	in	in	ADP
easat-8683	249	27	the	the	DET
easat-8683	249	28	training	training	NOUN
easat-8683	249	29	,	,	PUNCT
easat-8683	249	30	that	that	ADV
easat-8683	249	31	is	is	ADV
easat-8683	249	32	,	,	PUNCT
easat-8683	249	33	the	the	DET
easat-8683	249	34	test	test	NOUN
easat-8683	249	35	samples	sample	NOUN
easat-8683	249	36	.	.	PUNCT
easat-8683	250	1	the	the	DET
easat-8683	250	2	specific	specific	ADJ
easat-8683	250	3	algorithm	algorithm	NOUN
easat-8683	250	4	code	code	NOUN
easat-8683	250	5	is	be	AUX
easat-8683	250	6	:	:	PUNCT
easat-8683	250	7	[	[	X
easat-8683	250	8	textnujmcases.textnumidims.textnumbatches]=size(textbatchdata	textnujmcases.textnumidims.textnumbatches]=size(textbatchdata	X
easat-8683	250	9	)	)	PUNCT
easat-8683	251	1	where	where	SCONJ
easat-8683	251	2	:	:	PUNCT
easat-8683	251	3	n	n	CCONJ
easat-8683	251	4	=	=	NOUN
easat-8683	251	5	textnumcases	textnumcase	NOUN
easat-8683	251	6	epoch	epoch	NOUN
easat-8683	251	7	=	=	NOUN
easat-8683	251	8	err	err	NOUN
easat-8683	251	9	/	/	SYM
easat-8683	251	10	textnumbatches	textnumbatche	NOUN
easat-8683	251	11	the	the	DET
easat-8683	251	12	test	test	NOUN
easat-8683	251	13	results	result	NOUN
easat-8683	251	14	are	be	AUX
easat-8683	251	15	analyzed	analyze	VERB
easat-8683	251	16	and	and	CCONJ
easat-8683	251	17	data	datum	NOUN
easat-8683	251	18	processed	process	VERB
easat-8683	251	19	.	.	PUNCT
easat-8683	252	1	table	table	NOUN
easat-8683	252	2	2	2	NUM
easat-8683	252	3	and	and	CCONJ
easat-8683	252	4	figure	figure	VERB
easat-8683	252	5	7	7	NUM
easat-8683	252	6	are	be	AUX
easat-8683	252	7	available	available	ADJ
easat-8683	252	8	:	:	PUNCT
easat-8683	252	9	table	table	NOUN
easat-8683	252	10	2	2	NUM
easat-8683	252	11	.	.	PUNCT
easat-8683	252	12	crisis	crisis	NOUN
easat-8683	252	13	analysis	analysis	NOUN
easat-8683	252	14	values	value	NOUN
easat-8683	252	15	.	.	PUNCT
easat-8683	253	1	year	year	NOUN
easat-8683	253	2	normal	normal	ADJ
easat-8683	253	3	company	company	NOUN
easat-8683	253	4	judging	judge	VERB
easat-8683	253	5	the	the	DET
easat-8683	253	6	right	right	ADJ
easat-8683	253	7	company	company	NOUN
easat-8683	253	8	accuracy	accuracy	NOUN
easat-8683	253	9	rate	rate	NOUN
easat-8683	253	10	2022	2022	NUM
easat-8683	253	11	76	76	NUM
easat-8683	253	12	67	67	NUM
easat-8683	253	13	90.00	90.00	NUM
easat-8683	253	14	%	%	NOUN
easat-8683	253	15	2023	2023	NUM
easat-8683	253	16	75	75	NUM
easat-8683	253	17	7	7	NUM
easat-8683	253	18	94.00	94.00	NUM
easat-8683	253	19	%	%	NOUN
easat-8683	253	20	2024	2024	NUM
easat-8683	253	21	79	79	NUM
easat-8683	253	22	0	0	NUM
easat-8683	253	23	96.00	96.00	NUM
easat-8683	253	24	%	%	NOUN
easat-8683	253	25	607	607	NUM
easat-8683	253	26	edelweiss	edelweiss	PROPN
easat-8683	253	27	applied	apply	VERB
easat-8683	253	28	science	science	NOUN
easat-8683	253	29	and	and	CCONJ
easat-8683	253	30	technology	technology	NOUN
easat-8683	253	31	issn	issn	PROPN
easat-8683	253	32	:	:	PUNCT
easat-8683	253	33	2576	2576	NUM
easat-8683	253	34	-	-	SYM
easat-8683	253	35	8484	8484	NUM
easat-8683	253	36	vol	vol	NOUN
easat-8683	253	37	.	.	PROPN
easat-8683	254	1	9	9	NUM
easat-8683	254	2	,	,	PUNCT
easat-8683	254	3	no	no	INTJ
easat-8683	254	4	.	.	NOUN
easat-8683	255	1	7	7	NUM
easat-8683	255	2	:	:	SYM
easat-8683	255	3	595	595	NUM
easat-8683	255	4	-	-	SYM
easat-8683	255	5	609	609	NUM
easat-8683	255	6	,	,	PUNCT
easat-8683	255	7	2025	2025	NUM
easat-8683	255	8	doi	doi	NOUN
easat-8683	255	9	:	:	PUNCT
easat-8683	255	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	255	11	©	©	NOUN
easat-8683	255	12	2025	2025	NUM
easat-8683	255	13	by	by	ADP
easat-8683	255	14	the	the	DET
easat-8683	255	15	author	author	NOUN
easat-8683	255	16	;	;	PUNCT
easat-8683	255	17	licensee	licensee	PROPN
easat-8683	255	18	learning	learn	VERB
easat-8683	255	19	gate	gate	NOUN
easat-8683	255	20	figure	figure	NOUN
easat-8683	255	21	7	7	NUM
easat-8683	255	22	.	.	PUNCT
easat-8683	256	1	accuracy	accuracy	NOUN
easat-8683	256	2	of	of	ADP
easat-8683	256	3	financial	financial	ADJ
easat-8683	256	4	crisis	crisis	NOUN
easat-8683	256	5	early	early	ADJ
easat-8683	256	6	warning	warning	NOUN
easat-8683	256	7	of	of	ADP
easat-8683	256	8	listed	list	VERB
easat-8683	256	9	companies	company	NOUN
easat-8683	256	10	.	.	PUNCT
easat-8683	257	1	as	as	SCONJ
easat-8683	257	2	can	can	AUX
easat-8683	257	3	be	be	AUX
easat-8683	257	4	seen	see	VERB
easat-8683	257	5	from	from	ADP
easat-8683	257	6	figure	figure	NOUN
easat-8683	257	7	7	7	NUM
easat-8683	257	8	,	,	PUNCT
easat-8683	257	9	in	in	ADP
easat-8683	257	10	2024	2024	NUM
easat-8683	257	11	,	,	PUNCT
easat-8683	257	12	the	the	DET
easat-8683	257	13	prediction	prediction	NOUN
easat-8683	257	14	accuracy	accuracy	NOUN
easat-8683	257	15	of	of	ADP
easat-8683	257	16	dl	dl	PROPN
easat-8683	257	17	for	for	ADP
easat-8683	257	18	financial	financial	ADJ
easat-8683	257	19	crisis	crisis	NOUN
easat-8683	257	20	beforehand	beforehand	ADP
easat-8683	257	21	notification	notification	NOUN
easat-8683	257	22	of	of	ADP
easat-8683	257	23	listed	list	VERB
easat-8683	257	24	companies	company	NOUN
easat-8683	257	25	is	be	AUX
easat-8683	257	26	the	the	DET
easat-8683	257	27	highest	high	ADJ
easat-8683	257	28	in	in	ADP
easat-8683	257	29	the	the	DET
easat-8683	257	30	three	three	NUM
easat-8683	257	31	years	year	NOUN
easat-8683	257	32	from	from	ADP
easat-8683	257	33	2022	2022	NUM
easat-8683	257	34	to	to	ADP
easat-8683	257	35	2024	2024	NUM
easat-8683	257	36	,	,	PUNCT
easat-8683	257	37	reaching	reach	VERB
easat-8683	257	38	96	96	NUM
easat-8683	257	39	%	%	NOUN
easat-8683	257	40	.	.	PUNCT
easat-8683	258	1	3.4	3.4	NUM
easat-8683	258	2	.	.	PUNCT
easat-8683	259	1	experimental	experimental	ADJ
easat-8683	259	2	analysis	analysis	NOUN
easat-8683	259	3	according	accord	VERB
easat-8683	259	4	to	to	ADP
easat-8683	259	5	the	the	DET
easat-8683	259	6	experimental	experimental	ADJ
easat-8683	259	7	results	result	NOUN
easat-8683	259	8	and	and	CCONJ
easat-8683	259	9	the	the	DET
easat-8683	259	10	contents	content	NOUN
easat-8683	259	11	of	of	ADP
easat-8683	259	12	table	table	NOUN
easat-8683	259	13	2	2	NUM
easat-8683	259	14	,	,	PUNCT
easat-8683	259	15	it	it	PRON
easat-8683	259	16	can	can	AUX
easat-8683	259	17	be	be	AUX
easat-8683	259	18	concluded	conclude	VERB
easat-8683	259	19	that	that	SCONJ
easat-8683	259	20	after	after	ADP
easat-8683	259	21	relevant	relevant	ADJ
easat-8683	259	22	training	training	NOUN
easat-8683	259	23	and	and	CCONJ
easat-8683	259	24	debugging	debugging	NOUN
easat-8683	259	25	,	,	PUNCT
easat-8683	259	26	the	the	DET
easat-8683	259	27	precise	precise	ADJ
easat-8683	259	28	portion	portion	NOUN
easat-8683	259	29	of	of	ADP
easat-8683	259	30	dl	dl	PROPN
easat-8683	259	31	for	for	ADP
easat-8683	259	32	financial	financial	ADJ
easat-8683	259	33	crisis	crisis	NOUN
easat-8683	259	34	beforehand	beforehand	ADP
easat-8683	259	35	notification	notification	NOUN
easat-8683	259	36	of	of	ADP
easat-8683	259	37	listed	list	VERB
easat-8683	259	38	companies	company	NOUN
easat-8683	259	39	is	be	AUX
easat-8683	259	40	corresponding	correspond	VERB
easat-8683	259	41	high	high	ADJ
easat-8683	259	42	,	,	PUNCT
easat-8683	259	43	and	and	CCONJ
easat-8683	259	44	although	although	SCONJ
easat-8683	259	45	the	the	DET
easat-8683	259	46	prediction	prediction	NOUN
easat-8683	259	47	accuracy	accuracy	NOUN
easat-8683	259	48	rate	rate	NOUN
easat-8683	259	49	fluctuates	fluctuate	NOUN
easat-8683	259	50	slightly	slightly	ADV
easat-8683	259	51	,	,	PUNCT
easat-8683	259	52	the	the	DET
easat-8683	259	53	general	general	ADJ
easat-8683	259	54	trend	trend	NOUN
easat-8683	259	55	is	be	AUX
easat-8683	259	56	correct	correct	ADJ
easat-8683	259	57	.	.	PUNCT
easat-8683	260	1	the	the	DET
easat-8683	260	2	accuracy	accuracy	NOUN
easat-8683	260	3	rate	rate	NOUN
easat-8683	260	4	of	of	ADP
easat-8683	260	5	the	the	DET
easat-8683	260	6	company	company	NOUN
easat-8683	260	7	’	'	PUNCT
easat-8683	260	8	s	s	PART
easat-8683	260	9	crisis	crisis	NOUN
easat-8683	260	10	judgment	judgment	NOUN
easat-8683	260	11	has	have	AUX
easat-8683	260	12	gradually	gradually	ADV
easat-8683	260	13	improved	improve	VERB
easat-8683	260	14	,	,	PUNCT
easat-8683	260	15	and	and	CCONJ
easat-8683	260	16	the	the	DET
easat-8683	260	17	accuracy	accuracy	NOUN
easat-8683	260	18	rate	rate	NOUN
easat-8683	260	19	of	of	ADP
easat-8683	260	20	the	the	DET
easat-8683	260	21	prediction	prediction	NOUN
easat-8683	260	22	for	for	ADP
easat-8683	260	23	the	the	DET
easat-8683	260	24	past	past	ADJ
easat-8683	260	25	three	three	NUM
easat-8683	260	26	years	year	NOUN
easat-8683	260	27	has	have	AUX
easat-8683	260	28	reached	reach	VERB
easat-8683	260	29	more	more	ADJ
easat-8683	260	30	than	than	ADP
easat-8683	260	31	90	90	NUM
easat-8683	260	32	%	%	NOUN
easat-8683	260	33	.	.	PUNCT
easat-8683	261	1	it	it	PRON
easat-8683	261	2	is	be	AUX
easat-8683	261	3	undeniable	undeniable	ADJ
easat-8683	261	4	that	that	SCONJ
easat-8683	261	5	the	the	DET
easat-8683	261	6	financial	financial	ADJ
easat-8683	261	7	crisis	crisis	NOUN
easat-8683	261	8	early	early	ADJ
easat-8683	261	9	warning	warning	NOUN
easat-8683	261	10	method	method	NOUN
easat-8683	261	11	of	of	ADP
easat-8683	261	12	listed	list	VERB
easat-8683	261	13	companies	company	NOUN
easat-8683	261	14	based	base	VERB
easat-8683	261	15	on	on	ADP
easat-8683	261	16	dl	dl	PROPN
easat-8683	261	17	is	be	AUX
easat-8683	261	18	more	more	ADV
easat-8683	261	19	effective	effective	ADJ
easat-8683	261	20	.	.	PUNCT
easat-8683	262	1	if	if	SCONJ
easat-8683	262	2	this	this	DET
easat-8683	262	3	method	method	NOUN
easat-8683	262	4	is	be	AUX
easat-8683	262	5	applied	apply	VERB
easat-8683	262	6	to	to	ADP
easat-8683	262	7	the	the	DET
easat-8683	262	8	financial	financial	ADJ
easat-8683	262	9	crisis	crisis	NOUN
easat-8683	262	10	beforehand	beforehand	ADP
easat-8683	262	11	notification	notification	NOUN
easat-8683	262	12	of	of	ADP
easat-8683	262	13	listed	list	VERB
easat-8683	262	14	companies	company	NOUN
easat-8683	262	15	,	,	PUNCT
easat-8683	262	16	it	it	PRON
easat-8683	262	17	can	can	AUX
easat-8683	262	18	effectively	effectively	ADV
easat-8683	262	19	predict	predict	VERB
easat-8683	262	20	crises	crisis	NOUN
easat-8683	262	21	and	and	CCONJ
easat-8683	262	22	avoid	avoid	VERB
easat-8683	262	23	financial	financial	ADJ
easat-8683	262	24	losses	loss	NOUN
easat-8683	262	25	.	.	PUNCT
easat-8683	263	1	4	4	X
easat-8683	263	2	.	.	X
easat-8683	263	3	discussion	discussion	NOUN
easat-8683	263	4	the	the	DET
easat-8683	263	5	rise	rise	NOUN
easat-8683	263	6	and	and	CCONJ
easat-8683	263	7	fall	fall	NOUN
easat-8683	263	8	of	of	ADP
easat-8683	263	9	listed	list	VERB
easat-8683	263	10	companies	company	NOUN
easat-8683	263	11	is	be	AUX
easat-8683	263	12	directly	directly	ADV
easat-8683	263	13	related	relate	VERB
easat-8683	263	14	to	to	ADP
easat-8683	263	15	the	the	DET
easat-8683	263	16	development	development	NOUN
easat-8683	263	17	of	of	ADP
easat-8683	263	18	the	the	DET
easat-8683	263	19	national	national	ADJ
easat-8683	263	20	economy	economy	NOUN
easat-8683	263	21	.	.	PUNCT
easat-8683	264	1	its	its	PRON
easat-8683	264	2	financial	financial	ADJ
easat-8683	264	3	status	status	NOUN
easat-8683	264	4	is	be	AUX
easat-8683	264	5	closely	closely	ADV
easat-8683	264	6	related	relate	VERB
easat-8683	264	7	to	to	ADP
easat-8683	264	8	changes	change	NOUN
easat-8683	264	9	in	in	ADP
easat-8683	264	10	national	national	ADJ
easat-8683	264	11	policies	policy	NOUN
easat-8683	264	12	and	and	CCONJ
easat-8683	264	13	economic	economic	ADJ
easat-8683	264	14	environment	environment	NOUN
easat-8683	264	15	.	.	PUNCT
easat-8683	265	1	changes	change	NOUN
easat-8683	265	2	in	in	ADP
easat-8683	265	3	national	national	ADJ
easat-8683	265	4	policies	policy	NOUN
easat-8683	265	5	and	and	CCONJ
easat-8683	265	6	economic	economic	ADJ
easat-8683	265	7	conditions	condition	NOUN
easat-8683	265	8	also	also	ADV
easat-8683	265	9	affect	affect	VERB
easat-8683	265	10	various	various	ADJ
easat-8683	265	11	financial	financial	ADJ
easat-8683	265	12	elements	element	NOUN
easat-8683	265	13	of	of	ADP
easat-8683	265	14	listed	list	VERB
easat-8683	265	15	companies	company	NOUN
easat-8683	265	16	,	,	PUNCT
easat-8683	265	17	which	which	PRON
easat-8683	265	18	easily	easily	ADV
easat-8683	265	19	lead	lead	VERB
easat-8683	265	20	to	to	ADP
easat-8683	265	21	fluctuations	fluctuation	NOUN
easat-8683	265	22	in	in	ADP
easat-8683	265	23	the	the	DET
easat-8683	265	24	financial	financial	ADJ
easat-8683	265	25	status	status	NOUN
easat-8683	265	26	of	of	ADP
easat-8683	265	27	the	the	DET
easat-8683	265	28	company	company	NOUN
easat-8683	265	29	,	,	PUNCT
easat-8683	265	30	and	and	CCONJ
easat-8683	265	31	even	even	ADV
easat-8683	265	32	lead	lead	VERB
easat-8683	265	33	to	to	ADP
easat-8683	265	34	financial	financial	ADJ
easat-8683	265	35	crises	crisis	NOUN
easat-8683	265	36	for	for	ADP
easat-8683	265	37	the	the	DET
easat-8683	265	38	company	company	NOUN
easat-8683	265	39	.	.	PUNCT
easat-8683	266	1	the	the	DET
easat-8683	266	2	internet	internet	NOUN
easat-8683	266	3	of	of	ADP
easat-8683	266	4	things	thing	NOUN
easat-8683	266	5	and	and	CCONJ
easat-8683	266	6	dl	dl	PROPN
easat-8683	266	7	have	have	VERB
easat-8683	266	8	a	a	DET
easat-8683	266	9	more	more	ADV
easat-8683	266	10	significant	significant	ADJ
easat-8683	266	11	effect	effect	NOUN
easat-8683	266	12	on	on	ADP
easat-8683	266	13	the	the	DET
easat-8683	266	14	operation	operation	NOUN
easat-8683	266	15	of	of	ADP
easat-8683	266	16	complex	complex	ADJ
easat-8683	266	17	functions	function	NOUN
easat-8683	266	18	,	,	PUNCT
easat-8683	266	19	but	but	CCONJ
easat-8683	266	20	so	so	ADV
easat-8683	266	21	far	far	ADV
easat-8683	266	22	there	there	PRON
easat-8683	266	23	is	be	VERB
easat-8683	266	24	no	no	DET
easat-8683	266	25	example	example	NOUN
easat-8683	266	26	of	of	ADP
easat-8683	266	27	using	use	VERB
easat-8683	266	28	them	they	PRON
easat-8683	266	29	in	in	ADP
easat-8683	266	30	the	the	DET
easat-8683	266	31	financial	financial	ADJ
easat-8683	266	32	crisis	crisis	NOUN
easat-8683	266	33	warning	warning	NOUN
easat-8683	266	34	of	of	ADP
easat-8683	266	35	listed	list	VERB
easat-8683	266	36	companies	company	NOUN
easat-8683	266	37	.	.	PUNCT
easat-8683	267	1	therefore	therefore	ADV
easat-8683	267	2	,	,	PUNCT
easat-8683	267	3	this	this	DET
easat-8683	267	4	paper	paper	NOUN
easat-8683	267	5	applies	apply	VERB
easat-8683	267	6	the	the	DET
easat-8683	267	7	two	two	NUM
easat-8683	267	8	to	to	ADP
easat-8683	267	9	the	the	DET
easat-8683	267	10	financial	financial	ADJ
easat-8683	267	11	crisis	crisis	NOUN
easat-8683	267	12	early	early	ADJ
easat-8683	267	13	warning	warning	NOUN
easat-8683	267	14	of	of	ADP
easat-8683	267	15	listed	list	VERB
easat-8683	267	16	companies	company	NOUN
easat-8683	267	17	and	and	CCONJ
easat-8683	267	18	takes	take	VERB
easat-8683	267	19	k	k	PROPN
easat-8683	267	20	company	company	NOUN
easat-8683	267	21	as	as	ADP
easat-8683	267	22	an	an	DET
easat-8683	267	23	example	example	NOUN
easat-8683	267	24	to	to	PART
easat-8683	267	25	make	make	VERB
easat-8683	267	26	a	a	DET
easat-8683	267	27	specific	specific	ADJ
easat-8683	267	28	analysis	analysis	NOUN
easat-8683	267	29	.	.	PUNCT
easat-8683	268	1	the	the	DET
easat-8683	268	2	empirical	empirical	ADJ
easat-8683	268	3	results	result	NOUN
easat-8683	268	4	show	show	VERB
easat-8683	268	5	that	that	SCONJ
easat-8683	268	6	the	the	DET
easat-8683	268	7	dl	dl	PROPN
easat-8683	268	8	of	of	ADP
easat-8683	268	9	the	the	DET
easat-8683	268	10	internet	internet	NOUN
easat-8683	268	11	of	of	ADP
easat-8683	268	12	things	thing	NOUN
easat-8683	268	13	has	have	VERB
easat-8683	268	14	obvious	obvious	ADJ
easat-8683	268	15	effects	effect	NOUN
easat-8683	268	16	on	on	ADP
easat-8683	268	17	the	the	DET
easat-8683	268	18	early	early	ADJ
easat-8683	268	19	warning	warning	NOUN
easat-8683	268	20	of	of	ADP
easat-8683	268	21	financial	financial	ADJ
easat-8683	268	22	crises	crisis	NOUN
easat-8683	268	23	of	of	ADP
easat-8683	268	24	listed	list	VERB
easat-8683	268	25	companies	company	NOUN
easat-8683	268	26	.	.	PUNCT
easat-8683	269	1	combined	combine	VERB
easat-8683	269	2	with	with	ADP
easat-8683	269	3	the	the	DET
easat-8683	269	4	dl	dl	PROPN
easat-8683	269	5	related	relate	VERB
easat-8683	269	6	technologies	technology	NOUN
easat-8683	269	7	and	and	CCONJ
easat-8683	269	8	experimental	experimental	ADJ
easat-8683	269	9	results	result	NOUN
easat-8683	269	10	of	of	ADP
easat-8683	269	11	the	the	DET
easat-8683	269	12	internet	internet	NOUN
easat-8683	269	13	of	of	ADP
easat-8683	269	14	things	thing	NOUN
easat-8683	269	15	,	,	PUNCT
easat-8683	269	16	this	this	DET
easat-8683	269	17	paper	paper	NOUN
easat-8683	269	18	gives	give	VERB
easat-8683	269	19	the	the	DET
easat-8683	269	20	following	follow	VERB
easat-8683	269	21	suggestions	suggestion	NOUN
easat-8683	269	22	on	on	ADP
easat-8683	269	23	how	how	SCONJ
easat-8683	269	24	to	to	PART
easat-8683	269	25	better	well	ADV
easat-8683	269	26	carry	carry	VERB
easat-8683	269	27	out	out	ADP
easat-8683	269	28	financial	financial	ADJ
easat-8683	269	29	crisis	crisis	NOUN
easat-8683	269	30	early	early	ADJ
easat-8683	269	31	warning	warning	NOUN
easat-8683	269	32	and	and	CCONJ
easat-8683	269	33	prevention	prevention	NOUN
easat-8683	269	34	for	for	ADP
easat-8683	269	35	k	k	PROPN
easat-8683	269	36	company	company	NOUN
easat-8683	269	37	:	:	PUNCT
easat-8683	269	38	stabilizing	stabilize	VERB
easat-8683	269	39	the	the	DET
easat-8683	269	40	market	market	NOUN
easat-8683	269	41	,	,	PUNCT
easat-8683	269	42	preventing	prevent	VERB
easat-8683	269	43	price	price	NOUN
easat-8683	269	44	crises	crisis	NOUN
easat-8683	269	45	,	,	PUNCT
easat-8683	269	46	maintaining	maintain	VERB
easat-8683	269	47	a	a	DET
easat-8683	269	48	reasonable	reasonable	ADJ
easat-8683	269	49	cash	cash	NOUN
easat-8683	269	50	flow	flow	NOUN
easat-8683	269	51	organizational	organizational	ADJ
easat-8683	269	52	structure	structure	NOUN
easat-8683	269	53	,	,	PUNCT
easat-8683	269	54	and	and	CCONJ
easat-8683	269	55	developing	develop	VERB
easat-8683	269	56	more	more	ADV
easat-8683	269	57	diversified	diversified	ADJ
easat-8683	269	58	financing	financing	NOUN
easat-8683	269	59	methods	method	NOUN
easat-8683	269	60	,	,	PUNCT
easat-8683	269	61	scientific	scientific	ADJ
easat-8683	269	62	financial	financial	ADJ
easat-8683	269	63	decision	decision	NOUN
easat-8683	269	64	-	-	PUNCT
easat-8683	269	65	making	making	NOUN
easat-8683	269	66	,	,	PUNCT
easat-8683	269	67	etc	etc	X
easat-8683	269	68	.	.	X
easat-8683	270	1	5	5	X
easat-8683	270	2	.	.	PUNCT
easat-8683	270	3	conclusions	conclusion	NOUN
easat-8683	270	4	aiming	aim	VERB
easat-8683	270	5	at	at	ADP
easat-8683	270	6	how	how	SCONJ
easat-8683	270	7	to	to	PART
easat-8683	270	8	carry	carry	VERB
easat-8683	270	9	out	out	ADP
easat-8683	270	10	financial	financial	ADJ
easat-8683	270	11	crisis	crisis	NOUN
easat-8683	270	12	monitoring	monitoring	NOUN
easat-8683	270	13	and	and	CCONJ
easat-8683	270	14	early	early	ADJ
easat-8683	270	15	warning	warning	NOUN
easat-8683	270	16	of	of	ADP
easat-8683	270	17	chinese	chinese	ADJ
easat-8683	270	18	listed	list	VERB
easat-8683	270	19	companies	company	NOUN
easat-8683	270	20	,	,	PUNCT
easat-8683	270	21	this	this	DET
easat-8683	270	22	paper	paper	NOUN
easat-8683	270	23	selects	select	VERB
easat-8683	270	24	k	k	PROPN
easat-8683	270	25	company	company	NOUN
easat-8683	270	26	as	as	ADP
easat-8683	270	27	the	the	DET
easat-8683	270	28	experimental	experimental	ADJ
easat-8683	270	29	object	object	NOUN
easat-8683	270	30	and	and	CCONJ
easat-8683	270	31	mainly	mainly	ADV
easat-8683	270	32	does	do	VERB
easat-8683	270	33	the	the	DET
easat-8683	270	34	following	follow	VERB
easat-8683	270	35	work	work	NOUN
easat-8683	270	36	:	:	PUNCT
easat-8683	270	37	608	608	NUM
easat-8683	270	38	edelweiss	edelweiss	PROPN
easat-8683	270	39	applied	apply	VERB
easat-8683	270	40	science	science	NOUN
easat-8683	270	41	and	and	CCONJ
easat-8683	270	42	technology	technology	NOUN
easat-8683	270	43	issn	issn	PROPN
easat-8683	270	44	:	:	PUNCT
easat-8683	270	45	2576	2576	NUM
easat-8683	270	46	-	-	SYM
easat-8683	270	47	8484	8484	NUM
easat-8683	270	48	vol	vol	NOUN
easat-8683	270	49	.	.	PROPN
easat-8683	271	1	9	9	NUM
easat-8683	271	2	,	,	PUNCT
easat-8683	271	3	no	no	INTJ
easat-8683	271	4	.	.	NOUN
easat-8683	272	1	7	7	NUM
easat-8683	272	2	:	:	SYM
easat-8683	272	3	595	595	NUM
easat-8683	272	4	-	-	SYM
easat-8683	272	5	609	609	NUM
easat-8683	272	6	,	,	PUNCT
easat-8683	272	7	2025	2025	NUM
easat-8683	272	8	doi	doi	NOUN
easat-8683	272	9	:	:	PUNCT
easat-8683	272	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	272	11	©	©	NOUN
easat-8683	272	12	2025	2025	NUM
easat-8683	272	13	by	by	ADP
easat-8683	272	14	the	the	DET
easat-8683	272	15	author	author	NOUN
easat-8683	272	16	;	;	PUNCT
easat-8683	272	17	licensee	licensee	PROPN
easat-8683	272	18	learning	learning	NOUN
easat-8683	272	19	gate	gate	NOUN
easat-8683	272	20	first	first	ADV
easat-8683	272	21	,	,	PUNCT
easat-8683	272	22	the	the	DET
easat-8683	272	23	research	research	NOUN
easat-8683	272	24	background	background	NOUN
easat-8683	272	25	,	,	PUNCT
easat-8683	272	26	significance	significance	NOUN
easat-8683	272	27	,	,	PUNCT
easat-8683	272	28	and	and	CCONJ
easat-8683	272	29	research	research	NOUN
easat-8683	272	30	status	status	NOUN
easat-8683	272	31	are	be	AUX
easat-8683	272	32	clarified	clarify	VERB
easat-8683	272	33	.	.	PUNCT
easat-8683	273	1	secondly	secondly	ADV
easat-8683	273	2	,	,	PUNCT
easat-8683	273	3	the	the	DET
easat-8683	273	4	concepts	concept	NOUN
easat-8683	273	5	and	and	CCONJ
easat-8683	273	6	related	related	ADJ
easat-8683	273	7	theories	theory	NOUN
easat-8683	273	8	and	and	CCONJ
easat-8683	273	9	technologies	technology	NOUN
easat-8683	273	10	of	of	ADP
easat-8683	273	11	the	the	DET
easat-8683	273	12	internet	internet	NOUN
easat-8683	273	13	of	of	ADP
easat-8683	273	14	things	thing	NOUN
easat-8683	273	15	and	and	CCONJ
easat-8683	273	16	dl	dl	PROPN
easat-8683	273	17	are	be	AUX
easat-8683	273	18	introduced	introduce	VERB
easat-8683	273	19	.	.	PUNCT
easat-8683	274	1	then	then	ADV
easat-8683	274	2	,	,	PUNCT
easat-8683	274	3	based	base	VERB
easat-8683	274	4	on	on	ADP
easat-8683	274	5	the	the	DET
easat-8683	274	6	internet	internet	NOUN
easat-8683	274	7	of	of	ADP
easat-8683	274	8	things	thing	NOUN
easat-8683	274	9	and	and	CCONJ
easat-8683	274	10	dl	dl	PROPN
easat-8683	274	11	,	,	PUNCT
easat-8683	274	12	the	the	DET
easat-8683	274	13	financial	financial	ADJ
easat-8683	274	14	crisis	crisis	NOUN
easat-8683	274	15	early	early	ADV
easat-8683	274	16	warning	warn	VERB
easat-8683	274	17	analysis	analysis	NOUN
easat-8683	274	18	of	of	ADP
easat-8683	274	19	listed	list	VERB
easat-8683	274	20	companies	company	NOUN
easat-8683	274	21	is	be	AUX
easat-8683	274	22	carried	carry	VERB
easat-8683	274	23	out	out	ADP
easat-8683	274	24	.	.	PUNCT
easat-8683	275	1	the	the	DET
easat-8683	275	2	model	model	NOUN
easat-8683	275	3	design	design	NOUN
easat-8683	275	4	ideas	idea	NOUN
easat-8683	275	5	are	be	AUX
easat-8683	275	6	determined	determine	VERB
easat-8683	275	7	,	,	PUNCT
easat-8683	275	8	and	and	CCONJ
easat-8683	275	9	samples	sample	NOUN
easat-8683	275	10	of	of	ADP
easat-8683	275	11	companies	company	NOUN
easat-8683	275	12	and	and	CCONJ
easat-8683	275	13	financial	financial	ADJ
easat-8683	275	14	indicators	indicator	NOUN
easat-8683	275	15	are	be	AUX
easat-8683	275	16	selected	select	VERB
easat-8683	275	17	.	.	PUNCT
easat-8683	276	1	the	the	DET
easat-8683	276	2	data	datum	NOUN
easat-8683	276	3	processing	processing	NOUN
easat-8683	276	4	is	be	AUX
easat-8683	276	5	divided	divide	VERB
easat-8683	276	6	into	into	ADP
easat-8683	276	7	two	two	NUM
easat-8683	276	8	parts	part	NOUN
easat-8683	276	9	:	:	PUNCT
easat-8683	276	10	training	training	NOUN
easat-8683	276	11	and	and	CCONJ
easat-8683	276	12	testing	testing	NOUN
easat-8683	276	13	,	,	PUNCT
easat-8683	276	14	which	which	PRON
easat-8683	276	15	are	be	AUX
easat-8683	276	16	used	use	VERB
easat-8683	276	17	to	to	PART
easat-8683	276	18	create	create	VERB
easat-8683	276	19	a	a	DET
easat-8683	276	20	dl	dl	PROPN
easat-8683	276	21	model	model	NOUN
easat-8683	276	22	for	for	ADP
easat-8683	276	23	the	the	DET
easat-8683	276	24	financial	financial	ADJ
easat-8683	276	25	crisis	crisis	NOUN
easat-8683	276	26	of	of	ADP
easat-8683	276	27	the	the	DET
easat-8683	276	28	sample	sample	NOUN
easat-8683	276	29	companies	company	NOUN
easat-8683	276	30	and	and	CCONJ
easat-8683	276	31	test	test	VERB
easat-8683	276	32	the	the	DET
easat-8683	276	33	model	model	NOUN
easat-8683	276	34	’s	’s	PART
easat-8683	276	35	accuracy	accuracy	NOUN
easat-8683	276	36	.	.	PUNCT
easat-8683	277	1	the	the	DET
easat-8683	277	2	accuracy	accuracy	NOUN
easat-8683	277	3	of	of	ADP
easat-8683	277	4	dl	dl	PROPN
easat-8683	277	5	is	be	AUX
easat-8683	277	6	used	use	VERB
easat-8683	277	7	to	to	PART
easat-8683	277	8	predict	predict	VERB
easat-8683	277	9	the	the	DET
easat-8683	277	10	financial	financial	ADJ
easat-8683	277	11	crisis	crisis	NOUN
easat-8683	277	12	of	of	ADP
easat-8683	277	13	the	the	DET
easat-8683	277	14	listed	list	VERB
easat-8683	277	15	company	company	NOUN
easat-8683	277	16	.	.	PUNCT
easat-8683	278	1	the	the	DET
easat-8683	278	2	experiment	experiment	NOUN
easat-8683	278	3	concludes	conclude	VERB
easat-8683	278	4	that	that	SCONJ
easat-8683	278	5	the	the	DET
easat-8683	278	6	dl	dl	PROPN
easat-8683	278	7	of	of	ADP
easat-8683	278	8	the	the	DET
easat-8683	278	9	internet	internet	NOUN
easat-8683	278	10	of	of	ADP
easat-8683	278	11	things	thing	NOUN
easat-8683	278	12	has	have	VERB
easat-8683	278	13	a	a	DET
easat-8683	278	14	significant	significant	ADJ
easat-8683	278	15	effect	effect	NOUN
easat-8683	278	16	on	on	ADP
easat-8683	278	17	the	the	DET
easat-8683	278	18	financial	financial	ADJ
easat-8683	278	19	crisis	crisis	NOUN
easat-8683	278	20	early	early	ADJ
easat-8683	278	21	warning	warning	NOUN
easat-8683	278	22	of	of	ADP
easat-8683	278	23	listed	list	VERB
easat-8683	278	24	companies	company	NOUN
easat-8683	278	25	.	.	PUNCT
easat-8683	279	1	finally	finally	ADV
easat-8683	279	2	,	,	PUNCT
easat-8683	279	3	according	accord	VERB
easat-8683	279	4	to	to	ADP
easat-8683	279	5	the	the	DET
easat-8683	279	6	experimental	experimental	ADJ
easat-8683	279	7	results	result	NOUN
easat-8683	279	8	and	and	CCONJ
easat-8683	279	9	related	related	ADJ
easat-8683	279	10	technologies	technology	NOUN
easat-8683	279	11	,	,	PUNCT
easat-8683	279	12	this	this	DET
easat-8683	279	13	paper	paper	NOUN
easat-8683	279	14	gives	give	VERB
easat-8683	279	15	some	some	DET
easat-8683	279	16	suggestions	suggestion	NOUN
easat-8683	279	17	on	on	ADP
easat-8683	279	18	how	how	SCONJ
easat-8683	279	19	to	to	PART
easat-8683	279	20	better	well	ADV
easat-8683	279	21	carry	carry	VERB
easat-8683	279	22	out	out	ADP
easat-8683	279	23	financial	financial	ADJ
easat-8683	279	24	crisis	crisis	NOUN
easat-8683	279	25	early	early	ADJ
easat-8683	279	26	warning	warning	NOUN
easat-8683	279	27	and	and	CCONJ
easat-8683	279	28	prevention	prevention	NOUN
easat-8683	279	29	for	for	ADP
easat-8683	279	30	k	k	PROPN
easat-8683	279	31	company	company	NOUN
easat-8683	279	32	,	,	PUNCT
easat-8683	279	33	including	include	VERB
easat-8683	279	34	:	:	PUNCT
easat-8683	279	35	stabilizing	stabilize	VERB
easat-8683	279	36	the	the	DET
easat-8683	279	37	market	market	NOUN
easat-8683	279	38	,	,	PUNCT
easat-8683	279	39	preventing	prevent	VERB
easat-8683	279	40	price	price	NOUN
easat-8683	279	41	crises	crisis	NOUN
easat-8683	279	42	,	,	PUNCT
easat-8683	279	43	maintaining	maintain	VERB
easat-8683	279	44	a	a	DET
easat-8683	279	45	reasonable	reasonable	ADJ
easat-8683	279	46	cash	cash	NOUN
easat-8683	279	47	flow	flow	NOUN
easat-8683	279	48	organizational	organizational	ADJ
easat-8683	279	49	structure	structure	NOUN
easat-8683	279	50	;	;	PUNCT
easat-8683	279	51	more	more	ADV
easat-8683	279	52	diversified	diversify	VERB
easat-8683	279	53	financing	financing	NOUN
easat-8683	279	54	methods	method	NOUN
easat-8683	279	55	are	be	AUX
easat-8683	279	56	developed	develop	VERB
easat-8683	279	57	,	,	PUNCT
easat-8683	279	58	and	and	CCONJ
easat-8683	279	59	scientific	scientific	ADJ
easat-8683	279	60	financial	financial	ADJ
easat-8683	279	61	decisions	decision	NOUN
easat-8683	279	62	are	be	AUX
easat-8683	279	63	made	make	VERB
easat-8683	279	64	.	.	PUNCT
easat-8683	280	1	transparency	transparency	NOUN
easat-8683	280	2	:	:	PUNCT
easat-8683	280	3	the	the	DET
easat-8683	280	4	author	author	NOUN
easat-8683	280	5	confirms	confirm	VERB
easat-8683	280	6	that	that	SCONJ
easat-8683	280	7	the	the	DET
easat-8683	280	8	manuscript	manuscript	NOUN
easat-8683	280	9	is	be	AUX
easat-8683	280	10	an	an	DET
easat-8683	280	11	honest	honest	ADJ
easat-8683	280	12	,	,	PUNCT
easat-8683	280	13	accurate	accurate	ADJ
easat-8683	280	14	,	,	PUNCT
easat-8683	280	15	and	and	CCONJ
easat-8683	280	16	transparent	transparent	ADJ
easat-8683	280	17	account	account	NOUN
easat-8683	280	18	of	of	ADP
easat-8683	280	19	the	the	DET
easat-8683	280	20	study	study	NOUN
easat-8683	280	21	;	;	PUNCT
easat-8683	280	22	that	that	SCONJ
easat-8683	280	23	no	no	DET
easat-8683	280	24	vital	vital	ADJ
easat-8683	280	25	features	feature	NOUN
easat-8683	280	26	of	of	ADP
easat-8683	280	27	the	the	DET
easat-8683	280	28	study	study	NOUN
easat-8683	280	29	have	have	AUX
easat-8683	280	30	been	be	AUX
easat-8683	280	31	omitted	omit	VERB
easat-8683	280	32	;	;	PUNCT
easat-8683	280	33	and	and	CCONJ
easat-8683	280	34	that	that	SCONJ
easat-8683	280	35	any	any	DET
easat-8683	280	36	discrepancies	discrepancy	NOUN
easat-8683	280	37	from	from	ADP
easat-8683	280	38	the	the	DET
easat-8683	280	39	study	study	NOUN
easat-8683	280	40	as	as	SCONJ
easat-8683	280	41	planned	plan	VERB
easat-8683	280	42	have	have	AUX
easat-8683	280	43	been	be	AUX
easat-8683	280	44	explained	explain	VERB
easat-8683	280	45	.	.	PUNCT
easat-8683	281	1	this	this	DET
easat-8683	281	2	study	study	NOUN
easat-8683	281	3	followed	follow	VERB
easat-8683	281	4	all	all	DET
easat-8683	281	5	ethical	ethical	ADJ
easat-8683	281	6	practices	practice	NOUN
easat-8683	281	7	during	during	ADP
easat-8683	281	8	writing	writing	NOUN
easat-8683	281	9	.	.	PUNCT
easat-8683	282	1	copyright	copyright	NOUN
easat-8683	282	2	:	:	PUNCT
easat-8683	282	3	©	©	PROPN
easat-8683	282	4	2025	2025	NUM
easat-8683	282	5	by	by	ADP
easat-8683	282	6	the	the	DET
easat-8683	282	7	author	author	NOUN
easat-8683	282	8	.	.	PUNCT
easat-8683	283	1	this	this	DET
easat-8683	283	2	open	open	ADJ
easat-8683	283	3	-	-	PUNCT
easat-8683	283	4	access	access	NOUN
easat-8683	283	5	article	article	NOUN
easat-8683	283	6	is	be	AUX
easat-8683	283	7	distributed	distribute	VERB
easat-8683	283	8	under	under	ADP
easat-8683	283	9	the	the	DET
easat-8683	283	10	terms	term	NOUN
easat-8683	283	11	and	and	CCONJ
easat-8683	283	12	conditions	condition	NOUN
easat-8683	283	13	of	of	ADP
easat-8683	283	14	the	the	DET
easat-8683	283	15	creative	creative	ADJ
easat-8683	283	16	commons	common	NOUN
easat-8683	283	17	attribution	attribution	NOUN
easat-8683	283	18	(	(	PUNCT
easat-8683	283	19	cc	cc	NOUN
easat-8683	283	20	by	by	ADP
easat-8683	283	21	)	)	PUNCT
easat-8683	283	22	license	license	NOUN
easat-8683	283	23	(	(	PUNCT
easat-8683	283	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8683	283	25	)	)	PUNCT
easat-8683	283	26	.	.	PUNCT
easat-8683	284	1	references	reference	NOUN
easat-8683	284	2	[	[	X
easat-8683	284	3	1	1	NUM
easat-8683	284	4	]	]	PUNCT
easat-8683	284	5	m.	m.	NOUN
easat-8683	284	6	dohler	dohler	PROPN
easat-8683	284	7	et	et	PROPN
easat-8683	284	8	al	al	PROPN
easat-8683	284	9	.	.	PROPN
easat-8683	284	10	,	,	PUNCT
easat-8683	284	11	"	"	PUNCT
easat-8683	284	12	internet	internet	NOUN
easat-8683	284	13	of	of	ADP
easat-8683	284	14	things	thing	NOUN
easat-8683	284	15	in	in	ADP
easat-8683	284	16	the	the	DET
easat-8683	284	17	5	5	NUM
easat-8683	284	18	g	g	NOUN
easat-8683	284	19	era	era	NOUN
easat-8683	284	20	:	:	PUNCT
easat-8683	284	21	enablers	enabler	NOUN
easat-8683	284	22	,	,	PUNCT
easat-8683	284	23	architecture	architecture	NOUN
easat-8683	284	24	,	,	PUNCT
easat-8683	284	25	and	and	CCONJ
easat-8683	284	26	business	business	NOUN
easat-8683	284	27	models	model	NOUN
easat-8683	284	28	,	,	PUNCT
easat-8683	284	29	"	"	PUNCT
easat-8683	284	30	ieee	ieee	NOUN
easat-8683	284	31	journal	journal	NOUN
easat-8683	284	32	on	on	ADP
easat-8683	284	33	selected	select	VERB
easat-8683	284	34	areas	area	NOUN
easat-8683	284	35	in	in	ADP
easat-8683	284	36	communications	communication	NOUN
easat-8683	284	37	,	,	PUNCT
easat-8683	284	38	vol	vol	NOUN
easat-8683	284	39	.	.	PROPN
easat-8683	285	1	34	34	NUM
easat-8683	285	2	,	,	PUNCT
easat-8683	285	3	no	no	INTJ
easat-8683	285	4	.	.	NOUN
easat-8683	285	5	3	3	NUM
easat-8683	285	6	,	,	PUNCT
easat-8683	285	7	pp	pp	ADJ
easat-8683	285	8	.	.	PUNCT
easat-8683	286	1	510	510	NUM
easat-8683	286	2	-	-	SYM
easat-8683	286	3	527	527	NUM
easat-8683	286	4	,	,	PUNCT
easat-8683	286	5	2016	2016	NUM
easat-8683	286	6	.	.	PUNCT
easat-8683	287	1	[	[	X
easat-8683	287	2	2	2	NUM
easat-8683	287	3	]	]	PUNCT
easat-8683	287	4	m.	m.	NOUN
easat-8683	287	5	m.	m.	NOUN
easat-8683	287	6	rathore	rathore	PROPN
easat-8683	287	7	,	,	PUNCT
easat-8683	287	8	a.	a.	PROPN
easat-8683	287	9	ahmad	ahmad	PROPN
easat-8683	287	10	,	,	PUNCT
easat-8683	287	11	a.	a.	NOUN
easat-8683	287	12	paul	paul	PROPN
easat-8683	287	13	,	,	PUNCT
easat-8683	287	14	and	and	CCONJ
easat-8683	287	15	s.	s.	PROPN
easat-8683	287	16	rho	rho	PROPN
easat-8683	287	17	,	,	PUNCT
easat-8683	287	18	"	"	PUNCT
easat-8683	287	19	urban	urban	ADJ
easat-8683	287	20	planning	planning	NOUN
easat-8683	287	21	and	and	CCONJ
easat-8683	287	22	building	build	VERB
easat-8683	287	23	smart	smart	ADJ
easat-8683	287	24	cities	city	NOUN
easat-8683	287	25	based	base	VERB
easat-8683	287	26	on	on	ADP
easat-8683	287	27	the	the	DET
easat-8683	287	28	internet	internet	NOUN
easat-8683	287	29	of	of	ADP
easat-8683	287	30	things	thing	NOUN
easat-8683	287	31	using	use	VERB
easat-8683	287	32	big	big	ADJ
easat-8683	287	33	data	datum	NOUN
easat-8683	287	34	analytics	analytic	NOUN
easat-8683	287	35	,	,	PUNCT
easat-8683	287	36	"	"	PUNCT
easat-8683	287	37	computer	computer	NOUN
easat-8683	287	38	networks	network	NOUN
easat-8683	287	39	,	,	PUNCT
easat-8683	287	40	vol	vol	NOUN
easat-8683	287	41	.	.	PROPN
easat-8683	288	1	101	101	NUM
easat-8683	288	2	,	,	PUNCT
easat-8683	288	3	no	no	INTJ
easat-8683	288	4	.	.	PUNCT
easat-8683	289	1	c	c	X
easat-8683	289	2	,	,	PUNCT
easat-8683	289	3	pp	pp	ADJ
easat-8683	289	4	.	.	PUNCT
easat-8683	290	1	63	63	NUM
easat-8683	290	2	-	-	SYM
easat-8683	290	3	80	80	NUM
easat-8683	290	4	,	,	PUNCT
easat-8683	290	5	2016	2016	NUM
easat-8683	290	6	.	.	PUNCT
easat-8683	291	1	[	[	X
easat-8683	291	2	3	3	X
easat-8683	291	3	]	]	X
easat-8683	291	4	j.	j.	PROPN
easat-8683	291	5	singh	singh	PROPN
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easat-8683	291	7	t.	t.	PROPN
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easat-8683	291	9	,	,	PUNCT
easat-8683	291	10	j.	j.	PROPN
easat-8683	291	11	bacon	bacon	PROPN
easat-8683	291	12	,	,	PUNCT
easat-8683	291	13	h.	h.	PROPN
easat-8683	291	14	ko	ko	PROPN
easat-8683	291	15	,	,	PUNCT
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easat-8683	291	17	d.	d.	PROPN
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easat-8683	291	19	,	,	PUNCT
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easat-8683	291	21	twenty	twenty	NUM
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easat-8683	291	24	for	for	ADP
easat-8683	291	25	cloud	cloud	NOUN
easat-8683	291	26	-	-	PUNCT
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easat-8683	291	28	internet	internet	NOUN
easat-8683	291	29	of	of	ADP
easat-8683	291	30	things	thing	NOUN
easat-8683	291	31	,	,	PUNCT
easat-8683	291	32	"	"	PUNCT
easat-8683	291	33	ieee	ieee	NOUN
easat-8683	291	34	internet	internet	NOUN
easat-8683	291	35	of	of	ADP
easat-8683	291	36	things	thing	NOUN
easat-8683	291	37	journal	journal	NOUN
easat-8683	291	38	,	,	PUNCT
easat-8683	291	39	vol	vol	NOUN
easat-8683	291	40	.	.	PROPN
easat-8683	292	1	3	3	NUM
easat-8683	292	2	,	,	PUNCT
easat-8683	292	3	no	no	INTJ
easat-8683	292	4	.	.	NOUN
easat-8683	292	5	3	3	NUM
easat-8683	292	6	,	,	PUNCT
easat-8683	292	7	pp	pp	ADJ
easat-8683	292	8	.	.	PUNCT
easat-8683	293	1	269	269	NUM
easat-8683	293	2	-	-	SYM
easat-8683	293	3	284	284	NUM
easat-8683	293	4	,	,	PUNCT
easat-8683	293	5	2015	2015	NUM
easat-8683	293	6	.	.	PUNCT
easat-8683	294	1	[	[	X
easat-8683	294	2	4	4	NUM
easat-8683	294	3	]	]	X
easat-8683	294	4	m.	m.	NOUN
easat-8683	294	5	mozaffari	mozaffari	PROPN
easat-8683	294	6	,	,	PUNCT
easat-8683	294	7	w.	w.	PROPN
easat-8683	294	8	saad	saad	PROPN
easat-8683	294	9	,	,	PUNCT
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easat-8683	294	11	bennis	bennis	PROPN
easat-8683	294	12	,	,	PUNCT
easat-8683	294	13	and	and	CCONJ
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easat-8683	294	15	debbah	debbah	PROPN
easat-8683	294	16	,	,	PUNCT
easat-8683	294	17	"	"	PUNCT
easat-8683	294	18	mobile	mobile	ADJ
easat-8683	294	19	unmanned	unmanned	ADJ
easat-8683	294	20	aerial	aerial	ADJ
easat-8683	294	21	vehicles	vehicle	NOUN
easat-8683	294	22	(	(	PUNCT
easat-8683	294	23	uavs	uavs	PROPN
easat-8683	294	24	)	)	PUNCT
easat-8683	294	25	for	for	ADP
easat-8683	294	26	energy	energy	NOUN
easat-8683	294	27	-	-	PUNCT
easat-8683	294	28	efficient	efficient	ADJ
easat-8683	294	29	internet	internet	NOUN
easat-8683	294	30	of	of	ADP
easat-8683	294	31	things	thing	NOUN
easat-8683	294	32	communications	communication	NOUN
easat-8683	294	33	,	,	PUNCT
easat-8683	294	34	"	"	PUNCT
easat-8683	294	35	ieee	ieee	NOUN
easat-8683	294	36	transactions	transaction	NOUN
easat-8683	294	37	on	on	ADP
easat-8683	294	38	wireless	wireless	ADJ
easat-8683	294	39	communications	communication	NOUN
easat-8683	294	40	,	,	PUNCT
easat-8683	294	41	vol	vol	NOUN
easat-8683	294	42	.	.	PROPN
easat-8683	294	43	16	16	NUM
easat-8683	294	44	,	,	PUNCT
easat-8683	294	45	no	no	INTJ
easat-8683	294	46	.	.	NOUN
easat-8683	294	47	11	11	NUM
easat-8683	294	48	,	,	PUNCT
easat-8683	294	49	pp	pp	ADJ
easat-8683	294	50	.	.	PUNCT
easat-8683	295	1	7574	7574	NUM
easat-8683	295	2	-	-	SYM
easat-8683	295	3	7589	7589	NUM
easat-8683	295	4	,	,	PUNCT
easat-8683	295	5	2017	2017	NUM
easat-8683	295	6	.	.	PUNCT
easat-8683	296	1	[	[	X
easat-8683	296	2	5	5	NUM
easat-8683	296	3	]	]	PUNCT
easat-8683	296	4	c.	c.	PROPN
easat-8683	296	5	n.	n.	PROPN
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easat-8683	296	7	,	,	PUNCT
easat-8683	296	8	j.	j.	PROPN
easat-8683	296	9	wolfert	wolfert	PROPN
easat-8683	296	10	,	,	PUNCT
easat-8683	296	11	a.	a.	NOUN
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easat-8683	296	13	,	,	PUNCT
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easat-8683	296	15	a.	a.	NOUN
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easat-8683	296	21	food	food	NOUN
easat-8683	296	22	supply	supply	NOUN
easat-8683	296	23	chains	chain	NOUN
easat-8683	296	24	with	with	ADP
easat-8683	296	25	the	the	DET
easat-8683	296	26	internet	internet	NOUN
easat-8683	296	27	of	of	ADP
easat-8683	296	28	things	thing	NOUN
easat-8683	296	29	,	,	PUNCT
easat-8683	296	30	"	"	PUNCT
easat-8683	296	31	journal	journal	NOUN
easat-8683	296	32	of	of	ADP
easat-8683	296	33	food	food	NOUN
easat-8683	296	34	engineering	engineering	NOUN
easat-8683	296	35	,	,	PUNCT
easat-8683	296	36	vol	vol	NOUN
easat-8683	296	37	.	.	PROPN
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easat-8683	296	39	,	,	PUNCT
easat-8683	296	40	pp	pp	ADJ
easat-8683	296	41	.	.	PUNCT
easat-8683	296	42	128	128	NUM
easat-8683	296	43	-	-	SYM
easat-8683	296	44	136	136	NUM
easat-8683	296	45	,	,	PUNCT
easat-8683	296	46	2016	2016	NUM
easat-8683	296	47	.	.	PUNCT
easat-8683	297	1	[	[	X
easat-8683	297	2	6	6	NUM
easat-8683	297	3	]	]	PUNCT
easat-8683	297	4	p.	p.	NOUN
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easat-8683	297	8	n.	n.	PROPN
easat-8683	297	9	laplante	laplante	PROPN
easat-8683	297	10	,	,	PUNCT
easat-8683	297	11	"	"	PUNCT
easat-8683	297	12	the	the	DET
easat-8683	297	13	internet	internet	NOUN
easat-8683	297	14	of	of	ADP
easat-8683	297	15	things	thing	NOUN
easat-8683	297	16	in	in	ADP
easat-8683	297	17	healthcare	healthcare	PROPN
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easat-8683	297	21	and	and	CCONJ
easat-8683	297	22	challenges	challenge	NOUN
easat-8683	297	23	,	,	PUNCT
easat-8683	297	24	"	"	PUNCT
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easat-8683	297	27	,	,	PUNCT
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easat-8683	297	29	.	.	PROPN
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easat-8683	297	31	,	,	PUNCT
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easat-8683	297	33	.	.	NOUN
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easat-8683	297	35	,	,	PUNCT
easat-8683	297	36	pp	pp	ADJ
easat-8683	297	37	.	.	PUNCT
easat-8683	298	1	2	2	NUM
easat-8683	298	2	-	-	SYM
easat-8683	298	3	4	4	NUM
easat-8683	298	4	,	,	PUNCT
easat-8683	298	5	2016	2016	NUM
easat-8683	298	6	.	.	PUNCT
easat-8683	299	1	[	[	X
easat-8683	299	2	7	7	X
easat-8683	299	3	]	]	X
easat-8683	299	4	d.	d.	NOUN
easat-8683	299	5	ravı	ravı	PROPN
easat-8683	299	6	,	,	PUNCT
easat-8683	299	7	c.	c.	PROPN
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easat-8683	299	9	,	,	PUNCT
easat-8683	299	10	b.	b.	PROPN
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easat-8683	299	12	,	,	PUNCT
easat-8683	299	13	and	and	CCONJ
easat-8683	299	14	g.-z	g.-z	PROPN
easat-8683	299	15	.	.	PUNCT
easat-8683	300	1	yang	yang	PROPN
easat-8683	300	2	,	,	PUNCT
easat-8683	300	3	"	"	PUNCT
easat-8683	300	4	a	a	DET
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easat-8683	300	7	approach	approach	NOUN
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easat-8683	300	10	-	-	PUNCT
easat-8683	300	11	node	node	ADJ
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easat-8683	300	13	data	data	NOUN
easat-8683	300	14	analytics	analytic	NOUN
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easat-8683	300	17	or	or	CCONJ
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easat-8683	300	20	,	,	PUNCT
easat-8683	300	21	"	"	PUNCT
easat-8683	300	22	ieee	ieee	NOUN
easat-8683	300	23	j.	j.	PROPN
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easat-8683	300	25	.	.	PUNCT
easat-8683	301	1	health	health	NOUN
easat-8683	301	2	inform	inform	NOUN
easat-8683	301	3	,	,	PUNCT
easat-8683	301	4	vol	vol	NOUN
easat-8683	301	5	.	.	PROPN
easat-8683	301	6	21	21	NUM
easat-8683	301	7	,	,	PUNCT
easat-8683	301	8	no	no	INTJ
easat-8683	301	9	.	.	NOUN
easat-8683	301	10	1	1	NUM
easat-8683	301	11	,	,	PUNCT
easat-8683	301	12	pp	pp	ADJ
easat-8683	301	13	.	.	PUNCT
easat-8683	302	1	56	56	NUM
easat-8683	302	2	-	-	SYM
easat-8683	302	3	64	64	NUM
easat-8683	302	4	,	,	PUNCT
easat-8683	302	5	2017	2017	NUM
easat-8683	302	6	.	.	PUNCT
easat-8683	303	1	[	[	X
easat-8683	303	2	8	8	NUM
easat-8683	303	3	]	]	X
easat-8683	303	4	y.	y.	PROPN
easat-8683	303	5	chen	chen	PROPN
easat-8683	303	6	,	,	PUNCT
easat-8683	303	7	z.	z.	PROPN
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easat-8683	303	9	,	,	PUNCT
easat-8683	303	10	and	and	CCONJ
easat-8683	303	11	z.	z.	PROPN
easat-8683	303	12	xing	xing	PROPN
easat-8683	303	13	,	,	PUNCT
easat-8683	303	14	"	"	PUNCT
easat-8683	303	15	dl	dl	NOUN
easat-8683	303	16	-	-	PUNCT
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easat-8683	303	21	data	datum	NOUN
easat-8683	303	22	,	,	PUNCT
easat-8683	303	23	"	"	PUNCT
easat-8683	303	24	ieee	ieee	NOUN
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easat-8683	303	29	in	in	ADP
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easat-8683	303	36	.	.	PROPN
easat-8683	304	1	7	7	NUM
easat-8683	304	2	,	,	PUNCT
easat-8683	304	3	no	no	INTJ
easat-8683	304	4	.	.	NOUN
easat-8683	304	5	6	6	NUM
easat-8683	304	6	,	,	PUNCT
easat-8683	304	7	pp	pp	ADJ
easat-8683	304	8	.	.	PUNCT
easat-8683	305	1	2094	2094	NUM
easat-8683	305	2	-	-	SYM
easat-8683	305	3	2107	2107	NUM
easat-8683	305	4	,	,	PUNCT
easat-8683	305	5	2017	2017	NUM
easat-8683	305	6	.	.	PUNCT
easat-8683	306	1	[	[	X
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easat-8683	306	3	]	]	PUNCT
easat-8683	306	4	t.	t.	PROPN
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easat-8683	306	7	j.	j.	PROPN
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easat-8683	306	9	,	,	PUNCT
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easat-8683	306	11	an	an	DET
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easat-8683	306	16	for	for	ADP
easat-8683	306	17	the	the	DET
easat-8683	306	18	physical	physical	ADJ
easat-8683	306	19	layer	layer	NOUN
easat-8683	306	20	,	,	PUNCT
easat-8683	306	21	"	"	PUNCT
easat-8683	306	22	ieee	ieee	NOUN
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easat-8683	306	25	cognitive	cognitive	ADJ
easat-8683	306	26	communications	communication	NOUN
easat-8683	306	27	and	and	CCONJ
easat-8683	306	28	networking	networking	NOUN
easat-8683	306	29	,	,	PUNCT
easat-8683	306	30	vol	vol	NOUN
easat-8683	306	31	.	.	PROPN
easat-8683	307	1	3	3	NUM
easat-8683	307	2	,	,	PUNCT
easat-8683	307	3	no	no	INTJ
easat-8683	307	4	.	.	NOUN
easat-8683	307	5	4	4	NUM
easat-8683	307	6	,	,	PUNCT
easat-8683	307	7	pp	pp	ADJ
easat-8683	307	8	.	.	PUNCT
easat-8683	308	1	563	563	NUM
easat-8683	308	2	-	-	SYM
easat-8683	308	3	575	575	NUM
easat-8683	308	4	,	,	PUNCT
easat-8683	308	5	2017	2017	NUM
easat-8683	308	6	.	.	PUNCT
easat-8683	309	1	[	[	X
easat-8683	309	2	10	10	NUM
easat-8683	309	3	]	]	PUNCT
easat-8683	309	4	m.	m.	NOUN
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easat-8683	309	6	and	and	CCONJ
easat-8683	309	7	s.	s.	PROPN
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easat-8683	309	9	,	,	PUNCT
easat-8683	309	10	"	"	PUNCT
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easat-8683	309	13	of	of	ADP
easat-8683	309	14	principal	principal	ADJ
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easat-8683	309	26	in	in	ADP
easat-8683	309	27	china	china	PROPN
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easat-8683	310	1	[	[	X
easat-8683	310	2	j	j	X
easat-8683	310	3	]	]	X
easat-8683	310	4	,	,	PUNCT
easat-8683	310	5	"	"	PUNCT
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easat-8683	310	8	bjing	bjing	PROPN
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easat-8683	310	10	of	of	ADP
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easat-8683	310	12	technology	technology	NOUN
easat-8683	310	13	(	(	PUNCT
easat-8683	310	14	natural	natural	ADJ
easat-8683	310	15	ence	ence	NOUN
easat-8683	310	16	edition	edition	NOUN
easat-8683	310	17	)	)	PUNCT
easat-8683	310	18	,	,	PUNCT
easat-8683	310	19	vol	vol	NOUN
easat-8683	310	20	.	.	PROPN
easat-8683	310	21	37	37	NUM
easat-8683	310	22	,	,	PUNCT
easat-8683	310	23	no	no	INTJ
easat-8683	310	24	.	.	NOUN
easat-8683	310	25	4	4	NUM
easat-8683	310	26	,	,	PUNCT
easat-8683	310	27	pp	pp	ADJ
easat-8683	310	28	.	.	PUNCT
easat-8683	311	1	61	61	NUM
easat-8683	311	2	-	-	SYM
easat-8683	311	3	67	67	NUM
easat-8683	311	4	,	,	PUNCT
easat-8683	311	5	2017	2017	NUM
easat-8683	311	6	.	.	PUNCT
easat-8683	312	1	[	[	X
easat-8683	312	2	11	11	NUM
easat-8683	312	3	]	]	PUNCT
easat-8683	312	4	j.	j.	PROPN
easat-8683	312	5	han	han	PROPN
easat-8683	312	6	,	,	PUNCT
easat-8683	312	7	a.	a.	NOUN
easat-8683	312	8	sun	sun	PROPN
easat-8683	312	9	,	,	PUNCT
easat-8683	312	10	g.	g.	PROPN
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easat-8683	312	12	,	,	PUNCT
easat-8683	312	13	w.	w.	PROPN
easat-8683	312	14	x.	x.	PROPN
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easat-8683	312	17	z.	z.	PROPN
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easat-8683	312	21	m.	m.	PROPN
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easat-8683	312	23	phan	phan	PROPN
easat-8683	312	24	,	,	PUNCT
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easat-8683	312	26	linking	link	VERB
easat-8683	312	27	fine	fine	ADV
easat-8683	312	28	-	-	PUNCT
easat-8683	312	29	grained	grain	VERB
easat-8683	312	30	locations	location	NOUN
easat-8683	312	31	in	in	ADP
easat-8683	312	32	user	user	NOUN
easat-8683	312	33	comments	comment	NOUN
easat-8683	312	34	,	,	PUNCT
easat-8683	312	35	"	"	PUNCT
easat-8683	312	36	ieee	ieee	NOUN
easat-8683	312	37	transactions	transaction	NOUN
easat-8683	312	38	on	on	ADP
easat-8683	312	39	knowledge	knowledge	NOUN
easat-8683	312	40	and	and	CCONJ
easat-8683	312	41	data	datum	NOUN
easat-8683	312	42	engineering	engineering	NOUN
easat-8683	312	43	,	,	PUNCT
easat-8683	312	44	vol	vol	NOUN
easat-8683	312	45	.	.	PROPN
easat-8683	312	46	30	30	NUM
easat-8683	312	47	,	,	PUNCT
easat-8683	312	48	no	no	INTJ
easat-8683	312	49	.	.	NOUN
easat-8683	312	50	1	1	NUM
easat-8683	312	51	,	,	PUNCT
easat-8683	312	52	pp	pp	ADJ
easat-8683	312	53	.	.	PUNCT
easat-8683	313	1	59	59	NUM
easat-8683	313	2	-	-	SYM
easat-8683	313	3	72	72	NUM
easat-8683	313	4	,	,	PUNCT
easat-8683	313	5	2017	2017	NUM
easat-8683	313	6	.	.	PUNCT
easat-8683	314	1	[	[	X
easat-8683	314	2	12	12	NUM
easat-8683	314	3	]	]	X
easat-8683	314	4	i.	i.	PROPN
easat-8683	314	5	b.	b.	PROPN
easat-8683	314	6	robu	robu	PROPN
easat-8683	314	7	,	,	PUNCT
easat-8683	314	8	c.	c.	PROPN
easat-8683	314	9	istrate	istrate	PROPN
easat-8683	314	10	,	,	PUNCT
easat-8683	314	11	and	and	CCONJ
easat-8683	314	12	m.	m.	NOUN
easat-8683	314	13	carp	carp	NOUN
easat-8683	314	14	,	,	PUNCT
easat-8683	314	15	"	"	PUNCT
easat-8683	314	16	the	the	DET
easat-8683	314	17	value	value	NOUN
easat-8683	314	18	relevance	relevance	NOUN
easat-8683	314	19	of	of	ADP
easat-8683	314	20	financial	financial	ADJ
easat-8683	314	21	information	information	NOUN
easat-8683	314	22	under	under	ADP
easat-8683	314	23	the	the	DET
easat-8683	314	24	influence	influence	NOUN
easat-8683	314	25	of	of	ADP
easat-8683	314	26	country	country	NOUN
easat-8683	314	27	crisiss	crisiss	VERB
easat-8683	314	28	the	the	DET
easat-8683	314	29	case	case	NOUN
easat-8683	314	30	of	of	ADP
easat-8683	314	31	the	the	DET
easat-8683	314	32	indian	indian	ADJ
easat-8683	314	33	listed	list	VERB
easat-8683	314	34	companies	company	NOUN
easat-8683	314	35	,	,	PUNCT
easat-8683	314	36	"	"	PUNCT
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easat-8683	314	38	of	of	ADP
easat-8683	314	39	economic	economic	ADJ
easat-8683	314	40	and	and	CCONJ
easat-8683	314	41	business	business	NOUN
easat-8683	314	42	studies	study	NOUN
easat-8683	314	43	,	,	PUNCT
easat-8683	314	44	vol	vol	NOUN
easat-8683	314	45	.	.	PROPN
easat-8683	315	1	9	9	NUM
easat-8683	315	2	,	,	PUNCT
easat-8683	315	3	no	no	INTJ
easat-8683	315	4	.	.	NOUN
easat-8683	315	5	2	2	NUM
easat-8683	315	6	,	,	PUNCT
easat-8683	315	7	pp	pp	ADJ
easat-8683	315	8	.	.	PUNCT
easat-8683	316	1	77	77	NUM
easat-8683	316	2	-	-	SYM
easat-8683	316	3	93	93	NUM
easat-8683	316	4	,	,	PUNCT
easat-8683	316	5	2018	2018	NUM
easat-8683	316	6	.	.	PUNCT
easat-8683	317	1	[	[	X
easat-8683	317	2	13	13	NUM
easat-8683	317	3	]	]	PUNCT
easat-8683	317	4	l.	l.	PROPN
easat-8683	317	5	he	he	PRON
easat-8683	317	6	,	,	PUNCT
easat-8683	317	7	k.	k.	PROPN
easat-8683	317	8	ota	ota	PROPN
easat-8683	317	9	,	,	PUNCT
easat-8683	317	10	and	and	CCONJ
easat-8683	317	11	m.	m.	NOUN
easat-8683	317	12	dong	dong	PROPN
easat-8683	317	13	,	,	PUNCT
easat-8683	317	14	"	"	PUNCT
easat-8683	317	15	learning	learn	VERB
easat-8683	317	16	iot	iot	NOUN
easat-8683	317	17	in	in	ADP
easat-8683	317	18	edge	edge	NOUN
easat-8683	317	19	:	:	PUNCT
easat-8683	317	20	deep	deep	ADJ
easat-8683	317	21	learning	learning	NOUN
easat-8683	317	22	for	for	ADP
easat-8683	317	23	the	the	DET
easat-8683	317	24	internet	internet	NOUN
easat-8683	317	25	of	of	ADP
easat-8683	317	26	things	thing	NOUN
easat-8683	317	27	with	with	ADP
easat-8683	317	28	edge	edge	NOUN
easat-8683	317	29	computing	computing	NOUN
easat-8683	317	30	,	,	PUNCT
easat-8683	317	31	"	"	PUNCT
easat-8683	317	32	ieee	ieee	NOUN
easat-8683	317	33	network	network	NOUN
easat-8683	317	34	,	,	PUNCT
easat-8683	317	35	vol	vol	NOUN
easat-8683	317	36	.	.	PROPN
easat-8683	317	37	32	32	NUM
easat-8683	317	38	,	,	PUNCT
easat-8683	317	39	no	no	INTJ
easat-8683	317	40	.	.	NOUN
easat-8683	317	41	1	1	NUM
easat-8683	317	42	,	,	PUNCT
easat-8683	317	43	pp	pp	ADJ
easat-8683	317	44	.	.	PUNCT
easat-8683	318	1	96	96	NUM
easat-8683	318	2	-	-	SYM
easat-8683	318	3	101	101	NUM
easat-8683	318	4	,	,	PUNCT
easat-8683	318	5	2018	2018	NUM
easat-8683	318	6	.	.	PUNCT
easat-8683	319	1	[	[	X
easat-8683	319	2	14	14	NUM
easat-8683	319	3	]	]	PUNCT
easat-8683	319	4	a.	a.	NOUN
easat-8683	319	5	a.	a.	PROPN
easat-8683	319	6	diro	diro	PROPN
easat-8683	319	7	and	and	CCONJ
easat-8683	319	8	n.	n.	PROPN
easat-8683	319	9	chilamkurti	chilamkurti	PROPN
easat-8683	319	10	,	,	PUNCT
easat-8683	319	11	"	"	PUNCT
easat-8683	319	12	distributed	distribute	VERB
easat-8683	319	13	attack	attack	NOUN
easat-8683	319	14	detection	detection	NOUN
easat-8683	319	15	scheme	scheme	NOUN
easat-8683	319	16	using	use	VERB
easat-8683	319	17	deep	deep	ADJ
easat-8683	319	18	learning	learning	NOUN
easat-8683	319	19	approach	approach	NOUN
easat-8683	319	20	for	for	ADP
easat-8683	319	21	internet	internet	NOUN
easat-8683	319	22	of	of	ADP
easat-8683	319	23	things	thing	NOUN
easat-8683	319	24	,	,	PUNCT
easat-8683	319	25	"	"	PUNCT
easat-8683	319	26	future	future	ADJ
easat-8683	319	27	generation	generation	NOUN
easat-8683	319	28	computer	computer	NOUN
easat-8683	319	29	systems	system	NOUN
easat-8683	319	30	,	,	PUNCT
easat-8683	319	31	vol	vol	NOUN
easat-8683	319	32	.	.	PROPN
easat-8683	319	33	82	82	NUM
easat-8683	319	34	,	,	PUNCT
easat-8683	319	35	no	no	INTJ
easat-8683	319	36	.	.	NOUN
easat-8683	319	37	2	2	NUM
easat-8683	319	38	,	,	PUNCT
easat-8683	319	39	pp	pp	ADJ
easat-8683	319	40	.	.	PUNCT
easat-8683	320	1	761	761	NUM
easat-8683	320	2	-	-	SYM
easat-8683	320	3	768	768	NUM
easat-8683	320	4	,	,	PUNCT
easat-8683	320	5	2018	2018	NUM
easat-8683	320	6	.	.	PUNCT
easat-8683	321	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8683	321	2	609	609	NUM
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easat-8683	321	4	applied	apply	VERB
easat-8683	321	5	science	science	NOUN
easat-8683	321	6	and	and	CCONJ
easat-8683	321	7	technology	technology	NOUN
easat-8683	321	8	issn	issn	PROPN
easat-8683	321	9	:	:	PUNCT
easat-8683	321	10	2576	2576	NUM
easat-8683	321	11	-	-	SYM
easat-8683	321	12	8484	8484	NUM
easat-8683	321	13	vol	vol	NOUN
easat-8683	321	14	.	.	PROPN
easat-8683	322	1	9	9	NUM
easat-8683	322	2	,	,	PUNCT
easat-8683	322	3	no	no	INTJ
easat-8683	322	4	.	.	NOUN
easat-8683	323	1	7	7	NUM
easat-8683	323	2	:	:	SYM
easat-8683	323	3	595	595	NUM
easat-8683	323	4	-	-	SYM
easat-8683	323	5	609	609	NUM
easat-8683	323	6	,	,	PUNCT
easat-8683	323	7	2025	2025	NUM
easat-8683	323	8	doi	doi	NOUN
easat-8683	323	9	:	:	PUNCT
easat-8683	323	10	10.55214/25768484.v9i7.8683	10.55214/25768484.v9i7.8683	NUM
easat-8683	323	11	©	©	NOUN
easat-8683	323	12	2025	2025	NUM
easat-8683	323	13	by	by	ADP
easat-8683	323	14	the	the	DET
easat-8683	323	15	author	author	NOUN
easat-8683	323	16	;	;	PUNCT
easat-8683	323	17	licensee	licensee	PROPN
easat-8683	323	18	learning	learning	NOUN
easat-8683	323	19	gate	gate	NOUN
easat-8683	324	1	[	[	X
easat-8683	324	2	15	15	NUM
easat-8683	324	3	]	]	X
easat-8683	324	4	o.	o.	NOUN
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easat-8683	324	6	and	and	CCONJ
easat-8683	324	7	g.	g.	PROPN
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easat-8683	324	9	,	,	PUNCT
easat-8683	324	10	"	"	PUNCT
easat-8683	324	11	internet	internet	NOUN
easat-8683	324	12	of	of	ADP
easat-8683	324	13	things	thing	NOUN
easat-8683	324	14	-	-	PUNCT
easat-8683	324	15	enabled	enable	VERB
easat-8683	324	16	sustainability	sustainability	NOUN
easat-8683	324	17	,	,	PUNCT
easat-8683	324	18	industrial	industrial	ADJ
easat-8683	324	19	big	big	ADJ
easat-8683	324	20	data	datum	NOUN
easat-8683	324	21	analytics	analytic	NOUN
easat-8683	324	22	,	,	PUNCT
easat-8683	324	23	and	and	CCONJ
easat-8683	324	24	deep	deep	ADJ
easat-8683	324	25	learning	learning	NOUN
easat-8683	324	26	-	-	PUNCT
easat-8683	324	27	assisted	assist	VERB
easat-8683	324	28	smart	smart	ADJ
easat-8683	324	29	process	process	NOUN
easat-8683	324	30	planning	planning	NOUN
easat-8683	324	31	in	in	ADP
easat-8683	324	32	cyber	cyber	ADJ
easat-8683	324	33	-	-	PUNCT
easat-8683	324	34	physical	physical	ADJ
easat-8683	324	35	manufacturing	manufacturing	NOUN
easat-8683	324	36	systems	system	NOUN
easat-8683	324	37	,	,	PUNCT
easat-8683	324	38	"	"	PUNCT
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easat-8683	324	40	,	,	PUNCT
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easat-8683	324	42	and	and	CCONJ
easat-8683	324	43	financial	financial	ADJ
easat-8683	324	44	markets	market	NOUN
easat-8683	324	45	,	,	PUNCT
easat-8683	324	46	vol	vol	NOUN
easat-8683	324	47	.	.	PROPN
easat-8683	324	48	15	15	NUM
easat-8683	324	49	,	,	PUNCT
easat-8683	324	50	no	no	INTJ
easat-8683	324	51	.	.	NOUN
easat-8683	324	52	4	4	NUM
easat-8683	324	53	,	,	PUNCT
easat-8683	324	54	pp	pp	ADJ
easat-8683	324	55	.	.	PUNCT
easat-8683	324	56	49	49	NUM
easat-8683	324	57	-	-	SYM
easat-8683	324	58	58	58	NUM
easat-8683	324	59	,	,	PUNCT
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easat-8683	324	61	.	.	PUNCT
easat-8683	325	1	[	[	X
easat-8683	325	2	16	16	NUM
easat-8683	325	3	]	]	X
easat-8683	325	4	l.	l.	PROPN
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easat-8683	325	13	deep	deep	ADJ
easat-8683	325	14	learning	learning	NOUN
easat-8683	325	15	and	and	CCONJ
easat-8683	325	16	computer	computer	NOUN
easat-8683	325	17	vision	vision	NOUN
easat-8683	325	18	-	-	PUNCT
easat-8683	325	19	based	base	VERB
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easat-8683	325	22	things	thing	NOUN
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easat-8683	325	27	in	in	ADP
easat-8683	325	28	a	a	DET
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easat-8683	325	32	"	"	PUNCT
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easat-8683	325	37	,	,	PUNCT
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easat-8683	325	41	,	,	PUNCT
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easat-8683	325	43	.	.	NOUN
easat-8683	326	1	6	6	NUM
easat-8683	326	2	,	,	PUNCT
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easat-8683	326	4	.	.	PUNCT
easat-8683	327	1	80	80	NUM
easat-8683	327	2	-	-	SYM
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easat-8683	327	4	,	,	PUNCT
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easat-8683	327	6	.	.	PUNCT
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easat-8683	328	2	17	17	NUM
easat-8683	328	3	]	]	X
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easat-8683	328	23	dl	dl	PROPN
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easat-8683	328	28	,	,	PUNCT
easat-8683	328	29	vol	vol	NOUN
easat-8683	328	30	.	.	PROPN
easat-8683	329	1	38	38	NUM
easat-8683	329	2	,	,	PUNCT
easat-8683	329	3	no	no	INTJ
easat-8683	329	4	.	.	NOUN
easat-8683	329	5	1	1	NUM
easat-8683	329	6	,	,	PUNCT
easat-8683	329	7	pp	pp	ADJ
easat-8683	329	8	.	.	PUNCT
easat-8683	330	1	53	53	NUM
easat-8683	330	2	-	-	SYM
easat-8683	330	3	56	56	NUM
easat-8683	330	4	,	,	PUNCT
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easat-8683	330	6	.	.	PUNCT
easat-8683	331	1	[	[	X
easat-8683	331	2	18	18	NUM
easat-8683	331	3	]	]	PUNCT
easat-8683	331	4	t.	t.	PROPN
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easat-8683	331	7	j.	j.	PROPN
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easat-8683	331	11	"	"	PUNCT
easat-8683	331	12	analyzing	analyze	VERB
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easat-8683	331	14	learning	learning	NOUN
easat-8683	331	15	for	for	ADP
easat-8683	331	16	time	time	NOUN
easat-8683	331	17	-	-	PUNCT
easat-8683	331	18	series	series	NOUN
easat-8683	331	19	data	datum	NOUN
easat-8683	331	20	through	through	ADP
easat-8683	331	21	adversarial	adversarial	ADJ
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easat-8683	331	25	and	and	CCONJ
easat-8683	331	26	iot	iot	NOUN
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easat-8683	331	28	,	,	PUNCT
easat-8683	331	29	"	"	PUNCT
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easat-8683	331	33	computer	computer	NOUN
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easat-8683	331	40	and	and	CCONJ
easat-8683	331	41	systems	system	NOUN
easat-8683	331	42	,	,	PUNCT
easat-8683	331	43	vol	vol	NOUN
easat-8683	331	44	.	.	PROPN
easat-8683	331	45	39	39	NUM
easat-8683	331	46	,	,	PUNCT
easat-8683	331	47	no	no	INTJ
easat-8683	331	48	.	.	NOUN
easat-8683	331	49	11	11	NUM
easat-8683	331	50	,	,	PUNCT
easat-8683	331	51	pp	pp	ADJ
easat-8683	331	52	.	.	PUNCT
easat-8683	331	53	3190	3190	NUM
easat-8683	331	54	-	-	SYM
easat-8683	331	55	3201	3201	NUM
easat-8683	331	56	,	,	PUNCT
easat-8683	331	57	2020	2020	NUM
easat-8683	331	58	.	.	PUNCT
easat-8683	332	1	[	[	X
easat-8683	332	2	19	19	NUM
easat-8683	332	3	]	]	X
easat-8683	332	4	y.	y.	PROPN
easat-8683	332	5	lee	lee	PROPN
easat-8683	332	6	and	and	CCONJ
easat-8683	332	7	d.	d.	PROPN
easat-8683	332	8	park	park	PROPN
easat-8683	332	9	,	,	PUNCT
easat-8683	332	10	"	"	PUNCT
easat-8683	332	11	design	design	NOUN
easat-8683	332	12	of	of	ADP
easat-8683	332	13	internet	internet	NOUN
easat-8683	332	14	of	of	ADP
easat-8683	332	15	things	thing	NOUN
easat-8683	332	16	business	business	NOUN
easat-8683	332	17	model	model	NOUN
easat-8683	332	18	with	with	ADP
easat-8683	332	19	deep	deep	ADJ
easat-8683	332	20	learning	learn	VERB
easat-8683	332	21	artificial	artificial	ADJ
easat-8683	332	22	intelligence	intelligence	NOUN
easat-8683	332	23	,	,	PUNCT
easat-8683	332	24	"	"	PUNCT
easat-8683	332	25	international	international	ADJ
easat-8683	332	26	journal	journal	NOUN
easat-8683	332	27	of	of	ADP
easat-8683	332	28	grid	grid	NOUN
easat-8683	332	29	and	and	CCONJ
easat-8683	332	30	distributed	distributed	ADJ
easat-8683	332	31	computing	computing	NOUN
easat-8683	332	32	,	,	PUNCT
easat-8683	332	33	vol	vol	NOUN
easat-8683	332	34	.	.	PROPN
easat-8683	332	35	11	11	NUM
easat-8683	332	36	,	,	PUNCT
easat-8683	332	37	no	no	INTJ
easat-8683	332	38	.	.	NOUN
easat-8683	332	39	7	7	NUM
easat-8683	332	40	,	,	PUNCT
easat-8683	332	41	pp	pp	ADJ
easat-8683	332	42	.	.	PUNCT
easat-8683	333	1	11	11	NUM
easat-8683	333	2	-	-	SYM
easat-8683	333	3	22	22	NUM
easat-8683	333	4	,	,	PUNCT
easat-8683	333	5	2018	2018	NUM
easat-8683	333	6	.	.	PUNCT
easat-8683	334	1	[	[	X
easat-8683	334	2	20	20	NUM
easat-8683	334	3	]	]	PUNCT
easat-8683	334	4	s.	s.	PROPN
easat-8683	334	5	liu	liu	PROPN
easat-8683	334	6	,	,	PUNCT
easat-8683	334	7	p.	p.	PROPN
easat-8683	334	8	liu	liu	PROPN
easat-8683	334	9	,	,	PUNCT
easat-8683	334	10	and	and	CCONJ
easat-8683	334	11	h.	h.	PROPN
easat-8683	334	12	wang	wang	PROPN
easat-8683	334	13	,	,	PUNCT
easat-8683	334	14	"	"	PUNCT
easat-8683	334	15	financial	financial	ADJ
easat-8683	334	16	and	and	CCONJ
easat-8683	334	17	economic	economic	ADJ
easat-8683	334	18	risk	risk	NOUN
easat-8683	334	19	prevention	prevention	NOUN
easat-8683	334	20	and	and	CCONJ
easat-8683	334	21	countermeasures	countermeasure	NOUN
easat-8683	334	22	based	base	VERB
easat-8683	334	23	on	on	ADP
easat-8683	334	24	big	big	ADJ
easat-8683	334	25	data	datum	NOUN
easat-8683	334	26	and	and	CCONJ
easat-8683	334	27	internet	internet	NOUN
easat-8683	334	28	of	of	ADP
easat-8683	334	29	things	thing	NOUN
easat-8683	334	30	,	,	PUNCT
easat-8683	334	31	"	"	PUNCT
easat-8683	334	32	journal	journal	NOUN
easat-8683	334	33	of	of	ADP
easat-8683	334	34	information	information	NOUN
easat-8683	334	35	processing	processing	NOUN
easat-8683	334	36	systems	system	NOUN
easat-8683	334	37	,	,	PUNCT
easat-8683	334	38	vol	vol	NOUN
easat-8683	334	39	.	.	PROPN
easat-8683	334	40	20	20	NUM
easat-8683	334	41	,	,	PUNCT
easat-8683	334	42	no	no	INTJ
easat-8683	334	43	.	.	NOUN
easat-8683	334	44	3	3	NUM
easat-8683	334	45	,	,	PUNCT
easat-8683	334	46	pp	pp	ADJ
easat-8683	334	47	.	.	PUNCT
easat-8683	335	1	391	391	NUM
easat-8683	335	2	-	-	SYM
easat-8683	335	3	398	398	NUM
easat-8683	335	4	,	,	PUNCT
easat-8683	335	5	2024	2024	NUM
easat-8683	335	6	.	.	PUNCT
easat-8683	336	1	[	[	X
easat-8683	336	2	21	21	NUM
easat-8683	336	3	]	]	PUNCT
easat-8683	336	4	x.	x.	PROPN
easat-8683	336	5	hua	hua	PROPN
easat-8683	336	6	and	and	CCONJ
easat-8683	336	7	h.	h.	PROPN
easat-8683	336	8	zhang	zhang	PROPN
easat-8683	336	9	,	,	PUNCT
easat-8683	336	10	"	"	PUNCT
easat-8683	336	11	international	international	ADJ
easat-8683	336	12	trade	trade	NOUN
easat-8683	336	13	privacy	privacy	NOUN
easat-8683	336	14	data	data	PROPN
easat-8683	336	15	management	management	NOUN
easat-8683	336	16	system	system	NOUN
easat-8683	336	17	combining	combine	VERB
easat-8683	336	18	internet	internet	NOUN
easat-8683	336	19	of	of	ADP
easat-8683	336	20	things	thing	NOUN
easat-8683	336	21	blockchain	blockchain	NOUN
easat-8683	336	22	,	,	PUNCT
easat-8683	336	23	"	"	PUNCT
easat-8683	336	24	intelligent	intelligent	ADJ
easat-8683	336	25	decision	decision	NOUN
easat-8683	336	26	technologies	technology	NOUN
easat-8683	336	27	,	,	PUNCT
easat-8683	336	28	vol	vol	NOUN
easat-8683	336	29	.	.	PROPN
easat-8683	336	30	18	18	NUM
easat-8683	336	31	,	,	PUNCT
easat-8683	336	32	no	no	INTJ
easat-8683	336	33	.	.	NOUN
easat-8683	336	34	1	1	NUM
easat-8683	336	35	,	,	PUNCT
easat-8683	336	36	pp	pp	ADJ
easat-8683	336	37	.	.	PUNCT
easat-8683	337	1	211	211	NUM
easat-8683	337	2	-	-	SYM
easat-8683	337	3	222	222	NUM
easat-8683	337	4	,	,	PUNCT
easat-8683	337	5	2024	2024	NUM
easat-8683	337	6	.	.	PUNCT