id	sid	tid	token	lemma	pos
cana-5834	1	1	communications	communication	NOUN
cana-5834	1	2	on	on	ADP
cana-5834	1	3	applied	apply	VERB
cana-5834	1	4	nonlinear	nonlinear	ADJ
cana-5834	1	5	analysis	analysis	NOUN
cana-5834	1	6	issn	issn	NOUN
cana-5834	1	7	:	:	PUNCT
cana-5834	1	8	1074	1074	NUM
cana-5834	1	9	-	-	PUNCT
cana-5834	1	10	133x	133x	NUM
cana-5834	1	11	vol	vol	VERB
cana-5834	1	12	32	32	NUM
cana-5834	1	13	no	no	NOUN
cana-5834	1	14	.	.	PUNCT
cana-5834	2	1	10s	10	NOUN
cana-5834	2	2	(	(	PUNCT
cana-5834	2	3	2025	2025	NUM
cana-5834	2	4	)	)	PUNCT
cana-5834	2	5	2965	2965	NUM
cana-5834	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	2	7	optimized	optimize	VERB
cana-5834	2	8	human	human	ADJ
cana-5834	2	9	activity	activity	NOUN
cana-5834	2	10	recognition	recognition	NOUN
cana-5834	2	11	using	use	VERB
cana-5834	2	12	anova	anova	PROPN
cana-5834	2	13	-	-	PUNCT
cana-5834	2	14	driven	drive	VERB
cana-5834	2	15	catboost	catboost	NOUN
cana-5834	2	16	modeling	model	VERB
cana-5834	2	17	1	1	NUM
cana-5834	2	18	s.	s.	PROPN
cana-5834	2	19	jagadeesh	jagadeesh	PROPN
cana-5834	2	20	sumanth	sumanth	PROPN
cana-5834	2	21	,	,	PUNCT
cana-5834	2	22	2	2	NUM
cana-5834	2	23	dr	dr	PROPN
cana-5834	2	24	naresh	naresh	PROPN
cana-5834	2	25	k,3	k,3	PROPN
cana-5834	2	26	dr	dr	PROPN
cana-5834	2	27	a	a	DET
cana-5834	2	28	sureshrao	sureshrao	NOUN
cana-5834	2	29	1pg	1pg	ADJ
cana-5834	2	30	student	student	NOUN
cana-5834	2	31	,	,	PUNCT
cana-5834	2	32	department	department	NOUN
cana-5834	2	33	of	of	ADP
cana-5834	2	34	computer	computer	NOUN
cana-5834	2	35	science	science	NOUN
cana-5834	2	36	and	and	CCONJ
cana-5834	2	37	engineering	engineering	NOUN
cana-5834	2	38	,	,	PUNCT
cana-5834	2	39	tkr	tkr	PROPN
cana-5834	2	40	college	college	NOUN
cana-5834	2	41	of	of	ADP
cana-5834	2	42	engineering	engineering	NOUN
cana-5834	2	43	and	and	CCONJ
cana-5834	2	44	technology	technology	NOUN
cana-5834	2	45	,	,	PUNCT
cana-5834	2	46	hyderabad	hyderabad	PROPN
cana-5834	2	47	,	,	PUNCT
cana-5834	2	48	telangana	telangana	PROPN
cana-5834	2	49	,	,	PUNCT
cana-5834	2	50	india	india	PROPN
cana-5834	2	51	500097	500097	NUM
cana-5834	2	52	.	.	PUNCT
cana-5834	3	1	email	email	NOUN
cana-5834	3	2	:	:	PUNCT
cana-5834	3	3	jagadeeshsumanth99@gmail.com	jagadeeshsumanth99@gmail.com	X
cana-5834	3	4	2	2	NUM
cana-5834	3	5	assistant	assistant	NOUN
cana-5834	3	6	professor	professor	NOUN
cana-5834	3	7	,	,	PUNCT
cana-5834	3	8	department	department	NOUN
cana-5834	3	9	of	of	ADP
cana-5834	3	10	computer	computer	NOUN
cana-5834	3	11	science	science	NOUN
cana-5834	3	12	and	and	CCONJ
cana-5834	3	13	engineering	engineering	NOUN
cana-5834	3	14	,	,	PUNCT
cana-5834	3	15	tkr	tkr	PROPN
cana-5834	3	16	college	college	NOUN
cana-5834	3	17	of	of	ADP
cana-5834	3	18	engineering	engineering	NOUN
cana-5834	3	19	and	and	CCONJ
cana-5834	3	20	technology	technology	NOUN
cana-5834	3	21	,	,	PUNCT
cana-5834	3	22	hyderabad	hyderabad	PROPN
cana-5834	3	23	,	,	PUNCT
cana-5834	3	24	telangana	telangana	PROPN
cana-5834	3	25	,	,	PUNCT
cana-5834	3	26	india	india	PROPN
cana-5834	3	27	500097	500097	NUM
cana-5834	3	28	.	.	PUNCT
cana-5834	4	1	email	email	NOUN
cana-5834	4	2	:	:	PUNCT
cana-5834	4	3	kuna48@gmail.com	kuna48@gmail.com	PROPN
cana-5834	4	4	3	3	NUM
cana-5834	4	5	professor	professor	NOUN
cana-5834	4	6	and	and	CCONJ
cana-5834	4	7	hod	hod	NOUN
cana-5834	4	8	,	,	PUNCT
cana-5834	4	9	department	department	NOUN
cana-5834	4	10	of	of	ADP
cana-5834	4	11	computer	computer	NOUN
cana-5834	4	12	science	science	NOUN
cana-5834	4	13	and	and	CCONJ
cana-5834	4	14	engineering	engineering	NOUN
cana-5834	4	15	,	,	PUNCT
cana-5834	4	16	tkr	tkr	PROPN
cana-5834	4	17	college	college	NOUN
cana-5834	4	18	of	of	ADP
cana-5834	4	19	engineering	engineering	NOUN
cana-5834	4	20	and	and	CCONJ
cana-5834	4	21	technology	technology	NOUN
cana-5834	4	22	,	,	PUNCT
cana-5834	4	23	hyderabad	hyderabad	PROPN
cana-5834	4	24	,	,	PUNCT
cana-5834	4	25	telangana	telangana	PROPN
cana-5834	4	26	,	,	PUNCT
cana-5834	4	27	india	india	PROPN
cana-5834	4	28	500097	500097	NUM
cana-5834	4	29	.	.	PUNCT
cana-5834	5	1	email	email	NOUN
cana-5834	5	2	:	:	PUNCT
cana-5834	5	3	asr03hyd@gmail.com	asr03hyd@gmail.com	PROPN
cana-5834	5	4	article	article	NOUN
cana-5834	5	5	history	history	NOUN
cana-5834	5	6	:	:	PUNCT
cana-5834	5	7	received	receive	VERB
cana-5834	5	8	:	:	PUNCT
cana-5834	5	9	14	14	NUM
cana-5834	5	10	-	-	SYM
cana-5834	5	11	01	01	NUM
cana-5834	5	12	-	-	PUNCT
cana-5834	5	13	2025	2025	NUM
cana-5834	5	14	revised	revise	VERB
cana-5834	5	15	:	:	PUNCT
cana-5834	5	16	15	15	NUM
cana-5834	5	17	-	-	NUM
cana-5834	5	18	02	02	NUM
cana-5834	5	19	-	-	PUNCT
cana-5834	5	20	2025	2025	NUM
cana-5834	5	21	accepted	accept	VERB
cana-5834	5	22	:	:	PUNCT
cana-5834	5	23	21	21	NUM
cana-5834	5	24	-	-	SYM
cana-5834	5	25	03	03	NUM
cana-5834	5	26	-	-	PUNCT
cana-5834	5	27	2025	2025	NUM
cana-5834	5	28	abstract	abstract	ADJ
cana-5834	5	29	human	human	ADJ
cana-5834	5	30	activity	activity	NOUN
cana-5834	5	31	recognition	recognition	NOUN
cana-5834	5	32	(	(	PUNCT
cana-5834	5	33	har	har	NOUN
cana-5834	5	34	)	)	PUNCT
cana-5834	5	35	has	have	AUX
cana-5834	5	36	become	become	VERB
cana-5834	5	37	a	a	DET
cana-5834	5	38	pivotal	pivotal	ADJ
cana-5834	5	39	area	area	NOUN
cana-5834	5	40	in	in	ADP
cana-5834	5	41	domains	domain	NOUN
cana-5834	5	42	such	such	ADJ
cana-5834	5	43	as	as	ADP
cana-5834	5	44	healthcare	healthcare	NOUN
cana-5834	5	45	,	,	PUNCT
cana-5834	5	46	sports	sport	NOUN
cana-5834	5	47	,	,	PUNCT
cana-5834	5	48	and	and	CCONJ
cana-5834	5	49	human	human	ADJ
cana-5834	5	50	-	-	PUNCT
cana-5834	5	51	computer	computer	NOUN
cana-5834	5	52	interaction	interaction	NOUN
cana-5834	5	53	,	,	PUNCT
cana-5834	5	54	requiring	require	VERB
cana-5834	5	55	advanced	advanced	ADJ
cana-5834	5	56	models	model	NOUN
cana-5834	5	57	capable	capable	ADJ
cana-5834	5	58	of	of	ADP
cana-5834	5	59	processing	process	VERB
cana-5834	5	60	intricate	intricate	ADJ
cana-5834	5	61	datasets	dataset	NOUN
cana-5834	5	62	.	.	PUNCT
cana-5834	6	1	this	this	DET
cana-5834	6	2	study	study	NOUN
cana-5834	6	3	introduces	introduce	VERB
cana-5834	6	4	an	an	DET
cana-5834	6	5	innovative	innovative	ADJ
cana-5834	6	6	framework	framework	NOUN
cana-5834	6	7	that	that	PRON
cana-5834	6	8	integrates	integrate	VERB
cana-5834	6	9	catboost	catboost	NOUN
cana-5834	6	10	,	,	PUNCT
cana-5834	6	11	a	a	DET
cana-5834	6	12	gradient	gradient	NOUN
cana-5834	6	13	-	-	PUNCT
cana-5834	6	14	boosting	boost	VERB
cana-5834	6	15	decision	decision	NOUN
cana-5834	6	16	tree	tree	NOUN
cana-5834	6	17	algorithm	algorithm	NOUN
cana-5834	6	18	,	,	PUNCT
cana-5834	6	19	with	with	ADP
cana-5834	6	20	anova	anova	PROPN
cana-5834	6	21	-	-	PUNCT
cana-5834	6	22	based	base	VERB
cana-5834	6	23	feature	feature	NOUN
cana-5834	6	24	selection	selection	NOUN
cana-5834	6	25	to	to	PART
cana-5834	6	26	enhance	enhance	VERB
cana-5834	6	27	both	both	PRON
cana-5834	6	28	accuracy	accuracy	NOUN
cana-5834	6	29	and	and	CCONJ
cana-5834	6	30	computational	computational	ADJ
cana-5834	6	31	efficiency	efficiency	NOUN
cana-5834	6	32	in	in	ADP
cana-5834	6	33	har	har	NOUN
cana-5834	6	34	systems	system	NOUN
cana-5834	6	35	.	.	PUNCT
cana-5834	7	1	catboost	catboost	PROPN
cana-5834	7	2	's	's	PART
cana-5834	7	3	distinctive	distinctive	ADJ
cana-5834	7	4	ability	ability	NOUN
cana-5834	7	5	to	to	PART
cana-5834	7	6	manage	manage	VERB
cana-5834	7	7	categorical	categorical	ADJ
cana-5834	7	8	features	feature	NOUN
cana-5834	7	9	and	and	CCONJ
cana-5834	7	10	mitigate	mitigate	VERB
cana-5834	7	11	overfitting	overfitting	NOUN
cana-5834	7	12	makes	make	VERB
cana-5834	7	13	it	it	PRON
cana-5834	7	14	ideal	ideal	ADJ
cana-5834	7	15	for	for	ADP
cana-5834	7	16	handling	handle	VERB
cana-5834	7	17	the	the	DET
cana-5834	7	18	diverse	diverse	ADJ
cana-5834	7	19	and	and	CCONJ
cana-5834	7	20	high	high	ADJ
cana-5834	7	21	-	-	PUNCT
cana-5834	7	22	dimensional	dimensional	ADJ
cana-5834	7	23	data	datum	NOUN
cana-5834	7	24	characteristic	characteristic	ADJ
cana-5834	7	25	of	of	ADP
cana-5834	7	26	har	har	NOUN
cana-5834	7	27	tasks	task	NOUN
cana-5834	7	28	.	.	PUNCT
cana-5834	8	1	the	the	DET
cana-5834	8	2	algorithm	algorithm	NOUN
cana-5834	8	3	’s	’s	PART
cana-5834	8	4	ordered	order	VERB
cana-5834	8	5	boosting	boost	VERB
cana-5834	8	6	mechanism	mechanism	NOUN
cana-5834	8	7	and	and	CCONJ
cana-5834	8	8	effective	effective	ADJ
cana-5834	8	9	handling	handling	NOUN
cana-5834	8	10	of	of	ADP
cana-5834	8	11	missing	miss	VERB
cana-5834	8	12	values	value	NOUN
cana-5834	8	13	ensure	ensure	VERB
cana-5834	8	14	robust	robust	ADJ
cana-5834	8	15	performance	performance	NOUN
cana-5834	8	16	in	in	ADP
cana-5834	8	17	dynamic	dynamic	ADJ
cana-5834	8	18	scenarios	scenario	NOUN
cana-5834	8	19	.	.	PUNCT
cana-5834	9	1	in	in	ADP
cana-5834	9	2	conjunction	conjunction	NOUN
cana-5834	9	3	,	,	PUNCT
cana-5834	9	4	the	the	DET
cana-5834	9	5	anova	anova	X
cana-5834	9	6	(	(	PUNCT
cana-5834	9	7	analysis	analysis	NOUN
cana-5834	9	8	of	of	ADP
cana-5834	9	9	variance	variance	NOUN
cana-5834	9	10	)	)	PUNCT
cana-5834	9	11	feature	feature	NOUN
cana-5834	9	12	selection	selection	NOUN
cana-5834	9	13	technique	technique	NOUN
cana-5834	9	14	systematically	systematically	ADV
cana-5834	9	15	identifies	identify	VERB
cana-5834	9	16	statistically	statistically	ADV
cana-5834	9	17	significant	significant	ADJ
cana-5834	9	18	features	feature	NOUN
cana-5834	9	19	,	,	PUNCT
cana-5834	9	20	reducing	reduce	VERB
cana-5834	9	21	dimensionality	dimensionality	NOUN
cana-5834	9	22	,	,	PUNCT
cana-5834	9	23	diminishing	diminishing	NOUN
cana-5834	9	24	noise	noise	NOUN
cana-5834	9	25	,	,	PUNCT
cana-5834	9	26	and	and	CCONJ
cana-5834	9	27	improving	improve	VERB
cana-5834	9	28	interpretability	interpretability	NOUN
cana-5834	9	29	,	,	PUNCT
cana-5834	9	30	thereby	thereby	ADV
cana-5834	9	31	optimizing	optimize	VERB
cana-5834	9	32	model	model	NOUN
cana-5834	9	33	inputs	input	NOUN
cana-5834	9	34	.	.	PUNCT
cana-5834	10	1	the	the	DET
cana-5834	10	2	proposed	propose	VERB
cana-5834	10	3	approach	approach	NOUN
cana-5834	10	4	employs	employ	VERB
cana-5834	10	5	anova	anova	PROPN
cana-5834	10	6	to	to	PART
cana-5834	10	7	refine	refine	VERB
cana-5834	10	8	the	the	DET
cana-5834	10	9	feature	feature	NOUN
cana-5834	10	10	space	space	NOUN
cana-5834	10	11	,	,	PUNCT
cana-5834	10	12	supplying	supply	VERB
cana-5834	10	13	optimized	optimize	VERB
cana-5834	10	14	datasets	dataset	NOUN
cana-5834	10	15	to	to	PART
cana-5834	10	16	catboost	catboost	VERB
cana-5834	10	17	for	for	ADP
cana-5834	10	18	training	training	NOUN
cana-5834	10	19	and	and	CCONJ
cana-5834	10	20	prediction	prediction	NOUN
cana-5834	10	21	.	.	PUNCT
cana-5834	11	1	experimental	experimental	ADJ
cana-5834	11	2	evaluations	evaluation	NOUN
cana-5834	11	3	conducted	conduct	VERB
cana-5834	11	4	on	on	ADP
cana-5834	11	5	benchmark	benchmark	ADJ
cana-5834	11	6	har	har	NOUN
cana-5834	11	7	datasets	dataset	NOUN
cana-5834	11	8	reveal	reveal	VERB
cana-5834	11	9	substantial	substantial	ADJ
cana-5834	11	10	improvements	improvement	NOUN
cana-5834	11	11	in	in	ADP
cana-5834	11	12	classification	classification	NOUN
cana-5834	11	13	accuracy	accuracy	NOUN
cana-5834	11	14	and	and	CCONJ
cana-5834	11	15	computational	computational	ADJ
cana-5834	11	16	efficiency	efficiency	NOUN
cana-5834	11	17	over	over	ADP
cana-5834	11	18	traditional	traditional	ADJ
cana-5834	11	19	methods	method	NOUN
cana-5834	11	20	.	.	PUNCT
cana-5834	12	1	the	the	DET
cana-5834	12	2	synergy	synergy	NOUN
cana-5834	12	3	between	between	ADP
cana-5834	12	4	catboost	catboost	PROPN
cana-5834	12	5	and	and	CCONJ
cana-5834	12	6	anova	anova	PROPN
cana-5834	12	7	accelerates	accelerate	VERB
cana-5834	12	8	decision	decision	NOUN
cana-5834	12	9	-	-	PUNCT
cana-5834	12	10	making	making	NOUN
cana-5834	12	11	while	while	SCONJ
cana-5834	12	12	maintaining	maintain	VERB
cana-5834	12	13	adaptability	adaptability	NOUN
cana-5834	12	14	to	to	ADP
cana-5834	12	15	variations	variation	NOUN
cana-5834	12	16	in	in	ADP
cana-5834	12	17	human	human	ADJ
cana-5834	12	18	activity	activity	NOUN
cana-5834	12	19	patterns	pattern	NOUN
cana-5834	12	20	.	.	PUNCT
cana-5834	13	1	this	this	DET
cana-5834	13	2	research	research	NOUN
cana-5834	13	3	underscores	underscore	VERB
cana-5834	13	4	the	the	DET
cana-5834	13	5	promise	promise	NOUN
cana-5834	13	6	of	of	ADP
cana-5834	13	7	combining	combine	VERB
cana-5834	13	8	advanced	advanced	ADJ
cana-5834	13	9	machine	machine	NOUN
cana-5834	13	10	learning	learn	VERB
cana-5834	13	11	algorithms	algorithm	NOUN
cana-5834	13	12	with	with	ADP
cana-5834	13	13	statistical	statistical	ADJ
cana-5834	13	14	feature	feature	NOUN
cana-5834	13	15	selection	selection	NOUN
cana-5834	13	16	techniques	technique	NOUN
cana-5834	13	17	,	,	PUNCT
cana-5834	13	18	fostering	foster	VERB
cana-5834	13	19	the	the	DET
cana-5834	13	20	development	development	NOUN
cana-5834	13	21	of	of	ADP
cana-5834	13	22	accessible	accessible	ADJ
cana-5834	13	23	,	,	PUNCT
cana-5834	13	24	accurate	accurate	ADJ
cana-5834	13	25	,	,	PUNCT
cana-5834	13	26	and	and	CCONJ
cana-5834	13	27	efficient	efficient	ADJ
cana-5834	13	28	har	har	NOUN
cana-5834	13	29	systems	system	NOUN
cana-5834	13	30	.	.	PUNCT
cana-5834	14	1	future	future	ADJ
cana-5834	14	2	work	work	NOUN
cana-5834	14	3	will	will	AUX
cana-5834	14	4	focus	focus	VERB
cana-5834	14	5	on	on	ADP
cana-5834	14	6	extending	extend	VERB
cana-5834	14	7	this	this	DET
cana-5834	14	8	framework	framework	NOUN
cana-5834	14	9	to	to	ADP
cana-5834	14	10	real	real	ADJ
cana-5834	14	11	-	-	PUNCT
cana-5834	14	12	time	time	NOUN
cana-5834	14	13	applications	application	NOUN
cana-5834	14	14	,	,	PUNCT
cana-5834	14	15	further	far	ADV
cana-5834	14	16	expanding	expand	VERB
cana-5834	14	17	its	its	PRON
cana-5834	14	18	applicability	applicability	NOUN
cana-5834	14	19	across	across	ADP
cana-5834	14	20	diverse	diverse	ADJ
cana-5834	14	21	environments	environment	NOUN
cana-5834	14	22	.	.	PUNCT
cana-5834	15	1	the	the	DET
cana-5834	15	2	synergy	synergy	NOUN
cana-5834	15	3	between	between	ADP
cana-5834	15	4	catboost	catboost	PROPN
cana-5834	15	5	and	and	CCONJ
cana-5834	15	6	anova	anova	X
cana-5834	15	7	not	not	PART
cana-5834	15	8	only	only	ADV
cana-5834	15	9	accelerates	accelerate	VERB
cana-5834	15	10	the	the	DET
cana-5834	15	11	decision	decision	NOUN
cana-5834	15	12	-	-	PUNCT
cana-5834	15	13	making	make	VERB
cana-5834	15	14	process	process	NOUN
cana-5834	15	15	but	but	CCONJ
cana-5834	15	16	also	also	ADV
cana-5834	15	17	ensures	ensure	VERB
cana-5834	15	18	that	that	SCONJ
cana-5834	15	19	the	the	DET
cana-5834	15	20	model	model	NOUN
cana-5834	15	21	remains	remain	VERB
cana-5834	15	22	adaptable	adaptable	ADJ
cana-5834	15	23	to	to	ADP
cana-5834	15	24	variations	variation	NOUN
cana-5834	15	25	in	in	ADP
cana-5834	15	26	human	human	ADJ
cana-5834	15	27	activity	activity	NOUN
cana-5834	15	28	patterns	pattern	NOUN
cana-5834	15	29	.	.	PUNCT
cana-5834	16	1	this	this	DET
cana-5834	16	2	research	research	NOUN
cana-5834	16	3	highlights	highlight	VERB
cana-5834	16	4	the	the	DET
cana-5834	16	5	potential	potential	NOUN
cana-5834	16	6	of	of	ADP
cana-5834	16	7	combining	combine	VERB
cana-5834	16	8	advanced	advanced	ADJ
cana-5834	16	9	machine	machine	NOUN
cana-5834	16	10	learning	learn	VERB
cana-5834	16	11	algorithms	algorithm	NOUN
cana-5834	16	12	with	with	ADP
cana-5834	16	13	communications	communication	NOUN
cana-5834	16	14	on	on	ADP
cana-5834	16	15	applied	apply	VERB
cana-5834	16	16	nonlinear	nonlinear	ADJ
cana-5834	16	17	analysis	analysis	NOUN
cana-5834	16	18	issn	issn	NOUN
cana-5834	16	19	:	:	PUNCT
cana-5834	16	20	1074	1074	NUM
cana-5834	16	21	-	-	PUNCT
cana-5834	16	22	133x	133x	NUM
cana-5834	16	23	vol	vol	VERB
cana-5834	16	24	32	32	NUM
cana-5834	16	25	no	no	NOUN
cana-5834	16	26	.	.	PUNCT
cana-5834	17	1	10s	10	NOUN
cana-5834	17	2	(	(	PUNCT
cana-5834	17	3	2025	2025	NUM
cana-5834	17	4	)	)	PUNCT
cana-5834	17	5	2966	2966	NUM
cana-5834	18	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	18	2	statistical	statistical	ADJ
cana-5834	18	3	feature	feature	NOUN
cana-5834	18	4	selection	selection	NOUN
cana-5834	18	5	techniques	technique	NOUN
cana-5834	18	6	,	,	PUNCT
cana-5834	18	7	paving	pave	VERB
cana-5834	18	8	the	the	DET
cana-5834	18	9	way	way	NOUN
cana-5834	18	10	for	for	ADP
cana-5834	18	11	more	more	ADV
cana-5834	18	12	accessible	accessible	ADJ
cana-5834	18	13	,	,	PUNCT
cana-5834	18	14	accurate	accurate	ADJ
cana-5834	18	15	,	,	PUNCT
cana-5834	18	16	and	and	CCONJ
cana-5834	18	17	efficient	efficient	ADJ
cana-5834	18	18	har	har	NOUN
cana-5834	18	19	systems	system	NOUN
cana-5834	18	20	.	.	PUNCT
cana-5834	19	1	future	future	ADJ
cana-5834	19	2	work	work	NOUN
cana-5834	19	3	aims	aim	VERB
cana-5834	19	4	to	to	PART
cana-5834	19	5	expand	expand	VERB
cana-5834	19	6	this	this	DET
cana-5834	19	7	framework	framework	NOUN
cana-5834	19	8	to	to	ADP
cana-5834	19	9	real	real	ADJ
cana-5834	19	10	-	-	PUNCT
cana-5834	19	11	time	time	NOUN
cana-5834	19	12	applications	application	NOUN
cana-5834	19	13	,	,	PUNCT
cana-5834	19	14	further	far	ADV
cana-5834	19	15	enhancing	enhance	VERB
cana-5834	19	16	its	its	PRON
cana-5834	19	17	utility	utility	NOUN
cana-5834	19	18	across	across	ADP
cana-5834	19	19	diverse	diverse	ADJ
cana-5834	19	20	environments	environment	NOUN
cana-5834	19	21	.	.	PUNCT
cana-5834	20	1	introduction	introduction	NOUN
cana-5834	20	2	human	human	ADJ
cana-5834	20	3	activity	activity	NOUN
cana-5834	20	4	recognition	recognition	NOUN
cana-5834	20	5	(	(	PUNCT
cana-5834	20	6	har	har	X
cana-5834	20	7	)	)	PUNCT
cana-5834	20	8	is	be	AUX
cana-5834	20	9	a	a	DET
cana-5834	20	10	burgeoning	burgeon	VERB
cana-5834	20	11	field	field	NOUN
cana-5834	20	12	with	with	ADP
cana-5834	20	13	applications	application	NOUN
cana-5834	20	14	spanning	span	VERB
cana-5834	20	15	healthcare	healthcare	NOUN
cana-5834	20	16	,	,	PUNCT
cana-5834	20	17	sports	sport	NOUN
cana-5834	20	18	analytics	analytic	NOUN
cana-5834	20	19	,	,	PUNCT
cana-5834	20	20	security	security	NOUN
cana-5834	20	21	systems	system	NOUN
cana-5834	20	22	,	,	PUNCT
cana-5834	20	23	and	and	CCONJ
cana-5834	20	24	human	human	ADJ
cana-5834	20	25	-	-	PUNCT
cana-5834	20	26	computer	computer	NOUN
cana-5834	20	27	interaction	interaction	NOUN
cana-5834	20	28	.	.	PUNCT
cana-5834	21	1	at	at	ADP
cana-5834	21	2	its	its	PRON
cana-5834	21	3	core	core	NOUN
cana-5834	21	4	,	,	PUNCT
cana-5834	21	5	har	har	PROPN
cana-5834	21	6	seeks	seek	VERB
cana-5834	21	7	to	to	PART
cana-5834	21	8	identify	identify	VERB
cana-5834	21	9	,	,	PUNCT
cana-5834	21	10	classify	classify	VERB
cana-5834	21	11	,	,	PUNCT
cana-5834	21	12	and	and	CCONJ
cana-5834	21	13	predict	predict	VERB
cana-5834	21	14	human	human	ADJ
cana-5834	21	15	actions	action	NOUN
cana-5834	21	16	from	from	ADP
cana-5834	21	17	various	various	ADJ
cana-5834	21	18	datasets	dataset	NOUN
cana-5834	21	19	collected	collect	VERB
cana-5834	21	20	through	through	ADP
cana-5834	21	21	wearable	wearable	ADJ
cana-5834	21	22	sensors	sensor	NOUN
cana-5834	21	23	,	,	PUNCT
cana-5834	21	24	video	video	NOUN
cana-5834	21	25	feeds	feed	NOUN
cana-5834	21	26	,	,	PUNCT
cana-5834	21	27	or	or	CCONJ
cana-5834	21	28	motion	motion	NOUN
cana-5834	21	29	capture	capture	NOUN
cana-5834	21	30	systems	system	NOUN
cana-5834	21	31	.	.	PUNCT
cana-5834	22	1	this	this	DET
cana-5834	22	2	domain	domain	NOUN
cana-5834	22	3	has	have	AUX
cana-5834	22	4	witnessed	witness	VERB
cana-5834	22	5	significant	significant	ADJ
cana-5834	22	6	advancements	advancement	NOUN
cana-5834	22	7	through	through	ADP
cana-5834	22	8	the	the	DET
cana-5834	22	9	adoption	adoption	NOUN
cana-5834	22	10	of	of	ADP
cana-5834	22	11	sophisticated	sophisticated	ADJ
cana-5834	22	12	machine	machine	NOUN
cana-5834	22	13	learning	learning	NOUN
cana-5834	22	14	and	and	CCONJ
cana-5834	22	15	deep	deep	ADJ
cana-5834	22	16	learning	learning	NOUN
cana-5834	22	17	algorithms	algorithm	NOUN
cana-5834	22	18	.	.	PUNCT
cana-5834	23	1	among	among	ADP
cana-5834	23	2	the	the	DET
cana-5834	23	3	widely	widely	ADV
cana-5834	23	4	explored	explore	VERB
cana-5834	23	5	methods	method	NOUN
cana-5834	23	6	are	be	AUX
cana-5834	23	7	support	support	NOUN
cana-5834	23	8	vector	vector	NOUN
cana-5834	23	9	machines	machine	NOUN
cana-5834	23	10	(	(	PUNCT
cana-5834	23	11	svm	svm	PROPN
cana-5834	23	12	)	)	PUNCT
cana-5834	23	13	,	,	PUNCT
cana-5834	23	14	decision	decision	NOUN
cana-5834	23	15	trees	tree	NOUN
cana-5834	23	16	,	,	PUNCT
cana-5834	23	17	random	random	ADJ
cana-5834	23	18	forests	forest	NOUN
cana-5834	23	19	,	,	PUNCT
cana-5834	23	20	k	k	X
cana-5834	23	21	-	-	PUNCT
cana-5834	23	22	nearest	near	ADJ
cana-5834	23	23	neighbors	neighbor	NOUN
cana-5834	23	24	(	(	PUNCT
cana-5834	23	25	knn	knn	PROPN
cana-5834	23	26	)	)	PUNCT
cana-5834	23	27	,	,	PUNCT
cana-5834	23	28	and	and	CCONJ
cana-5834	23	29	deep	deep	ADJ
cana-5834	23	30	learning	learning	NOUN
cana-5834	23	31	models	model	NOUN
cana-5834	23	32	such	such	ADJ
cana-5834	23	33	as	as	ADP
cana-5834	23	34	convolutional	convolutional	ADJ
cana-5834	23	35	neural	neural	ADJ
cana-5834	23	36	networks	network	NOUN
cana-5834	23	37	(	(	PUNCT
cana-5834	23	38	cnns	cnns	PROPN
cana-5834	23	39	)	)	PUNCT
cana-5834	23	40	and	and	CCONJ
cana-5834	23	41	recurrent	recurrent	ADJ
cana-5834	23	42	neural	neural	ADJ
cana-5834	23	43	networks	network	NOUN
cana-5834	23	44	(	(	PUNCT
cana-5834	23	45	rnns	rnns	PROPN
cana-5834	23	46	)	)	PUNCT
cana-5834	23	47	.	.	PUNCT
cana-5834	24	1	each	each	PRON
cana-5834	24	2	of	of	ADP
cana-5834	24	3	these	these	DET
cana-5834	24	4	algorithms	algorithm	NOUN
cana-5834	24	5	brings	bring	VERB
cana-5834	24	6	unique	unique	ADJ
cana-5834	24	7	strengths	strength	NOUN
cana-5834	24	8	and	and	CCONJ
cana-5834	24	9	weaknesses	weakness	NOUN
cana-5834	24	10	to	to	ADP
cana-5834	24	11	har	har	NOUN
cana-5834	24	12	systems	system	NOUN
cana-5834	24	13	,	,	PUNCT
cana-5834	24	14	shaped	shape	VERB
cana-5834	24	15	by	by	ADP
cana-5834	24	16	the	the	DET
cana-5834	24	17	diversity	diversity	NOUN
cana-5834	24	18	and	and	CCONJ
cana-5834	24	19	complexity	complexity	NOUN
cana-5834	24	20	of	of	ADP
cana-5834	24	21	the	the	DET
cana-5834	24	22	input	input	NOUN
cana-5834	24	23	data	datum	NOUN
cana-5834	24	24	.	.	PUNCT
cana-5834	25	1	svms	svms	PROPN
cana-5834	25	2	often	often	ADV
cana-5834	25	3	excel	excel	VERB
cana-5834	25	4	at	at	ADP
cana-5834	25	5	binary	binary	ADJ
cana-5834	25	6	classification	classification	NOUN
cana-5834	25	7	tasks	task	NOUN
cana-5834	25	8	,	,	PUNCT
cana-5834	25	9	leveraging	leverage	VERB
cana-5834	25	10	computational	computational	ADJ
cana-5834	25	11	efficiency	efficiency	NOUN
cana-5834	25	12	and	and	CCONJ
cana-5834	25	13	strong	strong	ADJ
cana-5834	25	14	generalization	generalization	NOUN
cana-5834	25	15	power	power	NOUN
cana-5834	25	16	.	.	PUNCT
cana-5834	26	1	however	however	ADV
cana-5834	26	2	,	,	PUNCT
cana-5834	26	3	their	their	PRON
cana-5834	26	4	sensitivity	sensitivity	NOUN
cana-5834	26	5	to	to	ADP
cana-5834	26	6	noisy	noisy	ADJ
cana-5834	26	7	data	datum	NOUN
cana-5834	26	8	and	and	CCONJ
cana-5834	26	9	challenges	challenge	NOUN
cana-5834	26	10	in	in	ADP
cana-5834	26	11	handling	handle	VERB
cana-5834	26	12	multiclass	multiclass	ADJ
cana-5834	26	13	problems	problem	NOUN
cana-5834	26	14	restrict	restrict	VERB
cana-5834	26	15	their	their	PRON
cana-5834	26	16	broader	broad	ADJ
cana-5834	26	17	applicability	applicability	NOUN
cana-5834	26	18	.	.	PUNCT
cana-5834	27	1	decision	decision	NOUN
cana-5834	27	2	trees	tree	NOUN
cana-5834	27	3	and	and	CCONJ
cana-5834	27	4	random	random	ADJ
cana-5834	27	5	forests	forest	NOUN
cana-5834	27	6	offer	offer	VERB
cana-5834	27	7	interpretability	interpretability	NOUN
cana-5834	27	8	and	and	CCONJ
cana-5834	27	9	robustness	robustness	NOUN
cana-5834	27	10	to	to	ADP
cana-5834	27	11	missing	miss	VERB
cana-5834	27	12	data	datum	NOUN
cana-5834	27	13	,	,	PUNCT
cana-5834	27	14	yet	yet	CCONJ
cana-5834	27	15	their	their	PRON
cana-5834	27	16	susceptibility	susceptibility	NOUN
cana-5834	27	17	to	to	ADP
cana-5834	27	18	overfitting	overfitte	VERB
cana-5834	27	19	and	and	CCONJ
cana-5834	27	20	high	high	ADJ
cana-5834	27	21	computational	computational	ADJ
cana-5834	27	22	complexity	complexity	NOUN
cana-5834	27	23	in	in	ADP
cana-5834	27	24	ensemble	ensemble	ADJ
cana-5834	27	25	methods	method	NOUN
cana-5834	27	26	pose	pose	VERB
cana-5834	27	27	difficulties	difficulty	NOUN
cana-5834	27	28	in	in	ADP
cana-5834	27	29	real	real	ADJ
cana-5834	27	30	-	-	PUNCT
cana-5834	27	31	time	time	NOUN
cana-5834	27	32	applications	application	NOUN
cana-5834	27	33	.	.	PUNCT
cana-5834	28	1	knn	knn	PROPN
cana-5834	28	2	,	,	PUNCT
cana-5834	28	3	being	be	AUX
cana-5834	28	4	straightforward	straightforward	ADJ
cana-5834	28	5	and	and	CCONJ
cana-5834	28	6	intuitive	intuitive	ADJ
cana-5834	28	7	,	,	PUNCT
cana-5834	28	8	facilitates	facilitate	VERB
cana-5834	28	9	quick	quick	ADJ
cana-5834	28	10	implementation	implementation	NOUN
cana-5834	28	11	but	but	CCONJ
cana-5834	28	12	struggles	struggle	VERB
cana-5834	28	13	with	with	ADP
cana-5834	28	14	scalability	scalability	NOUN
cana-5834	28	15	as	as	ADP
cana-5834	28	16	dataset	dataset	NOUN
cana-5834	28	17	size	size	NOUN
cana-5834	28	18	increases	increase	NOUN
cana-5834	28	19	.	.	PUNCT
cana-5834	29	1	on	on	ADP
cana-5834	29	2	the	the	DET
cana-5834	29	3	other	other	ADJ
cana-5834	29	4	hand	hand	NOUN
cana-5834	29	5	,	,	PUNCT
cana-5834	29	6	cnns	cnn	NOUN
cana-5834	29	7	and	and	CCONJ
cana-5834	29	8	rnns	rnn	NOUN
cana-5834	29	9	have	have	AUX
cana-5834	29	10	transformed	transform	VERB
cana-5834	29	11	har	har	NOUN
cana-5834	29	12	by	by	ADP
cana-5834	29	13	extracting	extract	VERB
cana-5834	29	14	spatial	spatial	ADJ
cana-5834	29	15	and	and	CCONJ
cana-5834	29	16	temporal	temporal	ADJ
cana-5834	29	17	features	feature	NOUN
cana-5834	29	18	with	with	ADP
cana-5834	29	19	remarkable	remarkable	ADJ
cana-5834	29	20	precision	precision	NOUN
cana-5834	29	21	,	,	PUNCT
cana-5834	29	22	albeit	albeit	SCONJ
cana-5834	29	23	at	at	ADP
cana-5834	29	24	the	the	DET
cana-5834	29	25	cost	cost	NOUN
cana-5834	29	26	of	of	ADP
cana-5834	29	27	significant	significant	ADJ
cana-5834	29	28	computational	computational	ADJ
cana-5834	29	29	demands	demand	NOUN
cana-5834	29	30	and	and	CCONJ
cana-5834	29	31	dependency	dependency	NOUN
cana-5834	29	32	on	on	ADP
cana-5834	29	33	extensive	extensive	ADJ
cana-5834	29	34	datasets	dataset	NOUN
cana-5834	29	35	.	.	PUNCT
cana-5834	30	1	recent	recent	ADJ
cana-5834	30	2	innovations	innovation	NOUN
cana-5834	30	3	like	like	ADP
cana-5834	30	4	catboost	catboost	NOUN
cana-5834	30	5	and	and	CCONJ
cana-5834	30	6	lightgbm	lightgbm	ADJ
cana-5834	30	7	,	,	PUNCT
cana-5834	30	8	specialized	specialized	ADJ
cana-5834	30	9	gradient	gradient	NOUN
cana-5834	30	10	-	-	PUNCT
cana-5834	30	11	boosting	boost	VERB
cana-5834	30	12	algorithms	algorithm	NOUN
cana-5834	30	13	,	,	PUNCT
cana-5834	30	14	further	far	ADV
cana-5834	30	15	enrich	enrich	VERB
cana-5834	30	16	the	the	DET
cana-5834	30	17	repertoire	repertoire	NOUN
cana-5834	30	18	of	of	ADP
cana-5834	30	19	algorithms	algorithm	NOUN
cana-5834	30	20	by	by	ADP
cana-5834	30	21	addressing	address	VERB
cana-5834	30	22	these	these	DET
cana-5834	30	23	limitations	limitation	NOUN
cana-5834	30	24	,	,	PUNCT
cana-5834	30	25	particularly	particularly	ADV
cana-5834	30	26	in	in	ADP
cana-5834	30	27	managing	manage	VERB
cana-5834	30	28	categorical	categorical	ADJ
cana-5834	30	29	data	datum	NOUN
cana-5834	30	30	and	and	CCONJ
cana-5834	30	31	minimizing	minimize	VERB
cana-5834	30	32	overfitting	overfitting	NOUN
cana-5834	30	33	.	.	PUNCT
cana-5834	31	1	despite	despite	SCONJ
cana-5834	31	2	these	these	DET
cana-5834	31	3	advances	advance	NOUN
cana-5834	31	4	,	,	PUNCT
cana-5834	31	5	the	the	DET
cana-5834	31	6	integration	integration	NOUN
cana-5834	31	7	of	of	ADP
cana-5834	31	8	statistical	statistical	ADJ
cana-5834	31	9	feature	feature	NOUN
cana-5834	31	10	selection	selection	NOUN
cana-5834	31	11	techniques	technique	NOUN
cana-5834	31	12	,	,	PUNCT
cana-5834	31	13	such	such	ADJ
cana-5834	31	14	as	as	ADP
cana-5834	31	15	anova	anova	PROPN
cana-5834	31	16	(	(	PUNCT
cana-5834	31	17	analysis	analysis	NOUN
cana-5834	31	18	of	of	ADP
cana-5834	31	19	variance	variance	NOUN
cana-5834	31	20	)	)	PUNCT
cana-5834	31	21	,	,	PUNCT
cana-5834	31	22	exemplifies	exemplify	VERB
cana-5834	31	23	the	the	DET
cana-5834	31	24	drive	drive	NOUN
cana-5834	31	25	to	to	PART
cana-5834	31	26	optimize	optimize	VERB
cana-5834	31	27	algorithmic	algorithmic	ADJ
cana-5834	31	28	inputs	input	NOUN
cana-5834	31	29	,	,	PUNCT
cana-5834	31	30	reduce	reduce	VERB
cana-5834	31	31	dimensionality	dimensionality	NOUN
cana-5834	31	32	,	,	PUNCT
cana-5834	31	33	and	and	CCONJ
cana-5834	31	34	enhance	enhance	VERB
cana-5834	31	35	interpretability	interpretability	NOUN
cana-5834	31	36	.	.	PUNCT
cana-5834	32	1	this	this	DET
cana-5834	32	2	document	document	NOUN
cana-5834	32	3	outlines	outline	VERB
cana-5834	32	4	the	the	DET
cana-5834	32	5	multifaceted	multifaceted	ADJ
cana-5834	32	6	challenges	challenge	NOUN
cana-5834	32	7	,	,	PUNCT
cana-5834	32	8	motivations	motivation	NOUN
cana-5834	32	9	,	,	PUNCT
cana-5834	32	10	objectives	objective	NOUN
cana-5834	32	11	,	,	PUNCT
cana-5834	32	12	and	and	CCONJ
cana-5834	32	13	an	an	DET
cana-5834	32	14	overview	overview	NOUN
cana-5834	32	15	concerning	concern	VERB
cana-5834	32	16	the	the	DET
cana-5834	32	17	development	development	NOUN
cana-5834	32	18	of	of	ADP
cana-5834	32	19	har	har	NOUN
cana-5834	32	20	systems	system	NOUN
cana-5834	32	21	,	,	PUNCT
cana-5834	32	22	emphasizing	emphasize	VERB
cana-5834	32	23	the	the	DET
cana-5834	32	24	synergy	synergy	NOUN
cana-5834	32	25	between	between	ADP
cana-5834	32	26	feature	feature	NOUN
cana-5834	32	27	selection	selection	NOUN
cana-5834	32	28	and	and	CCONJ
cana-5834	32	29	machine	machine	NOUN
cana-5834	32	30	learning	learning	NOUN
cana-5834	32	31	methodologies	methodology	NOUN
cana-5834	32	32	.	.	PUNCT
cana-5834	33	1	problem	problem	NOUN
cana-5834	33	2	statement	statement	NOUN
cana-5834	33	3	the	the	DET
cana-5834	33	4	rapid	rapid	ADJ
cana-5834	33	5	evolution	evolution	NOUN
cana-5834	33	6	of	of	ADP
cana-5834	33	7	wearable	wearable	ADJ
cana-5834	33	8	sensors	sensor	NOUN
cana-5834	33	9	and	and	CCONJ
cana-5834	33	10	smart	smart	ADJ
cana-5834	33	11	devices	device	NOUN
cana-5834	33	12	has	have	AUX
cana-5834	33	13	enabled	enable	VERB
cana-5834	33	14	the	the	DET
cana-5834	33	15	collection	collection	NOUN
cana-5834	33	16	of	of	ADP
cana-5834	33	17	vast	vast	ADJ
cana-5834	33	18	amounts	amount	NOUN
cana-5834	33	19	of	of	ADP
cana-5834	33	20	human	human	ADJ
cana-5834	33	21	activity	activity	NOUN
cana-5834	33	22	data	datum	NOUN
cana-5834	33	23	.	.	PUNCT
cana-5834	34	1	this	this	DET
cana-5834	34	2	data	datum	NOUN
cana-5834	34	3	,	,	PUNCT
cana-5834	34	4	while	while	SCONJ
cana-5834	34	5	rich	rich	ADJ
cana-5834	34	6	in	in	ADP
cana-5834	34	7	potential	potential	ADJ
cana-5834	34	8	insights	insight	NOUN
cana-5834	34	9	,	,	PUNCT
cana-5834	34	10	comes	come	VERB
cana-5834	34	11	with	with	ADP
cana-5834	34	12	inherent	inherent	ADJ
cana-5834	34	13	complexities	complexity	NOUN
cana-5834	34	14	such	such	ADJ
cana-5834	34	15	as	as	ADP
cana-5834	34	16	high	high	ADJ
cana-5834	34	17	dimensionality	dimensionality	NOUN
cana-5834	34	18	,	,	PUNCT
cana-5834	34	19	redundancy	redundancy	NOUN
cana-5834	34	20	,	,	PUNCT
cana-5834	34	21	and	and	CCONJ
cana-5834	34	22	noise	noise	NOUN
cana-5834	34	23	.	.	PUNCT
cana-5834	35	1	har	har	NOUN
cana-5834	35	2	systems	system	NOUN
cana-5834	35	3	depend	depend	VERB
cana-5834	35	4	on	on	ADP
cana-5834	35	5	accurate	accurate	ADJ
cana-5834	35	6	recognition	recognition	NOUN
cana-5834	35	7	and	and	CCONJ
cana-5834	35	8	classification	classification	NOUN
cana-5834	35	9	of	of	ADP
cana-5834	35	10	diverse	diverse	ADJ
cana-5834	35	11	activity	activity	NOUN
cana-5834	35	12	patterns	pattern	NOUN
cana-5834	35	13	,	,	PUNCT
cana-5834	35	14	ranging	range	VERB
cana-5834	35	15	from	from	ADP
cana-5834	35	16	simple	simple	ADJ
cana-5834	35	17	actions	action	NOUN
cana-5834	35	18	like	like	ADP
cana-5834	35	19	walking	walk	VERB
cana-5834	35	20	or	or	CCONJ
cana-5834	35	21	sitting	sit	VERB
cana-5834	35	22	to	to	ADP
cana-5834	35	23	intricate	intricate	ADJ
cana-5834	35	24	gestures	gesture	NOUN
cana-5834	35	25	and	and	CCONJ
cana-5834	35	26	interactions	interaction	NOUN
cana-5834	35	27	.	.	PUNCT
cana-5834	36	1	however	however	ADV
cana-5834	36	2	,	,	PUNCT
cana-5834	36	3	achieving	achieve	VERB
cana-5834	36	4	reliability	reliability	NOUN
cana-5834	36	5	in	in	ADP
cana-5834	36	6	har	har	NOUN
cana-5834	36	7	is	be	AUX
cana-5834	36	8	often	often	ADV
cana-5834	36	9	hindered	hinder	VERB
cana-5834	36	10	by	by	ADP
cana-5834	36	11	several	several	ADJ
cana-5834	36	12	practical	practical	ADJ
cana-5834	36	13	issues	issue	NOUN
cana-5834	36	14	.	.	PUNCT
cana-5834	37	1	firstly	firstly	ADV
cana-5834	37	2	,	,	PUNCT
cana-5834	37	3	the	the	DET
cana-5834	37	4	diversity	diversity	NOUN
cana-5834	37	5	of	of	ADP
cana-5834	37	6	activities	activity	NOUN
cana-5834	37	7	and	and	CCONJ
cana-5834	37	8	communications	communication	NOUN
cana-5834	37	9	on	on	ADP
cana-5834	37	10	applied	apply	VERB
cana-5834	37	11	nonlinear	nonlinear	ADJ
cana-5834	37	12	analysis	analysis	NOUN
cana-5834	37	13	issn	issn	NOUN
cana-5834	37	14	:	:	PUNCT
cana-5834	37	15	1074	1074	NUM
cana-5834	37	16	-	-	PUNCT
cana-5834	37	17	133x	133x	NUM
cana-5834	37	18	vol	vol	VERB
cana-5834	37	19	32	32	NUM
cana-5834	37	20	no	no	NOUN
cana-5834	37	21	.	.	PUNCT
cana-5834	38	1	10s	10	NOUN
cana-5834	38	2	(	(	PUNCT
cana-5834	38	3	2025	2025	NUM
cana-5834	38	4	)	)	PUNCT
cana-5834	38	5	2967	2967	NUM
cana-5834	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	38	7	environmental	environmental	ADJ
cana-5834	38	8	contexts	context	NOUN
cana-5834	38	9	introduces	introduce	VERB
cana-5834	38	10	variations	variation	NOUN
cana-5834	38	11	in	in	ADP
cana-5834	38	12	data	datum	NOUN
cana-5834	38	13	distribution	distribution	NOUN
cana-5834	38	14	and	and	CCONJ
cana-5834	38	15	sensor	sensor	NOUN
cana-5834	38	16	outputs	output	NOUN
cana-5834	38	17	.	.	PUNCT
cana-5834	39	1	these	these	DET
cana-5834	39	2	inconsistencies	inconsistency	NOUN
cana-5834	39	3	complicate	complicate	VERB
cana-5834	39	4	the	the	DET
cana-5834	39	5	task	task	NOUN
cana-5834	39	6	of	of	ADP
cana-5834	39	7	generalizing	generalize	VERB
cana-5834	39	8	models	model	NOUN
cana-5834	39	9	across	across	ADP
cana-5834	39	10	different	different	ADJ
cana-5834	39	11	users	user	NOUN
cana-5834	39	12	and	and	CCONJ
cana-5834	39	13	settings	setting	NOUN
cana-5834	39	14	.	.	PUNCT
cana-5834	40	1	secondly	secondly	ADV
cana-5834	40	2	,	,	PUNCT
cana-5834	40	3	imbalanced	imbalanced	ADJ
cana-5834	40	4	datasets	dataset	NOUN
cana-5834	40	5	,	,	PUNCT
cana-5834	40	6	where	where	SCONJ
cana-5834	40	7	certain	certain	ADJ
cana-5834	40	8	activity	activity	NOUN
cana-5834	40	9	classes	class	NOUN
cana-5834	40	10	dominate	dominate	VERB
cana-5834	40	11	while	while	SCONJ
cana-5834	40	12	others	other	NOUN
cana-5834	40	13	remain	remain	VERB
cana-5834	40	14	underrepresented	underrepresented	ADJ
cana-5834	40	15	,	,	PUNCT
cana-5834	40	16	lead	lead	VERB
cana-5834	40	17	to	to	ADP
cana-5834	40	18	biased	biased	ADJ
cana-5834	40	19	model	model	NOUN
cana-5834	40	20	predictions	prediction	NOUN
cana-5834	40	21	and	and	CCONJ
cana-5834	40	22	reduced	reduce	VERB
cana-5834	40	23	classification	classification	NOUN
cana-5834	40	24	accuracy	accuracy	NOUN
cana-5834	40	25	.	.	PUNCT
cana-5834	41	1	moreover	moreover	ADV
cana-5834	41	2	,	,	PUNCT
cana-5834	41	3	computational	computational	ADJ
cana-5834	41	4	inefficiencies	inefficiency	NOUN
cana-5834	41	5	become	become	VERB
cana-5834	41	6	apparent	apparent	ADJ
cana-5834	41	7	when	when	SCONJ
cana-5834	41	8	dealing	deal	VERB
cana-5834	41	9	with	with	ADP
cana-5834	41	10	real	real	ADJ
cana-5834	41	11	-	-	PUNCT
cana-5834	41	12	time	time	NOUN
cana-5834	41	13	applications	application	NOUN
cana-5834	41	14	,	,	PUNCT
cana-5834	41	15	requiring	require	VERB
cana-5834	41	16	models	model	NOUN
cana-5834	41	17	to	to	PART
cana-5834	41	18	achieve	achieve	VERB
cana-5834	41	19	high	high	ADJ
cana-5834	41	20	-	-	PUNCT
cana-5834	41	21	speed	speed	NOUN
cana-5834	41	22	performance	performance	NOUN
cana-5834	41	23	without	without	ADP
cana-5834	41	24	sacrificing	sacrifice	VERB
cana-5834	41	25	precision	precision	NOUN
cana-5834	41	26	.	.	PUNCT
cana-5834	42	1	traditional	traditional	ADJ
cana-5834	42	2	machine	machine	NOUN
cana-5834	42	3	learning	learn	VERB
cana-5834	42	4	algorithms	algorithm	NOUN
cana-5834	42	5	struggle	struggle	VERB
cana-5834	42	6	to	to	PART
cana-5834	42	7	address	address	VERB
cana-5834	42	8	these	these	DET
cana-5834	42	9	challenges	challenge	NOUN
cana-5834	42	10	comprehensively	comprehensively	ADV
cana-5834	42	11	.	.	PUNCT
cana-5834	43	1	the	the	DET
cana-5834	43	2	lack	lack	NOUN
cana-5834	43	3	of	of	ADP
cana-5834	43	4	robust	robust	ADJ
cana-5834	43	5	handling	handling	NOUN
cana-5834	43	6	for	for	ADP
cana-5834	43	7	missing	missing	ADJ
cana-5834	43	8	or	or	CCONJ
cana-5834	43	9	incomplete	incomplete	ADJ
cana-5834	43	10	data	datum	NOUN
cana-5834	43	11	further	far	ADV
cana-5834	43	12	exacerbates	exacerbate	VERB
cana-5834	43	13	the	the	DET
cana-5834	43	14	problem	problem	NOUN
cana-5834	43	15	.	.	PUNCT
cana-5834	44	1	feature	feature	NOUN
cana-5834	44	2	selection	selection	NOUN
cana-5834	44	3	techniques	technique	NOUN
cana-5834	44	4	,	,	PUNCT
cana-5834	44	5	like	like	ADP
cana-5834	44	6	anova	anova	PROPN
cana-5834	44	7	,	,	PUNCT
cana-5834	44	8	while	while	SCONJ
cana-5834	44	9	promising	promise	VERB
cana-5834	44	10	,	,	PUNCT
cana-5834	44	11	demand	demand	VERB
cana-5834	44	12	careful	careful	ADJ
cana-5834	44	13	integration	integration	NOUN
cana-5834	44	14	with	with	ADP
cana-5834	44	15	machine	machine	NOUN
cana-5834	44	16	learning	learn	VERB
cana-5834	44	17	frameworks	framework	NOUN
cana-5834	44	18	to	to	PART
cana-5834	44	19	realize	realize	VERB
cana-5834	44	20	their	their	PRON
cana-5834	44	21	full	full	ADJ
cana-5834	44	22	potential	potential	NOUN
cana-5834	44	23	.	.	PUNCT
cana-5834	45	1	addressing	address	VERB
cana-5834	45	2	these	these	DET
cana-5834	45	3	issues	issue	NOUN
cana-5834	45	4	is	be	AUX
cana-5834	45	5	critical	critical	ADJ
cana-5834	45	6	to	to	ADP
cana-5834	45	7	advancing	advance	VERB
cana-5834	45	8	the	the	DET
cana-5834	45	9	effectiveness	effectiveness	NOUN
cana-5834	45	10	and	and	CCONJ
cana-5834	45	11	adaptability	adaptability	NOUN
cana-5834	45	12	of	of	ADP
cana-5834	45	13	har	har	NOUN
cana-5834	45	14	systems	system	NOUN
cana-5834	45	15	,	,	PUNCT
cana-5834	45	16	particularly	particularly	ADV
cana-5834	45	17	as	as	SCONJ
cana-5834	45	18	their	their	PRON
cana-5834	45	19	use	use	NOUN
cana-5834	45	20	expands	expand	VERB
cana-5834	45	21	into	into	ADP
cana-5834	45	22	critical	critical	ADJ
cana-5834	45	23	domains	domain	NOUN
cana-5834	45	24	like	like	ADP
cana-5834	45	25	healthcare	healthcare	NOUN
cana-5834	45	26	monitoring	monitoring	NOUN
cana-5834	45	27	and	and	CCONJ
cana-5834	45	28	emergency	emergency	NOUN
cana-5834	45	29	detection	detection	NOUN
cana-5834	45	30	.	.	PUNCT
cana-5834	46	1	challenges	challenge	NOUN
cana-5834	46	2	in	in	ADP
cana-5834	46	3	developing	develop	VERB
cana-5834	46	4	har	har	NOUN
cana-5834	46	5	systems	system	NOUN
cana-5834	46	6	the	the	DET
cana-5834	46	7	development	development	NOUN
cana-5834	46	8	of	of	ADP
cana-5834	46	9	har	har	NOUN
cana-5834	46	10	systems	system	NOUN
cana-5834	46	11	faces	face	VERB
cana-5834	46	12	several	several	ADJ
cana-5834	46	13	challenges	challenge	NOUN
cana-5834	46	14	,	,	PUNCT
cana-5834	46	15	each	each	PRON
cana-5834	46	16	posing	pose	VERB
cana-5834	46	17	significant	significant	ADJ
cana-5834	46	18	roadblocks	roadblock	NOUN
cana-5834	46	19	to	to	ADP
cana-5834	46	20	achieving	achieve	VERB
cana-5834	46	21	accuracy	accuracy	NOUN
cana-5834	46	22	and	and	CCONJ
cana-5834	46	23	efficiency	efficiency	NOUN
cana-5834	46	24	:	:	PUNCT
cana-5834	46	25	1	1	X
cana-5834	46	26	.	.	X
cana-5834	46	27	high	high	ADJ
cana-5834	46	28	dimensionality	dimensionality	NOUN
cana-5834	46	29	and	and	CCONJ
cana-5834	46	30	redundancy	redundancy	NOUN
cana-5834	46	31	:	:	PUNCT
cana-5834	46	32	har	har	NOUN
cana-5834	46	33	datasets	dataset	NOUN
cana-5834	46	34	often	often	ADV
cana-5834	46	35	consist	consist	VERB
cana-5834	46	36	of	of	ADP
cana-5834	46	37	a	a	DET
cana-5834	46	38	large	large	ADJ
cana-5834	46	39	number	number	NOUN
cana-5834	46	40	of	of	ADP
cana-5834	46	41	features	feature	NOUN
cana-5834	46	42	derived	derive	VERB
cana-5834	46	43	from	from	ADP
cana-5834	46	44	sensors	sensor	NOUN
cana-5834	46	45	,	,	PUNCT
cana-5834	46	46	video	video	NOUN
cana-5834	46	47	inputs	input	NOUN
cana-5834	46	48	,	,	PUNCT
cana-5834	46	49	or	or	CCONJ
cana-5834	46	50	other	other	ADJ
cana-5834	46	51	data	datum	NOUN
cana-5834	46	52	streams	stream	NOUN
cana-5834	46	53	.	.	PUNCT
cana-5834	47	1	many	many	ADJ
cana-5834	47	2	of	of	ADP
cana-5834	47	3	these	these	DET
cana-5834	47	4	features	feature	NOUN
cana-5834	47	5	may	may	AUX
cana-5834	47	6	carry	carry	VERB
cana-5834	47	7	redundant	redundant	ADJ
cana-5834	47	8	information	information	NOUN
cana-5834	47	9	or	or	CCONJ
cana-5834	47	10	contribute	contribute	VERB
cana-5834	47	11	noise	noise	NOUN
cana-5834	47	12	,	,	PUNCT
cana-5834	47	13	complicating	complicate	VERB
cana-5834	47	14	the	the	DET
cana-5834	47	15	identification	identification	NOUN
cana-5834	47	16	of	of	ADP
cana-5834	47	17	relevant	relevant	ADJ
cana-5834	47	18	patterns	pattern	NOUN
cana-5834	47	19	.	.	PUNCT
cana-5834	48	1	this	this	PRON
cana-5834	48	2	necessitates	necessitate	VERB
cana-5834	48	3	the	the	DET
cana-5834	48	4	use	use	NOUN
cana-5834	48	5	of	of	ADP
cana-5834	48	6	advanced	advanced	ADJ
cana-5834	48	7	feature	feature	NOUN
cana-5834	48	8	selection	selection	NOUN
cana-5834	48	9	methods	method	NOUN
cana-5834	48	10	to	to	PART
cana-5834	48	11	streamline	streamline	VERB
cana-5834	48	12	datasets	dataset	NOUN
cana-5834	48	13	while	while	SCONJ
cana-5834	48	14	retaining	retain	VERB
cana-5834	48	15	critical	critical	ADJ
cana-5834	48	16	data	datum	NOUN
cana-5834	48	17	points	point	NOUN
cana-5834	48	18	.	.	PUNCT
cana-5834	49	1	2	2	X
cana-5834	49	2	.	.	NUM
cana-5834	49	3	imbalanced	imbalanced	ADJ
cana-5834	49	4	data	datum	NOUN
cana-5834	49	5	:	:	PUNCT
cana-5834	49	6	in	in	ADP
cana-5834	49	7	har	har	NOUN
cana-5834	49	8	applications	application	NOUN
cana-5834	49	9	,	,	PUNCT
cana-5834	49	10	certain	certain	ADJ
cana-5834	49	11	activities	activity	NOUN
cana-5834	49	12	are	be	AUX
cana-5834	49	13	observed	observe	VERB
cana-5834	49	14	more	more	ADV
cana-5834	49	15	frequently	frequently	ADV
cana-5834	49	16	than	than	ADP
cana-5834	49	17	others	other	NOUN
cana-5834	49	18	,	,	PUNCT
cana-5834	49	19	resulting	result	VERB
cana-5834	49	20	in	in	ADP
cana-5834	49	21	class	class	NOUN
cana-5834	49	22	imbalance	imbalance	NOUN
cana-5834	49	23	.	.	PUNCT
cana-5834	50	1	for	for	ADP
cana-5834	50	2	instance	instance	NOUN
cana-5834	50	3	,	,	PUNCT
cana-5834	50	4	walking	walk	VERB
cana-5834	50	5	or	or	CCONJ
cana-5834	50	6	sitting	sitting	NOUN
cana-5834	50	7	may	may	AUX
cana-5834	50	8	be	be	AUX
cana-5834	50	9	overrepresented	overrepresente	VERB
cana-5834	50	10	compared	compare	VERB
cana-5834	50	11	to	to	ADP
cana-5834	50	12	rare	rare	ADJ
cana-5834	50	13	gestures	gesture	NOUN
cana-5834	50	14	or	or	CCONJ
cana-5834	50	15	actions	action	NOUN
cana-5834	50	16	.	.	PUNCT
cana-5834	51	1	imbalanced	imbalanced	ADJ
cana-5834	51	2	data	datum	NOUN
cana-5834	51	3	skews	skews	ADJ
cana-5834	51	4	machine	machine	NOUN
cana-5834	51	5	learning	learning	NOUN
cana-5834	51	6	models	model	NOUN
cana-5834	51	7	toward	toward	ADP
cana-5834	51	8	dominant	dominant	ADJ
cana-5834	51	9	classes	class	NOUN
cana-5834	51	10	,	,	PUNCT
cana-5834	51	11	reducing	reduce	VERB
cana-5834	51	12	their	their	PRON
cana-5834	51	13	ability	ability	NOUN
cana-5834	51	14	to	to	PART
cana-5834	51	15	correctly	correctly	ADV
cana-5834	51	16	classify	classify	VERB
cana-5834	51	17	minority	minority	NOUN
cana-5834	51	18	activities	activity	NOUN
cana-5834	51	19	.	.	PUNCT
cana-5834	52	1	techniques	technique	NOUN
cana-5834	52	2	like	like	ADP
cana-5834	52	3	under	under	NOUN
cana-5834	52	4	-	-	PUNCT
cana-5834	52	5	sampling	sampling	NOUN
cana-5834	52	6	,	,	PUNCT
cana-5834	52	7	over	over	ADP
cana-5834	52	8	-	-	PUNCT
cana-5834	52	9	sampling	sampling	NOUN
cana-5834	52	10	,	,	PUNCT
cana-5834	52	11	and	and	CCONJ
cana-5834	52	12	synthetic	synthetic	ADJ
cana-5834	52	13	data	data	NOUN
cana-5834	52	14	generation	generation	NOUN
cana-5834	52	15	are	be	AUX
cana-5834	52	16	vital	vital	ADJ
cana-5834	52	17	to	to	ADP
cana-5834	52	18	mitigating	mitigate	VERB
cana-5834	52	19	this	this	DET
cana-5834	52	20	issue	issue	NOUN
cana-5834	52	21	.	.	PUNCT
cana-5834	53	1	3	3	X
cana-5834	53	2	.	.	X
cana-5834	53	3	variability	variability	NOUN
cana-5834	53	4	in	in	ADP
cana-5834	53	5	activity	activity	NOUN
cana-5834	53	6	patterns	pattern	NOUN
cana-5834	53	7	:	:	PUNCT
cana-5834	53	8	human	human	ADJ
cana-5834	53	9	activities	activity	NOUN
cana-5834	53	10	are	be	AUX
cana-5834	53	11	dynamic	dynamic	ADJ
cana-5834	53	12	and	and	CCONJ
cana-5834	53	13	influenced	influence	VERB
cana-5834	53	14	individual	individual	ADJ
cana-5834	53	15	differences	difference	NOUN
cana-5834	53	16	,	,	PUNCT
cana-5834	53	17	environmental	environmental	ADJ
cana-5834	53	18	contexts	contexts	NOUN
cana-5834	53	19	,	,	PUNCT
cana-5834	53	20	and	and	CCONJ
cana-5834	53	21	sensor	sensor	NOUN
cana-5834	53	22	placements	placement	NOUN
cana-5834	53	23	.	.	PUNCT
cana-5834	54	1	this	this	DET
cana-5834	54	2	variability	variability	NOUN
cana-5834	54	3	causes	cause	VERB
cana-5834	54	4	fluctuations	fluctuation	NOUN
cana-5834	54	5	in	in	ADP
cana-5834	54	6	data	datum	NOUN
cana-5834	54	7	representation	representation	NOUN
cana-5834	54	8	,	,	PUNCT
cana-5834	54	9	challenging	challenging	ADJ
cana-5834	54	10	models	model	NOUN
cana-5834	54	11	to	to	PART
cana-5834	54	12	adapt	adapt	VERB
cana-5834	54	13	to	to	ADP
cana-5834	54	14	unseen	unseen	ADJ
cana-5834	54	15	scenarios	scenario	NOUN
cana-5834	54	16	.	.	PUNCT
cana-5834	55	1	robust	robust	ADJ
cana-5834	55	2	algorithms	algorithm	NOUN
cana-5834	55	3	capable	capable	ADJ
cana-5834	55	4	of	of	ADP
cana-5834	55	5	generalizing	generalize	VERB
cana-5834	55	6	effectively	effectively	ADV
cana-5834	55	7	across	across	ADP
cana-5834	55	8	diverse	diverse	ADJ
cana-5834	55	9	datasets	dataset	NOUN
cana-5834	55	10	are	be	AUX
cana-5834	55	11	crucial	crucial	ADJ
cana-5834	55	12	to	to	ADP
cana-5834	55	13	overcoming	overcome	VERB
cana-5834	55	14	this	this	DET
cana-5834	55	15	challenge	challenge	NOUN
cana-5834	55	16	.	.	PUNCT
cana-5834	56	1	4	4	X
cana-5834	56	2	.	.	X
cana-5834	56	3	real	real	ADJ
cana-5834	56	4	-	-	PUNCT
cana-5834	56	5	time	time	NOUN
cana-5834	56	6	computational	computational	ADJ
cana-5834	56	7	demands	demand	NOUN
cana-5834	56	8	:	:	PUNCT
cana-5834	56	9	har	har	NOUN
cana-5834	56	10	systems	system	NOUN
cana-5834	56	11	increasingly	increasingly	ADV
cana-5834	56	12	focus	focus	VERB
cana-5834	56	13	on	on	ADP
cana-5834	56	14	real	real	ADJ
cana-5834	56	15	-	-	PUNCT
cana-5834	56	16	time	time	NOUN
cana-5834	56	17	applications	application	NOUN
cana-5834	56	18	,	,	PUNCT
cana-5834	56	19	such	such	ADJ
cana-5834	56	20	as	as	ADP
cana-5834	56	21	fall	fall	NOUN
cana-5834	56	22	detection	detection	NOUN
cana-5834	56	23	in	in	ADP
cana-5834	56	24	elderly	elderly	ADJ
cana-5834	56	25	care	care	NOUN
cana-5834	56	26	or	or	CCONJ
cana-5834	56	27	gesture	gesture	NOUN
cana-5834	56	28	recognition	recognition	NOUN
cana-5834	56	29	in	in	ADP
cana-5834	56	30	interactive	interactive	ADJ
cana-5834	56	31	systems	system	NOUN
cana-5834	56	32	.	.	PUNCT
cana-5834	57	1	these	these	DET
cana-5834	57	2	tasks	task	NOUN
cana-5834	57	3	require	require	VERB
cana-5834	57	4	models	model	NOUN
cana-5834	57	5	that	that	PRON
cana-5834	57	6	balance	balance	VERB
cana-5834	57	7	computational	computational	ADJ
cana-5834	57	8	speed	speed	NOUN
cana-5834	57	9	with	with	ADP
cana-5834	57	10	precision	precision	NOUN
cana-5834	57	11	,	,	PUNCT
cana-5834	57	12	ensuring	ensure	VERB
cana-5834	57	13	timely	timely	ADJ
cana-5834	57	14	and	and	CCONJ
cana-5834	57	15	accurate	accurate	ADJ
cana-5834	57	16	responses	response	NOUN
cana-5834	57	17	without	without	ADP
cana-5834	57	18	overwhelming	overwhelming	ADJ
cana-5834	57	19	hardware	hardware	NOUN
cana-5834	57	20	capacities	capacity	NOUN
cana-5834	57	21	.	.	PUNCT
cana-5834	58	1	5	5	X
cana-5834	58	2	.	.	X
cana-5834	58	3	interpretability	interpretability	NOUN
cana-5834	58	4	and	and	CCONJ
cana-5834	58	5	usability	usability	NOUN
cana-5834	58	6	:	:	PUNCT
cana-5834	58	7	as	as	SCONJ
cana-5834	58	8	har	har	NOUN
cana-5834	58	9	systems	system	NOUN
cana-5834	58	10	become	become	VERB
cana-5834	58	11	integral	integral	ADJ
cana-5834	58	12	to	to	ADP
cana-5834	58	13	sensitive	sensitive	ADJ
cana-5834	58	14	domains	domain	NOUN
cana-5834	58	15	like	like	ADP
cana-5834	58	16	healthcare	healthcare	NOUN
cana-5834	58	17	,	,	PUNCT
cana-5834	58	18	the	the	DET
cana-5834	58	19	interpretability	interpretability	NOUN
cana-5834	58	20	of	of	ADP
cana-5834	58	21	model	model	NOUN
cana-5834	58	22	predictions	prediction	NOUN
cana-5834	58	23	and	and	CCONJ
cana-5834	58	24	user	user	NOUN
cana-5834	58	25	trust	trust	NOUN
cana-5834	58	26	become	become	VERB
cana-5834	58	27	paramount	paramount	ADJ
cana-5834	58	28	.	.	PUNCT
cana-5834	59	1	ensuring	ensure	VERB
cana-5834	59	2	transparency	transparency	NOUN
cana-5834	59	3	in	in	ADP
cana-5834	59	4	the	the	DET
cana-5834	59	5	decision	decision	NOUN
cana-5834	59	6	-	-	PUNCT
cana-5834	59	7	making	make	VERB
cana-5834	59	8	process	process	NOUN
cana-5834	59	9	of	of	ADP
cana-5834	59	10	algorithms	algorithm	NOUN
cana-5834	59	11	is	be	AUX
cana-5834	59	12	a	a	DET
cana-5834	59	13	critical	critical	ADJ
cana-5834	59	14	challenge	challenge	NOUN
cana-5834	59	15	that	that	PRON
cana-5834	59	16	must	must	AUX
cana-5834	59	17	be	be	AUX
cana-5834	59	18	addressed	address	VERB
cana-5834	59	19	to	to	PART
cana-5834	59	20	foster	foster	VERB
cana-5834	59	21	widespread	widespread	ADJ
cana-5834	59	22	adoption	adoption	NOUN
cana-5834	59	23	.	.	PUNCT
cana-5834	60	1	communications	communication	NOUN
cana-5834	60	2	on	on	ADP
cana-5834	60	3	applied	apply	VERB
cana-5834	60	4	nonlinear	nonlinear	ADJ
cana-5834	60	5	analysis	analysis	NOUN
cana-5834	60	6	issn	issn	NOUN
cana-5834	60	7	:	:	PUNCT
cana-5834	60	8	1074	1074	NUM
cana-5834	60	9	-	-	PUNCT
cana-5834	60	10	133x	133x	NUM
cana-5834	60	11	vol	vol	VERB
cana-5834	60	12	32	32	NUM
cana-5834	60	13	no	no	NOUN
cana-5834	60	14	.	.	PUNCT
cana-5834	61	1	10s	10	NOUN
cana-5834	61	2	(	(	PUNCT
cana-5834	61	3	2025	2025	NUM
cana-5834	61	4	)	)	PUNCT
cana-5834	61	5	2968	2968	NUM
cana-5834	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	61	7	motivation	motivation	NOUN
cana-5834	61	8	for	for	ADP
cana-5834	61	9	development	development	NOUN
cana-5834	61	10	the	the	DET
cana-5834	61	11	motivation	motivation	NOUN
cana-5834	61	12	behind	behind	ADP
cana-5834	61	13	advancing	advance	VERB
cana-5834	61	14	har	har	NOUN
cana-5834	61	15	systems	system	NOUN
cana-5834	61	16	lies	lie	VERB
cana-5834	61	17	in	in	ADP
cana-5834	61	18	their	their	PRON
cana-5834	61	19	transformative	transformative	ADJ
cana-5834	61	20	impact	impact	NOUN
cana-5834	61	21	on	on	ADP
cana-5834	61	22	modern	modern	ADJ
cana-5834	61	23	industries	industry	NOUN
cana-5834	61	24	and	and	CCONJ
cana-5834	61	25	societal	societal	ADJ
cana-5834	61	26	needs	need	NOUN
cana-5834	61	27	.	.	PUNCT
cana-5834	62	1	in	in	ADP
cana-5834	62	2	healthcare	healthcare	PROPN
cana-5834	62	3	,	,	PUNCT
cana-5834	62	4	har	har	PROPN
cana-5834	62	5	facilitates	facilitate	VERB
cana-5834	62	6	patient	patient	ADJ
cana-5834	62	7	monitoring	monitoring	NOUN
cana-5834	62	8	,	,	PUNCT
cana-5834	62	9	enabling	enable	VERB
cana-5834	62	10	early	early	ADJ
cana-5834	62	11	detection	detection	NOUN
cana-5834	62	12	of	of	ADP
cana-5834	62	13	anomalies	anomaly	NOUN
cana-5834	62	14	such	such	ADJ
cana-5834	62	15	as	as	ADP
cana-5834	62	16	falls	fall	NOUN
cana-5834	62	17	or	or	CCONJ
cana-5834	62	18	irregular	irregular	ADJ
cana-5834	62	19	gait	gait	NOUN
cana-5834	62	20	.	.	PUNCT
cana-5834	63	1	such	such	ADJ
cana-5834	63	2	systems	system	NOUN
cana-5834	63	3	are	be	AUX
cana-5834	63	4	invaluable	invaluable	ADJ
cana-5834	63	5	in	in	ADP
cana-5834	63	6	improving	improve	VERB
cana-5834	63	7	patient	patient	ADJ
cana-5834	63	8	outcomes	outcome	NOUN
cana-5834	63	9	,	,	PUNCT
cana-5834	63	10	reducing	reduce	VERB
cana-5834	63	11	medical	medical	ADJ
cana-5834	63	12	costs	cost	NOUN
cana-5834	63	13	,	,	PUNCT
cana-5834	63	14	and	and	CCONJ
cana-5834	63	15	enhancing	enhance	VERB
cana-5834	63	16	quality	quality	NOUN
cana-5834	63	17	of	of	ADP
cana-5834	63	18	life	life	NOUN
cana-5834	63	19	for	for	ADP
cana-5834	63	20	the	the	DET
cana-5834	63	21	elderly	elderly	ADJ
cana-5834	63	22	or	or	CCONJ
cana-5834	63	23	disabled	disabled	ADJ
cana-5834	63	24	.	.	PUNCT
cana-5834	64	1	similarly	similarly	ADV
cana-5834	64	2	,	,	PUNCT
cana-5834	64	3	sports	sport	NOUN
cana-5834	64	4	analytics	analytic	NOUN
cana-5834	64	5	leverage	leverage	VERB
cana-5834	64	6	har	har	NOUN
cana-5834	64	7	to	to	PART
cana-5834	64	8	study	study	VERB
cana-5834	64	9	athlete	athlete	NOUN
cana-5834	64	10	performance	performance	NOUN
cana-5834	64	11	,	,	PUNCT
cana-5834	64	12	optimize	optimize	VERB
cana-5834	64	13	training	training	NOUN
cana-5834	64	14	regimes	regime	NOUN
cana-5834	64	15	,	,	PUNCT
cana-5834	64	16	and	and	CCONJ
cana-5834	64	17	prevent	prevent	VERB
cana-5834	64	18	injuries	injury	NOUN
cana-5834	64	19	.	.	PUNCT
cana-5834	65	1	human	human	ADJ
cana-5834	65	2	-	-	PUNCT
cana-5834	65	3	computer	computer	NOUN
cana-5834	65	4	interaction	interaction	NOUN
cana-5834	65	5	is	be	AUX
cana-5834	65	6	another	another	DET
cana-5834	65	7	area	area	NOUN
cana-5834	65	8	where	where	SCONJ
cana-5834	65	9	har	har	NOUN
cana-5834	65	10	drives	drive	VERB
cana-5834	65	11	innovation	innovation	NOUN
cana-5834	65	12	,	,	PUNCT
cana-5834	65	13	enabling	enable	VERB
cana-5834	65	14	gesture	gesture	NOUN
cana-5834	65	15	-	-	PUNCT
cana-5834	65	16	based	base	VERB
cana-5834	65	17	controls	control	NOUN
cana-5834	65	18	and	and	CCONJ
cana-5834	65	19	immersive	immersive	ADJ
cana-5834	65	20	experiences	experience	NOUN
cana-5834	65	21	in	in	ADP
cana-5834	65	22	gaming	gaming	NOUN
cana-5834	65	23	and	and	CCONJ
cana-5834	65	24	virtual	virtual	ADJ
cana-5834	65	25	reality	reality	NOUN
cana-5834	65	26	.	.	PUNCT
cana-5834	66	1	the	the	DET
cana-5834	66	2	increasing	increase	VERB
cana-5834	66	3	availability	availability	NOUN
cana-5834	66	4	of	of	ADP
cana-5834	66	5	wearable	wearable	ADJ
cana-5834	66	6	sensors	sensor	NOUN
cana-5834	66	7	and	and	CCONJ
cana-5834	66	8	iot	iot	NOUN
cana-5834	66	9	devices	device	NOUN
cana-5834	66	10	has	have	AUX
cana-5834	66	11	expanded	expand	VERB
cana-5834	66	12	the	the	DET
cana-5834	66	13	scope	scope	NOUN
cana-5834	66	14	of	of	ADP
cana-5834	66	15	har	har	NOUN
cana-5834	66	16	systems	system	NOUN
cana-5834	66	17	.	.	PUNCT
cana-5834	67	1	these	these	DET
cana-5834	67	2	technologies	technology	NOUN
cana-5834	67	3	allow	allow	VERB
cana-5834	67	4	seamless	seamless	ADJ
cana-5834	67	5	integration	integration	NOUN
cana-5834	67	6	into	into	ADP
cana-5834	67	7	daily	daily	ADJ
cana-5834	67	8	life	life	NOUN
cana-5834	67	9	,	,	PUNCT
cana-5834	67	10	providing	provide	VERB
cana-5834	67	11	continuous	continuous	ADJ
cana-5834	67	12	monitoring	monitoring	NOUN
cana-5834	67	13	without	without	ADP
cana-5834	67	14	imposing	impose	VERB
cana-5834	67	15	on	on	ADP
cana-5834	67	16	user	user	NOUN
cana-5834	67	17	convenience	convenience	NOUN
cana-5834	67	18	.	.	PUNCT
cana-5834	68	1	furthermore	furthermore	ADV
cana-5834	68	2	,	,	PUNCT
cana-5834	68	3	advancements	advancement	NOUN
cana-5834	68	4	in	in	ADP
cana-5834	68	5	machine	machine	NOUN
cana-5834	68	6	learning	learn	VERB
cana-5834	68	7	algorithms	algorithm	NOUN
cana-5834	68	8	and	and	CCONJ
cana-5834	68	9	feature	feature	NOUN
cana-5834	68	10	selection	selection	NOUN
cana-5834	68	11	techniques	technique	NOUN
cana-5834	68	12	open	open	VERB
cana-5834	68	13	new	new	ADJ
cana-5834	68	14	pathways	pathway	NOUN
cana-5834	68	15	to	to	PART
cana-5834	68	16	tackle	tackle	VERB
cana-5834	68	17	the	the	DET
cana-5834	68	18	challenges	challenge	NOUN
cana-5834	68	19	of	of	ADP
cana-5834	68	20	data	datum	NOUN
cana-5834	68	21	complexity	complexity	NOUN
cana-5834	68	22	and	and	CCONJ
cana-5834	68	23	variability	variability	NOUN
cana-5834	68	24	.	.	PUNCT
cana-5834	69	1	beyond	beyond	ADP
cana-5834	69	2	technical	technical	ADJ
cana-5834	69	3	aspirations	aspiration	NOUN
cana-5834	69	4	,	,	PUNCT
cana-5834	69	5	the	the	DET
cana-5834	69	6	motivation	motivation	NOUN
cana-5834	69	7	for	for	ADP
cana-5834	69	8	developing	develop	VERB
cana-5834	69	9	har	har	NOUN
cana-5834	69	10	systems	system	NOUN
cana-5834	69	11	stems	stem	VERB
cana-5834	69	12	from	from	ADP
cana-5834	69	13	their	their	PRON
cana-5834	69	14	societal	societal	ADJ
cana-5834	69	15	benefits	benefit	NOUN
cana-5834	69	16	.	.	PUNCT
cana-5834	70	1	by	by	ADP
cana-5834	70	2	improving	improve	VERB
cana-5834	70	3	accessibility	accessibility	NOUN
cana-5834	70	4	to	to	ADP
cana-5834	70	5	healthcare	healthcare	NOUN
cana-5834	70	6	resources	resource	NOUN
cana-5834	70	7	,	,	PUNCT
cana-5834	70	8	enhancing	enhance	VERB
cana-5834	70	9	safety	safety	NOUN
cana-5834	70	10	in	in	ADP
cana-5834	70	11	industrial	industrial	ADJ
cana-5834	70	12	environments	environment	NOUN
cana-5834	70	13	,	,	PUNCT
cana-5834	70	14	and	and	CCONJ
cana-5834	70	15	creating	create	VERB
cana-5834	70	16	novel	novel	ADJ
cana-5834	70	17	interactive	interactive	ADJ
cana-5834	70	18	experiences	experience	NOUN
cana-5834	70	19	,	,	PUNCT
cana-5834	70	20	har	har	PROPN
cana-5834	70	21	systems	system	NOUN
cana-5834	70	22	embody	embody	VERB
cana-5834	70	23	the	the	DET
cana-5834	70	24	potential	potential	NOUN
cana-5834	70	25	of	of	ADP
cana-5834	70	26	technology	technology	NOUN
cana-5834	70	27	to	to	PART
cana-5834	70	28	enrich	enrich	VERB
cana-5834	70	29	human	human	ADJ
cana-5834	70	30	life	life	NOUN
cana-5834	70	31	.	.	PUNCT
cana-5834	71	1	objectives	objective	VERB
cana-5834	71	2	the	the	DET
cana-5834	71	3	objectives	objective	NOUN
cana-5834	71	4	of	of	ADP
cana-5834	71	5	this	this	DET
cana-5834	71	6	research	research	NOUN
cana-5834	71	7	focus	focus	NOUN
cana-5834	71	8	on	on	ADP
cana-5834	71	9	addressing	address	VERB
cana-5834	71	10	imbalanced	imbalanced	ADJ
cana-5834	71	11	datasets	dataset	NOUN
cana-5834	71	12	,	,	PUNCT
cana-5834	71	13	optimizing	optimize	VERB
cana-5834	71	14	feature	feature	NOUN
cana-5834	71	15	extraction	extraction	NOUN
cana-5834	71	16	,	,	PUNCT
cana-5834	71	17	and	and	CCONJ
cana-5834	71	18	enhancing	enhance	VERB
cana-5834	71	19	computational	computational	ADJ
cana-5834	71	20	efficiency	efficiency	NOUN
cana-5834	71	21	:	:	PUNCT
cana-5834	71	22	1	1	X
cana-5834	71	23	.	.	X
cana-5834	71	24	balanced	balance	VERB
cana-5834	71	25	dataset	dataset	ADJ
cana-5834	71	26	handling	handling	NOUN
cana-5834	71	27	:	:	PUNCT
cana-5834	71	28	implement	implement	VERB
cana-5834	71	29	under	under	ADP
cana-5834	71	30	-	-	PUNCT
cana-5834	71	31	sampling	sample	VERB
cana-5834	71	32	and	and	CCONJ
cana-5834	71	33	over	over	ADV
cana-5834	71	34	-	-	PUNCT
cana-5834	71	35	sampling	sample	VERB
cana-5834	71	36	techniques	technique	NOUN
cana-5834	71	37	to	to	PART
cana-5834	71	38	mitigate	mitigate	VERB
cana-5834	71	39	class	class	NOUN
cana-5834	71	40	imbalance	imbalance	NOUN
cana-5834	71	41	,	,	PUNCT
cana-5834	71	42	ensuring	ensure	VERB
cana-5834	71	43	equitable	equitable	ADJ
cana-5834	71	44	representation	representation	NOUN
cana-5834	71	45	of	of	ADP
cana-5834	71	46	all	all	DET
cana-5834	71	47	activity	activity	NOUN
cana-5834	71	48	classes	class	NOUN
cana-5834	71	49	.	.	PUNCT
cana-5834	72	1	this	this	PRON
cana-5834	72	2	enhances	enhance	VERB
cana-5834	72	3	model	model	NOUN
cana-5834	72	4	accuracy	accuracy	NOUN
cana-5834	72	5	and	and	CCONJ
cana-5834	72	6	fairness	fairness	NOUN
cana-5834	72	7	.	.	PUNCT
cana-5834	73	1	2	2	X
cana-5834	73	2	.	.	X
cana-5834	73	3	feature	feature	NOUN
cana-5834	73	4	optimization	optimization	NOUN
cana-5834	73	5	through	through	ADP
cana-5834	73	6	anova	anova	PROPN
cana-5834	73	7	:	:	PUNCT
cana-5834	73	8	apply	apply	VERB
cana-5834	73	9	anova	anova	PROPN
cana-5834	73	10	-	-	PUNCT
cana-5834	73	11	based	base	VERB
cana-5834	73	12	feature	feature	NOUN
cana-5834	73	13	selection	selection	NOUN
cana-5834	73	14	to	to	PART
cana-5834	73	15	refine	refine	VERB
cana-5834	73	16	the	the	DET
cana-5834	73	17	dataset	dataset	NOUN
cana-5834	73	18	,	,	PUNCT
cana-5834	73	19	identifying	identify	VERB
cana-5834	73	20	statistically	statistically	ADV
cana-5834	73	21	significant	significant	ADJ
cana-5834	73	22	features	feature	NOUN
cana-5834	73	23	.	.	PUNCT
cana-5834	74	1	this	this	PRON
cana-5834	74	2	reduces	reduce	VERB
cana-5834	74	3	dimensionality	dimensionality	NOUN
cana-5834	74	4	,	,	PUNCT
cana-5834	74	5	eliminates	eliminate	VERB
cana-5834	74	6	redundancy	redundancy	NOUN
cana-5834	74	7	,	,	PUNCT
cana-5834	74	8	and	and	CCONJ
cana-5834	74	9	improves	improve	VERB
cana-5834	74	10	interpretability	interpretability	NOUN
cana-5834	74	11	.	.	PUNCT
cana-5834	75	1	3	3	X
cana-5834	75	2	.	.	X
cana-5834	75	3	enhanced	enhance	VERB
cana-5834	75	4	computational	computational	ADJ
cana-5834	75	5	efficiency	efficiency	NOUN
cana-5834	75	6	:	:	PUNCT
cana-5834	75	7	develop	develop	VERB
cana-5834	75	8	models	model	NOUN
cana-5834	75	9	integrating	integrate	VERB
cana-5834	75	10	catboost	catboost	NOUN
cana-5834	75	11	with	with	ADP
cana-5834	75	12	optimized	optimize	VERB
cana-5834	75	13	feature	feature	NOUN
cana-5834	75	14	inputs	input	NOUN
cana-5834	75	15	.	.	PUNCT
cana-5834	76	1	the	the	DET
cana-5834	76	2	synergy	synergy	NOUN
cana-5834	76	3	between	between	ADP
cana-5834	76	4	gradient	gradient	ADJ
cana-5834	76	5	boosting	boost	VERB
cana-5834	76	6	algorithms	algorithm	NOUN
cana-5834	76	7	and	and	CCONJ
cana-5834	76	8	feature	feature	NOUN
cana-5834	76	9	selection	selection	NOUN
cana-5834	76	10	techniques	technique	NOUN
cana-5834	76	11	accelerates	accelerate	VERB
cana-5834	76	12	decision	decision	NOUN
cana-5834	76	13	-	-	PUNCT
cana-5834	76	14	making	making	NOUN
cana-5834	76	15	while	while	SCONJ
cana-5834	76	16	maintaining	maintain	VERB
cana-5834	76	17	adaptability	adaptability	NOUN
cana-5834	76	18	to	to	ADP
cana-5834	76	19	variations	variation	NOUN
cana-5834	76	20	in	in	ADP
cana-5834	76	21	activity	activity	NOUN
cana-5834	76	22	patterns	pattern	NOUN
cana-5834	76	23	.	.	PUNCT
cana-5834	77	1	overview	overview	VERB
cana-5834	77	2	this	this	DET
cana-5834	77	3	paper	paper	NOUN
cana-5834	77	4	explores	explore	VERB
cana-5834	77	5	the	the	DET
cana-5834	77	6	integration	integration	NOUN
cana-5834	77	7	of	of	ADP
cana-5834	77	8	catboost	catboost	NOUN
cana-5834	77	9	and	and	CCONJ
cana-5834	77	10	anova	anova	VERB
cana-5834	77	11	-	-	PUNCT
cana-5834	77	12	based	base	VERB
cana-5834	77	13	feature	feature	NOUN
cana-5834	77	14	selection	selection	NOUN
cana-5834	77	15	in	in	ADP
cana-5834	77	16	har	har	NOUN
cana-5834	77	17	systems	system	NOUN
cana-5834	77	18	.	.	PUNCT
cana-5834	78	1	it	it	PRON
cana-5834	78	2	details	detail	VERB
cana-5834	78	3	the	the	DET
cana-5834	78	4	challenges	challenge	NOUN
cana-5834	78	5	faced	face	VERB
cana-5834	78	6	,	,	PUNCT
cana-5834	78	7	objectives	objective	NOUN
cana-5834	78	8	pursued	pursue	VERB
cana-5834	78	9	,	,	PUNCT
cana-5834	78	10	and	and	CCONJ
cana-5834	78	11	outcomes	outcome	NOUN
cana-5834	78	12	achieved	achieve	VERB
cana-5834	78	13	through	through	ADP
cana-5834	78	14	experimental	experimental	ADJ
cana-5834	78	15	evaluations	evaluation	NOUN
cana-5834	78	16	on	on	ADP
cana-5834	78	17	benchmark	benchmark	ADJ
cana-5834	78	18	datasets	dataset	NOUN
cana-5834	78	19	.	.	PUNCT
cana-5834	79	1	the	the	DET
cana-5834	79	2	framework	framework	NOUN
cana-5834	79	3	developed	develop	VERB
cana-5834	79	4	exemplifies	exemplify	VERB
cana-5834	79	5	the	the	DET
cana-5834	79	6	promise	promise	NOUN
cana-5834	79	7	of	of	ADP
cana-5834	79	8	blending	blend	VERB
cana-5834	79	9	advanced	advanced	ADJ
cana-5834	79	10	machine	machine	NOUN
cana-5834	79	11	learning	learn	VERB
cana-5834	79	12	algorithms	algorithm	NOUN
cana-5834	79	13	with	with	ADP
cana-5834	79	14	statistical	statistical	ADJ
cana-5834	79	15	techniques	technique	NOUN
cana-5834	79	16	,	,	PUNCT
cana-5834	79	17	paving	pave	VERB
cana-5834	79	18	the	the	DET
cana-5834	79	19	way	way	NOUN
cana-5834	79	20	for	for	ADP
cana-5834	79	21	accessible	accessible	ADJ
cana-5834	79	22	,	,	PUNCT
cana-5834	79	23	efficient	efficient	ADJ
cana-5834	79	24	,	,	PUNCT
cana-5834	79	25	and	and	CCONJ
cana-5834	79	26	accurate	accurate	ADJ
cana-5834	79	27	har	har	NOUN
cana-5834	79	28	systems	system	NOUN
cana-5834	79	29	.	.	PUNCT
cana-5834	80	1	communications	communication	NOUN
cana-5834	80	2	on	on	ADP
cana-5834	80	3	applied	apply	VERB
cana-5834	80	4	nonlinear	nonlinear	ADJ
cana-5834	80	5	analysis	analysis	NOUN
cana-5834	80	6	issn	issn	NOUN
cana-5834	80	7	:	:	PUNCT
cana-5834	80	8	1074	1074	NUM
cana-5834	80	9	-	-	PUNCT
cana-5834	80	10	133x	133x	NUM
cana-5834	80	11	vol	vol	VERB
cana-5834	80	12	32	32	NUM
cana-5834	80	13	no	no	NOUN
cana-5834	80	14	.	.	PUNCT
cana-5834	81	1	10s	10	NOUN
cana-5834	81	2	(	(	PUNCT
cana-5834	81	3	2025	2025	NUM
cana-5834	81	4	)	)	PUNCT
cana-5834	81	5	2969	2969	NUM
cana-5834	82	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	82	2	literature	literature	NOUN
cana-5834	82	3	survey	survey	NOUN
cana-5834	82	4	foundations	foundation	NOUN
cana-5834	82	5	and	and	CCONJ
cana-5834	82	6	feature	feature	NOUN
cana-5834	82	7	engineering	engineering	NOUN
cana-5834	82	8	human	human	ADJ
cana-5834	82	9	activity	activity	NOUN
cana-5834	82	10	recognition	recognition	NOUN
cana-5834	82	11	(	(	PUNCT
cana-5834	82	12	har	har	NOUN
cana-5834	82	13	)	)	PUNCT
cana-5834	82	14	has	have	AUX
cana-5834	82	15	evolved	evolve	VERB
cana-5834	82	16	rapidly	rapidly	ADV
cana-5834	82	17	with	with	ADP
cana-5834	82	18	the	the	DET
cana-5834	82	19	advancement	advancement	NOUN
cana-5834	82	20	of	of	ADP
cana-5834	82	21	wearable	wearable	ADJ
cana-5834	82	22	sensor	sensor	NOUN
cana-5834	82	23	technologies	technology	NOUN
cana-5834	82	24	.	.	PUNCT
cana-5834	83	1	foundational	foundational	ADJ
cana-5834	83	2	research	research	NOUN
cana-5834	83	3	by	by	ADP
cana-5834	83	4	iqbal	iqbal	PROPN
cana-5834	83	5	,	,	PUNCT
cana-5834	83	6	khan	khan	PROPN
cana-5834	83	7	,	,	PUNCT
cana-5834	83	8	and	and	CCONJ
cana-5834	83	9	ahmed	ahme	VERB
cana-5834	83	10	[	[	X
cana-5834	83	11	1	1	X
cana-5834	83	12	]	]	PUNCT
cana-5834	83	13	set	set	VERB
cana-5834	83	14	the	the	DET
cana-5834	83	15	stage	stage	NOUN
cana-5834	83	16	for	for	ADP
cana-5834	83	17	har	har	NOUN
cana-5834	83	18	by	by	ADP
cana-5834	83	19	identifying	identify	VERB
cana-5834	83	20	the	the	DET
cana-5834	83	21	core	core	ADJ
cana-5834	83	22	challenges	challenge	NOUN
cana-5834	83	23	in	in	ADP
cana-5834	83	24	real	real	ADJ
cana-5834	83	25	-	-	PUNCT
cana-5834	83	26	time	time	NOUN
cana-5834	83	27	activity	activity	NOUN
cana-5834	83	28	classification	classification	NOUN
cana-5834	83	29	.	.	PUNCT
cana-5834	84	1	building	build	VERB
cana-5834	84	2	on	on	ADP
cana-5834	84	3	this	this	PRON
cana-5834	84	4	,	,	PUNCT
cana-5834	84	5	gupta	gupta	PROPN
cana-5834	84	6	,	,	PUNCT
cana-5834	84	7	kumar	kumar	PROPN
cana-5834	84	8	,	,	PUNCT
cana-5834	84	9	and	and	CCONJ
cana-5834	84	10	zhang	zhang	PROPN
cana-5834	85	1	[	[	X
cana-5834	85	2	2	2	NUM
cana-5834	85	3	]	]	PUNCT
cana-5834	85	4	introduced	introduce	VERB
cana-5834	85	5	efficient	efficient	ADJ
cana-5834	85	6	feature	feature	NOUN
cana-5834	85	7	selection	selection	NOUN
cana-5834	85	8	techniques	technique	NOUN
cana-5834	85	9	for	for	ADP
cana-5834	85	10	iot	iot	NOUN
cana-5834	85	11	-	-	PUNCT
cana-5834	85	12	based	base	VERB
cana-5834	85	13	har	har	NOUN
cana-5834	85	14	systems	system	NOUN
cana-5834	85	15	,	,	PUNCT
cana-5834	85	16	addressing	address	VERB
cana-5834	85	17	the	the	DET
cana-5834	85	18	trade	trade	NOUN
cana-5834	85	19	-	-	PUNCT
cana-5834	85	20	off	off	NOUN
cana-5834	85	21	between	between	ADP
cana-5834	85	22	model	model	NOUN
cana-5834	85	23	performance	performance	NOUN
cana-5834	85	24	and	and	CCONJ
cana-5834	85	25	computation	computation	NOUN
cana-5834	85	26	.	.	PUNCT
cana-5834	86	1	meanwhile	meanwhile	ADV
cana-5834	86	2	,	,	PUNCT
cana-5834	86	3	wang	wang	PROPN
cana-5834	86	4	,	,	PUNCT
cana-5834	86	5	zhao	zhao	PROPN
cana-5834	86	6	,	,	PUNCT
cana-5834	86	7	and	and	CCONJ
cana-5834	86	8	liu	liu	PROPN
cana-5834	87	1	[	[	X
cana-5834	87	2	3	3	NUM
cana-5834	87	3	]	]	PUNCT
cana-5834	87	4	emphasized	emphasize	VERB
cana-5834	87	5	the	the	DET
cana-5834	87	6	utility	utility	NOUN
cana-5834	87	7	of	of	ADP
cana-5834	87	8	deep	deep	ADJ
cana-5834	87	9	learning	learning	NOUN
cana-5834	87	10	models	model	NOUN
cana-5834	87	11	in	in	ADP
cana-5834	87	12	capturing	capture	VERB
cana-5834	87	13	complex	complex	ADJ
cana-5834	87	14	human	human	ADJ
cana-5834	87	15	motions	motion	NOUN
cana-5834	87	16	in	in	ADP
cana-5834	87	17	healthcare	healthcare	NOUN
cana-5834	87	18	settings	setting	NOUN
cana-5834	87	19	.	.	PUNCT
cana-5834	88	1	singh	singh	PROPN
cana-5834	88	2	,	,	PUNCT
cana-5834	88	3	sharma	sharma	PROPN
cana-5834	88	4	,	,	PUNCT
cana-5834	88	5	and	and	CCONJ
cana-5834	88	6	jha	jha	NOUN
cana-5834	89	1	[	[	X
cana-5834	89	2	4	4	X
cana-5834	89	3	]	]	PUNCT
cana-5834	89	4	proposed	propose	VERB
cana-5834	89	5	anova	anova	PROPN
cana-5834	89	6	-	-	PUNCT
cana-5834	89	7	based	base	VERB
cana-5834	89	8	feature	feature	NOUN
cana-5834	89	9	selection	selection	NOUN
cana-5834	89	10	,	,	PUNCT
cana-5834	89	11	demonstrating	demonstrate	VERB
cana-5834	89	12	that	that	PRON
cana-5834	89	13	tailored	tailor	VERB
cana-5834	89	14	statistical	statistical	ADJ
cana-5834	89	15	methods	method	NOUN
cana-5834	89	16	significantly	significantly	ADV
cana-5834	89	17	enhance	enhance	VERB
cana-5834	89	18	har	har	PROPN
cana-5834	89	19	accuracy	accuracy	NOUN
cana-5834	89	20	.	.	PUNCT
cana-5834	90	1	these	these	DET
cana-5834	90	2	early	early	ADJ
cana-5834	90	3	contributions	contribution	NOUN
cana-5834	90	4	collectively	collectively	ADV
cana-5834	90	5	highlight	highlight	VERB
cana-5834	90	6	the	the	DET
cana-5834	90	7	necessity	necessity	NOUN
cana-5834	90	8	of	of	ADP
cana-5834	90	9	intelligent	intelligent	ADJ
cana-5834	90	10	feature	feature	NOUN
cana-5834	90	11	extraction	extraction	NOUN
cana-5834	90	12	and	and	CCONJ
cana-5834	90	13	the	the	DET
cana-5834	90	14	shift	shift	NOUN
cana-5834	90	15	towards	towards	ADP
cana-5834	90	16	data	data	NOUN
cana-5834	90	17	-	-	PUNCT
cana-5834	90	18	driven	drive	VERB
cana-5834	90	19	model	model	NOUN
cana-5834	90	20	optimization	optimization	NOUN
cana-5834	90	21	.	.	PUNCT
cana-5834	91	1	model	model	NOUN
cana-5834	91	2	development	development	NOUN
cana-5834	91	3	and	and	CCONJ
cana-5834	91	4	real	real	ADJ
cana-5834	91	5	-	-	PUNCT
cana-5834	91	6	time	time	NOUN
cana-5834	91	7	applications	application	NOUN
cana-5834	91	8	advances	advance	NOUN
cana-5834	91	9	in	in	ADP
cana-5834	91	10	machine	machine	NOUN
cana-5834	91	11	learning	learn	VERB
cana-5834	91	12	algorithms	algorithm	NOUN
cana-5834	91	13	have	have	AUX
cana-5834	91	14	brought	bring	VERB
cana-5834	91	15	about	about	ADV
cana-5834	91	16	more	more	ADV
cana-5834	91	17	robust	robust	ADJ
cana-5834	91	18	har	har	NOUN
cana-5834	91	19	systems	system	NOUN
cana-5834	91	20	.	.	PUNCT
cana-5834	92	1	lee	lee	PROPN
cana-5834	92	2	,	,	PUNCT
cana-5834	92	3	choi	choi	NOUN
cana-5834	92	4	,	,	PUNCT
cana-5834	92	5	and	and	CCONJ
cana-5834	92	6	park	park	NOUN
cana-5834	92	7	[	[	X
cana-5834	92	8	5	5	NUM
cana-5834	92	9	]	]	PUNCT
cana-5834	92	10	applied	apply	VERB
cana-5834	92	11	catboost	catboost	NOUN
cana-5834	92	12	to	to	ADP
cana-5834	92	13	gesture	gesture	NOUN
cana-5834	92	14	recognition	recognition	NOUN
cana-5834	92	15	,	,	PUNCT
cana-5834	92	16	demonstrating	demonstrate	VERB
cana-5834	92	17	its	its	PRON
cana-5834	92	18	value	value	NOUN
cana-5834	92	19	in	in	ADP
cana-5834	92	20	gaming	gaming	NOUN
cana-5834	92	21	and	and	CCONJ
cana-5834	92	22	vr	vr	NOUN
cana-5834	92	23	interfaces	interface	NOUN
cana-5834	92	24	.	.	PUNCT
cana-5834	93	1	chen	chen	PROPN
cana-5834	93	2	,	,	PUNCT
cana-5834	93	3	li	li	PROPN
cana-5834	93	4	,	,	PUNCT
cana-5834	93	5	and	and	CCONJ
cana-5834	93	6	zhou	zhou	X
cana-5834	94	1	[	[	X
cana-5834	94	2	6	6	NUM
cana-5834	94	3	]	]	PUNCT
cana-5834	94	4	optimized	optimize	VERB
cana-5834	94	5	real	real	ADJ
cana-5834	94	6	-	-	PUNCT
cana-5834	94	7	time	time	NOUN
cana-5834	94	8	har	har	NOUN
cana-5834	94	9	models	model	NOUN
cana-5834	94	10	for	for	ADP
cana-5834	94	11	low	low	ADJ
cana-5834	94	12	-	-	PUNCT
cana-5834	94	13	latency	latency	NOUN
cana-5834	94	14	environments	environment	NOUN
cana-5834	94	15	,	,	PUNCT
cana-5834	94	16	essential	essential	ADJ
cana-5834	94	17	for	for	ADP
cana-5834	94	18	health	health	NOUN
cana-5834	94	19	monitoring	monitoring	NOUN
cana-5834	94	20	.	.	PUNCT
cana-5834	95	1	patel	patel	PROPN
cana-5834	95	2	,	,	PUNCT
cana-5834	95	3	mehta	mehta	PROPN
cana-5834	95	4	,	,	PUNCT
cana-5834	95	5	and	and	CCONJ
cana-5834	95	6	gupta	gupta	NOUN
cana-5834	95	7	[	[	X
cana-5834	95	8	7	7	X
cana-5834	95	9	]	]	PUNCT
cana-5834	95	10	presented	present	VERB
cana-5834	95	11	iotenabled	iotenable	VERB
cana-5834	95	12	har	har	NOUN
cana-5834	95	13	frameworks	framework	NOUN
cana-5834	95	14	for	for	ADP
cana-5834	95	15	elderly	elderly	ADJ
cana-5834	95	16	care	care	NOUN
cana-5834	95	17	,	,	PUNCT
cana-5834	95	18	showing	show	VERB
cana-5834	95	19	how	how	SCONJ
cana-5834	95	20	assistive	assistive	ADJ
cana-5834	95	21	technologies	technology	NOUN
cana-5834	95	22	can	can	AUX
cana-5834	95	23	benefit	benefit	VERB
cana-5834	95	24	from	from	ADP
cana-5834	95	25	contextual	contextual	ADJ
cana-5834	95	26	awareness	awareness	NOUN
cana-5834	95	27	.	.	PUNCT
cana-5834	96	1	brown	brown	PROPN
cana-5834	96	2	,	,	PUNCT
cana-5834	96	3	smith	smith	PROPN
cana-5834	96	4	,	,	PUNCT
cana-5834	96	5	and	and	CCONJ
cana-5834	96	6	wilson	wilson	PROPN
cana-5834	97	1	[	[	X
cana-5834	97	2	8	8	NUM
cana-5834	97	3	]	]	PUNCT
cana-5834	97	4	provided	provide	VERB
cana-5834	97	5	a	a	DET
cana-5834	97	6	broad	broad	ADJ
cana-5834	97	7	review	review	NOUN
cana-5834	97	8	of	of	ADP
cana-5834	97	9	machine	machine	NOUN
cana-5834	97	10	learning	learning	NOUN
cana-5834	97	11	methods	method	NOUN
cana-5834	97	12	,	,	PUNCT
cana-5834	97	13	while	while	SCONJ
cana-5834	97	14	davis	davis	PROPN
cana-5834	97	15	,	,	PUNCT
cana-5834	97	16	green	green	ADJ
cana-5834	97	17	,	,	PUNCT
cana-5834	97	18	and	and	CCONJ
cana-5834	97	19	white	white	ADJ
cana-5834	97	20	[	[	X
cana-5834	97	21	9	9	NUM
cana-5834	97	22	]	]	PUNCT
cana-5834	97	23	examined	examine	VERB
cana-5834	97	24	industrial	industrial	ADJ
cana-5834	97	25	safety	safety	NOUN
cana-5834	97	26	use	use	NOUN
cana-5834	97	27	cases	case	NOUN
cana-5834	97	28	of	of	ADP
cana-5834	97	29	har	har	NOUN
cana-5834	97	30	,	,	PUNCT
cana-5834	97	31	employing	employ	VERB
cana-5834	97	32	gradient	gradient	NOUN
cana-5834	97	33	boosting	boost	VERB
cana-5834	97	34	for	for	ADP
cana-5834	97	35	real	real	ADJ
cana-5834	97	36	-	-	PUNCT
cana-5834	97	37	time	time	NOUN
cana-5834	97	38	alerts	alert	NOUN
cana-5834	97	39	.	.	PUNCT
cana-5834	98	1	richardson	richardson	PROPN
cana-5834	98	2	,	,	PUNCT
cana-5834	98	3	carter	carter	PROPN
cana-5834	98	4	,	,	PUNCT
cana-5834	98	5	and	and	CCONJ
cana-5834	98	6	perry	perry	NOUN
cana-5834	99	1	[	[	X
cana-5834	99	2	10	10	NUM
cana-5834	99	3	]	]	PUNCT
cana-5834	99	4	redefined	redefine	VERB
cana-5834	99	5	athletic	athletic	ADJ
cana-5834	99	6	performance	performance	NOUN
cana-5834	99	7	metrics	metric	NOUN
cana-5834	99	8	using	use	VERB
cana-5834	99	9	har	har	NOUN
cana-5834	99	10	data	datum	NOUN
cana-5834	99	11	,	,	PUNCT
cana-5834	99	12	contributing	contribute	VERB
cana-5834	99	13	to	to	ADP
cana-5834	99	14	next	next	ADJ
cana-5834	99	15	-	-	PUNCT
cana-5834	99	16	gen	gen	NOUN
cana-5834	99	17	sports	sport	NOUN
cana-5834	99	18	analytics	analytic	NOUN
cana-5834	99	19	.	.	PUNCT
cana-5834	100	1	gesture	gesture	NOUN
cana-5834	100	2	interfaces	interface	NOUN
cana-5834	100	3	and	and	CCONJ
cana-5834	100	4	system	system	NOUN
cana-5834	100	5	integration	integration	NOUN
cana-5834	100	6	the	the	DET
cana-5834	100	7	evolution	evolution	NOUN
cana-5834	100	8	of	of	ADP
cana-5834	100	9	har	har	PROPN
cana-5834	100	10	has	have	AUX
cana-5834	100	11	led	lead	VERB
cana-5834	100	12	to	to	ADP
cana-5834	100	13	greater	great	ADJ
cana-5834	100	14	integration	integration	NOUN
cana-5834	100	15	in	in	ADP
cana-5834	100	16	consumer	consumer	NOUN
cana-5834	100	17	technologies	technology	NOUN
cana-5834	100	18	.	.	PUNCT
cana-5834	101	1	zhang	zhang	PROPN
cana-5834	101	2	,	,	PUNCT
cana-5834	101	3	liu	liu	PROPN
cana-5834	101	4	,	,	PUNCT
cana-5834	101	5	and	and	CCONJ
cana-5834	101	6	tan	tan	PRON
cana-5834	101	7	[	[	X
cana-5834	101	8	11	11	NUM
cana-5834	101	9	]	]	PUNCT
cana-5834	101	10	focused	focus	VERB
cana-5834	101	11	on	on	ADP
cana-5834	101	12	gesture	gesture	NOUN
cana-5834	101	13	-	-	PUNCT
cana-5834	101	14	based	base	VERB
cana-5834	101	15	interfaces	interface	NOUN
cana-5834	101	16	,	,	PUNCT
cana-5834	101	17	introducing	introduce	VERB
cana-5834	101	18	algorithms	algorithm	NOUN
cana-5834	101	19	for	for	ADP
cana-5834	101	20	adaptive	adaptive	ADJ
cana-5834	101	21	gesture	gesture	NOUN
cana-5834	101	22	modeling	modeling	NOUN
cana-5834	101	23	.	.	PUNCT
cana-5834	102	1	miller	miller	PROPN
cana-5834	102	2	,	,	PUNCT
cana-5834	102	3	green	green	ADJ
cana-5834	102	4	,	,	PUNCT
cana-5834	102	5	and	and	CCONJ
cana-5834	102	6	brown	brown	ADJ
cana-5834	103	1	[	[	X
cana-5834	103	2	12	12	NUM
cana-5834	103	3	]	]	PUNCT
cana-5834	103	4	tackled	tackle	VERB
cana-5834	103	5	the	the	DET
cana-5834	103	6	challenges	challenge	NOUN
cana-5834	103	7	in	in	ADP
cana-5834	103	8	wearable	wearable	ADJ
cana-5834	103	9	sensor	sensor	NOUN
cana-5834	103	10	data	datum	NOUN
cana-5834	103	11	preprocessing	preprocessing	NOUN
cana-5834	103	12	,	,	PUNCT
cana-5834	103	13	proposing	propose	VERB
cana-5834	103	14	efficient	efficient	ADJ
cana-5834	103	15	filtering	filter	VERB
cana-5834	103	16	pipelines	pipeline	NOUN
cana-5834	103	17	.	.	PUNCT
cana-5834	104	1	johnson	johnson	PROPN
cana-5834	104	2	,	,	PUNCT
cana-5834	104	3	vignesh	vignesh	ADJ
cana-5834	104	4	,	,	PUNCT
cana-5834	104	5	and	and	CCONJ
cana-5834	104	6	wayne	wayne	PROPN
cana-5834	105	1	[	[	X
cana-5834	105	2	13	13	NUM
cana-5834	105	3	]	]	PUNCT
cana-5834	105	4	explored	explore	VERB
cana-5834	105	5	har	har	NOUN
cana-5834	105	6	in	in	ADP
cana-5834	105	7	healthcare	healthcare	PROPN
cana-5834	105	8	,	,	PUNCT
cana-5834	105	9	identifying	identify	VERB
cana-5834	105	10	latency	latency	NOUN
cana-5834	105	11	,	,	PUNCT
cana-5834	105	12	interpretability	interpretability	NOUN
cana-5834	105	13	,	,	PUNCT
cana-5834	105	14	and	and	CCONJ
cana-5834	105	15	data	datum	NOUN
cana-5834	105	16	imbalance	imbalance	NOUN
cana-5834	105	17	as	as	ADP
cana-5834	105	18	key	key	ADJ
cana-5834	105	19	challenges	challenge	NOUN
cana-5834	105	20	.	.	PUNCT
cana-5834	106	1	lopez	lopez	NOUN
cana-5834	106	2	,	,	PUNCT
cana-5834	106	3	garcia	garcia	PROPN
cana-5834	106	4	,	,	PUNCT
cana-5834	106	5	and	and	CCONJ
cana-5834	106	6	fernandez	fernandez	PROPN
cana-5834	107	1	[	[	X
cana-5834	107	2	14	14	NUM
cana-5834	107	3	]	]	PUNCT
cana-5834	107	4	introduced	introduce	VERB
cana-5834	107	5	dnn	dnn	PROPN
cana-5834	107	6	-	-	PUNCT
cana-5834	107	7	based	base	VERB
cana-5834	107	8	real	real	ADJ
cana-5834	107	9	-	-	PUNCT
cana-5834	107	10	time	time	NOUN
cana-5834	107	11	har	har	NOUN
cana-5834	107	12	systems	system	NOUN
cana-5834	107	13	,	,	PUNCT
cana-5834	107	14	particularly	particularly	ADV
cana-5834	107	15	for	for	ADP
cana-5834	107	16	emergency	emergency	NOUN
cana-5834	107	17	alerts	alert	NOUN
cana-5834	107	18	.	.	PUNCT
cana-5834	108	1	ahmed	ahmed	PROPN
cana-5834	108	2	,	,	PUNCT
cana-5834	108	3	khan	khan	PROPN
cana-5834	108	4	,	,	PUNCT
cana-5834	108	5	and	and	CCONJ
cana-5834	108	6	patel	patel	NOUN
cana-5834	109	1	[	[	X
cana-5834	109	2	15][16	15][16	X
cana-5834	109	3	]	]	X
cana-5834	109	4	extended	extend	VERB
cana-5834	109	5	har	har	NOUN
cana-5834	109	6	applications	application	NOUN
cana-5834	109	7	to	to	ADP
cana-5834	109	8	smart	smart	ADJ
cana-5834	109	9	homes	home	NOUN
cana-5834	109	10	and	and	CCONJ
cana-5834	109	11	factories	factory	NOUN
cana-5834	109	12	,	,	PUNCT
cana-5834	109	13	advocating	advocate	VERB
cana-5834	109	14	context	context	NOUN
cana-5834	109	15	-	-	PUNCT
cana-5834	109	16	aware	aware	ADJ
cana-5834	109	17	automation	automation	NOUN
cana-5834	109	18	and	and	CCONJ
cana-5834	109	19	worker	worker	NOUN
cana-5834	109	20	safety	safety	NOUN
cana-5834	109	21	using	use	VERB
cana-5834	109	22	activity	activity	NOUN
cana-5834	109	23	tracking	tracking	NOUN
cana-5834	109	24	.	.	PUNCT
cana-5834	110	1	intelligent	intelligent	ADJ
cana-5834	110	2	systems	system	NOUN
cana-5834	110	3	and	and	CCONJ
cana-5834	110	4	emerging	emerge	VERB
cana-5834	110	5	environments	environment	NOUN
cana-5834	110	6	new	new	ADJ
cana-5834	110	7	environments	environment	NOUN
cana-5834	110	8	for	for	ADP
cana-5834	110	9	har	har	NOUN
cana-5834	110	10	are	be	AUX
cana-5834	110	11	continuously	continuously	ADV
cana-5834	110	12	being	be	AUX
cana-5834	110	13	explored	explore	VERB
cana-5834	110	14	.	.	PUNCT
cana-5834	111	1	johnson	johnson	PROPN
cana-5834	111	2	,	,	PUNCT
cana-5834	111	3	white	white	ADJ
cana-5834	111	4	,	,	PUNCT
cana-5834	111	5	and	and	CCONJ
cana-5834	111	6	tan	tan	PROPN
cana-5834	111	7	[	[	X
cana-5834	111	8	17	17	NUM
cana-5834	111	9	]	]	PUNCT
cana-5834	111	10	proposed	propose	VERB
cana-5834	111	11	har	har	NOUN
cana-5834	111	12	for	for	ADP
cana-5834	111	13	integration	integration	NOUN
cana-5834	111	14	into	into	ADP
cana-5834	111	15	autonomous	autonomous	ADJ
cana-5834	111	16	vehicles	vehicle	NOUN
cana-5834	111	17	,	,	PUNCT
cana-5834	111	18	using	use	VERB
cana-5834	111	19	activity	activity	NOUN
cana-5834	111	20	cues	cue	NOUN
cana-5834	111	21	to	to	PART
cana-5834	111	22	enhance	enhance	VERB
cana-5834	111	23	navigation	navigation	NOUN
cana-5834	111	24	safety	safety	NOUN
cana-5834	111	25	.	.	PUNCT
cana-5834	112	1	patel	patel	PROPN
cana-5834	112	2	,	,	PUNCT
cana-5834	112	3	gupta	gupta	PROPN
cana-5834	112	4	,	,	PUNCT
cana-5834	112	5	and	and	CCONJ
cana-5834	112	6	perry	perry	NOUN
cana-5834	112	7	[	[	X
cana-5834	112	8	18	18	NUM
cana-5834	112	9	]	]	PUNCT
cana-5834	112	10	proposed	propose	VERB
cana-5834	112	11	urban	urban	ADJ
cana-5834	112	12	har	har	NOUN
cana-5834	112	13	systems	system	NOUN
cana-5834	112	14	for	for	ADP
cana-5834	112	15	smart	smart	ADJ
cana-5834	112	16	cities	city	NOUN
cana-5834	112	17	,	,	PUNCT
cana-5834	112	18	contributing	contribute	VERB
cana-5834	112	19	to	to	ADP
cana-5834	112	20	context	context	NOUN
cana-5834	112	21	-	-	PUNCT
cana-5834	112	22	aware	aware	ADJ
cana-5834	112	23	infrastructure	infrastructure	NOUN
cana-5834	112	24	management	management	NOUN
cana-5834	112	25	.	.	PUNCT
cana-5834	113	1	lopez	lopez	PROPN
cana-5834	113	2	,	,	PUNCT
cana-5834	113	3	garcia	garcia	PROPN
cana-5834	113	4	,	,	PUNCT
cana-5834	113	5	and	and	CCONJ
cana-5834	113	6	fernandez	fernandez	PROPN
cana-5834	114	1	[	[	X
cana-5834	114	2	19	19	NUM
cana-5834	114	3	]	]	ADJ
cana-5834	114	4	communications	communication	NOUN
cana-5834	114	5	on	on	ADP
cana-5834	114	6	applied	apply	VERB
cana-5834	114	7	nonlinear	nonlinear	ADJ
cana-5834	114	8	analysis	analysis	NOUN
cana-5834	114	9	issn	issn	NOUN
cana-5834	114	10	:	:	PUNCT
cana-5834	114	11	1074	1074	NUM
cana-5834	114	12	-	-	PUNCT
cana-5834	114	13	133x	133x	NUM
cana-5834	114	14	vol	vol	VERB
cana-5834	114	15	32	32	NUM
cana-5834	114	16	no	no	NOUN
cana-5834	114	17	.	.	PUNCT
cana-5834	115	1	10s	10	NOUN
cana-5834	115	2	(	(	PUNCT
cana-5834	115	3	2025	2025	NUM
cana-5834	115	4	)	)	PUNCT
cana-5834	115	5	2970	2970	NUM
cana-5834	116	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	116	2	adapted	adapt	VERB
cana-5834	116	3	har	har	NOUN
cana-5834	116	4	for	for	ADP
cana-5834	116	5	vr	vr	PROPN
cana-5834	116	6	environments	environment	NOUN
cana-5834	116	7	,	,	PUNCT
cana-5834	116	8	improving	improve	VERB
cana-5834	116	9	immersion	immersion	NOUN
cana-5834	116	10	and	and	CCONJ
cana-5834	116	11	interactivity	interactivity	NOUN
cana-5834	116	12	.	.	PUNCT
cana-5834	117	1	davis	davis	PROPN
cana-5834	117	2	,	,	PUNCT
cana-5834	117	3	johnson	johnson	PROPN
cana-5834	117	4	,	,	PUNCT
cana-5834	117	5	and	and	CCONJ
cana-5834	117	6	wayne	wayne	PROPN
cana-5834	118	1	[	[	X
cana-5834	118	2	20	20	NUM
cana-5834	118	3	]	]	PUNCT
cana-5834	118	4	introduced	introduce	VERB
cana-5834	118	5	agricultural	agricultural	ADJ
cana-5834	118	6	robotics	robotic	NOUN
cana-5834	118	7	applications	application	NOUN
cana-5834	118	8	,	,	PUNCT
cana-5834	118	9	showing	show	VERB
cana-5834	118	10	har	har	NOUN
cana-5834	118	11	’s	’s	PART
cana-5834	118	12	potential	potential	NOUN
cana-5834	118	13	in	in	ADP
cana-5834	118	14	field	field	NOUN
cana-5834	118	15	-	-	PUNCT
cana-5834	118	16	based	base	VERB
cana-5834	118	17	automation	automation	NOUN
cana-5834	118	18	.	.	PUNCT
cana-5834	119	1	brown	brown	PROPN
cana-5834	119	2	,	,	PUNCT
cana-5834	119	3	smith	smith	PROPN
cana-5834	119	4	,	,	PUNCT
cana-5834	119	5	and	and	CCONJ
cana-5834	119	6	white	white	ADJ
cana-5834	120	1	[	[	X
cana-5834	120	2	21	21	NUM
cana-5834	120	3	]	]	PUNCT
cana-5834	120	4	addressed	address	VERB
cana-5834	120	5	the	the	DET
cana-5834	120	6	unique	unique	ADJ
cana-5834	120	7	constraints	constraint	NOUN
cana-5834	120	8	of	of	ADP
cana-5834	120	9	har	har	NOUN
cana-5834	120	10	in	in	ADP
cana-5834	120	11	space	space	NOUN
cana-5834	120	12	,	,	PUNCT
cana-5834	120	13	suggesting	suggest	VERB
cana-5834	120	14	light	light	ADJ
cana-5834	120	15	-	-	PUNCT
cana-5834	120	16	weight	weight	NOUN
cana-5834	120	17	,	,	PUNCT
cana-5834	120	18	radiation	radiation	NOUN
cana-5834	120	19	-	-	PUNCT
cana-5834	120	20	hardened	harden	VERB
cana-5834	120	21	models	model	NOUN
cana-5834	120	22	.	.	PUNCT
cana-5834	121	1	future	future	ADJ
cana-5834	121	2	directions	direction	NOUN
cana-5834	121	3	and	and	CCONJ
cana-5834	121	4	sectoral	sectoral	ADJ
cana-5834	121	5	impact	impact	NOUN
cana-5834	121	6	miller	miller	PROPN
cana-5834	121	7	,	,	PUNCT
cana-5834	121	8	green	green	ADJ
cana-5834	121	9	,	,	PUNCT
cana-5834	121	10	and	and	CCONJ
cana-5834	121	11	johnson	johnson	PROPN
cana-5834	122	1	[	[	X
cana-5834	122	2	22	22	NUM
cana-5834	122	3	]	]	PUNCT
cana-5834	122	4	highlighted	highlight	VERB
cana-5834	122	5	the	the	DET
cana-5834	122	6	role	role	NOUN
cana-5834	122	7	of	of	ADP
cana-5834	122	8	har	har	NOUN
cana-5834	122	9	in	in	ADP
cana-5834	122	10	fitness	fitness	NOUN
cana-5834	122	11	monitoring	monitoring	NOUN
cana-5834	122	12	,	,	PUNCT
cana-5834	122	13	advocating	advocate	VERB
cana-5834	122	14	personalized	personalized	ADJ
cana-5834	122	15	feedback	feedback	NOUN
cana-5834	122	16	systems	system	NOUN
cana-5834	122	17	.	.	PUNCT
cana-5834	123	1	ahmed	ahmed	PROPN
cana-5834	123	2	,	,	PUNCT
cana-5834	123	3	khan	khan	PROPN
cana-5834	123	4	,	,	PUNCT
cana-5834	123	5	and	and	CCONJ
cana-5834	123	6	patel	patel	NOUN
cana-5834	124	1	[	[	X
cana-5834	124	2	23	23	NUM
cana-5834	124	3	]	]	PUNCT
cana-5834	124	4	presented	present	VERB
cana-5834	124	5	har	har	NOUN
cana-5834	124	6	models	model	NOUN
cana-5834	124	7	tailored	tailor	VERB
cana-5834	124	8	for	for	ADP
cana-5834	124	9	smart	smart	ADJ
cana-5834	124	10	retail	retail	ADJ
cana-5834	124	11	analytics	analytic	NOUN
cana-5834	124	12	,	,	PUNCT
cana-5834	124	13	focusing	focus	VERB
cana-5834	124	14	on	on	ADP
cana-5834	124	15	customer	customer	NOUN
cana-5834	124	16	behavior	behavior	NOUN
cana-5834	124	17	prediction	prediction	NOUN
cana-5834	124	18	.	.	PUNCT
cana-5834	125	1	zhang	zhang	PROPN
cana-5834	125	2	,	,	PUNCT
cana-5834	125	3	liu	liu	PROPN
cana-5834	125	4	,	,	PUNCT
cana-5834	125	5	and	and	CCONJ
cana-5834	125	6	tan	tan	PRON
cana-5834	125	7	[	[	X
cana-5834	125	8	24	24	NUM
cana-5834	125	9	]	]	X
cana-5834	125	10	advanced	advanced	ADJ
cana-5834	125	11	gaming	gaming	NOUN
cana-5834	125	12	with	with	ADP
cana-5834	125	13	gesture	gesture	NOUN
cana-5834	125	14	-	-	PUNCT
cana-5834	125	15	based	base	VERB
cana-5834	125	16	har	har	NOUN
cana-5834	125	17	tools	tool	NOUN
cana-5834	125	18	.	.	PUNCT
cana-5834	126	1	richardson	richardson	PROPN
cana-5834	126	2	,	,	PUNCT
cana-5834	126	3	carter	carter	PROPN
cana-5834	126	4	,	,	PUNCT
cana-5834	126	5	and	and	CCONJ
cana-5834	126	6	perry	perry	NOUN
cana-5834	127	1	[	[	X
cana-5834	127	2	25	25	NUM
cana-5834	127	3	]	]	PUNCT
cana-5834	127	4	discussed	discuss	VERB
cana-5834	127	5	har	har	NOUN
cana-5834	127	6	for	for	ADP
cana-5834	127	7	elite	elite	ADJ
cana-5834	127	8	athlete	athlete	NOUN
cana-5834	127	9	training	training	NOUN
cana-5834	127	10	,	,	PUNCT
cana-5834	127	11	promoting	promote	VERB
cana-5834	127	12	biomechanical	biomechanical	ADJ
cana-5834	127	13	feedback	feedback	NOUN
cana-5834	127	14	systems	system	NOUN
cana-5834	127	15	.	.	PUNCT
cana-5834	128	1	vignesh	vignesh	PROPN
cana-5834	128	2	,	,	PUNCT
cana-5834	128	3	wayne	wayne	PROPN
cana-5834	128	4	,	,	PUNCT
cana-5834	128	5	and	and	CCONJ
cana-5834	128	6	lopez	lopez	NOUN
cana-5834	128	7	[	[	X
cana-5834	128	8	26	26	NUM
cana-5834	128	9	]	]	PUNCT
cana-5834	128	10	adapted	adapt	VERB
cana-5834	128	11	har	har	NOUN
cana-5834	128	12	for	for	ADP
cana-5834	128	13	disaster	disaster	NOUN
cana-5834	128	14	response	response	NOUN
cana-5834	128	15	,	,	PUNCT
cana-5834	128	16	showing	show	VERB
cana-5834	128	17	potential	potential	NOUN
cana-5834	128	18	for	for	ADP
cana-5834	128	19	real	real	ADJ
cana-5834	128	20	-	-	PUNCT
cana-5834	128	21	time	time	NOUN
cana-5834	128	22	survivor	survivor	NOUN
cana-5834	128	23	tracking	tracking	NOUN
cana-5834	128	24	.	.	PUNCT
cana-5834	129	1	patel	patel	PROPN
cana-5834	129	2	,	,	PUNCT
cana-5834	129	3	brown	brown	ADJ
cana-5834	129	4	,	,	PUNCT
cana-5834	129	5	and	and	CCONJ
cana-5834	129	6	wilson	wilson	PROPN
cana-5834	130	1	[	[	X
cana-5834	130	2	27	27	NUM
cana-5834	130	3	]	]	PUNCT
cana-5834	130	4	reviewed	review	VERB
cana-5834	130	5	recent	recent	ADJ
cana-5834	130	6	machine	machine	NOUN
cana-5834	130	7	learning	learn	VERB
cana-5834	130	8	trends	trend	NOUN
cana-5834	130	9	,	,	PUNCT
cana-5834	130	10	while	while	SCONJ
cana-5834	130	11	johnson	johnson	PROPN
cana-5834	130	12	,	,	PUNCT
cana-5834	130	13	davis	davis	PROPN
cana-5834	130	14	,	,	PUNCT
cana-5834	130	15	and	and	CCONJ
cana-5834	130	16	white	white	ADJ
cana-5834	130	17	[	[	X
cana-5834	130	18	28	28	NUM
cana-5834	130	19	]	]	PUNCT
cana-5834	130	20	extended	extend	VERB
cana-5834	130	21	har	har	NOUN
cana-5834	130	22	into	into	ADP
cana-5834	130	23	industrial	industrial	ADJ
cana-5834	130	24	automation	automation	NOUN
cana-5834	130	25	.	.	PUNCT
cana-5834	131	1	lopez	lopez	PROPN
cana-5834	131	2	,	,	PUNCT
cana-5834	131	3	garcia	garcia	PROPN
cana-5834	131	4	,	,	PUNCT
cana-5834	131	5	and	and	CCONJ
cana-5834	131	6	fernandez	fernandez	PROPN
cana-5834	132	1	[	[	X
cana-5834	132	2	29	29	NUM
cana-5834	132	3	]	]	PUNCT
cana-5834	132	4	investigated	investigate	VERB
cana-5834	132	5	healthcare	healthcare	NOUN
cana-5834	132	6	-	-	PUNCT
cana-5834	132	7	specific	specific	ADJ
cana-5834	132	8	dnns	dnn	NOUN
cana-5834	132	9	for	for	ADP
cana-5834	132	10	detecting	detect	VERB
cana-5834	132	11	early	early	ADJ
cana-5834	132	12	signs	sign	NOUN
cana-5834	132	13	of	of	ADP
cana-5834	132	14	illness	illness	NOUN
cana-5834	132	15	,	,	PUNCT
cana-5834	132	16	and	and	CCONJ
cana-5834	132	17	finally	finally	ADV
cana-5834	132	18	,	,	PUNCT
cana-5834	132	19	miller	miller	PROPN
cana-5834	132	20	,	,	PUNCT
cana-5834	132	21	perry	perry	PROPN
cana-5834	132	22	,	,	PUNCT
cana-5834	132	23	and	and	CCONJ
cana-5834	132	24	liu	liu	PROPN
cana-5834	133	1	[	[	X
cana-5834	133	2	30	30	NUM
cana-5834	133	3	]	]	PUNCT
cana-5834	133	4	explored	explore	VERB
cana-5834	133	5	har	har	NOUN
cana-5834	133	6	's	's	PART
cana-5834	133	7	application	application	NOUN
cana-5834	133	8	in	in	ADP
cana-5834	133	9	interactive	interactive	ADJ
cana-5834	133	10	educational	educational	ADJ
cana-5834	133	11	environments	environment	NOUN
cana-5834	133	12	,	,	PUNCT
cana-5834	133	13	improving	improve	VERB
cana-5834	133	14	engagement	engagement	NOUN
cana-5834	133	15	through	through	ADP
cana-5834	133	16	activity	activity	NOUN
cana-5834	133	17	tracking	tracking	NOUN
cana-5834	133	18	.	.	PUNCT
cana-5834	134	1	collectively	collectively	ADV
cana-5834	134	2	,	,	PUNCT
cana-5834	134	3	these	these	DET
cana-5834	134	4	studies	study	NOUN
cana-5834	134	5	represent	represent	VERB
cana-5834	134	6	a	a	DET
cana-5834	134	7	multidimensional	multidimensional	ADJ
cana-5834	134	8	view	view	NOUN
cana-5834	134	9	of	of	ADP
cana-5834	134	10	har	har	PROPN
cana-5834	134	11	’s	’s	PART
cana-5834	134	12	expanding	expand	VERB
cana-5834	134	13	scope	scope	NOUN
cana-5834	134	14	and	and	CCONJ
cana-5834	134	15	significance	significance	NOUN
cana-5834	134	16	.	.	PUNCT
cana-5834	135	1	table	table	NOUN
cana-5834	135	2	1	1	NUM
cana-5834	135	3	:	:	PUNCT
cana-5834	135	4	representing	represent	VERB
cana-5834	135	5	the	the	DET
cana-5834	135	6	overall	overall	ADJ
cana-5834	135	7	summary	summary	NOUN
cana-5834	135	8	f	f	PROPN
cana-5834	136	1	the	the	DET
cana-5834	136	2	current	current	ADJ
cana-5834	136	3	research	research	NOUN
cana-5834	136	4	trends	trend	NOUN
cana-5834	136	5	in	in	ADP
cana-5834	136	6	har	har	PROPN
cana-5834	136	7	ref	ref	NOUN
cana-5834	136	8	no	no	INTJ
cana-5834	136	9	.	.	PUNCT
cana-5834	137	1	authors	author	NOUN
cana-5834	137	2	key	key	ADJ
cana-5834	137	3	findings	finding	NOUN
cana-5834	137	4	contributions	contribution	NOUN
cana-5834	137	5	algorithms	algorithm	NOUN
cana-5834	137	6	/	/	SYM
cana-5834	137	7	methods	method	NOUN
cana-5834	137	8	used	use	VERB
cana-5834	137	9	research	research	NOUN
cana-5834	137	10	gap	gap	NOUN
cana-5834	137	11	identified	identify	VERB
cana-5834	137	12	[	[	X
cana-5834	137	13	1	1	NUM
cana-5834	137	14	]	]	X
cana-5834	137	15	iqbal	iqbal	PROPN
cana-5834	137	16	,	,	PUNCT
cana-5834	137	17	khan	khan	PROPN
cana-5834	137	18	,	,	PUNCT
cana-5834	137	19	ahmed	ahme	VERB
cana-5834	137	20	har	har	PROPN
cana-5834	137	21	challenges	challenge	NOUN
cana-5834	137	22	include	include	VERB
cana-5834	137	23	sensor	sensor	NOUN
cana-5834	137	24	noise	noise	NOUN
cana-5834	137	25	,	,	PUNCT
cana-5834	137	26	activity	activity	NOUN
cana-5834	137	27	overlap	overlap	NOUN
cana-5834	137	28	,	,	PUNCT
cana-5834	137	29	and	and	CCONJ
cana-5834	137	30	real	real	ADJ
cana-5834	137	31	-	-	PUNCT
cana-5834	137	32	time	time	NOUN
cana-5834	137	33	issues	issue	NOUN
cana-5834	137	34	established	establish	VERB
cana-5834	137	35	foundational	foundational	ADJ
cana-5834	137	36	har	har	NOUN
cana-5834	137	37	taxonomy	taxonomy	NOUN
cana-5834	137	38	and	and	CCONJ
cana-5834	137	39	sensor	sensor	NOUN
cana-5834	137	40	placement	placement	NOUN
cana-5834	137	41	challenges	challenge	VERB
cana-5834	137	42	traditional	traditional	ADJ
cana-5834	137	43	ml	ml	NOUN
cana-5834	137	44	techniques	technique	NOUN
cana-5834	137	45	limited	limit	VERB
cana-5834	137	46	scalability	scalability	NOUN
cana-5834	137	47	for	for	ADP
cana-5834	137	48	real	real	ADJ
cana-5834	137	49	-	-	PUNCT
cana-5834	137	50	time	time	NOUN
cana-5834	137	51	systems	system	NOUN
cana-5834	137	52	[	[	X
cana-5834	137	53	2	2	NUM
cana-5834	137	54	]	]	X
cana-5834	137	55	gupta	gupta	PROPN
cana-5834	137	56	,	,	PUNCT
cana-5834	137	57	kumar	kumar	PROPN
cana-5834	137	58	,	,	PUNCT
cana-5834	137	59	zhang	zhang	PROPN
cana-5834	137	60	feature	feature	PROPN
cana-5834	137	61	selection	selection	NOUN
cana-5834	137	62	improves	improve	VERB
cana-5834	137	63	har	har	NOUN
cana-5834	137	64	accuracy	accuracy	NOUN
cana-5834	137	65	and	and	CCONJ
cana-5834	137	66	reduces	reduce	VERB
cana-5834	137	67	computation	computation	NOUN
cana-5834	137	68	efficient	efficient	ADJ
cana-5834	137	69	feature	feature	NOUN
cana-5834	137	70	selection	selection	NOUN
cana-5834	137	71	pipeline	pipeline	NOUN
cana-5834	137	72	for	for	ADP
cana-5834	137	73	iot	iot	NOUN
cana-5834	137	74	-	-	PUNCT
cana-5834	137	75	based	base	VERB
cana-5834	137	76	har	har	NOUN
cana-5834	137	77	correlation	correlation	NOUN
cana-5834	137	78	-	-	PUNCT
cana-5834	137	79	based	base	VERB
cana-5834	137	80	,	,	PUNCT
cana-5834	137	81	mutual	mutual	ADJ
cana-5834	137	82	information	information	NOUN
cana-5834	137	83	high	high	ADJ
cana-5834	137	84	variance	variance	NOUN
cana-5834	137	85	across	across	ADP
cana-5834	137	86	sensor	sensor	NOUN
cana-5834	137	87	types	type	NOUN
cana-5834	138	1	[	[	X
cana-5834	138	2	3	3	NUM
cana-5834	138	3	]	]	X
cana-5834	138	4	wang	wang	PROPN
cana-5834	138	5	,	,	PUNCT
cana-5834	138	6	zhao	zhao	PROPN
cana-5834	138	7	,	,	PUNCT
cana-5834	138	8	liu	liu	PROPN
cana-5834	138	9	deep	deep	PROPN
cana-5834	138	10	learning	learning	NOUN
cana-5834	138	11	offers	offer	VERB
cana-5834	138	12	better	well	ADJ
cana-5834	138	13	performance	performance	NOUN
cana-5834	138	14	on	on	ADP
cana-5834	138	15	complex	complex	ADJ
cana-5834	138	16	activity	activity	NOUN
cana-5834	138	17	data	datum	NOUN
cana-5834	138	18	dl	dl	NOUN
cana-5834	138	19	integration	integration	NOUN
cana-5834	138	20	for	for	ADP
cana-5834	138	21	har	har	NOUN
cana-5834	138	22	in	in	ADP
cana-5834	138	23	healthcare	healthcare	PROPN
cana-5834	138	24	settings	setting	NOUN
cana-5834	138	25	cnn	cnn	PROPN
cana-5834	138	26	,	,	PUNCT
cana-5834	138	27	lstm	lstm	ADJ
cana-5834	138	28	high	high	ADJ
cana-5834	138	29	training	training	NOUN
cana-5834	138	30	cost	cost	NOUN
cana-5834	138	31	and	and	CCONJ
cana-5834	138	32	data	datum	NOUN
cana-5834	138	33	labeling	labeling	NOUN
cana-5834	138	34	needs	need	VERB
cana-5834	138	35	communications	communication	NOUN
cana-5834	138	36	on	on	ADP
cana-5834	138	37	applied	apply	VERB
cana-5834	138	38	nonlinear	nonlinear	ADJ
cana-5834	138	39	analysis	analysis	NOUN
cana-5834	138	40	issn	issn	NOUN
cana-5834	138	41	:	:	PUNCT
cana-5834	138	42	1074	1074	NUM
cana-5834	138	43	-	-	PUNCT
cana-5834	138	44	133x	133x	NUM
cana-5834	138	45	vol	vol	VERB
cana-5834	138	46	32	32	NUM
cana-5834	138	47	no	no	NOUN
cana-5834	138	48	.	.	PUNCT
cana-5834	139	1	10s	10	NOUN
cana-5834	139	2	(	(	PUNCT
cana-5834	139	3	2025	2025	NUM
cana-5834	139	4	)	)	PUNCT
cana-5834	139	5	2971	2971	NUM
cana-5834	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	140	1	[	[	X
cana-5834	140	2	4	4	NUM
cana-5834	140	3	]	]	X
cana-5834	140	4	singh	singh	PROPN
cana-5834	140	5	,	,	PUNCT
cana-5834	140	6	sharma	sharma	PROPN
cana-5834	140	7	,	,	PUNCT
cana-5834	140	8	jha	jha	PROPN
cana-5834	140	9	anova	anova	PROPN
cana-5834	140	10	effective	effective	ADJ
cana-5834	140	11	in	in	ADP
cana-5834	140	12	reducing	reduce	VERB
cana-5834	140	13	dimensionality	dimensionality	NOUN
cana-5834	140	14	without	without	ADP
cana-5834	140	15	losing	lose	VERB
cana-5834	140	16	accuracy	accuracy	NOUN
cana-5834	140	17	proposed	propose	VERB
cana-5834	140	18	anovabased	anovabase	VERB
cana-5834	140	19	feature	feature	NOUN
cana-5834	140	20	selection	selection	NOUN
cana-5834	140	21	for	for	ADP
cana-5834	140	22	wearable	wearable	ADJ
cana-5834	140	23	har	har	NOUN
cana-5834	140	24	anova	anova	PROPN
cana-5834	140	25	,	,	PUNCT
cana-5834	140	26	svm	svm	VERB
cana-5834	140	27	generalizability	generalizability	NOUN
cana-5834	140	28	across	across	ADP
cana-5834	140	29	datasets	dataset	NOUN
cana-5834	140	30	[	[	X
cana-5834	140	31	5	5	NUM
cana-5834	140	32	]	]	X
cana-5834	140	33	lee	lee	PROPN
cana-5834	140	34	,	,	PUNCT
cana-5834	140	35	choi	choi	NOUN
cana-5834	140	36	,	,	PUNCT
cana-5834	140	37	park	park	NOUN
cana-5834	140	38	catboost	catboost	NOUN
cana-5834	140	39	effective	effective	ADJ
cana-5834	140	40	for	for	ADP
cana-5834	140	41	gesture	gesture	NOUN
cana-5834	140	42	classification	classification	NOUN
cana-5834	140	43	demonstrated	demonstrate	VERB
cana-5834	140	44	catboost	catboost	PROPN
cana-5834	140	45	's	's	PART
cana-5834	140	46	edge	edge	NOUN
cana-5834	140	47	in	in	ADP
cana-5834	140	48	gesture	gesture	NOUN
cana-5834	140	49	recognition	recognition	NOUN
cana-5834	140	50	for	for	ADP
cana-5834	140	51	vr	vr	PROPN
cana-5834	140	52	catboost	catboost	NOUN
cana-5834	140	53	overfitting	overfitte	VERB
cana-5834	140	54	on	on	ADP
cana-5834	140	55	small	small	ADJ
cana-5834	140	56	gesture	gesture	NOUN
cana-5834	140	57	datasets	dataset	NOUN
cana-5834	140	58	[	[	X
cana-5834	140	59	7	7	NUM
cana-5834	140	60	]	]	X
cana-5834	140	61	patel	patel	PROPN
cana-5834	140	62	,	,	PUNCT
cana-5834	140	63	mehta	mehta	PROPN
cana-5834	140	64	,	,	PUNCT
cana-5834	140	65	gupta	gupta	PROPN
cana-5834	140	66	iot	iot	NOUN
cana-5834	140	67	-	-	PUNCT
cana-5834	140	68	har	har	NOUN
cana-5834	140	69	improves	improve	VERB
cana-5834	140	70	elderly	elderly	ADJ
cana-5834	140	71	monitoring	monitoring	NOUN
cana-5834	140	72	introduced	introduce	VERB
cana-5834	140	73	context	context	NOUN
cana-5834	140	74	-	-	PUNCT
cana-5834	140	75	aware	aware	ADJ
cana-5834	140	76	iot	iot	ADJ
cana-5834	140	77	har	har	NOUN
cana-5834	140	78	for	for	ADP
cana-5834	140	79	home	home	NOUN
cana-5834	140	80	-	-	PUNCT
cana-5834	140	81	care	care	NOUN
cana-5834	140	82	environments	environment	NOUN
cana-5834	140	83	decision	decision	NOUN
cana-5834	140	84	trees	tree	NOUN
cana-5834	140	85	,	,	PUNCT
cana-5834	140	86	ensemble	ensemble	ADJ
cana-5834	140	87	learning	learning	NOUN
cana-5834	140	88	privacy	privacy	NOUN
cana-5834	140	89	concerns	concern	NOUN
cana-5834	140	90	,	,	PUNCT
cana-5834	140	91	limited	limited	ADJ
cana-5834	140	92	personalization	personalization	NOUN
cana-5834	140	93	[	[	X
cana-5834	140	94	9	9	NUM
cana-5834	140	95	]	]	X
cana-5834	140	96	davis	davis	PROPN
cana-5834	140	97	,	,	PUNCT
cana-5834	140	98	green	green	ADJ
cana-5834	140	99	,	,	PUNCT
cana-5834	140	100	white	white	ADJ
cana-5834	140	101	har	har	PROPN
cana-5834	140	102	boosts	boost	VERB
cana-5834	140	103	safety	safety	NOUN
cana-5834	140	104	in	in	ADP
cana-5834	140	105	industrial	industrial	ADJ
cana-5834	140	106	settings	setting	NOUN
cana-5834	140	107	real	real	ADJ
cana-5834	140	108	-	-	PUNCT
cana-5834	140	109	time	time	NOUN
cana-5834	140	110	worker	worker	NOUN
cana-5834	140	111	activity	activity	NOUN
cana-5834	140	112	detection	detection	NOUN
cana-5834	140	113	using	use	VERB
cana-5834	140	114	boosting	boost	VERB
cana-5834	140	115	algorithms	algorithm	NOUN
cana-5834	140	116	gradient	gradient	NOUN
cana-5834	140	117	boosting	boost	VERB
cana-5834	140	118	high	high	ADJ
cana-5834	140	119	false	false	ADJ
cana-5834	140	120	positives	positive	NOUN
cana-5834	140	121	in	in	ADP
cana-5834	140	122	noisy	noisy	ADJ
cana-5834	140	123	environments	environment	NOUN
cana-5834	140	124	[	[	X
cana-5834	140	125	10	10	NUM
cana-5834	140	126	]	]	X
cana-5834	140	127	richardson	richardson	PROPN
cana-5834	140	128	,	,	PUNCT
cana-5834	140	129	carter	carter	PROPN
cana-5834	140	130	,	,	PUNCT
cana-5834	140	131	perry	perry	PROPN
cana-5834	140	132	har	har	PROPN
cana-5834	140	133	helps	help	VERB
cana-5834	140	134	optimize	optimize	VERB
cana-5834	140	135	athlete	athlete	NOUN
cana-5834	140	136	performance	performance	NOUN
cana-5834	140	137	developed	develop	VERB
cana-5834	140	138	har	har	NOUN
cana-5834	140	139	pipeline	pipeline	NOUN
cana-5834	140	140	for	for	ADP
cana-5834	140	141	sports	sport	NOUN
cana-5834	140	142	analytics	analytic	NOUN
cana-5834	140	143	random	random	ADJ
cana-5834	140	144	forest	forest	NOUN
cana-5834	140	145	,	,	PUNCT
cana-5834	140	146	temporal	temporal	ADJ
cana-5834	140	147	smoothing	smoothing	NOUN
cana-5834	140	148	activity	activity	NOUN
cana-5834	140	149	misclassification	misclassification	NOUN
cana-5834	140	150	in	in	ADP
cana-5834	140	151	complex	complex	ADJ
cana-5834	140	152	routines	routine	NOUN
cana-5834	140	153	[	[	X
cana-5834	140	154	11	11	NUM
cana-5834	140	155	]	]	X
cana-5834	140	156	zhang	zhang	PROPN
cana-5834	140	157	,	,	PUNCT
cana-5834	140	158	liu	liu	PROPN
cana-5834	140	159	,	,	PUNCT
cana-5834	140	160	tan	tan	PROPN
cana-5834	140	161	gesture	gesture	VERB
cana-5834	140	162	har	har	PROPN
cana-5834	140	163	helps	help	VERB
cana-5834	140	164	in	in	ADP
cana-5834	140	165	hci	hci	NOUN
cana-5834	140	166	systems	system	NOUN
cana-5834	140	167	adaptive	adaptive	ADJ
cana-5834	140	168	modeling	modeling	NOUN
cana-5834	140	169	for	for	ADP
cana-5834	140	170	gesture	gesture	NOUN
cana-5834	140	171	-	-	PUNCT
cana-5834	140	172	based	base	VERB
cana-5834	140	173	interfaces	interface	NOUN
cana-5834	140	174	cnn	cnn	NOUN
cana-5834	140	175	+	+	CCONJ
cana-5834	140	176	attention	attention	NOUN
cana-5834	140	177	dataset	dataset	NOUN
cana-5834	140	178	limitations	limitation	NOUN
cana-5834	140	179	for	for	ADP
cana-5834	140	180	rare	rare	ADJ
cana-5834	140	181	gestures	gesture	NOUN
cana-5834	140	182	[	[	X
cana-5834	140	183	13	13	NUM
cana-5834	140	184	]	]	X
cana-5834	140	185	johnson	johnson	PROPN
cana-5834	140	186	,	,	PUNCT
cana-5834	140	187	vignesh	vignesh	PROPN
cana-5834	140	188	,	,	PUNCT
cana-5834	140	189	wayne	wayne	PROPN
cana-5834	140	190	medical	medical	PROPN
cana-5834	140	191	har	har	PROPN
cana-5834	140	192	faces	face	VERB
cana-5834	140	193	latency	latency	NOUN
cana-5834	140	194	and	and	CCONJ
cana-5834	140	195	imbalance	imbalance	NOUN
cana-5834	140	196	issues	issue	NOUN
cana-5834	140	197	highlighted	highlight	VERB
cana-5834	140	198	real	real	ADJ
cana-5834	140	199	-	-	PUNCT
cana-5834	140	200	time	time	NOUN
cana-5834	140	201	healthcare	healthcare	NOUN
cana-5834	140	202	challenges	challenge	NOUN
cana-5834	140	203	in	in	ADP
cana-5834	140	204	har	har	PROPN
cana-5834	140	205	data	datum	NOUN
cana-5834	140	206	augmentation	augmentation	NOUN
cana-5834	140	207	,	,	PUNCT
cana-5834	140	208	transfer	transfer	NOUN
cana-5834	140	209	learning	learning	NOUN
cana-5834	140	210	lack	lack	NOUN
cana-5834	140	211	of	of	ADP
cana-5834	140	212	diverse	diverse	ADJ
cana-5834	140	213	clinical	clinical	ADJ
cana-5834	140	214	datasets	dataset	NOUN
cana-5834	141	1	[	[	X
cana-5834	141	2	15	15	NUM
cana-5834	141	3	]	]	X
cana-5834	141	4	ahmed	ahmed	PROPN
cana-5834	141	5	,	,	PUNCT
cana-5834	141	6	khan	khan	PROPN
cana-5834	141	7	,	,	PUNCT
cana-5834	141	8	patel	patel	PROPN
cana-5834	141	9	har	har	PROPN
cana-5834	141	10	improves	improves	AUX
cana-5834	141	11	built	build	VERB
cana-5834	141	12	harenabled	harenable	VERB
cana-5834	141	13	naive	naive	ADJ
cana-5834	141	14	bayes	bayes	NOUN
cana-5834	141	15	,	,	PUNCT
cana-5834	141	16	rulebased	rulebase	VERB
cana-5834	141	17	systems	system	NOUN
cana-5834	141	18	ambiguity	ambiguity	NOUN
cana-5834	141	19	in	in	ADP
cana-5834	141	20	similar	similar	ADJ
cana-5834	141	21	activities	activity	NOUN
cana-5834	141	22	communications	communication	NOUN
cana-5834	141	23	on	on	ADP
cana-5834	141	24	applied	apply	VERB
cana-5834	141	25	nonlinear	nonlinear	ADJ
cana-5834	141	26	analysis	analysis	NOUN
cana-5834	141	27	issn	issn	NOUN
cana-5834	141	28	:	:	PUNCT
cana-5834	141	29	1074	1074	NUM
cana-5834	141	30	-	-	PUNCT
cana-5834	141	31	133x	133x	NUM
cana-5834	141	32	vol	vol	VERB
cana-5834	141	33	32	32	NUM
cana-5834	141	34	no	no	NOUN
cana-5834	141	35	.	.	PUNCT
cana-5834	142	1	10s	10	NOUN
cana-5834	142	2	(	(	PUNCT
cana-5834	142	3	2025	2025	NUM
cana-5834	142	4	)	)	PUNCT
cana-5834	142	5	2972	2972	NUM
cana-5834	142	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	142	7	automation	automation	NOUN
cana-5834	142	8	in	in	ADP
cana-5834	142	9	smart	smart	ADJ
cana-5834	142	10	homes	home	NOUN
cana-5834	142	11	automation	automation	NOUN
cana-5834	142	12	framework	framework	NOUN
cana-5834	142	13	[	[	X
cana-5834	142	14	17	17	NUM
cana-5834	142	15	]	]	X
cana-5834	142	16	johnson	johnson	PROPN
cana-5834	142	17	,	,	PUNCT
cana-5834	142	18	white	white	ADJ
cana-5834	142	19	,	,	PUNCT
cana-5834	142	20	tan	tan	PROPN
cana-5834	142	21	har	har	NOUN
cana-5834	142	22	enhances	enhance	VERB
cana-5834	142	23	vehicular	vehicular	ADJ
cana-5834	142	24	intelligence	intelligence	NOUN
cana-5834	142	25	proposed	propose	VERB
cana-5834	142	26	har	har	NOUN
cana-5834	142	27	-	-	PUNCT
cana-5834	142	28	based	base	VERB
cana-5834	142	29	decision	decision	NOUN
cana-5834	142	30	systems	system	NOUN
cana-5834	142	31	for	for	ADP
cana-5834	142	32	av	av	PROPN
cana-5834	142	33	safety	safety	PROPN
cana-5834	142	34	multi	multi	ADJ
cana-5834	142	35	-	-	ADJ
cana-5834	142	36	layer	layer	ADJ
cana-5834	142	37	perceptron	perceptron	NOUN
cana-5834	142	38	(	(	PUNCT
cana-5834	142	39	mlp	mlp	PROPN
cana-5834	142	40	)	)	PUNCT
cana-5834	142	41	,	,	PUNCT
cana-5834	142	42	knn	knn	PROPN
cana-5834	142	43	sensor	sensor	NOUN
cana-5834	142	44	integration	integration	NOUN
cana-5834	142	45	challenges	challenge	NOUN
cana-5834	142	46	in	in	ADP
cana-5834	142	47	automotive	automotive	ADJ
cana-5834	142	48	systems	system	NOUN
cana-5834	142	49	[	[	X
cana-5834	142	50	20	20	NUM
cana-5834	142	51	]	]	X
cana-5834	142	52	davis	davis	PROPN
cana-5834	142	53	,	,	PUNCT
cana-5834	142	54	johnson	johnson	PROPN
cana-5834	142	55	,	,	PUNCT
cana-5834	142	56	wayne	wayne	PROPN
cana-5834	142	57	har	har	PROPN
cana-5834	142	58	aids	aids	PROPN
cana-5834	142	59	in	in	ADP
cana-5834	142	60	robotics	robotic	NOUN
cana-5834	142	61	for	for	ADP
cana-5834	142	62	agriculture	agriculture	NOUN
cana-5834	142	63	novel	novel	NOUN
cana-5834	142	64	use	use	NOUN
cana-5834	142	65	of	of	ADP
cana-5834	142	66	har	har	NOUN
cana-5834	142	67	for	for	ADP
cana-5834	142	68	identifying	identify	VERB
cana-5834	142	69	human	human	ADJ
cana-5834	142	70	movement	movement	NOUN
cana-5834	142	71	in	in	ADP
cana-5834	142	72	field	field	NOUN
cana-5834	142	73	conditions	condition	NOUN
cana-5834	142	74	rf	rf	X
cana-5834	142	75	+	+	CCONJ
cana-5834	142	76	lstm	lstm	ADJ
cana-5834	142	77	har	har	NOUN
cana-5834	142	78	adaptability	adaptability	NOUN
cana-5834	142	79	in	in	ADP
cana-5834	142	80	outdoor	outdoor	ADJ
cana-5834	142	81	variable	variable	ADJ
cana-5834	142	82	environments	environment	NOUN
cana-5834	143	1	[	[	X
cana-5834	143	2	25	25	NUM
cana-5834	143	3	]	]	X
cana-5834	143	4	richardson	richardson	PROPN
cana-5834	143	5	,	,	PUNCT
cana-5834	143	6	carter	carter	PROPN
cana-5834	143	7	,	,	PUNCT
cana-5834	143	8	perry	perry	PROPN
cana-5834	143	9	elite	elite	PROPN
cana-5834	143	10	sports	sport	NOUN
cana-5834	143	11	training	training	NOUN
cana-5834	143	12	benefits	benefit	NOUN
cana-5834	143	13	from	from	ADP
cana-5834	143	14	har	har	PROPN
cana-5834	143	15	biomechanical	biomechanical	ADJ
cana-5834	143	16	feedback	feedback	NOUN
cana-5834	143	17	system	system	NOUN
cana-5834	143	18	from	from	ADP
cana-5834	143	19	wearable	wearable	ADJ
cana-5834	143	20	har	har	NOUN
cana-5834	143	21	xgboost	xgboost	ADV
cana-5834	143	22	,	,	PUNCT
cana-5834	143	23	pose	pose	NOUN
cana-5834	143	24	estimation	estimation	NOUN
cana-5834	143	25	limited	limit	VERB
cana-5834	143	26	by	by	ADP
cana-5834	143	27	accuracy	accuracy	NOUN
cana-5834	143	28	in	in	ADP
cana-5834	143	29	dynamic	dynamic	ADJ
cana-5834	143	30	athletic	athletic	ADJ
cana-5834	143	31	environments	environment	NOUN
cana-5834	144	1	[	[	X
cana-5834	144	2	28	28	NUM
cana-5834	144	3	]	]	X
cana-5834	144	4	johnson	johnson	PROPN
cana-5834	144	5	,	,	PUNCT
cana-5834	144	6	davis	davis	PROPN
cana-5834	144	7	,	,	PUNCT
cana-5834	144	8	white	white	PROPN
cana-5834	144	9	har	har	PROPN
cana-5834	144	10	improves	improve	VERB
cana-5834	144	11	safety	safety	NOUN
cana-5834	144	12	in	in	ADP
cana-5834	144	13	industrial	industrial	ADJ
cana-5834	144	14	workflows	workflow	NOUN
cana-5834	144	15	proposed	propose	VERB
cana-5834	144	16	predictive	predictive	ADJ
cana-5834	144	17	models	model	NOUN
cana-5834	144	18	for	for	ADP
cana-5834	144	19	workplace	workplace	NOUN
cana-5834	144	20	hazard	hazard	NOUN
cana-5834	144	21	prevention	prevention	PROPN
cana-5834	144	22	random	random	ADJ
cana-5834	144	23	forest	forest	NOUN
cana-5834	144	24	,	,	PUNCT
cana-5834	144	25	realtime	realtime	NOUN
cana-5834	144	26	analytics	analytic	NOUN
cana-5834	144	27	temporal	temporal	ADJ
cana-5834	144	28	drift	drift	NOUN
cana-5834	144	29	in	in	ADP
cana-5834	144	30	industrial	industrial	ADJ
cana-5834	144	31	tasks	task	NOUN
cana-5834	144	32	the	the	DET
cana-5834	144	33	proposed	propose	VERB
cana-5834	144	34	method	method	NOUN
cana-5834	144	35	combining	combine	VERB
cana-5834	144	36	anova	anova	PROPN
cana-5834	144	37	-	-	PUNCT
cana-5834	144	38	based	base	VERB
cana-5834	144	39	feature	feature	NOUN
cana-5834	144	40	selection	selection	NOUN
cana-5834	144	41	with	with	ADP
cana-5834	144	42	catboost	catboost	ADJ
cana-5834	144	43	classification	classification	NOUN
cana-5834	144	44	offers	offer	VERB
cana-5834	144	45	a	a	DET
cana-5834	144	46	robust	robust	ADJ
cana-5834	144	47	solution	solution	NOUN
cana-5834	144	48	for	for	ADP
cana-5834	144	49	enhancing	enhance	VERB
cana-5834	144	50	real	real	ADJ
cana-5834	144	51	-	-	PUNCT
cana-5834	144	52	time	time	NOUN
cana-5834	144	53	human	human	ADJ
cana-5834	144	54	activity	activity	NOUN
cana-5834	144	55	recognition	recognition	NOUN
cana-5834	144	56	(	(	PUNCT
cana-5834	144	57	har	har	NOUN
cana-5834	144	58	)	)	PUNCT
cana-5834	144	59	systems	system	NOUN
cana-5834	144	60	.	.	PUNCT
cana-5834	145	1	anova	anova	PROPN
cana-5834	145	2	(	(	PUNCT
cana-5834	145	3	analysis	analysis	NOUN
cana-5834	145	4	of	of	ADP
cana-5834	145	5	variance	variance	NOUN
cana-5834	145	6	)	)	PUNCT
cana-5834	145	7	helps	helps	AUX
cana-5834	145	8	identify	identify	VERB
cana-5834	145	9	and	and	CCONJ
cana-5834	145	10	retain	retain	VERB
cana-5834	145	11	only	only	ADV
cana-5834	145	12	the	the	DET
cana-5834	145	13	most	most	ADV
cana-5834	145	14	statistically	statistically	ADV
cana-5834	145	15	significant	significant	ADJ
cana-5834	145	16	features	feature	NOUN
cana-5834	145	17	from	from	ADP
cana-5834	145	18	high	high	ADJ
cana-5834	145	19	-	-	PUNCT
cana-5834	145	20	dimensional	dimensional	ADJ
cana-5834	145	21	sensor	sensor	NOUN
cana-5834	145	22	data	datum	NOUN
cana-5834	145	23	,	,	PUNCT
cana-5834	145	24	effectively	effectively	ADV
cana-5834	145	25	reducing	reduce	VERB
cana-5834	145	26	computational	computational	ADJ
cana-5834	145	27	complexity	complexity	NOUN
cana-5834	145	28	and	and	CCONJ
cana-5834	145	29	noise	noise	NOUN
cana-5834	145	30	—	—	PUNCT
cana-5834	145	31	two	two	NUM
cana-5834	145	32	common	common	ADJ
cana-5834	145	33	challenges	challenge	NOUN
cana-5834	145	34	in	in	ADP
cana-5834	145	35	real	real	ADJ
cana-5834	145	36	-	-	PUNCT
cana-5834	145	37	time	time	NOUN
cana-5834	145	38	har	har	NOUN
cana-5834	145	39	.	.	PUNCT
cana-5834	146	1	by	by	ADP
cana-5834	146	2	filtering	filter	VERB
cana-5834	146	3	out	out	ADP
cana-5834	146	4	irrelevant	irrelevant	ADJ
cana-5834	146	5	features	feature	NOUN
cana-5834	146	6	,	,	PUNCT
cana-5834	146	7	it	it	PRON
cana-5834	146	8	ensures	ensure	VERB
cana-5834	146	9	that	that	SCONJ
cana-5834	146	10	only	only	ADV
cana-5834	146	11	the	the	DET
cana-5834	146	12	most	most	ADV
cana-5834	146	13	discriminative	discriminative	ADJ
cana-5834	146	14	signals	signal	NOUN
cana-5834	146	15	are	be	AUX
cana-5834	146	16	passed	pass	VERB
cana-5834	146	17	to	to	ADP
cana-5834	146	18	the	the	DET
cana-5834	146	19	classifier	classifier	NOUN
cana-5834	146	20	,	,	PUNCT
cana-5834	146	21	thereby	thereby	ADV
cana-5834	146	22	improving	improve	VERB
cana-5834	146	23	both	both	CCONJ
cana-5834	146	24	speed	speed	NOUN
cana-5834	146	25	and	and	CCONJ
cana-5834	146	26	accuracy	accuracy	NOUN
cana-5834	146	27	.	.	PUNCT
cana-5834	147	1	catboost	catboost	PROPN
cana-5834	147	2	,	,	PUNCT
cana-5834	147	3	a	a	DET
cana-5834	147	4	high	high	ADJ
cana-5834	147	5	-	-	PUNCT
cana-5834	147	6	performance	performance	NOUN
cana-5834	147	7	gradient	gradient	NOUN
cana-5834	147	8	boosting	boost	VERB
cana-5834	147	9	algorithm	algorithm	NOUN
cana-5834	147	10	,	,	PUNCT
cana-5834	147	11	excels	excel	VERB
cana-5834	147	12	in	in	ADP
cana-5834	147	13	handling	handle	VERB
cana-5834	147	14	categorical	categorical	ADJ
cana-5834	147	15	and	and	CCONJ
cana-5834	147	16	numerical	numerical	ADJ
cana-5834	147	17	data	datum	NOUN
cana-5834	147	18	without	without	ADP
cana-5834	147	19	extensive	extensive	ADJ
cana-5834	147	20	preprocessing	preprocessing	NOUN
cana-5834	147	21	,	,	PUNCT
cana-5834	147	22	making	make	VERB
cana-5834	147	23	it	it	PRON
cana-5834	147	24	ideal	ideal	ADJ
cana-5834	147	25	for	for	ADP
cana-5834	147	26	sensor	sensor	NOUN
cana-5834	147	27	-	-	PUNCT
cana-5834	147	28	rich	rich	ADJ
cana-5834	147	29	har	har	NOUN
cana-5834	147	30	environments	environment	NOUN
cana-5834	147	31	.	.	PUNCT
cana-5834	148	1	it	it	PRON
cana-5834	148	2	also	also	ADV
cana-5834	148	3	addresses	address	VERB
cana-5834	148	4	class	class	NOUN
cana-5834	148	5	imbalance	imbalance	NOUN
cana-5834	148	6	and	and	CCONJ
cana-5834	148	7	overfitting	overfitte	VERB
cana-5834	148	8	through	through	ADP
cana-5834	148	9	efficient	efficient	ADJ
cana-5834	148	10	regularization	regularization	NOUN
cana-5834	148	11	and	and	CCONJ
cana-5834	148	12	ordered	order	VERB
cana-5834	148	13	boosting	boost	VERB
cana-5834	148	14	techniques	technique	NOUN
cana-5834	148	15	.	.	PUNCT
cana-5834	149	1	when	when	SCONJ
cana-5834	149	2	integrated	integrate	VERB
cana-5834	149	3	,	,	PUNCT
cana-5834	149	4	anova	anova	PROPN
cana-5834	149	5	and	and	CCONJ
cana-5834	149	6	catboost	catboost	VERB
cana-5834	149	7	together	together	ADV
cana-5834	149	8	create	create	VERB
cana-5834	149	9	a	a	DET
cana-5834	149	10	lightweight	lightweight	NOUN
cana-5834	149	11	,	,	PUNCT
cana-5834	149	12	accurate	accurate	ADJ
cana-5834	149	13	,	,	PUNCT
cana-5834	149	14	and	and	CCONJ
cana-5834	149	15	fast	fast	ADJ
cana-5834	149	16	har	har	NOUN
cana-5834	149	17	pipeline	pipeline	NOUN
cana-5834	149	18	capable	capable	ADJ
cana-5834	149	19	of	of	ADP
cana-5834	149	20	operating	operate	VERB
cana-5834	149	21	in	in	ADP
cana-5834	149	22	real	real	ADJ
cana-5834	149	23	-	-	PUNCT
cana-5834	149	24	time	time	NOUN
cana-5834	149	25	scenarios	scenario	NOUN
cana-5834	149	26	such	such	ADJ
cana-5834	149	27	as	as	ADP
cana-5834	149	28	healthcare	healthcare	NOUN
cana-5834	149	29	monitoring	monitoring	NOUN
cana-5834	149	30	,	,	PUNCT
cana-5834	149	31	smart	smart	ADJ
cana-5834	149	32	homes	home	NOUN
cana-5834	149	33	,	,	PUNCT
cana-5834	149	34	or	or	CCONJ
cana-5834	149	35	wearable	wearable	ADJ
cana-5834	149	36	-	-	PUNCT
cana-5834	149	37	based	base	VERB
cana-5834	149	38	fitness	fitness	NOUN
cana-5834	149	39	tracking	tracking	NOUN
cana-5834	149	40	—	—	PUNCT
cana-5834	149	41	where	where	SCONJ
cana-5834	149	42	timely	timely	ADJ
cana-5834	149	43	and	and	CCONJ
cana-5834	149	44	precise	precise	ADJ
cana-5834	149	45	activity	activity	NOUN
cana-5834	149	46	recognition	recognition	NOUN
cana-5834	149	47	is	be	AUX
cana-5834	149	48	critical	critical	ADJ
cana-5834	149	49	for	for	ADP
cana-5834	149	50	responsiveness	responsiveness	NOUN
cana-5834	149	51	and	and	CCONJ
cana-5834	149	52	user	user	NOUN
cana-5834	149	53	safety	safety	NOUN
cana-5834	149	54	.	.	PUNCT
cana-5834	150	1	communications	communication	NOUN
cana-5834	150	2	on	on	ADP
cana-5834	150	3	applied	apply	VERB
cana-5834	150	4	nonlinear	nonlinear	ADJ
cana-5834	150	5	analysis	analysis	NOUN
cana-5834	150	6	issn	issn	NOUN
cana-5834	150	7	:	:	PUNCT
cana-5834	150	8	1074	1074	NUM
cana-5834	150	9	-	-	PUNCT
cana-5834	150	10	133x	133x	NUM
cana-5834	150	11	vol	vol	VERB
cana-5834	150	12	32	32	NUM
cana-5834	150	13	no	no	NOUN
cana-5834	150	14	.	.	PUNCT
cana-5834	151	1	10s	10	NOUN
cana-5834	151	2	(	(	PUNCT
cana-5834	151	3	2025	2025	NUM
cana-5834	151	4	)	)	PUNCT
cana-5834	151	5	2973	2973	NUM
cana-5834	152	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	152	2	proposed	propose	VERB
cana-5834	152	3	work	work	NOUN
cana-5834	152	4	:	:	PUNCT
cana-5834	152	5	1	1	X
cana-5834	152	6	.	.	X
cana-5834	152	7	concept	concept	NOUN
cana-5834	152	8	the	the	DET
cana-5834	152	9	proposed	propose	VERB
cana-5834	152	10	method	method	NOUN
cana-5834	152	11	aims	aim	VERB
cana-5834	152	12	to	to	PART
cana-5834	152	13	enhance	enhance	VERB
cana-5834	152	14	the	the	DET
cana-5834	152	15	performance	performance	NOUN
cana-5834	152	16	and	and	CCONJ
cana-5834	152	17	efficiency	efficiency	NOUN
cana-5834	152	18	of	of	ADP
cana-5834	152	19	real	real	ADJ
cana-5834	152	20	-	-	PUNCT
cana-5834	152	21	time	time	NOUN
cana-5834	152	22	human	human	ADJ
cana-5834	152	23	activity	activity	NOUN
cana-5834	152	24	recognition	recognition	NOUN
cana-5834	152	25	(	(	PUNCT
cana-5834	152	26	har	har	NOUN
cana-5834	152	27	)	)	PUNCT
cana-5834	152	28	systems	system	NOUN
cana-5834	152	29	using	use	VERB
cana-5834	152	30	wearable	wearable	ADJ
cana-5834	152	31	sensor	sensor	NOUN
cana-5834	152	32	data	datum	NOUN
cana-5834	152	33	.	.	PUNCT
cana-5834	153	1	the	the	DET
cana-5834	153	2	key	key	ADJ
cana-5834	153	3	idea	idea	NOUN
cana-5834	153	4	is	be	AUX
cana-5834	153	5	to	to	PART
cana-5834	153	6	combine	combine	VERB
cana-5834	153	7	anova	anova	PROPN
cana-5834	153	8	(	(	PUNCT
cana-5834	153	9	analysis	analysis	NOUN
cana-5834	153	10	of	of	ADP
cana-5834	153	11	variance	variance	NOUN
cana-5834	153	12	)	)	PUNCT
cana-5834	153	13	for	for	ADP
cana-5834	153	14	feature	feature	NOUN
cana-5834	153	15	selection	selection	NOUN
cana-5834	153	16	with	with	ADP
cana-5834	153	17	the	the	DET
cana-5834	153	18	catboost	catboost	ADJ
cana-5834	153	19	gradient	gradient	NOUN
cana-5834	153	20	boosting	boost	VERB
cana-5834	153	21	algorithm	algorithm	NOUN
cana-5834	153	22	for	for	ADP
cana-5834	153	23	classification	classification	NOUN
cana-5834	153	24	.	.	PUNCT
cana-5834	154	1	anova	anova	PROPN
cana-5834	154	2	reduces	reduce	VERB
cana-5834	154	3	dimensionality	dimensionality	NOUN
cana-5834	154	4	by	by	ADP
cana-5834	154	5	selecting	select	VERB
cana-5834	154	6	statistically	statistically	ADV
cana-5834	154	7	significant	significant	ADJ
cana-5834	154	8	features	feature	NOUN
cana-5834	154	9	,	,	PUNCT
cana-5834	154	10	which	which	PRON
cana-5834	154	11	improves	improve	VERB
cana-5834	154	12	classifier	classifier	ADJ
cana-5834	154	13	performance	performance	NOUN
cana-5834	154	14	and	and	CCONJ
cana-5834	154	15	decreases	decrease	VERB
cana-5834	154	16	latency	latency	NOUN
cana-5834	154	17	.	.	PUNCT
cana-5834	155	1	catboost	catboost	PROPN
cana-5834	155	2	is	be	AUX
cana-5834	155	3	then	then	ADV
cana-5834	155	4	applied	apply	VERB
cana-5834	155	5	to	to	ADP
cana-5834	155	6	these	these	DET
cana-5834	155	7	optimized	optimize	VERB
cana-5834	155	8	features	feature	NOUN
cana-5834	155	9	for	for	ADP
cana-5834	155	10	robust	robust	ADJ
cana-5834	155	11	and	and	CCONJ
cana-5834	155	12	fast	fast	ADJ
cana-5834	155	13	activity	activity	NOUN
cana-5834	155	14	recognition	recognition	NOUN
cana-5834	155	15	,	,	PUNCT
cana-5834	155	16	ensuring	ensure	VERB
cana-5834	155	17	accuracy	accuracy	NOUN
cana-5834	155	18	and	and	CCONJ
cana-5834	155	19	generalizability	generalizability	NOUN
cana-5834	155	20	in	in	ADP
cana-5834	155	21	real	real	ADJ
cana-5834	155	22	-	-	PUNCT
cana-5834	155	23	time	time	NOUN
cana-5834	155	24	applications	application	NOUN
cana-5834	155	25	.	.	PUNCT
cana-5834	156	1	2	2	X
cana-5834	156	2	.	.	X
cana-5834	156	3	design	design	NOUN
cana-5834	156	4	procedure	procedure	NOUN
cana-5834	156	5	step	step	NOUN
cana-5834	156	6	-	-	PUNCT
cana-5834	156	7	by	by	ADP
cana-5834	156	8	-	-	PUNCT
cana-5834	156	9	step	step	NOUN
cana-5834	156	10	design	design	NOUN
cana-5834	156	11	:	:	PUNCT
cana-5834	156	12	1	1	X
cana-5834	156	13	.	.	PUNCT
cana-5834	156	14	data	datum	NOUN
cana-5834	156	15	collection	collection	NOUN
cana-5834	156	16	:	:	PUNCT
cana-5834	156	17	sensor	sensor	NOUN
cana-5834	156	18	data	datum	NOUN
cana-5834	156	19	is	be	AUX
cana-5834	156	20	gathered	gather	VERB
cana-5834	156	21	from	from	ADP
cana-5834	156	22	wearable	wearable	ADJ
cana-5834	156	23	devices	device	NOUN
cana-5834	156	24	during	during	ADP
cana-5834	156	25	various	various	ADJ
cana-5834	156	26	human	human	ADJ
cana-5834	156	27	activities	activity	NOUN
cana-5834	156	28	.	.	PUNCT
cana-5834	157	1	2	2	X
cana-5834	157	2	.	.	X
cana-5834	157	3	preprocessing	preprocessing	NOUN
cana-5834	157	4	:	:	PUNCT
cana-5834	157	5	handle	handle	VERB
cana-5834	157	6	missing	miss	VERB
cana-5834	157	7	values	value	NOUN
cana-5834	157	8	,	,	PUNCT
cana-5834	157	9	normalize	normalize	VERB
cana-5834	157	10	signals	signal	NOUN
cana-5834	157	11	,	,	PUNCT
cana-5834	157	12	and	and	CCONJ
cana-5834	157	13	segment	segment	NOUN
cana-5834	157	14	time	time	NOUN
cana-5834	157	15	windows	window	NOUN
cana-5834	157	16	.	.	PUNCT
cana-5834	158	1	3	3	X
cana-5834	158	2	.	.	X
cana-5834	158	3	feature	feature	NOUN
cana-5834	158	4	extraction	extraction	NOUN
cana-5834	158	5	:	:	PUNCT
cana-5834	158	6	extract	extract	VERB
cana-5834	158	7	statistical	statistical	ADJ
cana-5834	158	8	,	,	PUNCT
cana-5834	158	9	frequency	frequency	NOUN
cana-5834	158	10	,	,	PUNCT
cana-5834	158	11	and	and	CCONJ
cana-5834	158	12	temporal	temporal	ADJ
cana-5834	158	13	features	feature	NOUN
cana-5834	158	14	from	from	ADP
cana-5834	158	15	each	each	DET
cana-5834	158	16	time	time	NOUN
cana-5834	158	17	window	window	NOUN
cana-5834	158	18	.	.	PUNCT
cana-5834	159	1	4	4	X
cana-5834	159	2	.	.	NOUN
cana-5834	159	3	feature	feature	NOUN
cana-5834	159	4	selection	selection	NOUN
cana-5834	159	5	(	(	PUNCT
cana-5834	159	6	anova	anova	PROPN
cana-5834	159	7	):	):	PUNCT
cana-5834	159	8	apply	apply	VERB
cana-5834	159	9	anova	anova	PROPN
cana-5834	159	10	to	to	PART
cana-5834	159	11	retain	retain	VERB
cana-5834	159	12	only	only	ADV
cana-5834	159	13	significant	significant	ADJ
cana-5834	159	14	features	feature	NOUN
cana-5834	159	15	based	base	VERB
cana-5834	159	16	on	on	ADP
cana-5834	159	17	f	f	PROPN
cana-5834	159	18	-	-	PUNCT
cana-5834	159	19	scores	score	NOUN
cana-5834	159	20	.	.	PUNCT
cana-5834	160	1	5	5	X
cana-5834	160	2	.	.	PUNCT
cana-5834	160	3	model	model	NOUN
cana-5834	160	4	training	training	NOUN
cana-5834	160	5	(	(	PUNCT
cana-5834	160	6	catboost	catboost	NOUN
cana-5834	160	7	):	):	PUNCT
cana-5834	160	8	train	train	VERB
cana-5834	160	9	the	the	DET
cana-5834	160	10	catboost	catboost	ADJ
cana-5834	160	11	classifier	classifier	NOUN
cana-5834	160	12	using	use	VERB
cana-5834	160	13	selected	select	VERB
cana-5834	160	14	features	feature	NOUN
cana-5834	160	15	and	and	CCONJ
cana-5834	160	16	labeled	label	VERB
cana-5834	160	17	activity	activity	NOUN
cana-5834	160	18	data	datum	NOUN
cana-5834	160	19	.	.	PUNCT
cana-5834	161	1	6	6	X
cana-5834	161	2	.	.	X
cana-5834	161	3	evaluation	evaluation	NOUN
cana-5834	161	4	:	:	PUNCT
cana-5834	161	5	evaluate	evaluate	VERB
cana-5834	161	6	model	model	NOUN
cana-5834	161	7	performance	performance	NOUN
cana-5834	161	8	using	use	VERB
cana-5834	161	9	metrics	metric	NOUN
cana-5834	161	10	like	like	ADP
cana-5834	161	11	accuracy	accuracy	NOUN
cana-5834	161	12	,	,	PUNCT
cana-5834	161	13	precision	precision	NOUN
cana-5834	161	14	,	,	PUNCT
cana-5834	161	15	recall	recall	NOUN
cana-5834	161	16	,	,	PUNCT
cana-5834	161	17	and	and	CCONJ
cana-5834	161	18	f1	f1	NOUN
cana-5834	161	19	-	-	PUNCT
cana-5834	161	20	score	score	NOUN
cana-5834	161	21	.	.	PUNCT
cana-5834	162	1	7	7	X
cana-5834	162	2	.	.	X
cana-5834	162	3	real	real	ADJ
cana-5834	162	4	-	-	PUNCT
cana-5834	162	5	time	time	NOUN
cana-5834	162	6	integration	integration	NOUN
cana-5834	162	7	:	:	PUNCT
cana-5834	162	8	deploy	deploy	VERB
cana-5834	162	9	model	model	NOUN
cana-5834	162	10	on	on	ADP
cana-5834	162	11	real	real	ADJ
cana-5834	162	12	-	-	PUNCT
cana-5834	162	13	time	time	NOUN
cana-5834	162	14	sensor	sensor	NOUN
cana-5834	162	15	stream	stream	NOUN
cana-5834	162	16	for	for	ADP
cana-5834	162	17	online	online	ADJ
cana-5834	162	18	activity	activity	NOUN
cana-5834	162	19	classification	classification	NOUN
cana-5834	162	20	.	.	PUNCT
cana-5834	163	1	3	3	X
cana-5834	163	2	.	.	X
cana-5834	163	3	work	work	NOUN
cana-5834	163	4	flow	flow	NOUN
cana-5834	163	5	model	model	NOUN
cana-5834	163	6	figure	figure	NOUN
cana-5834	163	7	1	1	NUM
cana-5834	163	8	:	:	PUNCT
cana-5834	163	9	representing	represent	VERB
cana-5834	163	10	the	the	DET
cana-5834	163	11	workflow	workflow	NOUN
cana-5834	163	12	model	model	NOUN
cana-5834	163	13	for	for	SCONJ
cana-5834	163	14	the	the	DET
cana-5834	163	15	proposed	propose	VERB
cana-5834	163	16	model	model	NOUN
cana-5834	163	17	communications	communication	NOUN
cana-5834	163	18	on	on	ADP
cana-5834	163	19	applied	apply	VERB
cana-5834	163	20	nonlinear	nonlinear	ADJ
cana-5834	163	21	analysis	analysis	NOUN
cana-5834	163	22	issn	issn	NOUN
cana-5834	163	23	:	:	PUNCT
cana-5834	163	24	1074	1074	NUM
cana-5834	163	25	-	-	PUNCT
cana-5834	163	26	133x	133x	NUM
cana-5834	163	27	vol	vol	VERB
cana-5834	163	28	32	32	NUM
cana-5834	163	29	no	no	NOUN
cana-5834	163	30	.	.	PUNCT
cana-5834	164	1	10s	10	NOUN
cana-5834	164	2	(	(	PUNCT
cana-5834	164	3	2025	2025	NUM
cana-5834	164	4	)	)	PUNCT
cana-5834	164	5	2974	2974	NUM
cana-5834	164	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	164	7	the	the	DET
cana-5834	164	8	hab	hab	NOUN
cana-5834	164	9	(	(	PUNCT
cana-5834	164	10	human	human	ADJ
cana-5834	164	11	activity	activity	NOUN
cana-5834	164	12	recognition	recognition	NOUN
cana-5834	164	13	)	)	PUNCT
cana-5834	164	14	system	system	NOUN
cana-5834	164	15	in	in	ADP
cana-5834	164	16	figure-1	figure-1	PROPN
cana-5834	164	17	implements	implement	VERB
cana-5834	164	18	a	a	DET
cana-5834	164	19	sophisticated	sophisticated	ADJ
cana-5834	164	20	endto	endto	NOUN
cana-5834	164	21	-	-	PUNCT
cana-5834	164	22	end	end	NOUN
cana-5834	164	23	pipeline	pipeline	NOUN
cana-5834	164	24	that	that	PRON
cana-5834	164	25	begins	begin	VERB
cana-5834	164	26	with	with	ADP
cana-5834	164	27	raw	raw	ADJ
cana-5834	164	28	sensor	sensor	NOUN
cana-5834	164	29	data	data	NOUN
cana-5834	164	30	collection	collection	NOUN
cana-5834	164	31	from	from	ADP
cana-5834	164	32	wearable	wearable	ADJ
cana-5834	164	33	devices	device	NOUN
cana-5834	164	34	,	,	PUNCT
cana-5834	164	35	where	where	SCONJ
cana-5834	164	36	accelerometer	accelerometer	NOUN
cana-5834	164	37	and	and	CCONJ
cana-5834	164	38	gyroscope	gyroscope	NOUN
cana-5834	164	39	signals	signal	NOUN
cana-5834	164	40	are	be	AUX
cana-5834	164	41	carefully	carefully	ADV
cana-5834	164	42	cleaned	clean	VERB
cana-5834	164	43	to	to	PART
cana-5834	164	44	remove	remove	VERB
cana-5834	164	45	noise	noise	NOUN
cana-5834	164	46	and	and	CCONJ
cana-5834	164	47	null	null	ADJ
cana-5834	164	48	values	value	NOUN
cana-5834	164	49	before	before	ADP
cana-5834	164	50	being	be	AUX
cana-5834	164	51	normalized	normalize	VERB
cana-5834	164	52	to	to	ADP
cana-5834	164	53	a	a	DET
cana-5834	164	54	[	[	X
cana-5834	164	55	-1,1	-1,1	NOUN
cana-5834	164	56	]	]	X
cana-5834	164	57	range	range	NOUN
cana-5834	164	58	for	for	ADP
cana-5834	164	59	consistency	consistency	NOUN
cana-5834	164	60	,	,	PUNCT
cana-5834	164	61	then	then	ADV
cana-5834	164	62	segmented	segment	VERB
cana-5834	164	63	into	into	ADP
cana-5834	164	64	analyzable	analyzable	ADJ
cana-5834	164	65	time	time	NOUN
cana-5834	164	66	windows	window	NOUN
cana-5834	164	67	(	(	PUNCT
cana-5834	164	68	typically	typically	ADV
cana-5834	164	69	1	1	NUM
cana-5834	164	70	-	-	SYM
cana-5834	164	71	5	5	NUM
cana-5834	164	72	seconds	second	NOUN
cana-5834	164	73	)	)	PUNCT
cana-5834	164	74	that	that	PRON
cana-5834	164	75	preserve	preserve	VERB
cana-5834	164	76	crucial	crucial	ADJ
cana-5834	164	77	temporal	temporal	ADJ
cana-5834	164	78	activity	activity	NOUN
cana-5834	164	79	patterns	pattern	NOUN
cana-5834	164	80	.	.	PUNCT
cana-5834	165	1	following	follow	VERB
cana-5834	165	2	preprocessing	preprocesse	VERB
cana-5834	165	3	,	,	PUNCT
cana-5834	165	4	the	the	DET
cana-5834	165	5	system	system	NOUN
cana-5834	165	6	automatically	automatically	ADV
cana-5834	165	7	extracts	extract	VERB
cana-5834	165	8	comprehensive	comprehensive	ADJ
cana-5834	165	9	features	feature	NOUN
cana-5834	165	10	including	include	VERB
cana-5834	165	11	statistical	statistical	ADJ
cana-5834	165	12	measures	measure	NOUN
cana-5834	165	13	(	(	PUNCT
cana-5834	165	14	mean	mean	ADJ
cana-5834	165	15	,	,	PUNCT
cana-5834	165	16	variance	variance	NOUN
cana-5834	165	17	,	,	PUNCT
cana-5834	165	18	min	min	PROPN
cana-5834	165	19	/	/	SYM
cana-5834	165	20	max	max	PROPN
cana-5834	165	21	)	)	PUNCT
cana-5834	165	22	,	,	PUNCT
cana-5834	165	23	frequency	frequency	NOUN
cana-5834	165	24	-	-	PUNCT
cana-5834	165	25	domain	domain	NOUN
cana-5834	165	26	characteristics	characteristic	NOUN
cana-5834	165	27	(	(	PUNCT
cana-5834	165	28	fft	fft	NOUN
cana-5834	165	29	coefficients	coefficient	NOUN
cana-5834	165	30	)	)	PUNCT
cana-5834	165	31	,	,	PUNCT
cana-5834	165	32	and	and	CCONJ
cana-5834	165	33	time	time	NOUN
cana-5834	165	34	-	-	PUNCT
cana-5834	165	35	series	series	NOUN
cana-5834	165	36	properties	property	NOUN
cana-5834	165	37	(	(	PUNCT
cana-5834	165	38	autocorrelation	autocorrelation	NOUN
cana-5834	165	39	)	)	PUNCT
cana-5834	165	40	,	,	PUNCT
cana-5834	165	41	which	which	PRON
cana-5834	165	42	are	be	AUX
cana-5834	165	43	then	then	ADV
cana-5834	165	44	evaluated	evaluate	VERB
cana-5834	165	45	by	by	ADP
cana-5834	165	46	a	a	DET
cana-5834	165	47	k	k	ADJ
cana-5834	165	48	-	-	ADJ
cana-5834	165	49	fold	fold	ADJ
cana-5834	165	50	cat	cat	NOUN
cana-5834	165	51	boost	boost	VERB
cana-5834	165	52	baseline	baseline	NOUN
cana-5834	165	53	model	model	NOUN
cana-5834	165	54	that	that	PRON
cana-5834	165	55	monitors	monitor	NOUN
cana-5834	165	56	for	for	ADP
cana-5834	165	57	significant	significant	ADJ
cana-5834	165	58	feature	feature	NOUN
cana-5834	165	59	information	information	NOUN
cana-5834	165	60	loss	loss	NOUN
cana-5834	165	61	when	when	SCONJ
cana-5834	165	62	exceeding	exceed	VERB
cana-5834	165	63	a	a	DET
cana-5834	165	64	strict	strict	ADJ
cana-5834	165	65	0.0001	0.0001	NUM
cana-5834	165	66	threshold	threshold	NOUN
cana-5834	165	67	,	,	PUNCT
cana-5834	165	68	the	the	DET
cana-5834	165	69	system	system	NOUN
cana-5834	165	70	intelligently	intelligently	ADV
cana-5834	165	71	triggers	trigger	VERB
cana-5834	165	72	an	an	DET
cana-5834	165	73	anova	anova	PROPN
cana-5834	165	74	-	-	PUNCT
cana-5834	165	75	based	base	VERB
cana-5834	165	76	feature	feature	NOUN
cana-5834	165	77	refinement	refinement	NOUN
cana-5834	165	78	stage	stage	NOUN
cana-5834	165	79	that	that	PRON
cana-5834	165	80	performs	perform	VERB
cana-5834	165	81	rigorous	rigorous	ADJ
cana-5834	165	82	statistical	statistical	ADJ
cana-5834	165	83	testing	testing	NOUN
cana-5834	165	84	to	to	PART
cana-5834	165	85	identify	identify	VERB
cana-5834	165	86	and	and	CCONJ
cana-5834	165	87	select	select	VERB
cana-5834	165	88	only	only	ADV
cana-5834	165	89	the	the	DET
cana-5834	165	90	most	most	ADV
cana-5834	165	91	discriminative	discriminative	NOUN
cana-5834	165	92	features	feature	NOUN
cana-5834	165	93	showing	show	VERB
cana-5834	165	94	significant	significant	ADJ
cana-5834	165	95	(	(	PUNCT
cana-5834	165	96	p<0.05	p<0.05	NOUN
cana-5834	165	97	)	)	PUNCT
cana-5834	165	98	differences	difference	NOUN
cana-5834	165	99	between	between	ADP
cana-5834	165	100	activity	activity	NOUN
cana-5834	165	101	classes	class	NOUN
cana-5834	165	102	,	,	PUNCT
cana-5834	165	103	effectively	effectively	ADV
cana-5834	165	104	reducing	reduce	VERB
cana-5834	165	105	dimensionality	dimensionality	NOUN
cana-5834	165	106	while	while	SCONJ
cana-5834	165	107	maximizing	maximize	VERB
cana-5834	165	108	class	class	NOUN
cana-5834	165	109	separation	separation	NOUN
cana-5834	165	110	.	.	PUNCT
cana-5834	166	1	the	the	DET
cana-5834	166	2	refined	refined	ADJ
cana-5834	166	3	feature	feature	NOUN
cana-5834	166	4	set	set	VERB
cana-5834	166	5	then	then	ADV
cana-5834	166	6	feeds	feed	VERB
cana-5834	166	7	into	into	ADP
cana-5834	166	8	an	an	DET
cana-5834	166	9	optimized	optimize	VERB
cana-5834	166	10	cat	cat	NOUN
cana-5834	166	11	boost	boost	VERB
cana-5834	166	12	training	training	NOUN
cana-5834	166	13	phase	phase	NOUN
cana-5834	166	14	that	that	PRON
cana-5834	166	15	implements	implement	VERB
cana-5834	166	16	automatic	automatic	ADJ
cana-5834	166	17	class	class	NOUN
cana-5834	166	18	weighting	weighting	NOUN
cana-5834	166	19	for	for	ADP
cana-5834	166	20	imbalance	imbalance	NOUN
cana-5834	166	21	correction	correction	NOUN
cana-5834	166	22	,	,	PUNCT
cana-5834	166	23	bayesian	bayesian	NOUN
cana-5834	166	24	hyperparameter	hyperparameter	NOUN
cana-5834	166	25	tuning	tuning	NOUN
cana-5834	166	26	,	,	PUNCT
cana-5834	166	27	and	and	CCONJ
cana-5834	166	28	early	early	ADV
cana-5834	166	29	stopping	stop	VERB
cana-5834	166	30	protocols	protocol	NOUN
cana-5834	166	31	to	to	PART
cana-5834	166	32	create	create	VERB
cana-5834	166	33	a	a	DET
cana-5834	166	34	highperformance	highperformance	NOUN
cana-5834	166	35	model	model	NOUN
cana-5834	166	36	demonstrating	demonstrate	VERB
cana-5834	166	37	15	15	NUM
cana-5834	166	38	-	-	SYM
cana-5834	166	39	20	20	NUM
cana-5834	166	40	%	%	NOUN
cana-5834	166	41	improved	improve	VERB
cana-5834	166	42	minority	minority	NOUN
cana-5834	166	43	-	-	PUNCT
cana-5834	166	44	class	class	NOUN
cana-5834	166	45	recall	recall	NOUN
cana-5834	166	46	compared	compare	VERB
cana-5834	166	47	to	to	PART
cana-5834	166	48	baseline	baseline	VERB
cana-5834	166	49	.	.	PUNCT
cana-5834	167	1	for	for	ADP
cana-5834	167	2	deployment	deployment	NOUN
cana-5834	167	3	flexibility	flexibility	NOUN
cana-5834	167	4	,	,	PUNCT
cana-5834	167	5	the	the	DET
cana-5834	167	6	system	system	NOUN
cana-5834	167	7	offers	offer	VERB
cana-5834	167	8	dual	dual	ADJ
cana-5834	167	9	prediction	prediction	NOUN
cana-5834	167	10	pathways	pathway	NOUN
cana-5834	167	11	a	a	DET
cana-5834	167	12	full	full	ADJ
cana-5834	167	13	-	-	PUNCT
cana-5834	167	14	feature	feature	NOUN
cana-5834	167	15	"	"	PUNCT
cana-5834	167	16	direct	direct	ADJ
cana-5834	167	17	model	model	NOUN
cana-5834	167	18	"	"	PUNCT
cana-5834	167	19	for	for	ADP
cana-5834	167	20	maximum	maximum	PROPN
cana-5834	167	21	recall	recall	NOUN
cana-5834	167	22	applications	application	NOUN
cana-5834	167	23	and	and	CCONJ
cana-5834	167	24	an	an	DET
cana-5834	167	25	efficient	efficient	ADJ
cana-5834	167	26	"	"	PUNCT
cana-5834	167	27	refined	refined	ADJ
cana-5834	167	28	model	model	NOUN
cana-5834	167	29	"	"	PUNCT
cana-5834	167	30	using	use	VERB
cana-5834	167	31	anova	anova	PROPN
cana-5834	167	32	-	-	PUNCT
cana-5834	167	33	selected	select	VERB
cana-5834	167	34	features	feature	NOUN
cana-5834	167	35	for	for	ADP
cana-5834	167	36	resource	resource	NOUN
cana-5834	167	37	-	-	PUNCT
cana-5834	167	38	constrained	constrain	VERB
cana-5834	167	39	environments	environment	NOUN
cana-5834	167	40	both	both	PRON
cana-5834	167	41	incorporating	incorporate	VERB
cana-5834	167	42	realtime	realtime	NOUN
cana-5834	167	43	classification	classification	NOUN
cana-5834	167	44	with	with	ADP
cana-5834	167	45	confidence	confidence	NOUN
cana-5834	167	46	thresholding	thresholde	VERB
cana-5834	167	47	and	and	CCONJ
cana-5834	167	48	fallback	fallback	NOUN
cana-5834	167	49	mechanisms	mechanism	NOUN
cana-5834	167	50	that	that	PRON
cana-5834	167	51	ensure	ensure	VERB
cana-5834	167	52	reliable	reliable	ADJ
cana-5834	167	53	operation	operation	NOUN
cana-5834	167	54	in	in	ADP
cana-5834	167	55	practical	practical	ADJ
cana-5834	167	56	scenarios	scenario	NOUN
cana-5834	167	57	,	,	PUNCT
cana-5834	167	58	creating	create	VERB
cana-5834	167	59	a	a	DET
cana-5834	167	60	comprehensive	comprehensive	ADJ
cana-5834	167	61	solution	solution	NOUN
cana-5834	167	62	that	that	PRON
cana-5834	167	63	dynamically	dynamically	ADV
cana-5834	167	64	addresses	address	VERB
cana-5834	167	65	key	key	ADJ
cana-5834	167	66	har	har	NOUN
cana-5834	167	67	challenges	challenge	NOUN
cana-5834	167	68	including	include	VERB
cana-5834	167	69	sensor	sensor	NOUN
cana-5834	167	70	noise	noise	NOUN
cana-5834	167	71	,	,	PUNCT
cana-5834	167	72	feature	feature	NOUN
cana-5834	167	73	relevance	relevance	NOUN
cana-5834	167	74	,	,	PUNCT
cana-5834	167	75	computational	computational	ADJ
cana-5834	167	76	efficiency	efficiency	NOUN
cana-5834	167	77	,	,	PUNCT
cana-5834	167	78	and	and	CCONJ
cana-5834	167	79	real	real	ADJ
cana-5834	167	80	-	-	PUNCT
cana-5834	167	81	time	time	NOUN
cana-5834	167	82	performance	performance	NOUN
cana-5834	167	83	requirements	requirement	NOUN
cana-5834	167	84	through	through	ADP
cana-5834	167	85	its	its	PRON
cana-5834	167	86	intelligent	intelligent	ADJ
cana-5834	167	87	conditional	conditional	ADJ
cana-5834	167	88	architecture	architecture	NOUN
cana-5834	167	89	and	and	CCONJ
cana-5834	167	90	multistage	multistage	NOUN
cana-5834	167	91	optimization	optimization	NOUN
cana-5834	167	92	process	process	NOUN
cana-5834	167	93	.	.	PUNCT
cana-5834	168	1	4	4	X
cana-5834	168	2	.	.	X
cana-5834	168	3	algorithm	algorithm	NOUN
cana-5834	168	4	:	:	PUNCT
cana-5834	169	1	algorithm	algorithm	NOUN
cana-5834	169	2	:	:	PUNCT
cana-5834	169	3	real	real	ADJ
cana-5834	169	4	-	-	PUNCT
cana-5834	169	5	time	time	NOUN
cana-5834	169	6	har	har	NOUN
cana-5834	169	7	using	use	VERB
cana-5834	169	8	anova	anova	PROPN
cana-5834	169	9	+	+	CCONJ
cana-5834	169	10	cat	cat	NOUN
cana-5834	169	11	-	-	PUNCT
cana-5834	169	12	boost	boost	NOUN
cana-5834	169	13	input	input	NOUN
cana-5834	169	14	:	:	PUNCT
cana-5834	169	15	sensor	sensor	NOUN
cana-5834	169	16	dataset	dataset	VERB
cana-5834	169	17	d	d	NOUN
cana-5834	169	18	with	with	ADP
cana-5834	169	19	activities	activity	NOUN
cana-5834	169	20	a	a	DET
cana-5834	169	21	output	output	NOUN
cana-5834	169	22	:	:	PUNCT
cana-5834	169	23	trained	train	VERB
cana-5834	169	24	catboost	catboost	PROPN
cana-5834	169	25	model	model	PROPN
cana-5834	169	26	m	m	PROPN
cana-5834	169	27	,	,	PUNCT
cana-5834	169	28	real	real	ADJ
cana-5834	169	29	-	-	PUNCT
cana-5834	169	30	time	time	NOUN
cana-5834	169	31	prediction	prediction	NOUN
cana-5834	169	32	p	p	NOUN
cana-5834	169	33	1	1	NUM
cana-5834	169	34	.	.	PUNCT
cana-5834	169	35	begin	begin	VERB
cana-5834	169	36	2	2	NUM
cana-5834	169	37	.	.	PUNCT
cana-5834	170	1	preprocess	preprocess	NOUN
cana-5834	170	2	d	d	NOUN
cana-5834	170	3	:	:	PUNCT
cana-5834	170	4	clean	clean	ADJ
cana-5834	170	5	missing	missing	ADJ
cana-5834	170	6	values	value	NOUN
cana-5834	170	7	,	,	PUNCT
cana-5834	170	8	normalize	normalize	VERB
cana-5834	170	9	signals	signal	NOUN
cana-5834	170	10	3	3	NUM
cana-5834	170	11	.	.	X
cana-5834	170	12	for	for	ADP
cana-5834	170	13	each	each	DET
cana-5834	170	14	time	time	NOUN
cana-5834	170	15	window	window	NOUN
cana-5834	170	16	w	w	NOUN
cana-5834	170	17	in	in	ADP
cana-5834	170	18	d	d	PROPN
cana-5834	170	19	do	do	AUX
cana-5834	170	20	i.	i.	NOUN
cana-5834	170	21	extract	extract	VERB
cana-5834	170	22	features	feature	VERB
cana-5834	170	23	f_w	f_w	PROPN
cana-5834	170	24	ii	ii	PROPN
cana-5834	170	25	.	.	PROPN
cana-5834	170	26	end	end	VERB
cana-5834	170	27	for	for	ADP
cana-5834	170	28	4	4	NUM
cana-5834	170	29	.	.	PUNCT
cana-5834	170	30	apply	apply	VERB
cana-5834	170	31	anova	anova	PROPN
cana-5834	170	32	on	on	ADP
cana-5834	170	33	all	all	DET
cana-5834	170	34	f	f	NOUN
cana-5834	170	35	to	to	PART
cana-5834	170	36	get	get	AUX
cana-5834	170	37	selected	select	VERB
cana-5834	170	38	features	feature	NOUN
cana-5834	170	39	f_sel	f_sel	PROPN
cana-5834	170	40	5	5	NUM
cana-5834	170	41	.	.	PUNCT
cana-5834	171	1	split	split	VERB
cana-5834	171	2	d	d	NOUN
cana-5834	171	3	into	into	ADP
cana-5834	171	4	training	training	NOUN
cana-5834	171	5	and	and	CCONJ
cana-5834	171	6	testing	testing	NOUN
cana-5834	171	7	sets	set	NOUN
cana-5834	171	8	(	(	PUNCT
cana-5834	171	9	80/20	80/20	NUM
cana-5834	171	10	)	)	PUNCT
cana-5834	171	11	6	6	NUM
cana-5834	171	12	.	.	X
cana-5834	172	1	train	train	NOUN
cana-5834	172	2	catboost	catboost	NOUN
cana-5834	172	3	classifier	classifier	PROPN
cana-5834	172	4	m	m	PROPN
cana-5834	172	5	on	on	ADP
cana-5834	172	6	f_sel	f_sel	PROPN
cana-5834	172	7	from	from	ADP
cana-5834	172	8	training	training	NOUN
cana-5834	172	9	set	set	VERB
cana-5834	172	10	7	7	NUM
cana-5834	172	11	.	.	PUNCT
cana-5834	173	1	evaluate	evaluate	VERB
cana-5834	173	2	m	m	PRON
cana-5834	173	3	using	use	VERB
cana-5834	173	4	metrics	metric	NOUN
cana-5834	173	5	on	on	ADP
cana-5834	173	6	test	test	NOUN
cana-5834	173	7	set	set	VERB
cana-5834	173	8	i.	i.	NOUN
cana-5834	173	9	if	if	SCONJ
cana-5834	173	10	deployment_required	deployment_require	VERB
cana-5834	173	11	then	then	ADV
cana-5834	173	12	ii	ii	NOUN
cana-5834	173	13	.	.	PUNCT
cana-5834	174	1	while	while	SCONJ
cana-5834	174	2	receiving	receive	VERB
cana-5834	174	3	real	real	ADJ
cana-5834	174	4	-	-	PUNCT
cana-5834	174	5	time	time	NOUN
cana-5834	174	6	data	datum	NOUN
cana-5834	174	7	do	do	VERB
cana-5834	174	8	communications	communication	NOUN
cana-5834	174	9	on	on	ADP
cana-5834	174	10	applied	apply	VERB
cana-5834	174	11	nonlinear	nonlinear	ADJ
cana-5834	174	12	analysis	analysis	NOUN
cana-5834	174	13	issn	issn	NOUN
cana-5834	174	14	:	:	PUNCT
cana-5834	174	15	1074	1074	NUM
cana-5834	174	16	-	-	PUNCT
cana-5834	174	17	133x	133x	NUM
cana-5834	174	18	vol	vol	VERB
cana-5834	174	19	32	32	NUM
cana-5834	174	20	no	no	NOUN
cana-5834	174	21	.	.	PUNCT
cana-5834	175	1	10s	10	NOUN
cana-5834	175	2	(	(	PUNCT
cana-5834	175	3	2025	2025	NUM
cana-5834	175	4	)	)	PUNCT
cana-5834	175	5	2975	2975	NUM
cana-5834	175	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	175	7	a.	a.	NOUN
cana-5834	175	8	extract	extract	NOUN
cana-5834	175	9	f_rt	f_rt	ADV
cana-5834	175	10	from	from	ADP
cana-5834	175	11	new	new	ADJ
cana-5834	175	12	window	window	NOUN
cana-5834	175	13	iii	iii	PROPN
cana-5834	175	14	.	.	PUNCT
cana-5834	175	15	reduce	reduce	VERB
cana-5834	175	16	f_rt	f_rt	NOUN
cana-5834	175	17	to	to	ADP
cana-5834	175	18	f_sel	f_sel	PROPN
cana-5834	175	19	format	format	NOUN
cana-5834	175	20	iv	iv	NOUN
cana-5834	175	21	.	.	PUNCT
cana-5834	175	22	predict	predict	VERB
cana-5834	175	23	activity	activity	NOUN
cana-5834	175	24	p	p	NOUN
cana-5834	175	25	=	=	PROPN
cana-5834	175	26	m(f_rt	m(f_rt	X
cana-5834	175	27	)	)	PUNCT
cana-5834	176	1	v.	v.	ADP
cana-5834	176	2	end	end	NOUN
cana-5834	176	3	while	while	SCONJ
cana-5834	176	4	8	8	NUM
cana-5834	176	5	.	.	PUNCT
cana-5834	176	6	end	end	NOUN
cana-5834	177	1	if	if	SCONJ
cana-5834	177	2	9	9	NUM
cana-5834	177	3	.	.	NOUN
cana-5834	177	4	end	end	VERB
cana-5834	177	5	the	the	DET
cana-5834	177	6	proposed	propose	VERB
cana-5834	177	7	algorithm	algorithm	NOUN
cana-5834	177	8	outlines	outline	VERB
cana-5834	177	9	a	a	DET
cana-5834	177	10	structured	structured	ADJ
cana-5834	177	11	pipeline	pipeline	NOUN
cana-5834	177	12	for	for	ADP
cana-5834	177	13	real	real	ADJ
cana-5834	177	14	-	-	PUNCT
cana-5834	177	15	time	time	NOUN
cana-5834	177	16	human	human	ADJ
cana-5834	177	17	activity	activity	NOUN
cana-5834	177	18	recognition	recognition	NOUN
cana-5834	177	19	(	(	PUNCT
cana-5834	177	20	har	har	NOUN
cana-5834	177	21	)	)	PUNCT
cana-5834	177	22	using	use	VERB
cana-5834	177	23	anova	anova	PROPN
cana-5834	177	24	-	-	PUNCT
cana-5834	177	25	based	base	VERB
cana-5834	177	26	feature	feature	NOUN
cana-5834	177	27	selection	selection	NOUN
cana-5834	177	28	and	and	CCONJ
cana-5834	177	29	the	the	DET
cana-5834	177	30	catboost	catboost	NOUN
cana-5834	177	31	classifier	classifier	NOUN
cana-5834	177	32	.	.	PUNCT
cana-5834	178	1	the	the	DET
cana-5834	178	2	process	process	NOUN
cana-5834	178	3	begins	begin	VERB
cana-5834	178	4	by	by	ADP
cana-5834	178	5	preprocessing	preprocesse	VERB
cana-5834	178	6	the	the	DET
cana-5834	178	7	sensor	sensor	NOUN
cana-5834	178	8	dataset	dataset	VERB
cana-5834	178	9	to	to	PART
cana-5834	178	10	clean	clean	VERB
cana-5834	178	11	missing	missing	ADJ
cana-5834	178	12	values	value	NOUN
cana-5834	178	13	and	and	CCONJ
cana-5834	178	14	normalize	normalize	VERB
cana-5834	178	15	signals	signal	NOUN
cana-5834	178	16	,	,	PUNCT
cana-5834	178	17	ensuring	ensure	VERB
cana-5834	178	18	consistency	consistency	NOUN
cana-5834	178	19	across	across	ADP
cana-5834	178	20	all	all	DET
cana-5834	178	21	readings	reading	NOUN
cana-5834	178	22	.	.	PUNCT
cana-5834	179	1	the	the	DET
cana-5834	179	2	dataset	dataset	NOUN
cana-5834	179	3	is	be	AUX
cana-5834	179	4	then	then	ADV
cana-5834	179	5	segmented	segment	VERB
cana-5834	179	6	into	into	ADP
cana-5834	179	7	fixed	fix	VERB
cana-5834	179	8	-	-	PUNCT
cana-5834	179	9	size	size	NOUN
cana-5834	179	10	time	time	NOUN
cana-5834	179	11	windows	window	NOUN
cana-5834	179	12	,	,	PUNCT
cana-5834	179	13	and	and	CCONJ
cana-5834	179	14	for	for	ADP
cana-5834	179	15	each	each	DET
cana-5834	179	16	window	window	NOUN
cana-5834	179	17	,	,	PUNCT
cana-5834	179	18	statistical	statistical	ADJ
cana-5834	179	19	and	and	CCONJ
cana-5834	179	20	frequency	frequency	NOUN
cana-5834	179	21	-	-	PUNCT
cana-5834	179	22	domain	domain	NOUN
cana-5834	179	23	features	feature	NOUN
cana-5834	179	24	are	be	AUX
cana-5834	179	25	extracted	extract	VERB
cana-5834	179	26	to	to	PART
cana-5834	179	27	represent	represent	VERB
cana-5834	179	28	user	user	NOUN
cana-5834	179	29	activities	activity	NOUN
cana-5834	179	30	.	.	PUNCT
cana-5834	180	1	to	to	PART
cana-5834	180	2	reduce	reduce	VERB
cana-5834	180	3	dimensionality	dimensionality	NOUN
cana-5834	180	4	and	and	CCONJ
cana-5834	180	5	retain	retain	VERB
cana-5834	180	6	only	only	ADV
cana-5834	180	7	relevant	relevant	ADJ
cana-5834	180	8	information	information	NOUN
cana-5834	180	9	,	,	PUNCT
cana-5834	180	10	anova	anova	X
cana-5834	180	11	(	(	PUNCT
cana-5834	180	12	analysis	analysis	NOUN
cana-5834	180	13	of	of	ADP
cana-5834	180	14	variance	variance	NOUN
cana-5834	180	15	)	)	PUNCT
cana-5834	180	16	is	be	AUX
cana-5834	180	17	applied	apply	VERB
cana-5834	180	18	across	across	ADP
cana-5834	180	19	all	all	DET
cana-5834	180	20	features	feature	NOUN
cana-5834	180	21	.	.	PUNCT
cana-5834	181	1	this	this	DET
cana-5834	181	2	statistical	statistical	ADJ
cana-5834	181	3	test	test	NOUN
cana-5834	181	4	selects	select	VERB
cana-5834	181	5	those	those	DET
cana-5834	181	6	features	feature	NOUN
cana-5834	181	7	with	with	ADP
cana-5834	181	8	the	the	DET
cana-5834	181	9	highest	high	ADJ
cana-5834	181	10	variance	variance	NOUN
cana-5834	181	11	between	between	ADP
cana-5834	181	12	different	different	ADJ
cana-5834	181	13	activity	activity	NOUN
cana-5834	181	14	classes	class	NOUN
cana-5834	181	15	,	,	PUNCT
cana-5834	181	16	resulting	result	VERB
cana-5834	181	17	in	in	ADP
cana-5834	181	18	a	a	DET
cana-5834	181	19	reduced	reduce	VERB
cana-5834	181	20	feature	feature	NOUN
cana-5834	181	21	set	set	NOUN
cana-5834	181	22	fselfsel	fselfsel	NOUN
cana-5834	181	23	.	.	PUNCT
cana-5834	182	1	the	the	DET
cana-5834	182	2	refined	refine	VERB
cana-5834	182	3	dataset	dataset	NOUN
cana-5834	182	4	is	be	AUX
cana-5834	182	5	then	then	ADV
cana-5834	182	6	split	split	VERB
cana-5834	182	7	into	into	ADP
cana-5834	182	8	training	training	NOUN
cana-5834	182	9	and	and	CCONJ
cana-5834	182	10	testing	testing	NOUN
cana-5834	182	11	sets	set	NOUN
cana-5834	182	12	,	,	PUNCT
cana-5834	182	13	typically	typically	ADV
cana-5834	182	14	using	use	VERB
cana-5834	182	15	an	an	DET
cana-5834	182	16	80/20	80/20	NUM
cana-5834	182	17	ratio	ratio	NOUN
cana-5834	182	18	.	.	PUNCT
cana-5834	183	1	a	a	DET
cana-5834	183	2	catboost	catboost	NOUN
cana-5834	183	3	classifier	classifier	NOUN
cana-5834	183	4	,	,	PUNCT
cana-5834	183	5	known	know	VERB
cana-5834	183	6	for	for	ADP
cana-5834	183	7	its	its	PRON
cana-5834	183	8	speed	speed	NOUN
cana-5834	183	9	and	and	CCONJ
cana-5834	183	10	ability	ability	NOUN
cana-5834	183	11	to	to	PART
cana-5834	183	12	handle	handle	VERB
cana-5834	183	13	categorical	categorical	ADJ
cana-5834	183	14	and	and	CCONJ
cana-5834	183	15	numerical	numerical	ADJ
cana-5834	183	16	data	datum	NOUN
cana-5834	183	17	effectively	effectively	ADV
cana-5834	183	18	,	,	PUNCT
cana-5834	183	19	is	be	AUX
cana-5834	183	20	trained	train	VERB
cana-5834	183	21	on	on	ADP
cana-5834	183	22	the	the	DET
cana-5834	183	23	selected	select	VERB
cana-5834	183	24	features	feature	NOUN
cana-5834	183	25	.	.	PUNCT
cana-5834	184	1	the	the	DET
cana-5834	184	2	model	model	NOUN
cana-5834	184	3	is	be	AUX
cana-5834	184	4	evaluated	evaluate	VERB
cana-5834	184	5	using	use	VERB
cana-5834	184	6	accuracy	accuracy	NOUN
cana-5834	184	7	,	,	PUNCT
cana-5834	184	8	precision	precision	NOUN
cana-5834	184	9	,	,	PUNCT
cana-5834	184	10	recall	recall	NOUN
cana-5834	184	11	,	,	PUNCT
cana-5834	184	12	and	and	CCONJ
cana-5834	184	13	f1	f1	NOUN
cana-5834	184	14	-	-	PUNCT
cana-5834	184	15	score	score	NOUN
cana-5834	184	16	to	to	PART
cana-5834	184	17	ensure	ensure	VERB
cana-5834	184	18	robust	robust	ADJ
cana-5834	184	19	performance	performance	NOUN
cana-5834	184	20	.	.	PUNCT
cana-5834	185	1	for	for	ADP
cana-5834	185	2	real	real	ADJ
cana-5834	185	3	-	-	PUNCT
cana-5834	185	4	time	time	NOUN
cana-5834	185	5	deployment	deployment	NOUN
cana-5834	185	6	,	,	PUNCT
cana-5834	185	7	the	the	DET
cana-5834	185	8	model	model	NOUN
cana-5834	185	9	continuously	continuously	ADV
cana-5834	185	10	receives	receive	VERB
cana-5834	185	11	new	new	ADJ
cana-5834	185	12	sensor	sensor	NOUN
cana-5834	185	13	data	datum	NOUN
cana-5834	185	14	,	,	PUNCT
cana-5834	185	15	extracts	extract	NOUN
cana-5834	185	16	features	feature	NOUN
cana-5834	185	17	,	,	PUNCT
cana-5834	185	18	maps	map	VERB
cana-5834	185	19	them	they	PRON
cana-5834	185	20	to	to	ADP
cana-5834	185	21	the	the	DET
cana-5834	185	22	selected	select	VERB
cana-5834	185	23	set	set	NOUN
cana-5834	185	24	fselfsel	fselfsel	NOUN
cana-5834	185	25	,	,	PUNCT
cana-5834	185	26	and	and	CCONJ
cana-5834	185	27	makes	make	VERB
cana-5834	185	28	live	live	ADJ
cana-5834	185	29	predictions	prediction	NOUN
cana-5834	185	30	.	.	PUNCT
cana-5834	186	1	this	this	DET
cana-5834	186	2	end	end	NOUN
cana-5834	186	3	-	-	PUNCT
cana-5834	186	4	to	to	ADP
cana-5834	186	5	-	-	PUNCT
cana-5834	186	6	end	end	NOUN
cana-5834	186	7	process	process	NOUN
cana-5834	186	8	enables	enable	VERB
cana-5834	186	9	accurate	accurate	ADJ
cana-5834	186	10	and	and	CCONJ
cana-5834	186	11	low	low	ADJ
cana-5834	186	12	-	-	PUNCT
cana-5834	186	13	latency	latency	NOUN
cana-5834	186	14	har	har	NOUN
cana-5834	186	15	suitable	suitable	ADJ
cana-5834	186	16	for	for	ADP
cana-5834	186	17	applications	application	NOUN
cana-5834	186	18	like	like	ADP
cana-5834	186	19	healthcare	healthcare	NOUN
cana-5834	186	20	monitoring	monitoring	NOUN
cana-5834	186	21	,	,	PUNCT
cana-5834	186	22	fitness	fitness	NOUN
cana-5834	186	23	tracking	tracking	NOUN
cana-5834	186	24	,	,	PUNCT
cana-5834	186	25	and	and	CCONJ
cana-5834	186	26	smart	smart	ADJ
cana-5834	186	27	environments	environment	NOUN
cana-5834	186	28	.	.	PUNCT
cana-5834	187	1	experimental	experimental	ADJ
cana-5834	187	2	setup	setup	NOUN
cana-5834	187	3	to	to	PART
cana-5834	187	4	evaluate	evaluate	VERB
cana-5834	187	5	the	the	DET
cana-5834	187	6	proposed	propose	VERB
cana-5834	187	7	har	har	NOUN
cana-5834	187	8	model	model	NOUN
cana-5834	187	9	,	,	PUNCT
cana-5834	187	10	an	an	DET
cana-5834	187	11	experimental	experimental	ADJ
cana-5834	187	12	setup	setup	NOUN
cana-5834	187	13	was	be	AUX
cana-5834	187	14	designed	design	VERB
cana-5834	187	15	using	use	VERB
cana-5834	187	16	a	a	DET
cana-5834	187	17	publicly	publicly	ADV
cana-5834	187	18	available	available	ADJ
cana-5834	187	19	wearable	wearable	ADJ
cana-5834	187	20	sensor	sensor	NOUN
cana-5834	187	21	dataset	dataset	VERB
cana-5834	187	22	such	such	ADJ
cana-5834	187	23	as	as	ADP
cana-5834	187	24	uci	uci	PROPN
cana-5834	187	25	har	har	PROPN
cana-5834	187	26	or	or	CCONJ
cana-5834	187	27	wisdm	wisdm	NOUN
cana-5834	187	28	.	.	PUNCT
cana-5834	188	1	the	the	DET
cana-5834	188	2	dataset	dataset	NOUN
cana-5834	188	3	includes	include	VERB
cana-5834	188	4	accelerometer	accelerometer	NOUN
cana-5834	188	5	and	and	CCONJ
cana-5834	188	6	gyroscope	gyroscope	NOUN
cana-5834	188	7	data	datum	NOUN
cana-5834	188	8	collected	collect	VERB
cana-5834	188	9	from	from	ADP
cana-5834	188	10	mobile	mobile	ADJ
cana-5834	188	11	or	or	CCONJ
cana-5834	188	12	wearable	wearable	ADJ
cana-5834	188	13	devices	device	NOUN
cana-5834	188	14	during	during	ADP
cana-5834	188	15	various	various	ADJ
cana-5834	188	16	daily	daily	ADJ
cana-5834	188	17	activities	activity	NOUN
cana-5834	188	18	like	like	ADP
cana-5834	188	19	walking	walk	VERB
cana-5834	188	20	,	,	PUNCT
cana-5834	188	21	sitting	sit	VERB
cana-5834	188	22	,	,	PUNCT
cana-5834	188	23	standing	standing	NOUN
cana-5834	188	24	,	,	PUNCT
cana-5834	188	25	jogging	jogging	NOUN
cana-5834	188	26	,	,	PUNCT
cana-5834	188	27	and	and	CCONJ
cana-5834	188	28	climbing	climb	VERB
cana-5834	188	29	stairs	stair	NOUN
cana-5834	188	30	.	.	PUNCT
cana-5834	189	1	each	each	DET
cana-5834	189	2	sensor	sensor	NOUN
cana-5834	189	3	reading	reading	NOUN
cana-5834	189	4	was	be	AUX
cana-5834	189	5	segmented	segment	VERB
cana-5834	189	6	into	into	ADP
cana-5834	189	7	fixed	fix	VERB
cana-5834	189	8	-	-	PUNCT
cana-5834	189	9	size	size	NOUN
cana-5834	189	10	windows	window	NOUN
cana-5834	189	11	(	(	PUNCT
cana-5834	189	12	2	2	NUM
cana-5834	189	13	-	-	SYM
cana-5834	189	14	3	3	NUM
cana-5834	189	15	seconds	second	NOUN
cana-5834	189	16	with	with	ADP
cana-5834	189	17	50	50	NUM
cana-5834	189	18	%	%	NOUN
cana-5834	189	19	overlap	overlap	NOUN
cana-5834	189	20	)	)	PUNCT
cana-5834	189	21	,	,	PUNCT
cana-5834	189	22	and	and	CCONJ
cana-5834	189	23	a	a	DET
cana-5834	189	24	wide	wide	ADJ
cana-5834	189	25	range	range	NOUN
cana-5834	189	26	of	of	ADP
cana-5834	189	27	features	feature	NOUN
cana-5834	189	28	were	be	AUX
cana-5834	189	29	extracted	extract	VERB
cana-5834	189	30	,	,	PUNCT
cana-5834	189	31	including	include	VERB
cana-5834	189	32	mean	mean	ADJ
cana-5834	189	33	,	,	PUNCT
cana-5834	189	34	standard	standard	ADJ
cana-5834	189	35	deviation	deviation	NOUN
cana-5834	189	36	,	,	PUNCT
cana-5834	189	37	skewness	skewness	NOUN
cana-5834	189	38	,	,	PUNCT
cana-5834	189	39	kurtosis	kurtosis	NOUN
cana-5834	189	40	,	,	PUNCT
cana-5834	189	41	energy	energy	NOUN
cana-5834	189	42	,	,	PUNCT
cana-5834	189	43	and	and	CCONJ
cana-5834	189	44	fft	fft	PROPN
cana-5834	189	45	coefficients	coefficient	NOUN
cana-5834	189	46	.	.	PUNCT
cana-5834	190	1	after	after	ADP
cana-5834	190	2	feature	feature	NOUN
cana-5834	190	3	extraction	extraction	NOUN
cana-5834	190	4	,	,	PUNCT
cana-5834	190	5	anova	anova	PROPN
cana-5834	190	6	was	be	AUX
cana-5834	190	7	applied	apply	VERB
cana-5834	190	8	to	to	AUX
cana-5834	190	9	statistically	statistically	ADV
cana-5834	190	10	rank	rank	VERB
cana-5834	190	11	and	and	CCONJ
cana-5834	190	12	select	select	ADJ
cana-5834	190	13	features	feature	NOUN
cana-5834	190	14	with	with	ADP
cana-5834	190	15	the	the	DET
cana-5834	190	16	highest	high	ADJ
cana-5834	190	17	discriminative	discriminative	NOUN
cana-5834	190	18	power	power	NOUN
cana-5834	190	19	among	among	ADP
cana-5834	190	20	activity	activity	NOUN
cana-5834	190	21	classes	class	NOUN
cana-5834	190	22	.	.	PUNCT
cana-5834	191	1	the	the	DET
cana-5834	191	2	f	f	NOUN
cana-5834	191	3	-	-	PUNCT
cana-5834	191	4	score	score	NOUN
cana-5834	191	5	threshold	threshold	NOUN
cana-5834	191	6	was	be	AUX
cana-5834	191	7	tuned	tune	VERB
cana-5834	191	8	to	to	PART
cana-5834	191	9	retain	retain	VERB
cana-5834	191	10	only	only	ADV
cana-5834	191	11	the	the	DET
cana-5834	191	12	top	top	ADJ
cana-5834	191	13	25	25	NUM
cana-5834	191	14	-	-	SYM
cana-5834	191	15	30	30	NUM
cana-5834	191	16	%	%	NOUN
cana-5834	191	17	of	of	ADP
cana-5834	191	18	features	feature	NOUN
cana-5834	191	19	,	,	PUNCT
cana-5834	191	20	significantly	significantly	ADV
cana-5834	191	21	reducing	reduce	VERB
cana-5834	191	22	data	datum	NOUN
cana-5834	191	23	dimensionality	dimensionality	NOUN
cana-5834	191	24	without	without	ADP
cana-5834	191	25	losing	lose	VERB
cana-5834	191	26	accuracy	accuracy	NOUN
cana-5834	191	27	.	.	PUNCT
cana-5834	192	1	these	these	DET
cana-5834	192	2	selected	select	VERB
cana-5834	192	3	features	feature	NOUN
cana-5834	192	4	were	be	AUX
cana-5834	192	5	then	then	ADV
cana-5834	192	6	used	use	VERB
cana-5834	192	7	to	to	PART
cana-5834	192	8	train	train	VERB
cana-5834	192	9	a	a	DET
cana-5834	192	10	catboost	catboost	NOUN
cana-5834	192	11	classifier	classifier	NOUN
cana-5834	192	12	,	,	PUNCT
cana-5834	192	13	chosen	choose	VERB
cana-5834	192	14	for	for	ADP
cana-5834	192	15	its	its	PRON
cana-5834	192	16	robustness	robustness	NOUN
cana-5834	192	17	,	,	PUNCT
cana-5834	192	18	fast	fast	ADJ
cana-5834	192	19	training	training	NOUN
cana-5834	192	20	,	,	PUNCT
cana-5834	192	21	and	and	CCONJ
cana-5834	192	22	ability	ability	NOUN
cana-5834	192	23	to	to	PART
cana-5834	192	24	handle	handle	VERB
cana-5834	192	25	heterogeneous	heterogeneous	ADJ
cana-5834	192	26	features	feature	NOUN
cana-5834	192	27	and	and	CCONJ
cana-5834	192	28	small	small	ADJ
cana-5834	192	29	datasets	dataset	NOUN
cana-5834	192	30	.	.	PUNCT
cana-5834	193	1	the	the	DET
cana-5834	193	2	model	model	NOUN
cana-5834	193	3	was	be	AUX
cana-5834	193	4	evaluated	evaluate	VERB
cana-5834	193	5	using	use	VERB
cana-5834	193	6	5	5	NUM
cana-5834	193	7	-	-	ADJ
cana-5834	193	8	fold	fold	ADJ
cana-5834	193	9	cross	cross	NOUN
cana-5834	193	10	-	-	NOUN
cana-5834	193	11	validation	validation	ADJ
cana-5834	193	12	,	,	PUNCT
cana-5834	193	13	with	with	ADP
cana-5834	193	14	metrics	metric	NOUN
cana-5834	193	15	including	include	VERB
cana-5834	193	16	accuracy	accuracy	NOUN
cana-5834	193	17	,	,	PUNCT
cana-5834	193	18	precision	precision	NOUN
cana-5834	193	19	,	,	PUNCT
cana-5834	193	20	recall	recall	NOUN
cana-5834	193	21	,	,	PUNCT
cana-5834	193	22	f1	f1	NOUN
cana-5834	193	23	-	-	PUNCT
cana-5834	193	24	score	score	NOUN
cana-5834	193	25	,	,	PUNCT
cana-5834	193	26	and	and	CCONJ
cana-5834	193	27	confusion	confusion	NOUN
cana-5834	193	28	matrices	matrix	NOUN
cana-5834	193	29	.	.	PUNCT
cana-5834	194	1	to	to	PART
cana-5834	194	2	simulate	simulate	VERB
cana-5834	194	3	real	real	ADJ
cana-5834	194	4	-	-	PUNCT
cana-5834	194	5	time	time	NOUN
cana-5834	194	6	use	use	NOUN
cana-5834	194	7	,	,	PUNCT
cana-5834	194	8	the	the	DET
cana-5834	194	9	trained	train	VERB
cana-5834	194	10	model	model	NOUN
cana-5834	194	11	was	be	AUX
cana-5834	194	12	tested	test	VERB
cana-5834	194	13	on	on	ADP
cana-5834	194	14	streaming	stream	VERB
cana-5834	194	15	sensor	sensor	NOUN
cana-5834	194	16	inputs	input	NOUN
cana-5834	194	17	in	in	ADP
cana-5834	194	18	a	a	DET
cana-5834	194	19	controlled	control	VERB
cana-5834	194	20	setting	setting	NOUN
cana-5834	194	21	,	,	PUNCT
cana-5834	194	22	where	where	SCONJ
cana-5834	194	23	activity	activity	NOUN
cana-5834	194	24	data	datum	NOUN
cana-5834	194	25	was	be	AUX
cana-5834	194	26	emulated	emulate	VERB
cana-5834	194	27	through	through	ADP
cana-5834	194	28	timed	time	VERB
cana-5834	194	29	sequences	sequence	NOUN
cana-5834	194	30	of	of	ADP
cana-5834	194	31	sensor	sensor	NOUN
cana-5834	194	32	readings	reading	NOUN
cana-5834	194	33	.	.	PUNCT
cana-5834	195	1	the	the	DET
cana-5834	195	2	experiments	experiment	NOUN
cana-5834	195	3	were	be	AUX
cana-5834	195	4	conducted	conduct	VERB
cana-5834	195	5	on	on	ADP
cana-5834	195	6	a	a	DET
cana-5834	195	7	system	system	NOUN
cana-5834	195	8	with	with	ADP
cana-5834	195	9	an	an	DET
cana-5834	195	10	intel	intel	NOUN
cana-5834	195	11	i7	i7	NOUN
cana-5834	195	12	processor	processor	NOUN
cana-5834	195	13	,	,	PUNCT
cana-5834	195	14	16	16	NUM
cana-5834	195	15	gb	gb	NOUN
cana-5834	195	16	ram	ram	NOUN
cana-5834	195	17	,	,	PUNCT
cana-5834	195	18	and	and	CCONJ
cana-5834	195	19	python	python	NOUN
cana-5834	195	20	3.10	3.10	NUM
cana-5834	195	21	environment	environment	NOUN
cana-5834	195	22	using	use	VERB
cana-5834	195	23	scikit	scikit	NOUN
cana-5834	195	24	-	-	PUNCT
cana-5834	195	25	learn	learn	NOUN
cana-5834	195	26	,	,	PUNCT
cana-5834	195	27	catboost	catboost	ADJ
cana-5834	195	28	,	,	PUNCT
cana-5834	195	29	and	and	CCONJ
cana-5834	195	30	numpy	numpy	NOUN
cana-5834	195	31	libraries	library	NOUN
cana-5834	195	32	.	.	PUNCT
cana-5834	196	1	the	the	DET
cana-5834	196	2	setup	setup	NOUN
cana-5834	196	3	confirmed	confirm	VERB
cana-5834	196	4	that	that	SCONJ
cana-5834	196	5	anova	anova	PROPN
cana-5834	196	6	reduced	reduce	VERB
cana-5834	196	7	feature	feature	NOUN
cana-5834	196	8	processing	processing	NOUN
cana-5834	196	9	time	time	NOUN
cana-5834	196	10	by	by	ADP
cana-5834	196	11	~40	~40	NUM
cana-5834	196	12	%	%	NOUN
cana-5834	196	13	,	,	PUNCT
cana-5834	196	14	while	while	SCONJ
cana-5834	196	15	catboost	catboost	PROPN
cana-5834	196	16	maintained	maintain	VERB
cana-5834	196	17	classification	classification	NOUN
cana-5834	196	18	accuracy	accuracy	NOUN
cana-5834	196	19	reaching	reach	VERB
cana-5834	196	20	communications	communication	NOUN
cana-5834	196	21	on	on	ADP
cana-5834	196	22	applied	apply	VERB
cana-5834	196	23	nonlinear	nonlinear	ADJ
cana-5834	196	24	analysis	analysis	NOUN
cana-5834	196	25	issn	issn	NOUN
cana-5834	196	26	:	:	PUNCT
cana-5834	196	27	1074	1074	NUM
cana-5834	196	28	-	-	PUNCT
cana-5834	196	29	133x	133x	NUM
cana-5834	196	30	vol	vol	VERB
cana-5834	196	31	32	32	NUM
cana-5834	196	32	no	no	NOUN
cana-5834	196	33	.	.	PUNCT
cana-5834	197	1	10s	10	NOUN
cana-5834	197	2	(	(	PUNCT
cana-5834	197	3	2025	2025	NUM
cana-5834	197	4	)	)	PUNCT
cana-5834	197	5	2976	2976	NUM
cana-5834	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	197	7	100	100	NUM
cana-5834	197	8	%	%	NOUN
cana-5834	197	9	,	,	PUNCT
cana-5834	197	10	with	with	ADP
cana-5834	197	11	prediction	prediction	NOUN
cana-5834	197	12	latency	latency	NOUN
cana-5834	197	13	under	under	ADP
cana-5834	197	14	100	100	NUM
cana-5834	197	15	milliseconds	millisecond	NOUN
cana-5834	197	16	,	,	PUNCT
cana-5834	197	17	validating	validate	VERB
cana-5834	197	18	the	the	DET
cana-5834	197	19	system	system	NOUN
cana-5834	197	20	’s	’s	PART
cana-5834	197	21	suitability	suitability	NOUN
cana-5834	197	22	for	for	ADP
cana-5834	197	23	real	real	ADJ
cana-5834	197	24	-	-	PUNCT
cana-5834	197	25	time	time	NOUN
cana-5834	197	26	har	har	NOUN
cana-5834	197	27	tasks	task	NOUN
cana-5834	197	28	.	.	PUNCT
cana-5834	198	1	results	result	NOUN
cana-5834	198	2	and	and	CCONJ
cana-5834	198	3	diascussin	diascussin	VERB
cana-5834	198	4	the	the	DET
cana-5834	198	5	elderly	elderly	ADJ
cana-5834	198	6	activity	activity	NOUN
cana-5834	198	7	classification	classification	NOUN
cana-5834	198	8	pipeline	pipeline	NOUN
cana-5834	198	9	begins	begin	VERB
cana-5834	198	10	with	with	ADP
cana-5834	198	11	a	a	DET
cana-5834	198	12	complete	complete	ADJ
cana-5834	198	13	data	datum	NOUN
cana-5834	198	14	preprocessing	preprocessing	NOUN
cana-5834	198	15	phase	phase	NOUN
cana-5834	198	16	.	.	PUNCT
cana-5834	199	1	each	each	DET
cana-5834	199	2	dataset	dataset	NOUN
cana-5834	199	3	,	,	PUNCT
cana-5834	199	4	representing	represent	VERB
cana-5834	199	5	sensor	sensor	NOUN
cana-5834	199	6	-	-	PUNCT
cana-5834	199	7	based	base	VERB
cana-5834	199	8	time	time	NOUN
cana-5834	199	9	-	-	PUNCT
cana-5834	199	10	series	series	NOUN
cana-5834	199	11	activity	activity	NOUN
cana-5834	199	12	records	record	NOUN
cana-5834	199	13	from	from	ADP
cana-5834	199	14	individual	individual	ADJ
cana-5834	199	15	elderly	elderly	ADJ
cana-5834	199	16	participants	participant	NOUN
cana-5834	199	17	,	,	PUNCT
cana-5834	199	18	is	be	AUX
cana-5834	199	19	first	first	ADV
cana-5834	199	20	loaded	load	VERB
cana-5834	199	21	and	and	CCONJ
cana-5834	199	22	cleaned	clean	VERB
cana-5834	199	23	by	by	ADP
cana-5834	199	24	removing	remove	VERB
cana-5834	199	25	null	null	ADJ
cana-5834	199	26	values	value	NOUN
cana-5834	199	27	,	,	PUNCT
cana-5834	199	28	timestamps	timestamp	NOUN
cana-5834	199	29	,	,	PUNCT
cana-5834	199	30	and	and	CCONJ
cana-5834	199	31	duplicates	duplicate	NOUN
cana-5834	199	32	.	.	PUNCT
cana-5834	200	1	these	these	DET
cana-5834	200	2	steps	step	NOUN
cana-5834	200	3	ensure	ensure	VERB
cana-5834	200	4	uniformity	uniformity	NOUN
cana-5834	200	5	and	and	CCONJ
cana-5834	200	6	reliability	reliability	NOUN
cana-5834	200	7	across	across	ADP
cana-5834	200	8	all	all	DET
cana-5834	200	9	files	file	NOUN
cana-5834	200	10	.	.	PUNCT
cana-5834	201	1	after	after	ADP
cana-5834	201	2	cleaning	clean	VERB
cana-5834	201	3	,	,	PUNCT
cana-5834	201	4	the	the	DET
cana-5834	201	5	datasets	dataset	NOUN
cana-5834	201	6	are	be	AUX
cana-5834	201	7	concatenated	concatenate	VERB
cana-5834	201	8	into	into	ADP
cana-5834	201	9	a	a	DET
cana-5834	201	10	single	single	ADJ
cana-5834	201	11	combined	combine	VERB
cana-5834	201	12	dataset	dataset	NOUN
cana-5834	201	13	,	,	PUNCT
cana-5834	201	14	enabling	enable	VERB
cana-5834	201	15	a	a	DET
cana-5834	201	16	comprehensive	comprehensive	ADJ
cana-5834	201	17	view	view	NOUN
cana-5834	201	18	of	of	ADP
cana-5834	201	19	all	all	DET
cana-5834	201	20	activities	activity	NOUN
cana-5834	201	21	.	.	PUNCT
cana-5834	202	1	due	due	ADP
cana-5834	202	2	to	to	ADP
cana-5834	202	3	the	the	DET
cana-5834	202	4	natural	natural	ADJ
cana-5834	202	5	imbalance	imbalance	NOUN
cana-5834	202	6	in	in	ADP
cana-5834	202	7	recorded	recorded	ADJ
cana-5834	202	8	activities	activity	NOUN
cana-5834	202	9	—	—	PUNCT
cana-5834	202	10	where	where	SCONJ
cana-5834	202	11	some	some	PRON
cana-5834	202	12	like	like	ADP
cana-5834	202	13	walking	walk	VERB
cana-5834	202	14	or	or	CCONJ
cana-5834	202	15	standing	standing	NOUN
cana-5834	202	16	occur	occur	VERB
cana-5834	202	17	more	more	ADV
cana-5834	202	18	frequently	frequently	ADV
cana-5834	202	19	—	—	PUNCT
cana-5834	202	20	class	class	NOUN
cana-5834	202	21	balancing	balancing	NOUN
cana-5834	202	22	is	be	AUX
cana-5834	202	23	applied	apply	VERB
cana-5834	202	24	.	.	PUNCT
cana-5834	203	1	this	this	PRON
cana-5834	203	2	is	be	AUX
cana-5834	203	3	achieved	achieve	VERB
cana-5834	203	4	through	through	ADP
cana-5834	203	5	under	under	ADP
cana-5834	203	6	sampling	sample	VERB
cana-5834	203	7	majority	majority	NOUN
cana-5834	203	8	classes	class	NOUN
cana-5834	203	9	or	or	CCONJ
cana-5834	203	10	using	use	VERB
cana-5834	203	11	synthetic	synthetic	ADJ
cana-5834	203	12	oversampling	oversampling	ADJ
cana-5834	203	13	techniques	technique	NOUN
cana-5834	203	14	such	such	ADJ
cana-5834	203	15	as	as	ADP
cana-5834	203	16	smote	smote	ADJ
cana-5834	203	17	(	(	PUNCT
cana-5834	203	18	synthetic	synthetic	ADJ
cana-5834	203	19	minority	minority	NOUN
cana-5834	203	20	oversampling	oversample	VERB
cana-5834	203	21	technique	technique	NOUN
cana-5834	203	22	)	)	PUNCT
cana-5834	203	23	.	.	PUNCT
cana-5834	204	1	balancing	balance	VERB
cana-5834	204	2	the	the	DET
cana-5834	204	3	dataset	dataset	NOUN
cana-5834	204	4	ensures	ensure	VERB
cana-5834	204	5	that	that	SCONJ
cana-5834	204	6	the	the	DET
cana-5834	204	7	model	model	NOUN
cana-5834	204	8	does	do	AUX
cana-5834	204	9	not	not	PART
cana-5834	204	10	become	become	VERB
cana-5834	204	11	biased	biased	ADJ
cana-5834	204	12	toward	toward	ADP
cana-5834	204	13	dominant	dominant	ADJ
cana-5834	204	14	activity	activity	NOUN
cana-5834	204	15	classes	class	NOUN
cana-5834	204	16	and	and	CCONJ
cana-5834	204	17	can	can	AUX
cana-5834	204	18	accurately	accurately	ADV
cana-5834	204	19	learn	learn	VERB
cana-5834	204	20	from	from	ADP
cana-5834	204	21	minority	minority	NOUN
cana-5834	204	22	activity	activity	NOUN
cana-5834	204	23	patterns	pattern	NOUN
cana-5834	204	24	.	.	PUNCT
cana-5834	205	1	following	follow	VERB
cana-5834	205	2	this	this	PRON
cana-5834	205	3	,	,	PUNCT
cana-5834	205	4	feature	feature	NOUN
cana-5834	205	5	engineering	engineering	NOUN
cana-5834	205	6	is	be	AUX
cana-5834	205	7	applied	apply	VERB
cana-5834	205	8	to	to	PART
cana-5834	205	9	transform	transform	VERB
cana-5834	205	10	raw	raw	ADJ
cana-5834	205	11	time	time	NOUN
cana-5834	205	12	-	-	PUNCT
cana-5834	205	13	series	series	NOUN
cana-5834	205	14	data	datum	NOUN
cana-5834	205	15	into	into	ADP
cana-5834	205	16	a	a	DET
cana-5834	205	17	structured	structured	ADJ
cana-5834	205	18	tabular	tabular	NOUN
cana-5834	205	19	format	format	NOUN
cana-5834	205	20	suitable	suitable	ADJ
cana-5834	205	21	for	for	ADP
cana-5834	205	22	machine	machine	NOUN
cana-5834	205	23	learning	learning	NOUN
cana-5834	205	24	models	model	NOUN
cana-5834	205	25	.	.	PUNCT
cana-5834	206	1	this	this	PRON
cana-5834	206	2	involves	involve	VERB
cana-5834	206	3	computing	compute	VERB
cana-5834	206	4	row	row	NOUN
cana-5834	206	5	-	-	PUNCT
cana-5834	206	6	wise	wise	ADJ
cana-5834	206	7	statistical	statistical	ADJ
cana-5834	206	8	metrics	metric	NOUN
cana-5834	206	9	such	such	ADJ
cana-5834	206	10	as	as	ADP
cana-5834	206	11	mean	mean	ADJ
cana-5834	206	12	,	,	PUNCT
cana-5834	206	13	standard	standard	ADJ
cana-5834	206	14	deviation	deviation	NOUN
cana-5834	206	15	,	,	PUNCT
cana-5834	206	16	min	min	NOUN
cana-5834	206	17	,	,	PUNCT
cana-5834	206	18	and	and	CCONJ
cana-5834	206	19	max	max	PROPN
cana-5834	206	20	for	for	ADP
cana-5834	206	21	selected	select	VERB
cana-5834	206	22	sensor	sensor	NOUN
cana-5834	206	23	readings	reading	NOUN
cana-5834	206	24	,	,	PUNCT
cana-5834	206	25	which	which	PRON
cana-5834	206	26	summarize	summarize	VERB
cana-5834	206	27	time	time	NOUN
cana-5834	206	28	-	-	PUNCT
cana-5834	206	29	series	series	NOUN
cana-5834	206	30	sequences	sequence	NOUN
cana-5834	206	31	into	into	ADP
cana-5834	206	32	compact	compact	ADJ
cana-5834	206	33	and	and	CCONJ
cana-5834	206	34	informative	informative	ADJ
cana-5834	206	35	representations	representation	NOUN
cana-5834	206	36	.	.	PUNCT
cana-5834	207	1	label	label	NOUN
cana-5834	207	2	frequency	frequency	NOUN
cana-5834	207	3	encoding	encoding	NOUN
cana-5834	207	4	is	be	AUX
cana-5834	207	5	also	also	ADV
cana-5834	207	6	introduced	introduce	VERB
cana-5834	207	7	to	to	PART
cana-5834	207	8	handle	handle	VERB
cana-5834	207	9	categorical	categorical	ADJ
cana-5834	207	10	variables	variable	NOUN
cana-5834	207	11	,	,	PUNCT
cana-5834	207	12	helping	help	VERB
cana-5834	207	13	algorithms	algorithm	NOUN
cana-5834	207	14	like	like	ADP
cana-5834	207	15	logistic	logistic	ADJ
cana-5834	207	16	regression	regression	NOUN
cana-5834	207	17	and	and	CCONJ
cana-5834	207	18	tree	tree	NOUN
cana-5834	207	19	-	-	PUNCT
cana-5834	207	20	based	base	VERB
cana-5834	207	21	methods	method	NOUN
cana-5834	207	22	.	.	PUNCT
cana-5834	208	1	multiple	multiple	ADJ
cana-5834	208	2	machine	machine	NOUN
cana-5834	208	3	learning	learning	NOUN
cana-5834	208	4	models	model	NOUN
cana-5834	208	5	are	be	AUX
cana-5834	208	6	then	then	ADV
cana-5834	208	7	trained	train	VERB
cana-5834	208	8	,	,	PUNCT
cana-5834	208	9	including	include	VERB
cana-5834	208	10	traditional	traditional	ADJ
cana-5834	208	11	classifiers	classifier	NOUN
cana-5834	208	12	like	like	ADP
cana-5834	208	13	logistic	logistic	ADJ
cana-5834	208	14	regression	regression	NOUN
cana-5834	208	15	,	,	PUNCT
cana-5834	208	16	decision	decision	NOUN
cana-5834	208	17	trees	tree	NOUN
cana-5834	208	18	,	,	PUNCT
cana-5834	208	19	and	and	CCONJ
cana-5834	208	20	random	random	ADJ
cana-5834	208	21	forest	forest	NOUN
cana-5834	208	22	,	,	PUNCT
cana-5834	208	23	along	along	ADP
cana-5834	208	24	with	with	ADP
cana-5834	208	25	powerful	powerful	ADJ
cana-5834	208	26	ensemble	ensemble	ADJ
cana-5834	208	27	methods	method	NOUN
cana-5834	208	28	such	such	ADJ
cana-5834	208	29	as	as	ADP
cana-5834	208	30	xgboost	xgboost	ADV
cana-5834	208	31	,	,	PUNCT
cana-5834	208	32	lightgbm	lightgbm	ADJ
cana-5834	208	33	,	,	PUNCT
cana-5834	208	34	catboost	catboost	ADJ
cana-5834	208	35	,	,	PUNCT
cana-5834	208	36	and	and	CCONJ
cana-5834	208	37	adaboost	adaboost	ADV
cana-5834	208	38	.	.	PUNCT
cana-5834	209	1	among	among	ADP
cana-5834	209	2	them	they	PRON
cana-5834	209	3	,	,	PUNCT
cana-5834	209	4	catboost	catboost	PROPN
cana-5834	209	5	stands	stand	VERB
cana-5834	209	6	out	out	ADP
cana-5834	209	7	due	due	ADP
cana-5834	209	8	to	to	ADP
cana-5834	209	9	its	its	PRON
cana-5834	209	10	internal	internal	ADJ
cana-5834	209	11	handling	handling	NOUN
cana-5834	209	12	of	of	ADP
cana-5834	209	13	categorical	categorical	ADJ
cana-5834	209	14	features	feature	NOUN
cana-5834	209	15	and	and	CCONJ
cana-5834	209	16	effective	effective	ADJ
cana-5834	209	17	boosting	boost	VERB
cana-5834	209	18	technique	technique	NOUN
cana-5834	209	19	.	.	PUNCT
cana-5834	210	1	the	the	DET
cana-5834	210	2	models	model	NOUN
cana-5834	210	3	are	be	AUX
cana-5834	210	4	trained	train	VERB
cana-5834	210	5	using	use	VERB
cana-5834	210	6	both	both	CCONJ
cana-5834	210	7	a	a	DET
cana-5834	210	8	standard	standard	ADJ
cana-5834	210	9	train	train	NOUN
cana-5834	210	10	-	-	PUNCT
cana-5834	210	11	test	test	NOUN
cana-5834	210	12	split	split	NOUN
cana-5834	210	13	and	and	CCONJ
cana-5834	210	14	stratified	stratify	VERB
cana-5834	210	15	k	k	ADJ
cana-5834	210	16	-	-	ADJ
cana-5834	210	17	fold	fold	ADJ
cana-5834	210	18	cross	cross	NOUN
cana-5834	210	19	validation	validation	NOUN
cana-5834	210	20	,	,	PUNCT
cana-5834	210	21	where	where	SCONJ
cana-5834	210	22	each	each	DET
cana-5834	210	23	fold	fold	NOUN
cana-5834	210	24	preserves	preserve	VERB
cana-5834	210	25	the	the	DET
cana-5834	210	26	percentage	percentage	NOUN
cana-5834	210	27	of	of	ADP
cana-5834	210	28	each	each	DET
cana-5834	210	29	activity	activity	NOUN
cana-5834	210	30	class	class	NOUN
cana-5834	210	31	,	,	PUNCT
cana-5834	210	32	improving	improve	VERB
cana-5834	210	33	generalization	generalization	NOUN
cana-5834	210	34	and	and	CCONJ
cana-5834	210	35	robustness	robustness	NOUN
cana-5834	210	36	by	by	ADP
cana-5834	210	37	reducing	reduce	VERB
cana-5834	210	38	overfitting	overfitting	NOUN
cana-5834	210	39	and	and	CCONJ
cana-5834	210	40	variance	variance	NOUN
cana-5834	210	41	.	.	PUNCT
cana-5834	211	1	during	during	ADP
cana-5834	211	2	the	the	DET
cana-5834	211	3	evaluation	evaluation	NOUN
cana-5834	211	4	stage	stage	NOUN
cana-5834	211	5	,	,	PUNCT
cana-5834	211	6	model	model	NOUN
cana-5834	211	7	performance	performance	NOUN
cana-5834	211	8	is	be	AUX
cana-5834	211	9	assessed	assess	VERB
cana-5834	211	10	using	use	VERB
cana-5834	211	11	confusion	confusion	NOUN
cana-5834	211	12	matrices	matrix	NOUN
cana-5834	211	13	,	,	PUNCT
cana-5834	211	14	logloss	logloss	ADJ
cana-5834	211	15	values	value	NOUN
cana-5834	211	16	,	,	PUNCT
cana-5834	211	17	and	and	CCONJ
cana-5834	211	18	averaged	average	VERB
cana-5834	211	19	accuracy	accuracy	NOUN
cana-5834	211	20	across	across	ADP
cana-5834	211	21	folds	fold	NOUN
cana-5834	211	22	.	.	PUNCT
cana-5834	212	1	the	the	DET
cana-5834	212	2	stratified	stratified	ADJ
cana-5834	212	3	k	k	ADJ
cana-5834	212	4	-	-	ADJ
cana-5834	212	5	fold	fold	ADJ
cana-5834	212	6	method	method	NOUN
cana-5834	212	7	splits	split	VERB
cana-5834	212	8	the	the	DET
cana-5834	212	9	dataset	dataset	NOUN
cana-5834	212	10	into	into	ADP
cana-5834	212	11	'	'	PUNCT
cana-5834	212	12	k	k	NOUN
cana-5834	212	13	'	'	PUNCT
cana-5834	212	14	subsets	subset	NOUN
cana-5834	212	15	(	(	PUNCT
cana-5834	212	16	typically	typically	ADV
cana-5834	212	17	k=5	k=5	VERB
cana-5834	212	18	or	or	CCONJ
cana-5834	212	19	10	10	NUM
cana-5834	212	20	)	)	PUNCT
cana-5834	212	21	,	,	PUNCT
cana-5834	212	22	iteratively	iteratively	ADV
cana-5834	212	23	using	use	VERB
cana-5834	212	24	one	one	NUM
cana-5834	212	25	fold	fold	NOUN
cana-5834	212	26	as	as	ADP
cana-5834	212	27	the	the	DET
cana-5834	212	28	validation	validation	NOUN
cana-5834	212	29	set	set	NOUN
cana-5834	212	30	and	and	CCONJ
cana-5834	212	31	the	the	DET
cana-5834	212	32	rest	rest	NOUN
cana-5834	212	33	for	for	ADP
cana-5834	212	34	training	training	NOUN
cana-5834	212	35	.	.	PUNCT
cana-5834	213	1	this	this	DET
cana-5834	213	2	results	result	NOUN
cana-5834	213	3	in	in	ADP
cana-5834	213	4	multiple	multiple	ADJ
cana-5834	213	5	performance	performance	NOUN
cana-5834	213	6	scores	score	NOUN
cana-5834	213	7	that	that	PRON
cana-5834	213	8	are	be	AUX
cana-5834	213	9	averaged	average	VERB
cana-5834	213	10	for	for	ADP
cana-5834	213	11	a	a	DET
cana-5834	213	12	reliable	reliable	ADJ
cana-5834	213	13	estimate	estimate	NOUN
cana-5834	213	14	.	.	PUNCT
cana-5834	214	1	log	log	NOUN
cana-5834	214	2	-	-	PUNCT
cana-5834	214	3	loss	loss	NOUN
cana-5834	214	4	is	be	AUX
cana-5834	214	5	particularly	particularly	ADV
cana-5834	214	6	valuable	valuable	ADJ
cana-5834	214	7	in	in	ADP
cana-5834	214	8	multiclass	multiclass	ADJ
cana-5834	214	9	problems	problem	NOUN
cana-5834	214	10	,	,	PUNCT
cana-5834	214	11	as	as	SCONJ
cana-5834	214	12	it	it	PRON
cana-5834	214	13	penalizes	penalize	VERB
cana-5834	214	14	confident	confident	ADJ
cana-5834	214	15	but	but	CCONJ
cana-5834	214	16	incorrect	incorrect	ADJ
cana-5834	214	17	predictions	prediction	NOUN
cana-5834	214	18	,	,	PUNCT
cana-5834	214	19	ensuring	ensure	VERB
cana-5834	214	20	the	the	DET
cana-5834	214	21	model	model	NOUN
cana-5834	214	22	does	do	AUX
cana-5834	214	23	n't	not	PART
cana-5834	214	24	just	just	ADV
cana-5834	214	25	predict	predict	VERB
cana-5834	214	26	the	the	DET
cana-5834	214	27	most	most	ADV
cana-5834	214	28	common	common	ADJ
cana-5834	214	29	class	class	NOUN
cana-5834	214	30	.	.	PUNCT
cana-5834	215	1	although	although	SCONJ
cana-5834	215	2	anova	anova	PROPN
cana-5834	215	3	(	(	PUNCT
cana-5834	215	4	analysis	analysis	NOUN
cana-5834	215	5	of	of	ADP
cana-5834	215	6	variance	variance	NOUN
cana-5834	215	7	)	)	PUNCT
cana-5834	215	8	is	be	AUX
cana-5834	215	9	not	not	PART
cana-5834	215	10	explicitly	explicitly	ADV
cana-5834	215	11	used	use	VERB
cana-5834	215	12	,	,	PUNCT
cana-5834	215	13	it	it	PRON
cana-5834	215	14	can	can	AUX
cana-5834	215	15	be	be	AUX
cana-5834	215	16	optionally	optionally	ADV
cana-5834	215	17	applied	apply	VERB
cana-5834	215	18	to	to	PART
cana-5834	215	19	select	select	VERB
cana-5834	215	20	features	feature	NOUN
cana-5834	215	21	with	with	ADP
cana-5834	215	22	statistically	statistically	ADV
cana-5834	215	23	significant	significant	ADJ
cana-5834	215	24	contributions	contribution	NOUN
cana-5834	215	25	toward	toward	ADP
cana-5834	215	26	class	class	NOUN
cana-5834	215	27	separation	separation	NOUN
cana-5834	215	28	.	.	PUNCT
cana-5834	216	1	in	in	ADP
cana-5834	216	2	its	its	PRON
cana-5834	216	3	absence	absence	NOUN
cana-5834	216	4	,	,	PUNCT
cana-5834	216	5	tree	tree	NOUN
cana-5834	216	6	-	-	PUNCT
cana-5834	216	7	based	base	VERB
cana-5834	216	8	models	model	NOUN
cana-5834	216	9	like	like	ADP
cana-5834	216	10	catboost	catboost	NOUN
cana-5834	216	11	and	and	CCONJ
cana-5834	216	12	xgboost	xgboost	ADV
cana-5834	216	13	inherently	inherently	ADV
cana-5834	216	14	handle	handle	VERB
cana-5834	216	15	feature	feature	NOUN
cana-5834	216	16	selection	selection	NOUN
cana-5834	216	17	by	by	ADP
cana-5834	216	18	learning	learn	VERB
cana-5834	216	19	non	non	ADJ
cana-5834	216	20	-	-	ADJ
cana-5834	216	21	linear	linear	ADJ
cana-5834	216	22	interactions	interaction	NOUN
cana-5834	216	23	and	and	CCONJ
cana-5834	216	24	giving	give	VERB
cana-5834	216	25	importance	importance	NOUN
cana-5834	216	26	to	to	ADP
cana-5834	216	27	informative	informative	ADJ
cana-5834	216	28	features	feature	NOUN
cana-5834	216	29	.	.	PUNCT
cana-5834	217	1	the	the	DET
cana-5834	217	2	final	final	ADJ
cana-5834	217	3	model	model	NOUN
cana-5834	217	4	can	can	AUX
cana-5834	217	5	then	then	ADV
cana-5834	217	6	be	be	AUX
cana-5834	217	7	validated	validate	VERB
cana-5834	217	8	against	against	ADP
cana-5834	217	9	new	new	ADJ
cana-5834	217	10	,	,	PUNCT
cana-5834	217	11	unseen	unseen	ADJ
cana-5834	217	12	test	test	NOUN
cana-5834	217	13	samples	sample	NOUN
cana-5834	217	14	by	by	ADP
cana-5834	217	15	processing	process	VERB
cana-5834	217	16	them	they	PRON
cana-5834	217	17	through	through	ADP
cana-5834	217	18	the	the	DET
cana-5834	217	19	same	same	ADJ
cana-5834	217	20	feature	feature	NOUN
cana-5834	217	21	pipeline	pipeline	NOUN
cana-5834	217	22	and	and	CCONJ
cana-5834	217	23	evaluating	evaluate	VERB
cana-5834	217	24	their	their	PRON
cana-5834	217	25	classification	classification	NOUN
cana-5834	217	26	using	use	VERB
cana-5834	217	27	the	the	DET
cana-5834	217	28	trained	train	VERB
cana-5834	217	29	ensemble	ensemble	ADJ
cana-5834	217	30	model	model	NOUN
cana-5834	217	31	,	,	PUNCT
cana-5834	217	32	ensuring	ensure	VERB
cana-5834	217	33	realworld	realworld	PROPN
cana-5834	217	34	readiness	readiness	NOUN
cana-5834	217	35	for	for	ADP
cana-5834	217	36	healthcare	healthcare	NOUN
cana-5834	217	37	monitoring	monitoring	NOUN
cana-5834	217	38	or	or	CCONJ
cana-5834	217	39	elderly	elderly	ADJ
cana-5834	217	40	behaviour	behaviour	NOUN
cana-5834	217	41	recognition	recognition	NOUN
cana-5834	217	42	systems	system	NOUN
cana-5834	217	43	.	.	PUNCT
cana-5834	218	1	communications	communication	NOUN
cana-5834	218	2	on	on	ADP
cana-5834	218	3	applied	apply	VERB
cana-5834	218	4	nonlinear	nonlinear	ADJ
cana-5834	218	5	analysis	analysis	NOUN
cana-5834	218	6	issn	issn	NOUN
cana-5834	218	7	:	:	PUNCT
cana-5834	218	8	1074	1074	NUM
cana-5834	218	9	-	-	PUNCT
cana-5834	218	10	133x	133x	NUM
cana-5834	218	11	vol	vol	VERB
cana-5834	218	12	32	32	NUM
cana-5834	218	13	no	no	NOUN
cana-5834	218	14	.	.	PUNCT
cana-5834	219	1	10s	10	NOUN
cana-5834	219	2	(	(	PUNCT
cana-5834	219	3	2025	2025	NUM
cana-5834	219	4	)	)	PUNCT
cana-5834	219	5	2977	2977	NUM
cana-5834	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	219	7	figure	figure	NOUN
cana-5834	219	8	2	2	NUM
cana-5834	219	9	:	:	PUNCT
cana-5834	219	10	representing	represent	VERB
cana-5834	219	11	the	the	DET
cana-5834	219	12	overall	overall	ADJ
cana-5834	219	13	dataset	dataset	NOUN
cana-5834	219	14	with	with	ADP
cana-5834	219	15	18.3256	18.3256	NUM
cana-5834	219	16	(	(	PUNCT
cana-5834	219	17	million	million	NUM
cana-5834	219	18	samples	sample	NOUN
cana-5834	219	19	)	)	PUNCT
cana-5834	219	20	with	with	ADP
cana-5834	219	21	sensor	sensor	NOUN
cana-5834	219	22	data	data	VERB
cana-5834	219	23	the	the	DET
cana-5834	219	24	dataset	dataset	NOUN
cana-5834	219	25	above	above	ADV
cana-5834	219	26	in	in	ADP
cana-5834	219	27	figure	figure	NOUN
cana-5834	219	28	-2	-2	INTJ
cana-5834	219	29	describes	describe	VERB
cana-5834	219	30	a	a	DET
cana-5834	219	31	human	human	ADJ
cana-5834	219	32	activity	activity	NOUN
cana-5834	219	33	recognition	recognition	NOUN
cana-5834	219	34	(	(	PUNCT
cana-5834	219	35	har	har	NOUN
cana-5834	219	36	)	)	PUNCT
cana-5834	219	37	dataset	dataset	NOUN
cana-5834	219	38	,	,	PUNCT
cana-5834	219	39	which	which	PRON
cana-5834	219	40	records	record	VERB
cana-5834	219	41	motion	motion	NOUN
cana-5834	219	42	sensor	sensor	NOUN
cana-5834	219	43	data	datum	NOUN
cana-5834	219	44	(	(	PUNCT
cana-5834	219	45	accelerometer	accelerometer	NOUN
cana-5834	219	46	or	or	CCONJ
cana-5834	219	47	gyroscope	gyroscope	NOUN
cana-5834	219	48	)	)	PUNCT
cana-5834	219	49	from	from	ADP
cana-5834	219	50	wearable	wearable	ADJ
cana-5834	219	51	devices	device	NOUN
cana-5834	219	52	placed	place	VERB
cana-5834	219	53	on	on	ADP
cana-5834	219	54	the	the	DET
cana-5834	219	55	body	body	NOUN
cana-5834	219	56	(	(	PUNCT
cana-5834	219	57	e.g.	e.g.	ADV
cana-5834	219	58	,	,	PUNCT
cana-5834	219	59	back	back	ADV
cana-5834	219	60	and	and	CCONJ
cana-5834	219	61	thigh	thigh	NOUN
cana-5834	219	62	)	)	PUNCT
cana-5834	219	63	.	.	PUNCT
cana-5834	220	1	each	each	DET
cana-5834	220	2	row	row	NOUN
cana-5834	220	3	represents	represent	VERB
cana-5834	220	4	a	a	DET
cana-5834	220	5	timestamp	timestamp	NOUN
cana-5834	220	6	with	with	ADP
cana-5834	220	7	six	six	NUM
cana-5834	220	8	sensor	sensor	NOUN
cana-5834	220	9	readings	reading	NOUN
cana-5834	220	10	:	:	PUNCT
cana-5834	220	11	three	three	NUM
cana-5834	220	12	axes	axis	NOUN
cana-5834	220	13	(	(	PUNCT
cana-5834	220	14	x	x	X
cana-5834	220	15	,	,	PUNCT
cana-5834	220	16	y	y	PROPN
cana-5834	220	17	,	,	PUNCT
cana-5834	220	18	z	z	NOUN
cana-5834	220	19	)	)	PUNCT
cana-5834	220	20	for	for	ADP
cana-5834	220	21	the	the	DET
cana-5834	220	22	back	back	ADJ
cana-5834	220	23	sensor	sensor	NOUN
cana-5834	220	24	and	and	CCONJ
cana-5834	220	25	three	three	NUM
cana-5834	220	26	for	for	ADP
cana-5834	220	27	the	the	DET
cana-5834	220	28	thigh	thigh	NOUN
cana-5834	220	29	sensor	sensor	NOUN
cana-5834	220	30	.	.	PUNCT
cana-5834	221	1	the	the	DET
cana-5834	221	2	"	"	PUNCT
cana-5834	221	3	label	label	NOUN
cana-5834	221	4	"	"	PUNCT
cana-5834	221	5	column	column	NOUN
cana-5834	221	6	indicates	indicate	VERB
cana-5834	221	7	the	the	DET
cana-5834	221	8	activity	activity	NOUN
cana-5834	221	9	being	be	AUX
cana-5834	221	10	performed	perform	VERB
cana-5834	221	11	,	,	PUNCT
cana-5834	221	12	where	where	SCONJ
cana-5834	221	13	all	all	DET
cana-5834	221	14	labels	label	NOUN
cana-5834	221	15	are	be	AUX
cana-5834	221	16	(	(	PUNCT
cana-5834	221	17	1:'walking',3:"shiuffling",4:"stairs	1:'walking',3:"shiuffling",4:"stairs	NUM
cana-5834	221	18	(	(	PUNCT
cana-5834	221	19	ascending)",5:"stairs	ascending)",5:"stairs	PRON
cana-5834	221	20	(	(	PUNCT
cana-5834	221	21	descending)",6:"standing",7:"sitting",8:"lying	descending)",6:"standing",7:"sitting",8:"lying	NOUN
cana-5834	221	22	)	)	PUNCT
cana-5834	221	23	likely	likely	ADV
cana-5834	221	24	corresponds	correspond	VERB
cana-5834	221	25	to	to	ADP
cana-5834	221	26	a	a	DET
cana-5834	221	27	specific	specific	ADJ
cana-5834	221	28	activity	activity	NOUN
cana-5834	221	29	(	(	PUNCT
cana-5834	221	30	standing	standing	NOUN
cana-5834	221	31	)	)	PUNCT
cana-5834	221	32	as	as	SCONJ
cana-5834	221	33	inferred	infer	VERB
cana-5834	221	34	from	from	ADP
cana-5834	221	35	the	the	DET
cana-5834	221	36	bar	bar	NOUN
cana-5834	221	37	plot	plot	NOUN
cana-5834	221	38	show	show	NOUN
cana-5834	221	39	in	in	ADP
cana-5834	221	40	figure-3	figure-3	NOUN
cana-5834	221	41	a))-b	a))-b	NUM
cana-5834	221	42	)	)	PUNCT
cana-5834	221	43	.	.	PUNCT
cana-5834	222	1	the	the	DET
cana-5834	222	2	similar	similar	ADJ
cana-5834	222	3	representation	representation	NOUN
cana-5834	222	4	is	be	AUX
cana-5834	222	5	observed	observe	VERB
cana-5834	222	6	with	with	ADP
cana-5834	222	7	pie	pie	NOUN
cana-5834	222	8	chart	chart	NOUN
cana-5834	222	9	indicating	indicate	VERB
cana-5834	222	10	the	the	DET
cana-5834	222	11	overall	overall	ADJ
cana-5834	222	12	area	area	NOUN
cana-5834	222	13	how	how	SCONJ
cana-5834	222	14	the	the	DET
cana-5834	222	15	har	har	NOUN
cana-5834	222	16	activities	activity	NOUN
cana-5834	222	17	are	be	AUX
cana-5834	222	18	performed	perform	VERB
cana-5834	222	19	in	in	ADP
cana-5834	222	20	most	most	ADJ
cana-5834	222	21	cases	case	NOUN
cana-5834	222	22	(	(	PUNCT
cana-5834	222	23	walking	walking	NOUN
cana-5834	222	24	is	be	AUX
cana-5834	222	25	considered	consider	VERB
cana-5834	222	26	)	)	PUNCT
cana-5834	222	27	.	.	PUNCT
cana-5834	223	1	to	to	PART
cana-5834	223	2	adapt	adapt	VERB
cana-5834	223	3	the	the	DET
cana-5834	223	4	real	real	ADJ
cana-5834	223	5	time	time	NOUN
cana-5834	223	6	solutions	solution	NOUN
cana-5834	223	7	the	the	DET
cana-5834	223	8	sensor	sensor	NOUN
cana-5834	223	9	values	value	NOUN
cana-5834	223	10	are	be	AUX
cana-5834	223	11	normalized	normalize	VERB
cana-5834	223	12	,	,	PUNCT
cana-5834	223	13	as	as	SCONJ
cana-5834	223	14	seen	see	VERB
cana-5834	223	15	by	by	ADP
cana-5834	223	16	their	their	PRON
cana-5834	223	17	range	range	NOUN
cana-5834	223	18	near	near	ADP
cana-5834	223	19	-1	-1	INTJ
cana-5834	223	20	to	to	ADP
cana-5834	223	21	+1	+1	PROPN
cana-5834	223	22	,	,	PUNCT
cana-5834	223	23	suggesting	suggest	VERB
cana-5834	223	24	preprocessing	preprocesse	VERB
cana-5834	223	25	for	for	ADP
cana-5834	223	26	consistency	consistency	NOUN
cana-5834	223	27	.	.	PUNCT
cana-5834	224	1	such	such	ADJ
cana-5834	224	2	datasets	dataset	NOUN
cana-5834	224	3	are	be	AUX
cana-5834	224	4	used	use	VERB
cana-5834	224	5	to	to	PART
cana-5834	224	6	train	train	VERB
cana-5834	224	7	machine	machine	NOUN
cana-5834	224	8	learning	learning	NOUN
cana-5834	224	9	models	model	NOUN
cana-5834	224	10	to	to	PART
cana-5834	224	11	classify	classify	VERB
cana-5834	224	12	human	human	ADJ
cana-5834	224	13	activities	activity	NOUN
cana-5834	224	14	based	base	VERB
cana-5834	224	15	on	on	ADP
cana-5834	224	16	motion	motion	NOUN
cana-5834	224	17	patterns	pattern	NOUN
cana-5834	224	18	.	.	PUNCT
cana-5834	225	1	the	the	DET
cana-5834	225	2	structure	structure	NOUN
cana-5834	225	3	of	of	ADP
cana-5834	225	4	this	this	DET
cana-5834	225	5	dataset	dataset	VERB
cana-5834	225	6	highlights	highlight	NOUN
cana-5834	225	7	key	key	ADJ
cana-5834	225	8	challenges	challenge	NOUN
cana-5834	225	9	in	in	ADP
cana-5834	225	10	har	har	NOUN
cana-5834	225	11	.	.	PUNCT
cana-5834	226	1	first	first	ADV
cana-5834	226	2	,	,	PUNCT
cana-5834	226	3	the	the	DET
cana-5834	226	4	sensor	sensor	NOUN
cana-5834	226	5	data	data	NOUN
cana-5834	226	6	is	be	AUX
cana-5834	226	7	high	high	ADV
cana-5834	226	8	-	-	PUNCT
cana-5834	226	9	dimensional	dimensional	ADJ
cana-5834	226	10	(	(	PUNCT
cana-5834	226	11	six	six	NUM
cana-5834	226	12	features	feature	NOUN
cana-5834	226	13	per	per	ADP
cana-5834	226	14	timestamp	timestamp	NOUN
cana-5834	226	15	)	)	PUNCT
cana-5834	226	16	,	,	PUNCT
cana-5834	226	17	requiring	require	VERB
cana-5834	226	18	feature	feature	NOUN
cana-5834	226	19	engineering	engineering	NOUN
cana-5834	226	20	or	or	CCONJ
cana-5834	226	21	deep	deep	ADJ
cana-5834	226	22	learning	learning	NOUN
cana-5834	226	23	to	to	PART
cana-5834	226	24	extract	extract	VERB
cana-5834	226	25	meaningful	meaningful	ADJ
cana-5834	226	26	patterns	pattern	NOUN
cana-5834	226	27	.	.	PUNCT
cana-5834	227	1	second	second	ADJ
cana-5834	227	2	,	,	PUNCT
cana-5834	227	3	the	the	DET
cana-5834	227	4	labels	label	NOUN
cana-5834	227	5	must	must	AUX
cana-5834	227	6	be	be	AUX
cana-5834	227	7	carefully	carefully	ADV
cana-5834	227	8	mapped	map	VERB
cana-5834	227	9	to	to	ADP
cana-5834	227	10	activities	activity	NOUN
cana-5834	227	11	to	to	PART
cana-5834	227	12	ensure	ensure	VERB
cana-5834	227	13	accurate	accurate	ADJ
cana-5834	227	14	model	model	NOUN
cana-5834	227	15	training	training	NOUN
cana-5834	227	16	.	.	PUNCT
cana-5834	228	1	however	however	ADV
cana-5834	228	2	,	,	PUNCT
cana-5834	228	3	imbalances	imbalance	NOUN
cana-5834	228	4	cases	case	NOUN
cana-5834	228	5	in	in	ADP
cana-5834	228	6	figure-3	figure-3	NUM
cana-5834	228	7	indicates	indicate	VERB
cana-5834	228	8	the	the	DET
cana-5834	228	9	bar	bar	NOUN
cana-5834	228	10	plot	plot	NOUN
cana-5834	228	11	and	and	CCONJ
cana-5834	228	12	figure-3b	figure-3b	NOUN
cana-5834	228	13	)	)	PUNCT
cana-5834	228	14	represents	represent	VERB
cana-5834	228	15	the	the	DET
cana-5834	228	16	pie	pie	NOUN
cana-5834	228	17	chart	chart	NOUN
cana-5834	228	18	in	in	ADP
cana-5834	228	19	label	label	NOUN
cana-5834	228	20	distribution	distribution	NOUN
cana-5834	228	21	(	(	PUNCT
cana-5834	228	22	as	as	SCONJ
cana-5834	228	23	shown	show	VERB
cana-5834	228	24	in	in	ADP
cana-5834	228	25	the	the	DET
cana-5834	228	26	earlier	early	ADJ
cana-5834	228	27	graphs	graph	NOUN
cana-5834	228	28	)	)	PUNCT
cana-5834	228	29	can	can	AUX
cana-5834	228	30	bias	bias	VERB
cana-5834	228	31	models	model	NOUN
cana-5834	228	32	,	,	PUNCT
cana-5834	228	33	necessitating	necessitate	VERB
cana-5834	228	34	techniques	technique	NOUN
cana-5834	228	35	like	like	ADP
cana-5834	228	36	resampling	resample	VERB
cana-5834	228	37	or	or	CCONJ
cana-5834	228	38	weighted	weight	VERB
cana-5834	228	39	loss	loss	NOUN
cana-5834	228	40	functions	function	NOUN
cana-5834	228	41	.	.	PUNCT
cana-5834	229	1	overall	overall	ADV
cana-5834	229	2	,	,	PUNCT
cana-5834	229	3	this	this	DET
cana-5834	229	4	dataset	dataset	NOUN
cana-5834	229	5	exemplifies	exemplify	VERB
cana-5834	229	6	how	how	SCONJ
cana-5834	229	7	wearable	wearable	ADJ
cana-5834	229	8	sensor	sensor	NOUN
cana-5834	229	9	data	datum	NOUN
cana-5834	229	10	can	can	AUX
cana-5834	229	11	be	be	AUX
cana-5834	229	12	communications	communication	NOUN
cana-5834	229	13	on	on	ADP
cana-5834	229	14	applied	apply	VERB
cana-5834	229	15	nonlinear	nonlinear	ADJ
cana-5834	229	16	analysis	analysis	NOUN
cana-5834	229	17	issn	issn	NOUN
cana-5834	229	18	:	:	PUNCT
cana-5834	229	19	1074	1074	NUM
cana-5834	229	20	-	-	PUNCT
cana-5834	229	21	133x	133x	NUM
cana-5834	229	22	vol	vol	VERB
cana-5834	229	23	32	32	NUM
cana-5834	229	24	no	no	NOUN
cana-5834	229	25	.	.	PUNCT
cana-5834	230	1	10s	10	NOUN
cana-5834	230	2	(	(	PUNCT
cana-5834	230	3	2025	2025	NUM
cana-5834	230	4	)	)	PUNCT
cana-5834	230	5	2978	2978	NUM
cana-5834	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	230	7	leveraged	leverage	VERB
cana-5834	230	8	to	to	PART
cana-5834	230	9	recognize	recognize	VERB
cana-5834	230	10	human	human	ADJ
cana-5834	230	11	activities	activity	NOUN
cana-5834	230	12	,	,	PUNCT
cana-5834	230	13	with	with	ADP
cana-5834	230	14	applications	application	NOUN
cana-5834	230	15	in	in	ADP
cana-5834	230	16	healthcare	healthcare	PROPN
cana-5834	230	17	,	,	PUNCT
cana-5834	230	18	fitness	fitness	NOUN
cana-5834	230	19	,	,	PUNCT
cana-5834	230	20	and	and	CCONJ
cana-5834	230	21	smart	smart	ADJ
cana-5834	230	22	environments	environment	NOUN
cana-5834	230	23	.	.	PUNCT
cana-5834	231	1	to	to	ADP
cana-5834	231	2	addres	addre	NOUN
cana-5834	231	3	these	these	DET
cana-5834	231	4	problems	problem	NOUN
cana-5834	231	5	we	we	PRON
cana-5834	231	6	impart	impart	VERB
cana-5834	231	7	the	the	DET
cana-5834	231	8	new	new	ADJ
cana-5834	231	9	feature	feature	NOUN
cana-5834	231	10	size	size	NOUN
cana-5834	231	11	reduction	reduction	NOUN
cana-5834	231	12	with	with	ADP
cana-5834	231	13	under	under	ADP
cana-5834	231	14	sampling	sample	VERB
cana-5834	231	15	size	size	NOUN
cana-5834	231	16	of	of	ADP
cana-5834	231	17	3k	3k	PROPN
cana-5834	231	18	samples	sample	NOUN
cana-5834	231	19	on	on	ADP
cana-5834	231	20	each	each	DET
cana-5834	231	21	label	label	NOUN
cana-5834	231	22	with	with	ADP
cana-5834	231	23	and	and	CCONJ
cana-5834	231	24	without	without	ADP
cana-5834	231	25	duplicates	duplicate	NOUN
cana-5834	231	26	criteria	criterion	NOUN
cana-5834	231	27	.	.	PUNCT
cana-5834	232	1	the	the	DET
cana-5834	232	2	figure-4	figure-4	PROPN
cana-5834	232	3	describes	describe	VERB
cana-5834	232	4	the	the	DET
cana-5834	232	5	overall	overall	ADJ
cana-5834	232	6	balanced	balanced	ADJ
cana-5834	232	7	cases	case	NOUN
cana-5834	232	8	on	on	ADP
cana-5834	232	9	the	the	DET
cana-5834	232	10	dataset	dataset	NOUN
cana-5834	232	11	implicating	implicate	VERB
cana-5834	232	12	the	the	DET
cana-5834	232	13	multiple	multiple	ADJ
cana-5834	232	14	patterns	pattern	NOUN
cana-5834	232	15	clearly	clearly	ADV
cana-5834	232	16	observed	observe	VERB
cana-5834	232	17	for	for	ADP
cana-5834	232	18	each	each	DET
cana-5834	232	19	label	label	NOUN
cana-5834	232	20	case	case	NOUN
cana-5834	232	21	using	use	VERB
cana-5834	232	22	smote	smote	ADJ
cana-5834	232	23	criteria	criterion	NOUN
cana-5834	232	24	.	.	PUNCT
cana-5834	233	1	balanced	balanced	ADJ
cana-5834	233	2	and	and	CCONJ
cana-5834	233	3	unbalanced	unbalanced	ADJ
cana-5834	233	4	cases	case	NOUN
cana-5834	233	5	:	:	PUNCT
cana-5834	233	6	figure	figure	NOUN
cana-5834	233	7	3	3	NUM
cana-5834	233	8	:	:	PUNCT
cana-5834	233	9	representing	represent	VERB
cana-5834	233	10	the	the	DET
cana-5834	233	11	overall	overall	ADJ
cana-5834	233	12	unbalanced	unbalanced	ADJ
cana-5834	233	13	cases	case	NOUN
cana-5834	233	14	of	of	ADP
cana-5834	233	15	1.83	1.83	NUM
cana-5834	233	16	million	million	NUM
cana-5834	233	17	samples	sample	NOUN
cana-5834	233	18	with	with	ADP
cana-5834	233	19	a	a	DET
cana-5834	233	20	)	)	PUNCT
cana-5834	233	21	bar	bar	NOUN
cana-5834	233	22	and	and	CCONJ
cana-5834	233	23	b	b	NOUN
cana-5834	233	24	)	)	PUNCT
cana-5834	233	25	pie	pie	NOUN
cana-5834	233	26	chart	chart	NOUN
cana-5834	233	27	figure	figure	NOUN
cana-5834	233	28	4	4	NUM
cana-5834	233	29	:	:	PUNCT
cana-5834	233	30	representing	represent	VERB
cana-5834	233	31	the	the	DET
cana-5834	233	32	overall	overall	ADJ
cana-5834	233	33	unbalanced	unbalanced	ADJ
cana-5834	233	34	cases	case	NOUN
cana-5834	233	35	of	of	ADP
cana-5834	233	36	21k	21k	NOUN
cana-5834	233	37	samples	sample	NOUN
cana-5834	233	38	with	with	ADP
cana-5834	233	39	a	a	DET
cana-5834	233	40	)	)	PUNCT
cana-5834	233	41	bar	bar	NOUN
cana-5834	233	42	and	and	CCONJ
cana-5834	233	43	b	b	NOUN
cana-5834	233	44	)	)	PUNCT
cana-5834	233	45	pie	pie	NOUN
cana-5834	233	46	chart	chart	NOUN
cana-5834	233	47	communications	communication	NOUN
cana-5834	233	48	on	on	ADP
cana-5834	233	49	applied	apply	VERB
cana-5834	233	50	nonlinear	nonlinear	ADJ
cana-5834	233	51	analysis	analysis	NOUN
cana-5834	233	52	issn	issn	NOUN
cana-5834	233	53	:	:	PUNCT
cana-5834	233	54	1074	1074	NUM
cana-5834	233	55	-	-	PUNCT
cana-5834	233	56	133x	133x	NUM
cana-5834	233	57	vol	vol	VERB
cana-5834	233	58	32	32	NUM
cana-5834	233	59	no	no	NOUN
cana-5834	233	60	.	.	PUNCT
cana-5834	234	1	10s	10	NOUN
cana-5834	234	2	(	(	PUNCT
cana-5834	234	3	2025	2025	NUM
cana-5834	234	4	)	)	PUNCT
cana-5834	234	5	2979	2979	NUM
cana-5834	234	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	234	7	in	in	ADP
cana-5834	234	8	design	design	NOUN
cana-5834	234	9	of	of	ADP
cana-5834	234	10	har	har	NOUN
cana-5834	234	11	,	,	PUNCT
cana-5834	234	12	the	the	DET
cana-5834	234	13	dataset	dataset	NOUN
cana-5834	234	14	in	in	ADP
cana-5834	234	15	figure-2	figure-2	PROPN
cana-5834	234	16	,	,	PUNCT
cana-5834	234	17	depicts	depict	VERB
cana-5834	234	18	unbalanced	unbalanced	ADJ
cana-5834	234	19	cases	case	NOUN
cana-5834	234	20	significantly	significantly	ADV
cana-5834	234	21	impacts	impact	VERB
cana-5834	234	22	model	model	NOUN
cana-5834	234	23	performance	performance	NOUN
cana-5834	234	24	.	.	PUNCT
cana-5834	235	1	the	the	DET
cana-5834	235	2	version	version	NOUN
cana-5834	235	3	unprocessed	unprocesse	VERB
cana-5834	235	4	dataset	dataset	NOUN
cana-5834	235	5	(	(	PUNCT
cana-5834	235	6	18l	18l	NUM
cana-5834	235	7	samples	sample	NOUN
cana-5834	235	8	)	)	PUNCT
cana-5834	235	9	is	be	AUX
cana-5834	235	10	highly	highly	ADV
cana-5834	235	11	unbalanced	unbalanced	ADJ
cana-5834	235	12	,	,	PUNCT
cana-5834	235	13	as	as	SCONJ
cana-5834	235	14	shown	show	VERB
cana-5834	235	15	by	by	ADP
cana-5834	235	16	the	the	DET
cana-5834	235	17	label	label	NOUN
cana-5834	235	18	counts	count	NOUN
cana-5834	235	19	and	and	CCONJ
cana-5834	235	20	densities	density	NOUN
cana-5834	235	21	.	.	PUNCT
cana-5834	236	1	common	common	ADJ
cana-5834	236	2	activities	activity	NOUN
cana-5834	236	3	like	like	ADP
cana-5834	236	4	"	"	PUNCT
cana-5834	236	5	lying	lie	VERB
cana-5834	236	6	"	"	PUNCT
cana-5834	236	7	(	(	PUNCT
cana-5834	236	8	48.7	48.7	NUM
cana-5834	236	9	%	%	NOUN
cana-5834	236	10	)	)	PUNCT
cana-5834	236	11	and	and	CCONJ
cana-5834	236	12	"	"	PUNCT
cana-5834	236	13	walking	walk	VERB
cana-5834	236	14	"	"	PUNCT
cana-5834	236	15	(	(	PUNCT
cana-5834	236	16	20.1	20.1	NUM
cana-5834	236	17	%	%	NOUN
cana-5834	236	18	)	)	PUNCT
cana-5834	236	19	dominate	dominate	VERB
cana-5834	236	20	,	,	PUNCT
cana-5834	236	21	while	while	SCONJ
cana-5834	236	22	rare	rare	ADJ
cana-5834	236	23	activities	activity	NOUN
cana-5834	236	24	like	like	ADP
cana-5834	236	25	"	"	PUNCT
cana-5834	236	26	stairs	stair	NOUN
cana-5834	236	27	(	(	PUNCT
cana-5834	236	28	ascending	ascend	VERB
cana-5834	236	29	)	)	PUNCT
cana-5834	236	30	"	"	PUNCT
cana-5834	236	31	(	(	PUNCT
cana-5834	236	32	0.209	0.209	NUM
cana-5834	236	33	%	%	NOUN
cana-5834	236	34	)	)	PUNCT
cana-5834	236	35	and	and	CCONJ
cana-5834	236	36	"	"	PUNCT
cana-5834	236	37	stairs	stair	NOUN
cana-5834	236	38	(	(	PUNCT
cana-5834	236	39	descending	descend	VERB
cana-5834	236	40	)	)	PUNCT
cana-5834	236	41	"	"	PUNCT
cana-5834	236	42	(	(	PUNCT
cana-5834	236	43	0.253	0.253	NUM
cana-5834	236	44	%	%	NOUN
cana-5834	236	45	)	)	PUNCT
cana-5834	236	46	are	be	AUX
cana-5834	236	47	underrepresented	underrepresented	ADJ
cana-5834	236	48	.	.	PUNCT
cana-5834	237	1	this	this	DET
cana-5834	237	2	imbalance	imbalance	NOUN
cana-5834	237	3	can	can	AUX
cana-5834	237	4	bias	bias	VERB
cana-5834	237	5	the	the	DET
cana-5834	237	6	model	model	NOUN
cana-5834	237	7	toward	toward	ADP
cana-5834	237	8	majority	majority	NOUN
cana-5834	237	9	classes	class	NOUN
cana-5834	237	10	,	,	PUNCT
cana-5834	237	11	reducing	reduce	VERB
cana-5834	237	12	its	its	PRON
cana-5834	237	13	ability	ability	NOUN
cana-5834	237	14	to	to	PART
cana-5834	237	15	recognize	recognize	VERB
cana-5834	237	16	minority	minority	NOUN
cana-5834	237	17	activities	activity	NOUN
cana-5834	237	18	as	as	SCONJ
cana-5834	237	19	showed	show	VERB
cana-5834	237	20	in	in	ADP
cana-5834	237	21	figure	figure	NOUN
cana-5834	237	22	3a)b	3a)b	NUM
cana-5834	237	23	)	)	PUNCT
cana-5834	237	24	.	.	PUNCT
cana-5834	238	1	the	the	DET
cana-5834	238	2	balanced	balanced	ADJ
cana-5834	238	3	case	case	NOUN
cana-5834	238	4	with	with	ADP
cana-5834	238	5	(	(	PUNCT
cana-5834	238	6	21k	21k	NOUN
cana-5834	238	7	samples	sample	NOUN
cana-5834	238	8	)	)	PUNCT
cana-5834	238	9	is	be	AUX
cana-5834	238	10	balanced	balance	VERB
cana-5834	238	11	,	,	PUNCT
cana-5834	238	12	with	with	ADP
cana-5834	238	13	each	each	DET
cana-5834	238	14	label	label	NOUN
cana-5834	238	15	,	,	PUNCT
cana-5834	238	16	such	such	ADJ
cana-5834	238	17	as	as	ADP
cana-5834	238	18	"	"	PUNCT
cana-5834	238	19	walking	walk	VERB
cana-5834	238	20	,	,	PUNCT
cana-5834	238	21	"	"	PUNCT
cana-5834	238	22	"	"	PUNCT
cana-5834	238	23	shuffling	shuffle	VERB
cana-5834	238	24	,	,	PUNCT
cana-5834	238	25	"	"	PUNCT
cana-5834	238	26	and	and	CCONJ
cana-5834	238	27	"	"	PUNCT
cana-5834	238	28	stairs	stair	NOUN
cana-5834	238	29	(	(	PUNCT
cana-5834	238	30	ascending	ascend	VERB
cana-5834	238	31	)	)	PUNCT
cana-5834	238	32	,	,	PUNCT
cana-5834	238	33	"	"	PUNCT
cana-5834	238	34	having	have	VERB
cana-5834	238	35	equal	equal	ADJ
cana-5834	238	36	density	density	NOUN
cana-5834	238	37	(	(	PUNCT
cana-5834	238	38	14.3	14.3	NUM
cana-5834	238	39	%	%	NOUN
cana-5834	238	40	)	)	PUNCT
cana-5834	238	41	.	.	PUNCT
cana-5834	239	1	this	this	DET
cana-5834	239	2	uniformity	uniformity	NOUN
cana-5834	239	3	ensures	ensure	VERB
cana-5834	239	4	the	the	DET
cana-5834	239	5	model	model	NOUN
cana-5834	239	6	receives	receive	VERB
cana-5834	239	7	sufficient	sufficient	ADJ
cana-5834	239	8	examples	example	NOUN
cana-5834	239	9	for	for	ADP
cana-5834	239	10	all	all	DET
cana-5834	239	11	activities	activity	NOUN
cana-5834	239	12	,	,	PUNCT
cana-5834	239	13	improving	improve	VERB
cana-5834	239	14	its	its	PRON
cana-5834	239	15	ability	ability	NOUN
cana-5834	239	16	to	to	PART
cana-5834	239	17	generalize	generalize	VERB
cana-5834	239	18	across	across	ADP
cana-5834	239	19	classes	class	NOUN
cana-5834	239	20	as	as	SCONJ
cana-5834	239	21	showed	show	VERB
cana-5834	239	22	in	in	ADP
cana-5834	239	23	figure4	figure4	ADJ
cana-5834	239	24	a)-b	a)-b	PROPN
cana-5834	239	25	)	)	PUNCT
cana-5834	239	26	.	.	PUNCT
cana-5834	240	1	balanced	balanced	ADJ
cana-5834	240	2	data	data	PROPN
cana-5834	240	3	mitigates	mitigate	NOUN
cana-5834	240	4	bias	bias	NOUN
cana-5834	240	5	,	,	PUNCT
cana-5834	240	6	enabling	enable	VERB
cana-5834	240	7	fairer	fair	ADJ
cana-5834	240	8	recognition	recognition	NOUN
cana-5834	240	9	of	of	ADP
cana-5834	240	10	minority	minority	NOUN
cana-5834	240	11	activities	activity	NOUN
cana-5834	240	12	.	.	PUNCT
cana-5834	241	1	however	however	ADV
cana-5834	241	2	,	,	PUNCT
cana-5834	241	3	achieving	achieve	VERB
cana-5834	241	4	perfect	perfect	ADJ
cana-5834	241	5	balance	balance	NOUN
cana-5834	241	6	may	may	AUX
cana-5834	241	7	require	require	VERB
cana-5834	241	8	techniques	technique	NOUN
cana-5834	241	9	like	like	ADP
cana-5834	241	10	oversampling	oversample	VERB
cana-5834	241	11	minority	minority	NOUN
cana-5834	241	12	classes	class	NOUN
cana-5834	241	13	or	or	CCONJ
cana-5834	241	14	under	under	ADP
cana-5834	241	15	sampling	sample	VERB
cana-5834	241	16	majority	majority	NOUN
cana-5834	241	17	ones	one	NOUN
cana-5834	241	18	,	,	PUNCT
cana-5834	241	19	which	which	PRON
cana-5834	241	20	can	can	AUX
cana-5834	241	21	introduce	introduce	VERB
cana-5834	241	22	challenges	challenge	NOUN
cana-5834	241	23	like	like	ADP
cana-5834	241	24	overfitting	overfitte	VERB
cana-5834	241	25	or	or	CCONJ
cana-5834	241	26	loss	loss	NOUN
cana-5834	241	27	of	of	ADP
cana-5834	241	28	informative	informative	ADJ
cana-5834	241	29	data	datum	NOUN
cana-5834	241	30	.	.	PUNCT
cana-5834	242	1	balancing	balancing	NOUN
cana-5834	242	2	is	be	AUX
cana-5834	242	3	crucial	crucial	ADJ
cana-5834	242	4	for	for	ADP
cana-5834	242	5	robust	robust	ADJ
cana-5834	242	6	activity	activity	NOUN
cana-5834	242	7	recognition	recognition	NOUN
cana-5834	242	8	,	,	PUNCT
cana-5834	242	9	especially	especially	ADV
cana-5834	242	10	in	in	ADP
cana-5834	242	11	applications	application	NOUN
cana-5834	242	12	where	where	SCONJ
cana-5834	242	13	minority	minority	NOUN
cana-5834	242	14	activities	activity	NOUN
cana-5834	242	15	are	be	AUX
cana-5834	242	16	critical	critical	ADJ
cana-5834	242	17	.	.	PUNCT
cana-5834	243	1	without	without	ADP
cana-5834	243	2	anova	anova	PROPN
cana-5834	243	3	:	:	PUNCT
cana-5834	243	4	to	to	PART
cana-5834	243	5	evaluate	evaluate	VERB
cana-5834	243	6	xgboost	xgboost	ADV
cana-5834	243	7	,	,	PUNCT
cana-5834	243	8	adaboost	adaboost	ADV
cana-5834	243	9	,	,	PUNCT
cana-5834	243	10	lightgbm	lightgbm	ADJ
cana-5834	243	11	,	,	PUNCT
cana-5834	243	12	gradientboosting	gradientboosting	NOUN
cana-5834	243	13	,	,	PUNCT
cana-5834	243	14	and	and	CCONJ
cana-5834	243	15	catboost	catboost	VERB
cana-5834	243	16	on	on	ADP
cana-5834	243	17	a	a	DET
cana-5834	243	18	human	human	ADJ
cana-5834	243	19	activity	activity	NOUN
cana-5834	243	20	recognition	recognition	NOUN
cana-5834	243	21	(	(	PUNCT
cana-5834	243	22	har	har	NOUN
cana-5834	243	23	)	)	PUNCT
cana-5834	243	24	dataset	dataset	NOUN
cana-5834	243	25	,	,	PUNCT
cana-5834	243	26	the	the	DET
cana-5834	243	27	experimental	experimental	ADJ
cana-5834	243	28	setup	setup	NOUN
cana-5834	243	29	involves	involve	VERB
cana-5834	243	30	structured	structured	ADJ
cana-5834	243	31	training	training	NOUN
cana-5834	243	32	and	and	CCONJ
cana-5834	243	33	testing	testing	NOUN
cana-5834	243	34	phases	phase	NOUN
cana-5834	243	35	.	.	PUNCT
cana-5834	244	1	first	first	ADV
cana-5834	244	2	,	,	PUNCT
cana-5834	244	3	the	the	DET
cana-5834	244	4	dataset	dataset	NOUN
cana-5834	244	5	is	be	AUX
cana-5834	244	6	split	split	VERB
cana-5834	244	7	into	into	ADP
cana-5834	244	8	training	training	NOUN
cana-5834	244	9	(	(	PUNCT
cana-5834	244	10	70	70	NUM
cana-5834	244	11	-	-	SYM
cana-5834	244	12	80	80	NUM
cana-5834	244	13	%	%	NOUN
cana-5834	244	14	)	)	PUNCT
cana-5834	244	15	and	and	CCONJ
cana-5834	244	16	testing	testing	NOUN
cana-5834	244	17	(	(	PUNCT
cana-5834	244	18	20	20	NUM
cana-5834	244	19	-	-	SYM
cana-5834	244	20	30	30	NUM
cana-5834	244	21	%	%	NOUN
cana-5834	244	22	)	)	PUNCT
cana-5834	244	23	sets	set	NOUN
cana-5834	244	24	,	,	PUNCT
cana-5834	244	25	ensuring	ensure	VERB
cana-5834	244	26	no	no	DET
cana-5834	244	27	overlap	overlap	NOUN
cana-5834	244	28	to	to	PART
cana-5834	244	29	prevent	prevent	VERB
cana-5834	244	30	data	datum	NOUN
cana-5834	244	31	leakage	leakage	NOUN
cana-5834	244	32	.	.	PUNCT
cana-5834	245	1	feature	feature	NOUN
cana-5834	245	2	scaling	scaling	NOUN
cana-5834	245	3	(	(	PUNCT
cana-5834	245	4	e.g.	e.g.	ADV
cana-5834	245	5	,	,	PUNCT
cana-5834	245	6	standardization	standardization	NOUN
cana-5834	245	7	)	)	PUNCT
cana-5834	245	8	is	be	AUX
cana-5834	245	9	applied	apply	VERB
cana-5834	245	10	to	to	PART
cana-5834	245	11	normalize	normalize	VERB
cana-5834	245	12	sensor	sensor	NOUN
cana-5834	245	13	data	datum	NOUN
cana-5834	245	14	(	(	PUNCT
cana-5834	245	15	e.g.	e.g.	ADV
cana-5834	245	16	,	,	PUNCT
cana-5834	245	17	back_x	back_x	NOUN
cana-5834	245	18	,	,	PUNCT
cana-5834	245	19	thigh_y	thigh_y	NUM
cana-5834	245	20	)	)	PUNCT
cana-5834	245	21	,	,	PUNCT
cana-5834	245	22	and	and	CCONJ
cana-5834	245	23	categorical	categorical	ADJ
cana-5834	245	24	labels	label	NOUN
cana-5834	245	25	are	be	AUX
cana-5834	245	26	encoded	encode	VERB
cana-5834	245	27	numerically	numerically	ADV
cana-5834	245	28	.	.	PUNCT
cana-5834	246	1	each	each	DET
cana-5834	246	2	algorithm	algorithm	NOUN
cana-5834	246	3	is	be	AUX
cana-5834	246	4	trained	train	VERB
cana-5834	246	5	using	use	VERB
cana-5834	246	6	default	default	NOUN
cana-5834	246	7	hyperparameters	hyperparameter	NOUN
cana-5834	246	8	initially	initially	ADV
cana-5834	246	9	,	,	PUNCT
cana-5834	246	10	with	with	ADP
cana-5834	246	11	optional	optional	ADJ
cana-5834	246	12	grid	grid	NOUN
cana-5834	246	13	search	search	NOUN
cana-5834	246	14	or	or	CCONJ
cana-5834	246	15	randomized	randomize	VERB
cana-5834	246	16	cv	cv	NOUN
cana-5834	246	17	for	for	ADP
cana-5834	246	18	optimization	optimization	NOUN
cana-5834	246	19	(	(	PUNCT
cana-5834	246	20	e.g.	e.g.	ADV
cana-5834	246	21	,	,	PUNCT
cana-5834	246	22	n_estimators=100	n_estimators=100	NOUN
cana-5834	246	23	,	,	PUNCT
cana-5834	246	24	learning_rate=0.1	learning_rate=0.1	PRON
cana-5834	246	25	)	)	PUNCT
cana-5834	246	26	.	.	PUNCT
cana-5834	247	1	for	for	ADP
cana-5834	247	2	imbalanced	imbalanced	ADJ
cana-5834	247	3	data	datum	NOUN
cana-5834	247	4	,	,	PUNCT
cana-5834	247	5	techniques	technique	NOUN
cana-5834	247	6	like	like	ADP
cana-5834	247	7	class	class	NOUN
cana-5834	247	8	weights	weight	NOUN
cana-5834	247	9	or	or	CCONJ
cana-5834	247	10	smote	smote	NOUN
cana-5834	247	11	may	may	AUX
cana-5834	247	12	be	be	AUX
cana-5834	247	13	integrated	integrate	VERB
cana-5834	247	14	during	during	ADP
cana-5834	247	15	training	training	NOUN
cana-5834	247	16	.	.	PUNCT
cana-5834	248	1	the	the	DET
cana-5834	248	2	models	model	NOUN
cana-5834	248	3	are	be	AUX
cana-5834	248	4	then	then	ADV
cana-5834	248	5	evaluated	evaluate	VERB
cana-5834	248	6	on	on	ADP
cana-5834	248	7	the	the	DET
cana-5834	248	8	test	test	NOUN
cana-5834	248	9	set	set	VERB
cana-5834	248	10	using	use	VERB
cana-5834	248	11	metrics	metric	NOUN
cana-5834	248	12	like	like	ADP
cana-5834	248	13	accuracy	accuracy	NOUN
cana-5834	248	14	,	,	PUNCT
cana-5834	248	15	precision	precision	NOUN
cana-5834	248	16	,	,	PUNCT
cana-5834	248	17	recall	recall	NOUN
cana-5834	248	18	,	,	PUNCT
cana-5834	248	19	and	and	CCONJ
cana-5834	248	20	f1	f1	NOUN
cana-5834	248	21	-	-	PUNCT
cana-5834	248	22	score	score	NOUN
cana-5834	248	23	,	,	PUNCT
cana-5834	248	24	derived	derive	VERB
cana-5834	248	25	from	from	ADP
cana-5834	248	26	their	their	PRON
cana-5834	248	27	confusion	confusion	NOUN
cana-5834	248	28	matrices	matrix	NOUN
cana-5834	248	29	.	.	PUNCT
cana-5834	249	1	during	during	ADP
cana-5834	249	2	testing	testing	NOUN
cana-5834	249	3	,	,	PUNCT
cana-5834	249	4	predictions	prediction	NOUN
cana-5834	249	5	are	be	AUX
cana-5834	249	6	generated	generate	VERB
cana-5834	249	7	for	for	ADP
cana-5834	249	8	the	the	DET
cana-5834	249	9	held	hold	VERB
cana-5834	249	10	-	-	PUNCT
cana-5834	249	11	out	out	ADP
cana-5834	249	12	dataset	dataset	NOUN
cana-5834	249	13	,	,	PUNCT
cana-5834	249	14	and	and	CCONJ
cana-5834	249	15	performance	performance	NOUN
cana-5834	249	16	is	be	AUX
cana-5834	249	17	compared	compare	VERB
cana-5834	249	18	across	across	ADP
cana-5834	249	19	algorithms	algorithm	NOUN
cana-5834	249	20	.	.	PUNCT
cana-5834	250	1	lightgbm	lightgbm	VERB
cana-5834	250	2	and	and	CCONJ
cana-5834	250	3	catboost	catboost	PROPN
cana-5834	250	4	typically	typically	ADV
cana-5834	250	5	excel	excel	VERB
cana-5834	250	6	due	due	ADJ
cana-5834	250	7	to	to	ADP
cana-5834	250	8	built	build	VERB
cana-5834	250	9	-	-	PUNCT
cana-5834	250	10	in	in	ADP
cana-5834	250	11	handling	handling	NOUN
cana-5834	250	12	of	of	ADP
cana-5834	250	13	imbalanced	imbalanced	ADJ
cana-5834	250	14	data	datum	NOUN
cana-5834	250	15	(	(	PUNCT
cana-5834	250	16	e.g.	e.g.	ADV
cana-5834	250	17	,	,	PUNCT
cana-5834	250	18	scale_pos_weight	scale_pos_weight	VERB
cana-5834	250	19	in	in	ADP
cana-5834	250	20	xgboost	xgboost	PROPN
cana-5834	250	21	,	,	PUNCT
cana-5834	250	22	auto_class_weights	auto_class_weights	PROPN
cana-5834	250	23	in	in	ADP
cana-5834	250	24	catboost	catboost	NOUN
cana-5834	250	25	)	)	PUNCT
cana-5834	250	26	,	,	PUNCT
cana-5834	250	27	while	while	SCONJ
cana-5834	250	28	adaboost	adaboost	ADV
cana-5834	250	29	may	may	AUX
cana-5834	250	30	underperform	underperform	VERB
cana-5834	250	31	without	without	ADP
cana-5834	250	32	explicit	explicit	ADJ
cana-5834	250	33	balancing	balancing	NOUN
cana-5834	250	34	.	.	PUNCT
cana-5834	251	1	the	the	DET
cana-5834	251	2	code	code	NOUN
cana-5834	251	3	structure	structure	NOUN
cana-5834	251	4	includes	include	VERB
cana-5834	251	5	:	:	PUNCT
cana-5834	251	6	1	1	X
cana-5834	251	7	.	.	PUNCT
cana-5834	251	8	data	datum	NOUN
cana-5834	251	9	preprocessing	preprocessing	NOUN
cana-5834	251	10	(	(	PUNCT
cana-5834	251	11	train	train	NOUN
cana-5834	251	12	-	-	PUNCT
cana-5834	251	13	test	test	NOUN
cana-5834	251	14	split	split	NOUN
cana-5834	251	15	,	,	PUNCT
cana-5834	251	16	scaling	scaling	NOUN
cana-5834	251	17	)	)	PUNCT
cana-5834	251	18	.	.	PUNCT
cana-5834	252	1	2	2	X
cana-5834	252	2	.	.	X
cana-5834	252	3	model	model	PROPN
cana-5834	252	4	initialization	initialization	PROPN
cana-5834	252	5	(	(	PUNCT
cana-5834	252	6	e.g.	e.g.	ADV
cana-5834	252	7	,	,	PUNCT
cana-5834	252	8	xgbclassifier	xgbclassifier	X
cana-5834	252	9	(	(	PUNCT
cana-5834	252	10	)	)	PUNCT
cana-5834	252	11	)	)	PUNCT
cana-5834	252	12	.	.	PUNCT
cana-5834	253	1	3	3	X
cana-5834	253	2	.	.	X
cana-5834	253	3	training	training	NOUN
cana-5834	253	4	(	(	PUNCT
cana-5834	253	5	model.fit(x_train	model.fit(x_train	NOUN
cana-5834	253	6	,	,	PUNCT
cana-5834	253	7	y_train	y_train	NUM
cana-5834	253	8	)	)	PUNCT
cana-5834	253	9	)	)	PUNCT
cana-5834	253	10	.	.	PUNCT
cana-5834	254	1	4	4	X
cana-5834	254	2	.	.	X
cana-5834	254	3	evaluation	evaluation	NOUN
cana-5834	254	4	(	(	PUNCT
cana-5834	254	5	accuracy_score(y_test	accuracy_score(y_t	ADJ
cana-5834	254	6	,	,	PUNCT
cana-5834	254	7	y_pred	y_pred	NUM
cana-5834	254	8	)	)	PUNCT
cana-5834	254	9	)	)	PUNCT
cana-5834	254	10	.	.	PUNCT
cana-5834	255	1	5	5	X
cana-5834	255	2	.	.	X
cana-5834	255	3	hyperparameter	hyperparameter	NOUN
cana-5834	255	4	tuning	tuning	NOUN
cana-5834	255	5	(	(	PUNCT
cana-5834	255	6	optional	optional	ADJ
cana-5834	255	7	,	,	PUNCT
cana-5834	255	8	via	via	ADP
cana-5834	255	9	gridsearchcv	gridsearchcv	NOUN
cana-5834	255	10	)	)	PUNCT
cana-5834	255	11	.	.	PUNCT
cana-5834	256	1	this	this	DET
cana-5834	256	2	pipeline	pipeline	NOUN
cana-5834	256	3	ensures	ensure	VERB
cana-5834	256	4	reproducibility	reproducibility	NOUN
cana-5834	256	5	and	and	CCONJ
cana-5834	256	6	fair	fair	ADJ
cana-5834	256	7	comparison	comparison	NOUN
cana-5834	256	8	,	,	PUNCT
cana-5834	256	9	highlighting	highlight	VERB
cana-5834	256	10	algorithmic	algorithmic	ADJ
cana-5834	256	11	strengths	strength	NOUN
cana-5834	256	12	/	/	SYM
cana-5834	256	13	weaknesses	weakness	NOUN
cana-5834	256	14	in	in	ADP
cana-5834	256	15	har	har	NOUN
cana-5834	256	16	tasks	task	NOUN
cana-5834	256	17	.	.	PUNCT
cana-5834	257	1	communications	communication	NOUN
cana-5834	257	2	on	on	ADP
cana-5834	257	3	applied	apply	VERB
cana-5834	257	4	nonlinear	nonlinear	ADJ
cana-5834	257	5	analysis	analysis	NOUN
cana-5834	257	6	issn	issn	NOUN
cana-5834	257	7	:	:	PUNCT
cana-5834	257	8	1074	1074	NUM
cana-5834	257	9	-	-	PUNCT
cana-5834	257	10	133x	133x	NUM
cana-5834	257	11	vol	vol	VERB
cana-5834	257	12	32	32	NUM
cana-5834	257	13	no	no	NOUN
cana-5834	257	14	.	.	PUNCT
cana-5834	258	1	10s	10	NOUN
cana-5834	258	2	(	(	PUNCT
cana-5834	258	3	2025	2025	NUM
cana-5834	258	4	)	)	PUNCT
cana-5834	258	5	2980	2980	NUM
cana-5834	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	258	7	figure	figure	NOUN
cana-5834	258	8	5	5	NUM
cana-5834	258	9	:	:	PUNCT
cana-5834	258	10	representing	represent	VERB
cana-5834	258	11	the	the	DET
cana-5834	258	12	overall	overall	ADJ
cana-5834	258	13	confusion	confusion	NOUN
cana-5834	258	14	matrix	matrix	NOUN
cana-5834	258	15	for	for	ADP
cana-5834	258	16	all	all	DET
cana-5834	258	17	algorithms	algorithm	NOUN
cana-5834	258	18	mentioned	mention	VERB
cana-5834	258	19	without	without	ADP
cana-5834	258	20	balanced	balanced	ADJ
cana-5834	258	21	dataset	dataset	NOUN
cana-5834	258	22	labels	label	NOUN
cana-5834	258	23	table-2	table-2	PUNCT
cana-5834	258	24	representing	represent	VERB
cana-5834	258	25	the	the	DET
cana-5834	258	26	comparison	comparison	NOUN
cana-5834	258	27	of	of	ADP
cana-5834	258	28	the	the	DET
cana-5834	258	29	proposed	propose	VERB
cana-5834	258	30	(	(	PUNCT
cana-5834	258	31	catboost	catboost	NOUN
cana-5834	258	32	)	)	PUNCT
cana-5834	258	33	with	with	ADP
cana-5834	258	34	existing	exist	VERB
cana-5834	258	35	algorithms	algorithm	NOUN
cana-5834	258	36	with	with	ADP
cana-5834	258	37	unbalanced	unbalanced	ADJ
cana-5834	258	38	cases	case	NOUN
cana-5834	258	39	algorithm	algorithm	NOUN
cana-5834	258	40	accuracy	accuracy	NOUN
cana-5834	258	41	precision	precision	NOUN
cana-5834	258	42	recall	recall	VERB
cana-5834	258	43	f1	f1	NOUN
cana-5834	258	44	-	-	PUNCT
cana-5834	258	45	score	score	NOUN
cana-5834	258	46	xgboost	xgboost	NOUN
cana-5834	259	1	[	[	X
cana-5834	259	2	4	4	NUM
cana-5834	259	3	]	]	SYM
cana-5834	259	4	0.75	0.75	NUM
cana-5834	259	5	0.78	0.78	NUM
cana-5834	259	6	0.72	0.72	NUM
cana-5834	259	7	0.75	0.75	NUM
cana-5834	259	8	adaboost	adaboost	ADV
cana-5834	259	9	[	[	X
cana-5834	259	10	]	]	X
cana-5834	259	11	14	14	NUM
cana-5834	259	12	[	[	PUNCT
cana-5834	259	13	0.68	0.68	NUM
cana-5834	259	14	0.65	0.65	NUM
cana-5834	259	15	0.60	0.60	NUM
cana-5834	259	16	0.62	0.62	NUM
cana-5834	259	17	lightgbm	lightgbm	ADJ
cana-5834	259	18	[	[	X
cana-5834	259	19	15	15	NUM
cana-5834	259	20	]	]	SYM
cana-5834	259	21	0.77	0.77	NUM
cana-5834	259	22	0.80	0.80	NUM
cana-5834	259	23	0.75	0.75	NUM
cana-5834	259	24	0.77	0.77	NUM
cana-5834	259	25	gradientboosting	gradientbooste	VERB
cana-5834	259	26	[	[	X
cana-5834	259	27	11	11	NUM
cana-5834	259	28	]	]	PUNCT
cana-5834	259	29	0.73	0.73	NUM
cana-5834	259	30	0.76	0.76	NUM
cana-5834	259	31	0.70	0.70	NUM
cana-5834	259	32	0.73	0.73	NUM
cana-5834	259	33	catboost	catboost	NOUN
cana-5834	259	34	0.76	0.76	NUM
cana-5834	259	35	0.79	0.79	NUM
cana-5834	259	36	0.74	0.74	NUM
cana-5834	259	37	0.76	0.76	NUM
cana-5834	259	38	the	the	DET
cana-5834	259	39	table-2	table-2	NUM
cana-5834	259	40	compares	compare	VERB
cana-5834	259	41	the	the	DET
cana-5834	259	42	performance	performance	NOUN
cana-5834	259	43	of	of	ADP
cana-5834	259	44	five	five	NUM
cana-5834	259	45	machine	machine	NOUN
cana-5834	259	46	learning	learning	NOUN
cana-5834	259	47	algorithms	algorithm	NOUN
cana-5834	259	48	—	—	PUNCT
cana-5834	259	49	xgboost	xgboost	ADV
cana-5834	259	50	,	,	PUNCT
cana-5834	259	51	adaboost	adaboost	ADV
cana-5834	259	52	,	,	PUNCT
cana-5834	259	53	lightgbm	lightgbm	ADJ
cana-5834	259	54	,	,	PUNCT
cana-5834	259	55	gradientboosting	gradientboosting	NOUN
cana-5834	259	56	,	,	PUNCT
cana-5834	259	57	and	and	CCONJ
cana-5834	259	58	catboost	catboost	NOUN
cana-5834	259	59	—	—	PUNCT
cana-5834	259	60	on	on	ADP
cana-5834	259	61	an	an	DET
cana-5834	259	62	unbalanced	unbalanced	ADJ
cana-5834	259	63	human	human	ADJ
cana-5834	259	64	activity	activity	NOUN
cana-5834	259	65	recognition	recognition	NOUN
cana-5834	259	66	(	(	PUNCT
cana-5834	259	67	har	har	NOUN
cana-5834	259	68	)	)	PUNCT
cana-5834	259	69	dataset	dataset	NOUN
cana-5834	259	70	.	.	PUNCT
cana-5834	260	1	lightgbm	lightgbm	PROPN
cana-5834	260	2	achieves	achieve	VERB
cana-5834	260	3	the	the	DET
cana-5834	260	4	highest	high	ADJ
cana-5834	260	5	scores	score	NOUN
cana-5834	260	6	across	across	ADP
cana-5834	260	7	all	all	DET
cana-5834	260	8	metrics	metric	NOUN
cana-5834	260	9	(	(	PUNCT
cana-5834	260	10	accuracy	accuracy	NOUN
cana-5834	260	11	:	:	PUNCT
cana-5834	260	12	0.77	0.77	NUM
cana-5834	260	13	,	,	PUNCT
cana-5834	260	14	precision	precision	NOUN
cana-5834	260	15	:	:	PUNCT
cana-5834	260	16	0.80	0.80	NUM
cana-5834	260	17	,	,	PUNCT
cana-5834	260	18	recall	recall	NOUN
cana-5834	260	19	:	:	PUNCT
cana-5834	260	20	0.75	0.75	NUM
cana-5834	260	21	,	,	PUNCT
cana-5834	260	22	f1	f1	NOUN
cana-5834	260	23	-	-	PUNCT
cana-5834	260	24	score	score	NOUN
cana-5834	260	25	:	:	PUNCT
cana-5834	260	26	0.77	0.77	NUM
cana-5834	260	27	)	)	PUNCT
cana-5834	260	28	,	,	PUNCT
cana-5834	260	29	demonstrating	demonstrate	VERB
cana-5834	260	30	its	its	PRON
cana-5834	260	31	robustness	robustness	NOUN
cana-5834	260	32	in	in	ADP
cana-5834	260	33	handling	handle	VERB
cana-5834	260	34	imbalanced	imbalanced	ADJ
cana-5834	260	35	data	datum	NOUN
cana-5834	260	36	.	.	PUNCT
cana-5834	261	1	xgboost	xgboost	PROPN
cana-5834	261	2	and	and	CCONJ
cana-5834	261	3	catboost	catboost	PROPN
cana-5834	261	4	follow	follow	VERB
cana-5834	261	5	closely	closely	ADV
cana-5834	261	6	,	,	PUNCT
cana-5834	261	7	with	with	ADP
cana-5834	261	8	catboost	catboost	NOUN
cana-5834	261	9	slightly	slightly	ADV
cana-5834	261	10	outperforming	outperform	VERB
cana-5834	261	11	xgboost	xgboost	ADV
cana-5834	261	12	in	in	ADP
cana-5834	261	13	recall	recall	NOUN
cana-5834	261	14	(	(	PUNCT
cana-5834	261	15	0.74	0.74	NUM
cana-5834	261	16	vs.	vs.	ADP
cana-5834	261	17	0.72	0.72	NUM
cana-5834	261	18	)	)	PUNCT
cana-5834	261	19	,	,	PUNCT
cana-5834	261	20	while	while	SCONJ
cana-5834	261	21	gradientboosting	gradientboosting	NOUN
cana-5834	261	22	lags	lag	VERB
cana-5834	261	23	behind	behind	ADV
cana-5834	261	24	with	with	ADP
cana-5834	261	25	moderate	moderate	ADJ
cana-5834	261	26	performance	performance	NOUN
cana-5834	261	27	.	.	PUNCT
cana-5834	262	1	adaboost	adaboost	ADV
cana-5834	262	2	performs	perform	VERB
cana-5834	262	3	the	the	DET
cana-5834	262	4	worst	bad	ADJ
cana-5834	262	5	(	(	PUNCT
cana-5834	262	6	accuracy	accuracy	NOUN
cana-5834	262	7	:	:	PUNCT
cana-5834	262	8	0.68	0.68	NUM
cana-5834	262	9	,	,	PUNCT
cana-5834	262	10	f1	f1	NOUN
cana-5834	262	11	-	-	PUNCT
cana-5834	262	12	score	score	NOUN
cana-5834	262	13	:	:	PUNCT
cana-5834	262	14	0.62	0.62	NUM
cana-5834	262	15	)	)	PUNCT
cana-5834	262	16	,	,	PUNCT
cana-5834	262	17	likely	likely	ADJ
cana-5834	262	18	due	due	ADP
cana-5834	262	19	to	to	ADP
cana-5834	262	20	its	its	PRON
cana-5834	262	21	sensitivity	sensitivity	NOUN
cana-5834	262	22	to	to	ADP
cana-5834	262	23	class	class	NOUN
cana-5834	262	24	imbalance	imbalance	NOUN
cana-5834	262	25	.	.	PUNCT
cana-5834	263	1	overall	overall	ADJ
cana-5834	263	2	,	,	PUNCT
cana-5834	263	3	tree	tree	NOUN
cana-5834	263	4	-	-	PUNCT
cana-5834	263	5	based	base	VERB
cana-5834	263	6	ensembles	ensemble	NOUN
cana-5834	263	7	like	like	ADP
cana-5834	263	8	lightgbm	lightgbm	ADJ
cana-5834	263	9	and	and	CCONJ
cana-5834	263	10	catboost	catboost	NOUN
cana-5834	263	11	are	be	AUX
cana-5834	263	12	better	well	ADV
cana-5834	263	13	suited	suited	ADJ
cana-5834	263	14	for	for	ADP
cana-5834	263	15	this	this	DET
cana-5834	263	16	task	task	NOUN
cana-5834	263	17	,	,	PUNCT
cana-5834	263	18	whereas	whereas	SCONJ
cana-5834	263	19	adaboost	adaboost	ADJ
cana-5834	263	20	struggles	struggle	NOUN
cana-5834	263	21	with	with	ADP
cana-5834	263	22	underrepresented	underrepresented	ADJ
cana-5834	263	23	classes	class	NOUN
cana-5834	263	24	.	.	PUNCT
cana-5834	264	1	communications	communication	NOUN
cana-5834	264	2	on	on	ADP
cana-5834	264	3	applied	apply	VERB
cana-5834	264	4	nonlinear	nonlinear	ADJ
cana-5834	264	5	analysis	analysis	NOUN
cana-5834	264	6	issn	issn	NOUN
cana-5834	264	7	:	:	PUNCT
cana-5834	264	8	1074	1074	NUM
cana-5834	264	9	-	-	PUNCT
cana-5834	264	10	133x	133x	NUM
cana-5834	264	11	vol	vol	VERB
cana-5834	264	12	32	32	NUM
cana-5834	264	13	no	no	NOUN
cana-5834	264	14	.	.	PUNCT
cana-5834	265	1	10s	10	NOUN
cana-5834	265	2	(	(	PUNCT
cana-5834	265	3	2025	2025	NUM
cana-5834	265	4	)	)	PUNCT
cana-5834	265	5	2981	2981	NUM
cana-5834	266	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	266	2	figure	figure	NOUN
cana-5834	266	3	6	6	NUM
cana-5834	266	4	:	:	PUNCT
cana-5834	266	5	representing	represent	VERB
cana-5834	266	6	the	the	DET
cana-5834	266	7	overall	overall	ADJ
cana-5834	266	8	confusion	confusion	NOUN
cana-5834	266	9	matrix	matrix	NOUN
cana-5834	266	10	for	for	ADP
cana-5834	266	11	all	all	DET
cana-5834	266	12	algorithms	algorithm	NOUN
cana-5834	266	13	mentioned	mention	VERB
cana-5834	266	14	with	with	ADP
cana-5834	266	15	balanced	balanced	ADJ
cana-5834	266	16	dataset	dataset	NOUN
cana-5834	266	17	labels	label	NOUN
cana-5834	266	18	the	the	DET
cana-5834	266	19	experiment	experiment	NOUN
cana-5834	266	20	evaluates	evaluate	VERB
cana-5834	266	21	xgboost	xgboost	ADV
cana-5834	266	22	,	,	PUNCT
cana-5834	266	23	adaboost	adaboost	ADV
cana-5834	266	24	,	,	PUNCT
cana-5834	266	25	lightgbm	lightgbm	ADJ
cana-5834	266	26	,	,	PUNCT
cana-5834	266	27	gradientboosting	gradientboosting	NOUN
cana-5834	266	28	,	,	PUNCT
cana-5834	266	29	and	and	CCONJ
cana-5834	266	30	catboost	catboost	VERB
cana-5834	266	31	on	on	ADP
cana-5834	266	32	a	a	DET
cana-5834	266	33	balanced	balanced	ADJ
cana-5834	266	34	har	har	NOUN
cana-5834	266	35	dataset	dataset	NOUN
cana-5834	266	36	(	(	PUNCT
cana-5834	266	37	21k	21k	NOUN
cana-5834	266	38	samples	sample	NOUN
cana-5834	266	39	)	)	PUNCT
cana-5834	266	40	with	with	ADP
cana-5834	266	41	equal	equal	ADJ
cana-5834	266	42	class	class	NOUN
cana-5834	266	43	distribution	distribution	NOUN
cana-5834	266	44	.	.	PUNCT
cana-5834	267	1	all	all	DET
cana-5834	267	2	algorithms	algorithm	NOUN
cana-5834	267	3	use	use	VERB
cana-5834	267	4	default	default	NOUN
cana-5834	267	5	hyperparameters	hyperparameter	NOUN
cana-5834	267	6	,	,	PUNCT
cana-5834	267	7	and	and	CCONJ
cana-5834	267	8	performance	performance	NOUN
cana-5834	267	9	is	be	AUX
cana-5834	267	10	measured	measure	VERB
cana-5834	267	11	via	via	ADP
cana-5834	267	12	confusion	confusion	NOUN
cana-5834	267	13	matrices	matrix	NOUN
cana-5834	267	14	.	.	PUNCT
cana-5834	268	1	lightgbm	lightgbm	VERB
cana-5834	268	2	and	and	CCONJ
cana-5834	268	3	catboost	catboost	VERB
cana-5834	268	4	outperform	outperform	VERB
cana-5834	268	5	others	other	NOUN
cana-5834	268	6	due	due	ADJ
cana-5834	268	7	to	to	ADP
cana-5834	268	8	efficient	efficient	ADJ
cana-5834	268	9	handling	handling	NOUN
cana-5834	268	10	of	of	ADP
cana-5834	268	11	balanced	balanced	ADJ
cana-5834	268	12	data	datum	NOUN
cana-5834	268	13	and	and	CCONJ
cana-5834	268	14	built	build	VERB
cana-5834	268	15	-	-	PUNCT
cana-5834	268	16	in	in	ADP
cana-5834	268	17	regularization	regularization	NOUN
cana-5834	268	18	,	,	PUNCT
cana-5834	268	19	while	while	SCONJ
cana-5834	268	20	adaboost	adaboost	ADV
cana-5834	268	21	shows	show	VERB
cana-5834	268	22	weaker	weak	ADJ
cana-5834	268	23	generalization	generalization	NOUN
cana-5834	268	24	.	.	PUNCT
cana-5834	269	1	below	below	ADV
cana-5834	269	2	are	be	AUX
cana-5834	269	3	the	the	DET
cana-5834	269	4	computed	computed	ADJ
cana-5834	269	5	metrics	metric	NOUN
cana-5834	269	6	(	(	PUNCT
cana-5834	269	7	accuracy	accuracy	NOUN
cana-5834	269	8	,	,	PUNCT
cana-5834	269	9	precision	precision	NOUN
cana-5834	269	10	,	,	PUNCT
cana-5834	269	11	recall	recall	NOUN
cana-5834	269	12	,	,	PUNCT
cana-5834	269	13	f1	f1	NOUN
cana-5834	269	14	-	-	PUNCT
cana-5834	269	15	score	score	NOUN
cana-5834	269	16	)	)	PUNCT
cana-5834	269	17	using	use	VERB
cana-5834	269	18	standard	standard	ADJ
cana-5834	269	19	formulas	formula	NOUN
cana-5834	269	20	:	:	PUNCT
cana-5834	269	21	table-3	table-3	NUM
cana-5834	269	22	representing	represent	VERB
cana-5834	269	23	the	the	DET
cana-5834	269	24	comparison	comparison	NOUN
cana-5834	269	25	of	of	ADP
cana-5834	269	26	the	the	DET
cana-5834	269	27	proposed	propose	VERB
cana-5834	269	28	(	(	PUNCT
cana-5834	269	29	catboost	catboost	NOUN
cana-5834	269	30	)	)	PUNCT
cana-5834	269	31	with	with	ADP
cana-5834	269	32	existing	exist	VERB
cana-5834	269	33	algorithms	algorithm	NOUN
cana-5834	269	34	with	with	ADP
cana-5834	269	35	balanced	balanced	ADJ
cana-5834	269	36	cases	case	NOUN
cana-5834	269	37	algorithm	algorithm	NOUN
cana-5834	269	38	accuracy	accuracy	NOUN
cana-5834	269	39	precision	precision	NOUN
cana-5834	269	40	recall	recall	VERB
cana-5834	269	41	f1	f1	NOUN
cana-5834	269	42	-	-	PUNCT
cana-5834	269	43	score	score	NOUN
cana-5834	269	44	xgboost	xgboost	NOUN
cana-5834	270	1	[	[	X
cana-5834	270	2	4	4	NUM
cana-5834	270	3	]	]	SYM
cana-5834	270	4	0.89	0.89	NUM
cana-5834	270	5	0.90	0.90	NUM
cana-5834	270	6	0.88	0.88	NUM
cana-5834	270	7	0.89	0.89	NUM
cana-5834	270	8	adaboost	adaboost	ADV
cana-5834	271	1	[	[	X
cana-5834	271	2	14	14	NUM
cana-5834	271	3	[	[	PUNCT
cana-5834	271	4	0.82	0.82	NUM
cana-5834	271	5	0.83	0.83	NUM
cana-5834	271	6	0.80	0.80	NUM
cana-5834	271	7	0.81	0.81	NUM
cana-5834	271	8	lightgbm	lightgbm	ADJ
cana-5834	271	9	[	[	X
cana-5834	271	10	15	15	NUM
cana-5834	271	11	]	]	PUNCT
cana-5834	271	12	0.91	0.91	NUM
cana-5834	271	13	0.92	0.92	NUM
cana-5834	271	14	0.90	0.90	NUM
cana-5834	271	15	0.91	0.91	NUM
cana-5834	271	16	gradientboosting	gradientbooste	VERB
cana-5834	271	17	[	[	X
cana-5834	271	18	11	11	NUM
cana-5834	271	19	]	]	PUNCT
cana-5834	271	20	0.87	0.87	NUM
cana-5834	271	21	0.88	0.88	NUM
cana-5834	271	22	0.85	0.85	NUM
cana-5834	271	23	0.86	0.86	NUM
cana-5834	271	24	catboost	catboost	NOUN
cana-5834	271	25	0.90	0.90	NUM
cana-5834	271	26	0.91	0.91	NUM
cana-5834	271	27	0.89	0.89	NUM
cana-5834	271	28	0.90	0.90	NUM
cana-5834	271	29	in	in	ADP
cana-5834	271	30	this	this	DET
cana-5834	271	31	study	study	NOUN
cana-5834	271	32	,	,	PUNCT
cana-5834	271	33	we	we	PRON
cana-5834	271	34	have	have	AUX
cana-5834	271	35	evaluated	evaluate	VERB
cana-5834	271	36	five	five	NUM
cana-5834	271	37	boosting	boost	VERB
cana-5834	271	38	algorithms	algorithm	NOUN
cana-5834	271	39	on	on	ADP
cana-5834	271	40	a	a	DET
cana-5834	271	41	carefully	carefully	ADV
cana-5834	271	42	balanced	balance	VERB
cana-5834	271	43	har	har	NOUN
cana-5834	271	44	dataset	dataset	NOUN
cana-5834	271	45	containing	contain	VERB
cana-5834	271	46	3,000	3,000	NUM
cana-5834	271	47	total	total	ADJ
cana-5834	271	48	samples	sample	NOUN
cana-5834	271	49	(	(	PUNCT
cana-5834	271	50	200	200	NUM
cana-5834	271	51	per	per	ADP
cana-5834	271	52	activity	activity	NOUN
cana-5834	271	53	label	label	NOUN
cana-5834	271	54	)	)	PUNCT
cana-5834	271	55	to	to	PART
cana-5834	271	56	examine	examine	VERB
cana-5834	271	57	their	their	PRON
cana-5834	271	58	performance	performance	NOUN
cana-5834	271	59	on	on	ADP
cana-5834	271	60	communications	communication	NOUN
cana-5834	271	61	on	on	ADP
cana-5834	271	62	applied	apply	VERB
cana-5834	271	63	nonlinear	nonlinear	ADJ
cana-5834	271	64	analysis	analysis	NOUN
cana-5834	271	65	issn	issn	NOUN
cana-5834	271	66	:	:	PUNCT
cana-5834	271	67	1074	1074	NUM
cana-5834	271	68	-	-	PUNCT
cana-5834	271	69	133x	133x	NUM
cana-5834	271	70	vol	vol	VERB
cana-5834	271	71	32	32	NUM
cana-5834	271	72	no	no	NOUN
cana-5834	271	73	.	.	PUNCT
cana-5834	272	1	10s	10	NOUN
cana-5834	272	2	(	(	PUNCT
cana-5834	272	3	2025	2025	NUM
cana-5834	272	4	)	)	PUNCT
cana-5834	272	5	2982	2982	NUM
cana-5834	272	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	272	7	minority	minority	NOUN
cana-5834	272	8	class	class	NOUN
cana-5834	272	9	recognition	recognition	NOUN
cana-5834	272	10	designed	design	VERB
cana-5834	272	11	and	and	CCONJ
cana-5834	272	12	implicated	implicate	VERB
cana-5834	272	13	in	in	ADP
cana-5834	272	14	table-3	table-3	NUM
cana-5834	272	15	.	.	PUNCT
cana-5834	273	1	this	this	DET
cana-5834	273	2	controlled	control	VERB
cana-5834	273	3	sampling	sampling	NOUN
cana-5834	273	4	strategy	strategy	NOUN
cana-5834	273	5	provides	provide	VERB
cana-5834	273	6	crucial	crucial	ADJ
cana-5834	273	7	insights	insight	NOUN
cana-5834	273	8	into	into	ADP
cana-5834	273	9	how	how	SCONJ
cana-5834	273	10	each	each	DET
cana-5834	273	11	algorithm	algorithm	NOUN
cana-5834	273	12	handles	handle	VERB
cana-5834	273	13	class	class	NOUN
cana-5834	273	14	equality	equality	NOUN
cana-5834	273	15	in	in	ADP
cana-5834	273	16	small	small	ADJ
cana-5834	273	17	-	-	PUNCT
cana-5834	273	18	scale	scale	NOUN
cana-5834	273	19	scenarios	scenario	NOUN
cana-5834	273	20	,	,	PUNCT
cana-5834	273	21	which	which	PRON
cana-5834	273	22	is	be	AUX
cana-5834	273	23	particularly	particularly	ADV
cana-5834	273	24	relevant	relevant	ADJ
cana-5834	273	25	for	for	ADP
cana-5834	273	26	edge	edge	NOUN
cana-5834	273	27	-	-	PUNCT
cana-5834	273	28	device	device	NOUN
cana-5834	273	29	deployment	deployment	NOUN
cana-5834	273	30	where	where	SCONJ
cana-5834	273	31	data	datum	NOUN
cana-5834	273	32	may	may	AUX
cana-5834	273	33	be	be	AUX
cana-5834	273	34	limited	limit	VERB
cana-5834	273	35	.	.	PUNCT
cana-5834	274	1	xgboost	xgboost	PROPN
cana-5834	274	2	demonstrates	demonstrate	VERB
cana-5834	274	3	strong	strong	ADJ
cana-5834	274	4	performance	performance	NOUN
cana-5834	274	5	(	(	PUNCT
cana-5834	274	6	accuracy	accuracy	NOUN
cana-5834	274	7	:	:	PUNCT
cana-5834	274	8	0.89	0.89	NUM
cana-5834	274	9	,	,	PUNCT
cana-5834	274	10	f1	f1	NOUN
cana-5834	274	11	:	:	PUNCT
cana-5834	274	12	0.89	0.89	NUM
cana-5834	274	13	)	)	PUNCT
cana-5834	274	14	due	due	ADP
cana-5834	274	15	to	to	ADP
cana-5834	274	16	its	its	PRON
cana-5834	274	17	regularized	regularize	VERB
cana-5834	274	18	gradient	gradient	NOUN
cana-5834	274	19	boosting	boost	VERB
cana-5834	274	20	framework	framework	NOUN
cana-5834	274	21	that	that	PRON
cana-5834	274	22	effectively	effectively	ADV
cana-5834	274	23	prevents	prevent	VERB
cana-5834	274	24	overfitting	overfitte	VERB
cana-5834	274	25	on	on	ADP
cana-5834	274	26	small	small	ADJ
cana-5834	274	27	samples	sample	NOUN
cana-5834	274	28	.	.	PUNCT
cana-5834	275	1	the	the	DET
cana-5834	275	2	nearly	nearly	ADV
cana-5834	275	3	equal	equal	ADJ
cana-5834	275	4	precision	precision	NOUN
cana-5834	275	5	(	(	PUNCT
cana-5834	275	6	0.90	0.90	NUM
cana-5834	275	7	)	)	PUNCT
cana-5834	275	8	and	and	CCONJ
cana-5834	275	9	recall	recall	NOUN
cana-5834	275	10	(	(	PUNCT
cana-5834	275	11	0.88	0.88	NUM
cana-5834	275	12	)	)	PUNCT
cana-5834	275	13	scores	score	NOUN
cana-5834	275	14	indicate	indicate	VERB
cana-5834	275	15	balanced	balanced	ADJ
cana-5834	275	16	performance	performance	NOUN
cana-5834	275	17	across	across	ADP
cana-5834	275	18	all	all	DET
cana-5834	275	19	activity	activity	NOUN
cana-5834	275	20	classes	class	NOUN
cana-5834	275	21	,	,	PUNCT
cana-5834	275	22	suggesting	suggest	VERB
cana-5834	275	23	its	its	PRON
cana-5834	275	24	weighting	weighting	NOUN
cana-5834	275	25	mechanism	mechanism	NOUN
cana-5834	275	26	successfully	successfully	ADV
cana-5834	275	27	compensates	compensate	VERB
cana-5834	275	28	for	for	ADP
cana-5834	275	29	the	the	DET
cana-5834	275	30	reduced	reduce	VERB
cana-5834	275	31	sample	sample	NOUN
cana-5834	275	32	size	size	NOUN
cana-5834	275	33	.	.	PUNCT
cana-5834	276	1	this	this	PRON
cana-5834	276	2	makes	make	VERB
cana-5834	276	3	it	it	PRON
cana-5834	276	4	particularly	particularly	ADV
cana-5834	276	5	suitable	suitable	ADJ
cana-5834	276	6	for	for	ADP
cana-5834	276	7	applications	application	NOUN
cana-5834	276	8	requiring	require	VERB
cana-5834	276	9	consistent	consistent	ADJ
cana-5834	276	10	performance	performance	NOUN
cana-5834	276	11	across	across	ADP
cana-5834	276	12	all	all	DET
cana-5834	276	13	activity	activity	NOUN
cana-5834	276	14	types	type	NOUN
cana-5834	276	15	,	,	PUNCT
cana-5834	276	16	such	such	ADJ
cana-5834	276	17	as	as	ADP
cana-5834	276	18	fall	fall	NOUN
cana-5834	276	19	detection	detection	NOUN
cana-5834	276	20	systems	system	NOUN
cana-5834	276	21	where	where	SCONJ
cana-5834	276	22	both	both	DET
cana-5834	276	23	common	common	ADJ
cana-5834	276	24	(	(	PUNCT
cana-5834	276	25	walking	walking	NOUN
cana-5834	276	26	)	)	PUNCT
cana-5834	276	27	and	and	CCONJ
cana-5834	276	28	rare	rare	ADJ
cana-5834	276	29	(	(	PUNCT
cana-5834	276	30	falling	fall	VERB
cana-5834	276	31	)	)	PUNCT
cana-5834	276	32	activities	activity	NOUN
cana-5834	276	33	need	need	VERB
cana-5834	276	34	equal	equal	ADJ
cana-5834	276	35	attention	attention	NOUN
cana-5834	276	36	.	.	PUNCT
cana-5834	277	1	lightgbm	lightgbm	ADJ
cana-5834	277	2	emerges	emerge	NOUN
cana-5834	277	3	as	as	ADP
cana-5834	277	4	the	the	DET
cana-5834	277	5	top	top	ADJ
cana-5834	277	6	performer	performer	NOUN
cana-5834	277	7	(	(	PUNCT
cana-5834	277	8	accuracy	accuracy	NOUN
cana-5834	277	9	:	:	PUNCT
cana-5834	277	10	0.91	0.91	NUM
cana-5834	277	11	,	,	PUNCT
cana-5834	277	12	f1	f1	NOUN
cana-5834	277	13	:	:	PUNCT
cana-5834	277	14	0.91	0.91	NUM
cana-5834	277	15	)	)	PUNCT
cana-5834	277	16	,	,	PUNCT
cana-5834	277	17	benefiting	benefit	VERB
cana-5834	277	18	from	from	ADP
cana-5834	277	19	its	its	PRON
cana-5834	277	20	histogram	histogram	NOUN
cana-5834	277	21	-	-	PUNCT
cana-5834	277	22	based	base	VERB
cana-5834	277	23	approach	approach	NOUN
cana-5834	277	24	that	that	PRON
cana-5834	277	25	efficiently	efficiently	ADV
cana-5834	277	26	handles	handle	VERB
cana-5834	277	27	the	the	DET
cana-5834	277	28	limited	limited	ADJ
cana-5834	277	29	data	datum	NOUN
cana-5834	277	30	.	.	PUNCT
cana-5834	278	1	the	the	DET
cana-5834	278	2	high	high	ADJ
cana-5834	278	3	recall	recall	NOUN
cana-5834	278	4	(	(	PUNCT
cana-5834	278	5	0.90	0.90	NUM
cana-5834	278	6	)	)	PUNCT
cana-5834	278	7	is	be	AUX
cana-5834	278	8	particularly	particularly	ADV
cana-5834	278	9	notable	notable	ADJ
cana-5834	278	10	,	,	PUNCT
cana-5834	278	11	indicating	indicate	VERB
cana-5834	278	12	strong	strong	ADJ
cana-5834	278	13	minority	minority	NOUN
cana-5834	278	14	class	class	NOUN
cana-5834	278	15	recognition	recognition	NOUN
cana-5834	278	16	likely	likely	ADJ
cana-5834	278	17	due	due	ADP
cana-5834	278	18	to	to	ADP
cana-5834	278	19	its	its	PRON
cana-5834	278	20	leaf	leaf	NOUN
cana-5834	278	21	-	-	PUNCT
cana-5834	278	22	wise	wise	ADJ
cana-5834	278	23	growth	growth	NOUN
cana-5834	278	24	strategy	strategy	NOUN
cana-5834	278	25	that	that	PRON
cana-5834	278	26	focuses	focus	VERB
cana-5834	278	27	on	on	ADP
cana-5834	278	28	more	more	ADV
cana-5834	278	29	informative	informative	ADJ
cana-5834	278	30	samples	sample	NOUN
cana-5834	278	31	.	.	PUNCT
cana-5834	279	1	this	this	DET
cana-5834	279	2	characteristic	characteristic	NOUN
cana-5834	279	3	makes	make	VERB
cana-5834	279	4	it	it	PRON
cana-5834	279	5	ideal	ideal	ADJ
cana-5834	279	6	for	for	ADP
cana-5834	279	7	real	real	ADJ
cana-5834	279	8	-	-	PUNCT
cana-5834	279	9	time	time	NOUN
cana-5834	279	10	activity	activity	NOUN
cana-5834	279	11	recognition	recognition	NOUN
cana-5834	279	12	on	on	ADP
cana-5834	279	13	resourceconstrained	resourceconstraine	VERB
cana-5834	279	14	devices	device	NOUN
cana-5834	279	15	,	,	PUNCT
cana-5834	279	16	where	where	SCONJ
cana-5834	279	17	both	both	DET
cana-5834	279	18	computational	computational	ADJ
cana-5834	279	19	efficiency	efficiency	NOUN
cana-5834	279	20	and	and	CCONJ
cana-5834	279	21	accurate	accurate	ADJ
cana-5834	279	22	minority	minority	NOUN
cana-5834	279	23	class	class	NOUN
cana-5834	279	24	detection	detection	NOUN
cana-5834	279	25	are	be	AUX
cana-5834	279	26	crucial	crucial	ADJ
cana-5834	279	27	.	.	PUNCT
cana-5834	280	1	catboost	catboost	PROPN
cana-5834	280	2	shows	show	VERB
cana-5834	280	3	competitive	competitive	ADJ
cana-5834	280	4	results	result	NOUN
cana-5834	280	5	(	(	PUNCT
cana-5834	280	6	accuracy	accuracy	NOUN
cana-5834	280	7	:	:	PUNCT
cana-5834	280	8	0.90	0.90	NUM
cana-5834	280	9	,	,	PUNCT
cana-5834	280	10	f1	f1	NOUN
cana-5834	280	11	:	:	PUNCT
cana-5834	280	12	0.90	0.90	NUM
cana-5834	280	13	)	)	PUNCT
cana-5834	280	14	with	with	ADP
cana-5834	280	15	its	its	PRON
cana-5834	280	16	ordered	order	VERB
cana-5834	280	17	boosting	boosting	NOUN
cana-5834	280	18	and	and	CCONJ
cana-5834	280	19	native	native	ADJ
cana-5834	280	20	handling	handling	NOUN
cana-5834	280	21	of	of	ADP
cana-5834	280	22	categorical	categorical	ADJ
cana-5834	280	23	features	feature	NOUN
cana-5834	280	24	.	.	PUNCT
cana-5834	281	1	the	the	DET
cana-5834	281	2	algorithm	algorithm	NOUN
cana-5834	281	3	's	's	PART
cana-5834	281	4	resistance	resistance	NOUN
cana-5834	281	5	to	to	ADP
cana-5834	281	6	overfitting	overfitte	VERB
cana-5834	281	7	on	on	ADP
cana-5834	281	8	small	small	ADJ
cana-5834	281	9	datasets	dataset	NOUN
cana-5834	281	10	is	be	AUX
cana-5834	281	11	evident	evident	ADJ
cana-5834	281	12	in	in	ADP
cana-5834	281	13	its	its	PRON
cana-5834	281	14	balanced	balanced	ADJ
cana-5834	281	15	precision	precision	NOUN
cana-5834	281	16	(	(	PUNCT
cana-5834	281	17	0.91	0.91	NUM
cana-5834	281	18	)	)	PUNCT
cana-5834	281	19	and	and	CCONJ
cana-5834	281	20	recall	recall	NOUN
cana-5834	281	21	(	(	PUNCT
cana-5834	281	22	0.89	0.89	NUM
cana-5834	281	23	)	)	PUNCT
cana-5834	281	24	scores	score	NOUN
cana-5834	281	25	.	.	PUNCT
cana-5834	282	1	this	this	DET
cana-5834	282	2	performance	performance	NOUN
cana-5834	282	3	suggests	suggest	VERB
cana-5834	282	4	particular	particular	ADJ
cana-5834	282	5	usefulness	usefulness	NOUN
cana-5834	282	6	in	in	ADP
cana-5834	282	7	scenarios	scenario	NOUN
cana-5834	282	8	where	where	SCONJ
cana-5834	282	9	sensor	sensor	NOUN
cana-5834	282	10	data	datum	NOUN
cana-5834	282	11	may	may	AUX
cana-5834	282	12	have	have	VERB
cana-5834	282	13	categorical	categorical	ADJ
cana-5834	282	14	characteristics	characteristic	NOUN
cana-5834	282	15	or	or	CCONJ
cana-5834	282	16	when	when	SCONJ
cana-5834	282	17	dealing	deal	VERB
cana-5834	282	18	with	with	ADP
cana-5834	282	19	mixed	mixed	ADJ
cana-5834	282	20	data	datum	NOUN
cana-5834	282	21	types	type	NOUN
cana-5834	282	22	from	from	ADP
cana-5834	282	23	multiple	multiple	ADJ
cana-5834	282	24	wearable	wearable	ADJ
cana-5834	282	25	devices	device	NOUN
cana-5834	282	26	.	.	PUNCT
cana-5834	283	1	gradientboosting	gradientboosting	NOUN
cana-5834	283	2	delivers	deliver	VERB
cana-5834	283	3	solid	solid	ADJ
cana-5834	283	4	but	but	CCONJ
cana-5834	283	5	slightly	slightly	ADV
cana-5834	283	6	inferior	inferior	ADJ
cana-5834	283	7	performance	performance	NOUN
cana-5834	283	8	(	(	PUNCT
cana-5834	283	9	accuracy	accuracy	NOUN
cana-5834	283	10	:	:	PUNCT
cana-5834	283	11	0.87	0.87	NUM
cana-5834	283	12	,	,	PUNCT
cana-5834	283	13	f1	f1	NOUN
cana-5834	283	14	:	:	PUNCT
cana-5834	283	15	0.86	0.86	NUM
cana-5834	283	16	)	)	PUNCT
cana-5834	283	17	,	,	PUNCT
cana-5834	283	18	likely	likely	ADJ
cana-5834	283	19	due	due	ADP
cana-5834	283	20	to	to	ADP
cana-5834	283	21	its	its	PRON
cana-5834	283	22	more	more	ADV
cana-5834	283	23	conventional	conventional	ADJ
cana-5834	283	24	approach	approach	NOUN
cana-5834	283	25	that	that	PRON
cana-5834	283	26	may	may	AUX
cana-5834	283	27	not	not	PART
cana-5834	283	28	optimize	optimize	VERB
cana-5834	283	29	as	as	ADV
cana-5834	283	30	effectively	effectively	ADV
cana-5834	283	31	for	for	ADP
cana-5834	283	32	small	small	ADJ
cana-5834	283	33	sample	sample	NOUN
cana-5834	283	34	sizes	size	NOUN
cana-5834	283	35	.	.	PUNCT
cana-5834	284	1	the	the	DET
cana-5834	284	2	modest	modest	ADJ
cana-5834	284	3	recall	recall	NOUN
cana-5834	284	4	(	(	PUNCT
cana-5834	284	5	0.85	0.85	NUM
cana-5834	284	6	)	)	PUNCT
cana-5834	284	7	indicates	indicate	VERB
cana-5834	284	8	it	it	PRON
cana-5834	284	9	struggles	struggle	VERB
cana-5834	284	10	slightly	slightly	ADV
cana-5834	284	11	more	more	ADJ
cana-5834	284	12	with	with	ADP
cana-5834	284	13	minority	minority	NOUN
cana-5834	284	14	classes	class	NOUN
cana-5834	284	15	compared	compare	VERB
cana-5834	284	16	to	to	ADP
cana-5834	284	17	its	its	PRON
cana-5834	284	18	tree	tree	NOUN
cana-5834	284	19	-	-	PUNCT
cana-5834	284	20	based	base	VERB
cana-5834	284	21	counterparts	counterpart	NOUN
cana-5834	284	22	,	,	PUNCT
cana-5834	284	23	making	make	VERB
cana-5834	284	24	it	it	PRON
cana-5834	284	25	less	less	ADV
cana-5834	284	26	ideal	ideal	ADJ
cana-5834	284	27	for	for	ADP
cana-5834	284	28	applications	application	NOUN
cana-5834	284	29	where	where	SCONJ
cana-5834	284	30	rare	rare	ADJ
cana-5834	284	31	activity	activity	NOUN
cana-5834	284	32	detection	detection	NOUN
cana-5834	284	33	is	be	AUX
cana-5834	284	34	critical	critical	ADJ
cana-5834	284	35	.	.	PUNCT
cana-5834	285	1	adaboost	adaboost	PROPN
cana-5834	285	2	shows	show	VERB
cana-5834	285	3	the	the	DET
cana-5834	285	4	weakest	weak	ADJ
cana-5834	285	5	performance	performance	NOUN
cana-5834	285	6	(	(	PUNCT
cana-5834	285	7	accuracy	accuracy	NOUN
cana-5834	285	8	:	:	PUNCT
cana-5834	285	9	0.82	0.82	NUM
cana-5834	285	10	,	,	PUNCT
cana-5834	285	11	f1	f1	NOUN
cana-5834	285	12	:	:	PUNCT
cana-5834	285	13	0.81	0.81	NUM
cana-5834	285	14	)	)	PUNCT
cana-5834	285	15	,	,	PUNCT
cana-5834	285	16	as	as	SCONJ
cana-5834	285	17	expected	expect	VERB
cana-5834	285	18	for	for	ADP
cana-5834	285	19	this	this	DET
cana-5834	285	20	sample	sample	NOUN
cana-5834	285	21	-	-	PUNCT
cana-5834	285	22	constrained	constrain	VERB
cana-5834	285	23	scenario	scenario	NOUN
cana-5834	285	24	.	.	PUNCT
cana-5834	286	1	its	its	PRON
cana-5834	286	2	iterative	iterative	NOUN
cana-5834	286	3	reweighting	reweighting	NOUN
cana-5834	286	4	of	of	ADP
cana-5834	286	5	misclassified	misclassifie	VERB
cana-5834	286	6	samples	sample	NOUN
cana-5834	286	7	becomes	become	VERB
cana-5834	286	8	less	less	ADV
cana-5834	286	9	effective	effective	ADJ
cana-5834	286	10	with	with	ADP
cana-5834	286	11	limited	limited	ADJ
cana-5834	286	12	data	datum	NOUN
cana-5834	286	13	,	,	PUNCT
cana-5834	286	14	particularly	particularly	ADV
cana-5834	286	15	for	for	ADP
cana-5834	286	16	complex	complex	ADJ
cana-5834	286	17	activity	activity	NOUN
cana-5834	286	18	patterns	pattern	NOUN
cana-5834	286	19	.	.	PUNCT
cana-5834	287	1	the	the	DET
cana-5834	287	2	precision	precision	NOUN
cana-5834	287	3	-	-	PUNCT
cana-5834	287	4	recall	recall	NOUN
cana-5834	287	5	gap	gap	NOUN
cana-5834	287	6	(	(	PUNCT
cana-5834	287	7	0.83	0.83	NUM
cana-5834	287	8	vs	vs	ADP
cana-5834	287	9	0.80	0.80	NUM
cana-5834	287	10	)	)	PUNCT
cana-5834	287	11	suggests	suggest	VERB
cana-5834	287	12	it	it	PRON
cana-5834	287	13	tends	tend	VERB
cana-5834	287	14	to	to	PART
cana-5834	287	15	be	be	AUX
cana-5834	287	16	more	more	ADV
cana-5834	287	17	cautious	cautious	ADJ
cana-5834	287	18	in	in	ADP
cana-5834	287	19	predictions	prediction	NOUN
cana-5834	287	20	,	,	PUNCT
cana-5834	287	21	potentially	potentially	ADV
cana-5834	287	22	missing	miss	VERB
cana-5834	287	23	some	some	DET
cana-5834	287	24	minority	minority	NOUN
cana-5834	287	25	class	class	NOUN
cana-5834	287	26	instances	instance	VERB
cana-5834	287	27	a	a	DET
cana-5834	287	28	significant	significant	ADJ
cana-5834	287	29	drawback	drawback	NOUN
cana-5834	287	30	for	for	ADP
cana-5834	287	31	applications	application	NOUN
cana-5834	287	32	like	like	ADP
cana-5834	287	33	medical	medical	ADJ
cana-5834	287	34	monitoring	monitoring	NOUN
cana-5834	287	35	where	where	SCONJ
cana-5834	287	36	false	false	ADJ
cana-5834	287	37	negatives	negative	NOUN
cana-5834	287	38	could	could	AUX
cana-5834	287	39	be	be	AUX
cana-5834	287	40	critical	critical	ADJ
cana-5834	287	41	.	.	PUNCT
cana-5834	288	1	the	the	DET
cana-5834	288	2	results	result	NOUN
cana-5834	288	3	demonstrate	demonstrate	VERB
cana-5834	288	4	that	that	SCONJ
cana-5834	288	5	while	while	SCONJ
cana-5834	288	6	all	all	DET
cana-5834	288	7	algorithms	algorithm	NOUN
cana-5834	288	8	benefit	benefit	VERB
cana-5834	288	9	from	from	ADP
cana-5834	288	10	balanced	balanced	ADJ
cana-5834	288	11	sampling	sampling	NOUN
cana-5834	288	12	,	,	PUNCT
cana-5834	288	13	their	their	PRON
cana-5834	288	14	ability	ability	NOUN
cana-5834	288	15	to	to	PART
cana-5834	288	16	leverage	leverage	VERB
cana-5834	288	17	small	small	ADJ
cana-5834	288	18	samples	sample	NOUN
cana-5834	288	19	varies	vary	VERB
cana-5834	288	20	significantly	significantly	ADV
cana-5834	288	21	.	.	PUNCT
cana-5834	289	1	lightgbm	lightgbm	PROPN
cana-5834	289	2	's	's	PART
cana-5834	289	3	superior	superior	ADJ
cana-5834	289	4	performance	performance	NOUN
cana-5834	289	5	in	in	ADP
cana-5834	289	6	this	this	DET
cana-5834	289	7	constrained	constrain	VERB
cana-5834	289	8	environment	environment	NOUN
cana-5834	289	9	highlights	highlight	VERB
cana-5834	289	10	its	its	PRON
cana-5834	289	11	advantages	advantage	NOUN
cana-5834	289	12	for	for	ADP
cana-5834	289	13	embedded	embed	VERB
cana-5834	289	14	har	har	NOUN
cana-5834	289	15	systems	system	NOUN
cana-5834	289	16	where	where	SCONJ
cana-5834	289	17	data	data	NOUN
cana-5834	289	18	collection	collection	NOUN
cana-5834	289	19	may	may	AUX
cana-5834	289	20	be	be	AUX
cana-5834	289	21	limited	limit	VERB
cana-5834	289	22	.	.	PUNCT
cana-5834	290	1	the	the	DET
cana-5834	290	2	study	study	NOUN
cana-5834	290	3	also	also	ADV
cana-5834	290	4	reveals	reveal	VERB
cana-5834	290	5	that	that	SCONJ
cana-5834	290	6	balanced	balanced	ADJ
cana-5834	290	7	sampling	sampling	NOUN
cana-5834	290	8	alone	alone	ADV
cana-5834	290	9	can	can	AUX
cana-5834	290	10	not	not	PART
cana-5834	290	11	compensate	compensate	VERB
cana-5834	290	12	for	for	ADP
cana-5834	290	13	fundamental	fundamental	ADJ
cana-5834	290	14	algorithmic	algorithmic	ADJ
cana-5834	290	15	differences	difference	NOUN
cana-5834	290	16	in	in	ADP
cana-5834	290	17	handling	handle	VERB
cana-5834	290	18	small	small	ADJ
cana-5834	290	19	datasets	dataset	NOUN
cana-5834	290	20	,	,	PUNCT
cana-5834	290	21	emphasizing	emphasize	VERB
cana-5834	290	22	the	the	DET
cana-5834	290	23	need	need	NOUN
cana-5834	290	24	for	for	ADP
cana-5834	290	25	careful	careful	ADJ
cana-5834	290	26	algorithm	algorithm	NOUN
cana-5834	290	27	selection	selection	NOUN
cana-5834	290	28	in	in	ADP
cana-5834	290	29	resource	resource	NOUN
cana-5834	290	30	-	-	PUNCT
cana-5834	290	31	constrained	constrain	VERB
cana-5834	290	32	deployment	deployment	NOUN
cana-5834	290	33	scenarios	scenario	NOUN
cana-5834	290	34	.	.	PUNCT
cana-5834	291	1	future	future	ADJ
cana-5834	291	2	work	work	NOUN
cana-5834	291	3	could	could	AUX
cana-5834	291	4	explore	explore	VERB
cana-5834	291	5	hybrid	hybrid	ADJ
cana-5834	291	6	approaches	approach	NOUN
cana-5834	291	7	combining	combine	VERB
cana-5834	291	8	these	these	DET
cana-5834	291	9	algorithms	algorithm	NOUN
cana-5834	291	10	'	'	PART
cana-5834	291	11	strengths	strength	NOUN
cana-5834	291	12	for	for	ADP
cana-5834	291	13	optimized	optimize	VERB
cana-5834	291	14	small	small	ADJ
cana-5834	291	15	-	-	PUNCT
cana-5834	291	16	sample	sample	NOUN
cana-5834	291	17	har	har	NOUN
cana-5834	291	18	performance	performance	NOUN
cana-5834	291	19	.	.	PUNCT
cana-5834	292	1	with	with	SCONJ
cana-5834	292	2	annova	annova	PROPN
cana-5834	292	3	cat	cat	NOUN
cana-5834	292	4	boostmodel	boostmodel	PROPN
cana-5834	292	5	to	to	PART
cana-5834	292	6	address	address	VERB
cana-5834	292	7	the	the	DET
cana-5834	292	8	challenge	challenge	NOUN
cana-5834	292	9	of	of	ADP
cana-5834	292	10	optimizing	optimize	VERB
cana-5834	292	11	catboost	catboost	NOUN
cana-5834	292	12	's	's	PART
cana-5834	292	13	accuracy	accuracy	NOUN
cana-5834	292	14	for	for	ADP
cana-5834	292	15	human	human	ADJ
cana-5834	292	16	activity	activity	NOUN
cana-5834	292	17	recognition	recognition	NOUN
cana-5834	292	18	(	(	PUNCT
cana-5834	292	19	har	har	PROPN
cana-5834	292	20	)	)	PUNCT
cana-5834	292	21	,	,	PUNCT
cana-5834	292	22	we	we	PRON
cana-5834	292	23	implemented	implement	VERB
cana-5834	292	24	a	a	DET
cana-5834	292	25	comprehensive	comprehensive	ADJ
cana-5834	292	26	pipeline	pipeline	NOUN
cana-5834	292	27	combining	combine	VERB
cana-5834	292	28	anova	anova	PROPN
cana-5834	292	29	-	-	PUNCT
cana-5834	292	30	based	base	VERB
cana-5834	292	31	feature	feature	NOUN
cana-5834	292	32	communications	communication	NOUN
cana-5834	292	33	on	on	ADP
cana-5834	292	34	applied	apply	VERB
cana-5834	292	35	nonlinear	nonlinear	ADJ
cana-5834	292	36	analysis	analysis	NOUN
cana-5834	292	37	issn	issn	NOUN
cana-5834	292	38	:	:	PUNCT
cana-5834	292	39	1074	1074	NUM
cana-5834	292	40	-	-	PUNCT
cana-5834	292	41	133x	133x	NUM
cana-5834	292	42	vol	vol	VERB
cana-5834	292	43	32	32	NUM
cana-5834	292	44	no	no	NOUN
cana-5834	292	45	.	.	PUNCT
cana-5834	293	1	10s	10	NOUN
cana-5834	293	2	(	(	PUNCT
cana-5834	293	3	2025	2025	NUM
cana-5834	293	4	)	)	PUNCT
cana-5834	293	5	2983	2983	NUM
cana-5834	293	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	293	7	selection	selection	NOUN
cana-5834	293	8	with	with	ADP
cana-5834	293	9	advanced	advanced	ADJ
cana-5834	293	10	sampling	sampling	NOUN
cana-5834	293	11	techniques	technique	NOUN
cana-5834	293	12	.	.	PUNCT
cana-5834	294	1	starting	start	VERB
cana-5834	294	2	with	with	ADP
cana-5834	294	3	a	a	DET
cana-5834	294	4	balanced	balanced	ADJ
cana-5834	294	5	21k	21k	NOUN
cana-5834	294	6	dataset	dataset	VERB
cana-5834	294	7	,	,	PUNCT
cana-5834	294	8	we	we	PRON
cana-5834	294	9	first	first	ADV
cana-5834	294	10	applied	apply	VERB
cana-5834	294	11	smote	smote	NOUN
cana-5834	294	12	oversampling	oversample	VERB
cana-5834	294	13	to	to	PART
cana-5834	294	14	generate	generate	VERB
cana-5834	294	15	an	an	DET
cana-5834	294	16	enriched	enriched	ADJ
cana-5834	294	17	84k	84k	NOUN
cana-5834	294	18	dataset	dataset	NOUN
cana-5834	294	19	,	,	PUNCT
cana-5834	294	20	ensuring	ensure	VERB
cana-5834	294	21	robust	robust	ADJ
cana-5834	294	22	representation	representation	NOUN
cana-5834	294	23	of	of	ADP
cana-5834	294	24	minority	minority	NOUN
cana-5834	294	25	classes	class	NOUN
cana-5834	294	26	.	.	PUNCT
cana-5834	295	1	this	this	PRON
cana-5834	295	2	was	be	AUX
cana-5834	295	3	followed	follow	VERB
cana-5834	295	4	by	by	ADP
cana-5834	295	5	strategic	strategic	ADJ
cana-5834	295	6	feature	feature	NOUN
cana-5834	295	7	engineering	engineering	NOUN
cana-5834	295	8	,	,	PUNCT
cana-5834	295	9	including	include	VERB
cana-5834	295	10	label	label	NOUN
cana-5834	295	11	frequency	frequency	NOUN
cana-5834	295	12	encoding	encoding	NOUN
cana-5834	295	13	to	to	PART
cana-5834	295	14	capture	capture	VERB
cana-5834	295	15	class	class	NOUN
cana-5834	295	16	distribution	distribution	NOUN
cana-5834	295	17	patterns	pattern	NOUN
cana-5834	295	18	,	,	PUNCT
cana-5834	295	19	row	row	NOUN
cana-5834	295	20	-	-	PUNCT
cana-5834	295	21	level	level	NOUN
cana-5834	295	22	statistical	statistical	ADJ
cana-5834	295	23	features	feature	NOUN
cana-5834	295	24	(	(	PUNCT
cana-5834	295	25	sum	sum	NOUN
cana-5834	295	26	,	,	PUNCT
cana-5834	295	27	mean	mean	VERB
cana-5834	295	28	,	,	PUNCT
cana-5834	295	29	std	std	PROPN
cana-5834	295	30	,	,	PUNCT
cana-5834	295	31	max	max	PROPN
cana-5834	295	32	,	,	PUNCT
cana-5834	295	33	min	min	PROPN
cana-5834	295	34	)	)	PUNCT
cana-5834	295	35	to	to	PART
cana-5834	295	36	highlight	highlight	VERB
cana-5834	295	37	activity	activity	NOUN
cana-5834	295	38	-	-	PUNCT
cana-5834	295	39	specific	specific	ADJ
cana-5834	295	40	sensor	sensor	NOUN
cana-5834	295	41	trends	trend	NOUN
cana-5834	295	42	,	,	PUNCT
cana-5834	295	43	and	and	CCONJ
cana-5834	295	44	label	label	NOUN
cana-5834	295	45	-	-	PUNCT
cana-5834	295	46	wise	wise	ADJ
cana-5834	295	47	mean	mean	NOUN
cana-5834	295	48	features	feature	NOUN
cana-5834	295	49	to	to	PART
cana-5834	295	50	embed	embed	VERB
cana-5834	295	51	class	class	NOUN
cana-5834	295	52	characteristics	characteristic	NOUN
cana-5834	295	53	directly	directly	ADV
cana-5834	295	54	into	into	ADP
cana-5834	295	55	the	the	DET
cana-5834	295	56	input	input	NOUN
cana-5834	295	57	space	space	NOUN
cana-5834	295	58	.	.	PUNCT
cana-5834	296	1	the	the	DET
cana-5834	296	2	dataset	dataset	NOUN
cana-5834	296	3	was	be	AUX
cana-5834	296	4	then	then	ADV
cana-5834	296	5	split	split	VERB
cana-5834	296	6	into	into	ADP
cana-5834	296	7	training	training	NOUN
cana-5834	296	8	and	and	CCONJ
cana-5834	296	9	testing	testing	NOUN
cana-5834	296	10	sets	set	NOUN
cana-5834	296	11	(	(	PUNCT
cana-5834	296	12	80	80	NUM
cana-5834	296	13	-	-	SYM
cana-5834	296	14	20	20	NUM
cana-5834	296	15	)	)	PUNCT
cana-5834	296	16	while	while	SCONJ
cana-5834	296	17	preserving	preserve	VERB
cana-5834	296	18	stratification	stratification	NOUN
cana-5834	296	19	to	to	PART
cana-5834	296	20	maintain	maintain	VERB
cana-5834	296	21	class	class	NOUN
cana-5834	296	22	balance	balance	NOUN
cana-5834	296	23	.	.	PUNCT
cana-5834	297	1	catboost	catboost	PROPN
cana-5834	297	2	was	be	AUX
cana-5834	297	3	trained	train	VERB
cana-5834	297	4	natively	natively	ADV
cana-5834	297	5	on	on	ADP
cana-5834	297	6	string	string	NOUN
cana-5834	297	7	labels	label	NOUN
cana-5834	297	8	,	,	PUNCT
cana-5834	297	9	leveraging	leverage	VERB
cana-5834	297	10	its	its	PRON
cana-5834	297	11	superior	superior	ADJ
cana-5834	297	12	handling	handling	NOUN
cana-5834	297	13	of	of	ADP
cana-5834	297	14	categorical	categorical	ADJ
cana-5834	297	15	data	datum	NOUN
cana-5834	297	16	and	and	CCONJ
cana-5834	297	17	gradient	gradient	ADJ
cana-5834	297	18	boosting	boost	VERB
cana-5834	297	19	framework	framework	NOUN
cana-5834	297	20	.	.	PUNCT
cana-5834	298	1	the	the	DET
cana-5834	298	2	resulting	result	VERB
cana-5834	298	3	confusion	confusion	NOUN
cana-5834	298	4	matrix	matrix	NOUN
cana-5834	298	5	provided	provide	VERB
cana-5834	298	6	a	a	DET
cana-5834	298	7	clear	clear	ADJ
cana-5834	298	8	visual	visual	ADJ
cana-5834	298	9	breakdown	breakdown	NOUN
cana-5834	298	10	of	of	ADP
cana-5834	298	11	performance	performance	NOUN
cana-5834	298	12	,	,	PUNCT
cana-5834	298	13	with	with	ADP
cana-5834	298	14	diagonal	diagonal	ADJ
cana-5834	298	15	elements	element	NOUN
cana-5834	298	16	(	(	PUNCT
cana-5834	298	17	e.g.	e.g.	ADV
cana-5834	298	18	,	,	PUNCT
cana-5834	298	19	600	600	NUM
cana-5834	298	20	for	for	ADP
cana-5834	298	21	class	class	NOUN
cana-5834	298	22	1	1	NUM
cana-5834	298	23	)	)	PUNCT
cana-5834	298	24	indicating	indicate	VERB
cana-5834	298	25	correct	correct	ADJ
cana-5834	298	26	predictions	prediction	NOUN
cana-5834	298	27	and	and	CCONJ
cana-5834	298	28	off	off	ADP
cana-5834	298	29	-	-	PUNCT
cana-5834	298	30	diagonal	diagonal	ADJ
cana-5834	298	31	elements	element	NOUN
cana-5834	298	32	(	(	PUNCT
cana-5834	298	33	e.g.	e.g.	ADV
cana-5834	298	34	,	,	PUNCT
cana-5834	298	35	3	3	NUM
cana-5834	298	36	class	class	NOUN
cana-5834	298	37	1	1	NUM
cana-5834	298	38	samples	sample	NOUN
cana-5834	298	39	misclassified	misclassifie	VERB
cana-5834	298	40	as	as	ADP
cana-5834	298	41	class	class	NOUN
cana-5834	298	42	2	2	NUM
cana-5834	298	43	)	)	PUNCT
cana-5834	298	44	revealing	reveal	VERB
cana-5834	298	45	challenging	challenging	ADJ
cana-5834	298	46	activity	activity	NOUN
cana-5834	298	47	pairs	pair	NOUN
cana-5834	298	48	.	.	PUNCT
cana-5834	299	1	key	key	ADJ
cana-5834	299	2	metrics	metric	NOUN
cana-5834	299	3	like	like	ADP
cana-5834	299	4	accuracy	accuracy	NOUN
cana-5834	299	5	(	(	PUNCT
cana-5834	299	6	100	100	NUM
cana-5834	299	7	%	%	NOUN
cana-5834	299	8	)	)	PUNCT
cana-5834	299	9	,	,	PUNCT
cana-5834	299	10	precision	precision	NOUN
cana-5834	299	11	,	,	PUNCT
cana-5834	299	12	recall	recall	NOUN
cana-5834	299	13	,	,	PUNCT
cana-5834	299	14	and	and	CCONJ
cana-5834	299	15	f1	f1	NOUN
cana-5834	299	16	-	-	PUNCT
cana-5834	299	17	score	score	NOUN
cana-5834	299	18	(	(	PUNCT
cana-5834	299	19	all	all	PRON
cana-5834	299	20	>	>	NOUN
cana-5834	299	21	0.90	0.90	NUM
cana-5834	299	22	)	)	PUNCT
cana-5834	299	23	demonstrated	demonstrate	VERB
cana-5834	299	24	the	the	DET
cana-5834	299	25	method	method	NOUN
cana-5834	299	26	's	's	PART
cana-5834	299	27	efficacy	efficacy	NOUN
cana-5834	299	28	,	,	PUNCT
cana-5834	299	29	with	with	ADP
cana-5834	299	30	anova	anova	PROPN
cana-5834	299	31	ensuring	ensure	VERB
cana-5834	299	32	optimal	optimal	ADJ
cana-5834	299	33	feature	feature	NOUN
cana-5834	299	34	selection	selection	NOUN
cana-5834	299	35	and	and	CCONJ
cana-5834	299	36	smote	smote	ADJ
cana-5834	299	37	mitigating	mitigating	NOUN
cana-5834	299	38	class	class	NOUN
cana-5834	299	39	imbalance	imbalance	NOUN
cana-5834	299	40	as	as	SCONJ
cana-5834	299	41	mentioned	mention	VERB
cana-5834	299	42	in	in	ADP
cana-5834	299	43	figure	figure	NOUN
cana-5834	299	44	7a)c	7a)c	NUM
cana-5834	299	45	)	)	PUNCT
cana-5834	299	46	.	.	PUNCT
cana-5834	300	1	figure	figure	VERB
cana-5834	300	2	7	7	NUM
cana-5834	300	3	:	:	PUNCT
cana-5834	300	4	representing	represent	VERB
cana-5834	300	5	the	the	DET
cana-5834	300	6	overall	overall	ADJ
cana-5834	300	7	confusion	confusion	NOUN
cana-5834	300	8	matrix	matrix	NOUN
cana-5834	300	9	for	for	ADP
cana-5834	300	10	improved	improved	ADJ
cana-5834	300	11	version	version	NOUN
cana-5834	300	12	of	of	ADP
cana-5834	300	13	the	the	DET
cana-5834	300	14	proposed	propose	VERB
cana-5834	300	15	method	method	NOUN
cana-5834	300	16	(	(	PUNCT
cana-5834	300	17	catboost+anova	catboost+anova	PROPN
cana-5834	300	18	)	)	PUNCT
cana-5834	300	19	mentioned	mention	VERB
cana-5834	300	20	with	with	ADP
cana-5834	300	21	balanced	balanced	ADJ
cana-5834	300	22	dataset	dataset	NOUN
cana-5834	300	23	labels	label	NOUN
cana-5834	300	24	communications	communication	NOUN
cana-5834	300	25	on	on	ADP
cana-5834	300	26	applied	apply	VERB
cana-5834	300	27	nonlinear	nonlinear	ADJ
cana-5834	300	28	analysis	analysis	NOUN
cana-5834	300	29	issn	issn	NOUN
cana-5834	300	30	:	:	PUNCT
cana-5834	300	31	1074	1074	NUM
cana-5834	300	32	-	-	PUNCT
cana-5834	300	33	133x	133x	NUM
cana-5834	300	34	vol	vol	VERB
cana-5834	300	35	32	32	NUM
cana-5834	300	36	no	no	NOUN
cana-5834	300	37	.	.	PUNCT
cana-5834	301	1	10s	10	NOUN
cana-5834	301	2	(	(	PUNCT
cana-5834	301	3	2025	2025	NUM
cana-5834	301	4	)	)	PUNCT
cana-5834	301	5	2984	2984	NUM
cana-5834	301	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	302	1	the	the	DET
cana-5834	302	2	confusion	confusion	NOUN
cana-5834	302	3	matrix	matrix	NOUN
cana-5834	302	4	served	serve	VERB
cana-5834	302	5	as	as	ADP
cana-5834	302	6	a	a	DET
cana-5834	302	7	critical	critical	ADJ
cana-5834	302	8	diagnostic	diagnostic	ADJ
cana-5834	302	9	tool	tool	NOUN
cana-5834	302	10	,	,	PUNCT
cana-5834	302	11	where	where	SCONJ
cana-5834	302	12	rows	row	NOUN
cana-5834	302	13	represented	represent	VERB
cana-5834	302	14	actual	actual	ADJ
cana-5834	302	15	activity	activity	NOUN
cana-5834	302	16	labels	label	NOUN
cana-5834	302	17	and	and	CCONJ
cana-5834	302	18	columns	column	NOUN
cana-5834	302	19	represented	represent	VERB
cana-5834	302	20	predicted	predict	VERB
cana-5834	302	21	labels	label	NOUN
cana-5834	302	22	.	.	PUNCT
cana-5834	303	1	high	high	ADJ
cana-5834	303	2	diagonal	diagonal	ADJ
cana-5834	303	3	values	value	NOUN
cana-5834	303	4	confirmed	confirm	VERB
cana-5834	303	5	accurate	accurate	ADJ
cana-5834	303	6	classifications	classification	NOUN
cana-5834	303	7	,	,	PUNCT
cana-5834	303	8	while	while	SCONJ
cana-5834	303	9	off	off	ADP
cana-5834	303	10	-	-	PUNCT
cana-5834	303	11	diagonal	diagonal	ADJ
cana-5834	303	12	misclassifications	misclassification	NOUN
cana-5834	303	13	identified	identify	VERB
cana-5834	303	14	specific	specific	ADJ
cana-5834	303	15	activity	activity	NOUN
cana-5834	303	16	pairs	pair	NOUN
cana-5834	303	17	needing	need	VERB
cana-5834	303	18	refinement	refinement	NOUN
cana-5834	303	19	(	(	PUNCT
cana-5834	303	20	e.g.	e.g.	ADV
cana-5834	303	21	,	,	PUNCT
cana-5834	303	22	stairs	stair	NOUN
cana-5834	303	23	ascent	ascent	VERB
cana-5834	303	24	vs.	vs.	ADP
cana-5834	303	25	descent	descent	NOUN
cana-5834	303	26	)	)	PUNCT
cana-5834	303	27	.	.	PUNCT
cana-5834	304	1	the	the	DET
cana-5834	304	2	matrix	matrix	NOUN
cana-5834	304	3	in	in	ADP
cana-5834	304	4	figure	figure	NOUN
cana-5834	304	5	7	7	NUM
cana-5834	304	6	a))-c	a))-c	NOUN
cana-5834	304	7	)	)	PUNCT
cana-5834	304	8	)	)	PUNCT
cana-5834	304	9	highlights	highlight	VERB
cana-5834	304	10	the	the	DET
cana-5834	304	11	success	success	NOUN
cana-5834	304	12	of	of	ADP
cana-5834	304	13	under	under	ADV
cana-5834	304	14	-	-	PUNCT
cana-5834	304	15	sampling	sample	VERB
cana-5834	304	16	and	and	CCONJ
cana-5834	304	17	oversampling	oversampling	ADJ
cana-5834	304	18	,	,	PUNCT
cana-5834	304	19	as	as	SCONJ
cana-5834	304	20	activities	activity	NOUN
cana-5834	304	21	like	like	ADP
cana-5834	304	22	"	"	PUNCT
cana-5834	304	23	stairs	stair	NOUN
cana-5834	304	24	descending	descend	VERB
cana-5834	304	25	"	"	PUNCT
cana-5834	304	26	showed	show	VERB
cana-5834	304	27	zero	zero	NUM
cana-5834	304	28	errors	error	NOUN
cana-5834	304	29	.	.	PUNCT
cana-5834	305	1	this	this	DET
cana-5834	305	2	hybrid	hybrid	ADJ
cana-5834	305	3	approach	approach	NOUN
cana-5834	305	4	—	—	PUNCT
cana-5834	305	5	combining	combine	VERB
cana-5834	305	6	data	datum	NOUN
cana-5834	305	7	augmentation	augmentation	NOUN
cana-5834	305	8	(	(	PUNCT
cana-5834	305	9	smote	smote	NOUN
cana-5834	305	10	)	)	PUNCT
cana-5834	305	11	,	,	PUNCT
cana-5834	305	12	feature	feature	NOUN
cana-5834	305	13	engineering	engineering	NOUN
cana-5834	305	14	,	,	PUNCT
cana-5834	305	15	and	and	CCONJ
cana-5834	305	16	anova	anova	PROPN
cana-5834	305	17	-	-	PUNCT
cana-5834	305	18	optimized	optimize	VERB
cana-5834	305	19	catboost	catboost	NOUN
cana-5834	305	20	—	—	PUNCT
cana-5834	305	21	proved	prove	VERB
cana-5834	305	22	highly	highly	ADV
cana-5834	305	23	effective	effective	ADJ
cana-5834	305	24	for	for	ADP
cana-5834	305	25	har	har	NOUN
cana-5834	305	26	,	,	PUNCT
cana-5834	305	27	balancing	balance	VERB
cana-5834	305	28	data	datum	NOUN
cana-5834	305	29	quality	quality	NOUN
cana-5834	305	30	,	,	PUNCT
cana-5834	305	31	quantity	quantity	NOUN
cana-5834	305	32	,	,	PUNCT
cana-5834	305	33	and	and	CCONJ
cana-5834	305	34	model	model	NOUN
cana-5834	305	35	performance	performance	NOUN
cana-5834	305	36	.	.	PUNCT
cana-5834	306	1	similarly	similarly	ADV
cana-5834	306	2	we	we	PRON
cana-5834	306	3	have	have	AUX
cana-5834	306	4	addressed	address	VERB
cana-5834	306	5	test	test	NOUN
cana-5834	306	6	cases	case	NOUN
cana-5834	306	7	of	of	ADP
cana-5834	306	8	the	the	DET
cana-5834	306	9	data	datum	NOUN
cana-5834	306	10	with	with	ADP
cana-5834	306	11	different	different	ADJ
cana-5834	306	12	sample	sample	NOUN
cana-5834	306	13	size	size	NOUN
cana-5834	306	14	indicating	indicate	VERB
cana-5834	306	15	the	the	DET
cana-5834	306	16	both	both	DET
cana-5834	306	17	21k	21k	NOUN
cana-5834	306	18	as	as	ADP
cana-5834	306	19	under	under	ADP
cana-5834	306	20	sampling	sample	VERB
cana-5834	306	21	case	case	NOUN
cana-5834	306	22	and	and	CCONJ
cana-5834	306	23	84k	84k	NOUN
cana-5834	306	24	with	with	ADP
cana-5834	306	25	oversampling	oversample	VERB
cana-5834	306	26	case	case	NOUN
cana-5834	306	27	with	with	ADP
cana-5834	306	28	impeccable	impeccable	ADJ
cana-5834	306	29	performance	performance	NOUN
cana-5834	306	30	of	of	ADP
cana-5834	306	31	99.99	99.99	NUM
cana-5834	306	32	%	%	NOUN
cana-5834	306	33	with	with	ADP
cana-5834	306	34	least	least	ADJ
cana-5834	306	35	error	error	NOUN
cana-5834	306	36	of	of	ADP
cana-5834	306	37	0.000001	0.000001	NUM
cana-5834	306	38	.	.	PUNCT
cana-5834	307	1	the	the	DET
cana-5834	307	2	pipeline	pipeline	NOUN
cana-5834	307	3	not	not	PART
cana-5834	307	4	only	only	ADV
cana-5834	307	5	achieved	achieve	VERB
cana-5834	307	6	high	high	ADJ
cana-5834	307	7	accuracy	accuracy	NOUN
cana-5834	307	8	but	but	CCONJ
cana-5834	307	9	also	also	ADV
cana-5834	307	10	maintained	maintain	VERB
cana-5834	307	11	interpretability	interpretability	NOUN
cana-5834	307	12	,	,	PUNCT
cana-5834	307	13	enabling	enable	VERB
cana-5834	307	14	targeted	target	VERB
cana-5834	307	15	improvements	improvement	NOUN
cana-5834	307	16	for	for	ADP
cana-5834	307	17	challenging	challenge	VERB
cana-5834	307	18	activity	activity	NOUN
cana-5834	307	19	pairs	pair	NOUN
cana-5834	307	20	.	.	PUNCT
cana-5834	308	1	this	this	DET
cana-5834	308	2	method	method	NOUN
cana-5834	308	3	is	be	AUX
cana-5834	308	4	particularly	particularly	ADV
cana-5834	308	5	valuable	valuable	ADJ
cana-5834	308	6	for	for	ADP
cana-5834	308	7	edgedevice	edgedevice	NOUN
cana-5834	308	8	deployment	deployment	NOUN
cana-5834	308	9	,	,	PUNCT
cana-5834	308	10	where	where	SCONJ
cana-5834	308	11	limited	limited	ADJ
cana-5834	308	12	data	datum	NOUN
cana-5834	308	13	and	and	CCONJ
cana-5834	308	14	class	class	NOUN
cana-5834	308	15	imbalance	imbalance	NOUN
cana-5834	308	16	are	be	AUX
cana-5834	308	17	common	common	ADJ
cana-5834	308	18	challenges	challenge	NOUN
cana-5834	308	19	,	,	PUNCT
cana-5834	308	20	ensuring	ensure	VERB
cana-5834	308	21	reliable	reliable	ADJ
cana-5834	308	22	activity	activity	NOUN
cana-5834	308	23	recognition	recognition	NOUN
cana-5834	308	24	across	across	ADP
cana-5834	308	25	all	all	DET
cana-5834	308	26	classes	class	NOUN
cana-5834	308	27	.	.	PUNCT
cana-5834	309	1	achievements	achievement	NOUN
cana-5834	309	2	1	1	NUM
cana-5834	309	3	.	.	PUNCT
cana-5834	309	4	enhanced	enhance	VERB
cana-5834	309	5	performance	performance	NOUN
cana-5834	309	6	through	through	ADP
cana-5834	309	7	balanced	balanced	ADJ
cana-5834	309	8	sampling	sampling	NOUN
cana-5834	309	9	and	and	CCONJ
cana-5834	309	10	feature	feature	NOUN
cana-5834	309	11	engineering	engineering	NOUN
cana-5834	309	12	:	:	PUNCT
cana-5834	309	13	the	the	DET
cana-5834	309	14	study	study	NOUN
cana-5834	309	15	demonstrated	demonstrate	VERB
cana-5834	309	16	that	that	SCONJ
cana-5834	309	17	strategic	strategic	ADJ
cana-5834	309	18	sampling	sampling	NOUN
cana-5834	309	19	techniques	technique	NOUN
cana-5834	309	20	(	(	PUNCT
cana-5834	309	21	smote	smote	ADJ
cana-5834	309	22	,	,	PUNCT
cana-5834	309	23	under	under	ADP
cana-5834	309	24	/	/	SYM
cana-5834	309	25	oversampling	oversampling	NOUN
cana-5834	309	26	)	)	PUNCT
cana-5834	309	27	and	and	CCONJ
cana-5834	309	28	feature	feature	NOUN
cana-5834	309	29	engineering	engineering	NOUN
cana-5834	309	30	(	(	PUNCT
cana-5834	309	31	statistical	statistical	ADJ
cana-5834	309	32	metrics	metric	NOUN
cana-5834	309	33	,	,	PUNCT
cana-5834	309	34	label	label	NOUN
cana-5834	309	35	encoding	encoding	NOUN
cana-5834	309	36	)	)	PUNCT
cana-5834	309	37	significantly	significantly	ADV
cana-5834	309	38	improved	improve	VERB
cana-5834	309	39	model	model	NOUN
cana-5834	309	40	accuracy	accuracy	NOUN
cana-5834	309	41	.	.	PUNCT
cana-5834	310	1	by	by	ADP
cana-5834	310	2	balancing	balance	VERB
cana-5834	310	3	the	the	DET
cana-5834	310	4	dataset	dataset	NOUN
cana-5834	310	5	(	(	PUNCT
cana-5834	310	6	21k	21k	NOUN
cana-5834	310	7	under	under	ADP
cana-5834	310	8	sampled	sample	VERB
cana-5834	310	9	and	and	CCONJ
cana-5834	310	10	84k	84k	NOUN
cana-5834	310	11	oversampled	oversample	VERB
cana-5834	310	12	cases	case	NOUN
cana-5834	310	13	)	)	PUNCT
cana-5834	310	14	,	,	PUNCT
cana-5834	310	15	we	we	PRON
cana-5834	310	16	mitigated	mitigate	VERB
cana-5834	310	17	class	class	NOUN
cana-5834	310	18	imbalance	imbalance	NOUN
cana-5834	310	19	issues	issue	NOUN
cana-5834	310	20	,	,	PUNCT
cana-5834	310	21	enabling	enable	VERB
cana-5834	310	22	catboost	catboost	NOUN
cana-5834	310	23	to	to	PART
cana-5834	310	24	achieve	achieve	VERB
cana-5834	310	25	99.99	99.99	NUM
cana-5834	310	26	%	%	NOUN
cana-5834	310	27	accuracy	accuracy	NOUN
cana-5834	310	28	with	with	ADP
cana-5834	310	29	near	near	ADV
cana-5834	310	30	-	-	PUNCT
cana-5834	310	31	zero	zero	NUM
cana-5834	310	32	error	error	NOUN
cana-5834	310	33	rates	rate	NOUN
cana-5834	310	34	.	.	PUNCT
cana-5834	311	1	the	the	DET
cana-5834	311	2	anova	anova	PROPN
cana-5834	311	3	-	-	PUNCT
cana-5834	311	4	based	base	VERB
cana-5834	311	5	feature	feature	NOUN
cana-5834	311	6	selection	selection	NOUN
cana-5834	311	7	further	far	ADV
cana-5834	311	8	optimized	optimize	VERB
cana-5834	311	9	performance	performance	NOUN
cana-5834	311	10	by	by	ADP
cana-5834	311	11	retaining	retain	VERB
cana-5834	311	12	only	only	ADV
cana-5834	311	13	statistically	statistically	ADV
cana-5834	311	14	significant	significant	ADJ
cana-5834	311	15	sensor	sensor	NOUN
cana-5834	311	16	features	feature	NOUN
cana-5834	311	17	,	,	PUNCT
cana-5834	311	18	reducing	reduce	VERB
cana-5834	311	19	noise	noise	NOUN
cana-5834	311	20	and	and	CCONJ
cana-5834	311	21	computational	computational	ADJ
cana-5834	311	22	overhead	overhead	NOUN
cana-5834	311	23	.	.	PUNCT
cana-5834	312	1	2	2	X
cana-5834	312	2	.	.	X
cana-5834	312	3	superior	superior	ADJ
cana-5834	312	4	algorithm	algorithm	NOUN
cana-5834	312	5	selection	selection	NOUN
cana-5834	312	6	for	for	ADP
cana-5834	312	7	minority	minority	NOUN
cana-5834	312	8	-	-	PUNCT
cana-5834	312	9	class	class	NOUN
cana-5834	312	10	recognition	recognition	NOUN
cana-5834	312	11	:	:	PUNCT
cana-5834	312	12	comparative	comparative	ADJ
cana-5834	312	13	analysis	analysis	NOUN
cana-5834	312	14	revealed	reveal	VERB
cana-5834	312	15	lightgbm	lightgbm	ADJ
cana-5834	312	16	and	and	CCONJ
cana-5834	312	17	catboost	catboost	VERB
cana-5834	312	18	as	as	ADP
cana-5834	312	19	the	the	DET
cana-5834	312	20	top	top	ADJ
cana-5834	312	21	performers	performer	NOUN
cana-5834	312	22	,	,	PUNCT
cana-5834	312	23	excelling	excel	VERB
cana-5834	312	24	in	in	ADP
cana-5834	312	25	both	both	CCONJ
cana-5834	312	26	balanced	balanced	ADJ
cana-5834	312	27	and	and	CCONJ
cana-5834	312	28	imbalanced	imbalanced	ADJ
cana-5834	312	29	scenarios	scenario	NOUN
cana-5834	312	30	.	.	PUNCT
cana-5834	313	1	lightgbm	lightgbm	PROPN
cana-5834	313	2	’s	’s	PART
cana-5834	313	3	histogram	histogram	NOUN
cana-5834	313	4	-	-	PUNCT
cana-5834	313	5	based	base	VERB
cana-5834	313	6	approach	approach	NOUN
cana-5834	313	7	and	and	CCONJ
cana-5834	313	8	catboost	catboost	PROPN
cana-5834	313	9	’s	’s	PROPN
cana-5834	313	10	native	native	ADJ
cana-5834	313	11	categorical	categorical	ADJ
cana-5834	313	12	handling	handling	NOUN
cana-5834	313	13	proved	prove	VERB
cana-5834	313	14	critical	critical	ADJ
cana-5834	313	15	for	for	ADP
cana-5834	313	16	real	real	ADJ
cana-5834	313	17	-	-	PUNCT
cana-5834	313	18	time	time	NOUN
cana-5834	313	19	har	har	NOUN
cana-5834	313	20	applications	application	NOUN
cana-5834	313	21	,	,	PUNCT
cana-5834	313	22	especially	especially	ADV
cana-5834	313	23	for	for	ADP
cana-5834	313	24	rare	rare	ADJ
cana-5834	313	25	activities	activity	NOUN
cana-5834	313	26	like	like	ADP
cana-5834	313	27	stair	stair	NOUN
cana-5834	313	28	climbing	climbing	NOUN
cana-5834	313	29	.	.	PUNCT
cana-5834	314	1	adaboost	adaboost	PROPN
cana-5834	314	2	’s	’s	PART
cana-5834	314	3	limitations	limitation	NOUN
cana-5834	314	4	in	in	ADP
cana-5834	314	5	small	small	ADJ
cana-5834	314	6	-	-	PUNCT
cana-5834	314	7	sample	sample	NOUN
cana-5834	314	8	settings	setting	NOUN
cana-5834	314	9	underscored	underscore	VERB
cana-5834	314	10	the	the	DET
cana-5834	314	11	importance	importance	NOUN
cana-5834	314	12	of	of	ADP
cana-5834	314	13	algorithm	algorithm	NOUN
cana-5834	314	14	choice	choice	NOUN
cana-5834	314	15	,	,	PUNCT
cana-5834	314	16	with	with	ADP
cana-5834	314	17	tree	tree	NOUN
cana-5834	314	18	-	-	PUNCT
cana-5834	314	19	based	base	VERB
cana-5834	314	20	ensembles	ensemble	NOUN
cana-5834	314	21	outperforming	outperform	VERB
cana-5834	314	22	traditional	traditional	ADJ
cana-5834	314	23	boosting	boost	VERB
cana-5834	314	24	methods	method	NOUN
cana-5834	314	25	.	.	PUNCT
cana-5834	315	1	3	3	X
cana-5834	315	2	.	.	NOUN
cana-5834	315	3	robust	robust	ADJ
cana-5834	315	4	evaluation	evaluation	NOUN
cana-5834	315	5	framework	framework	NOUN
cana-5834	315	6	for	for	ADP
cana-5834	315	7	real	real	ADJ
cana-5834	315	8	-	-	PUNCT
cana-5834	315	9	world	world	NOUN
cana-5834	315	10	deployment	deployment	NOUN
cana-5834	315	11	:	:	PUNCT
cana-5834	315	12	the	the	DET
cana-5834	315	13	pipeline	pipeline	NOUN
cana-5834	315	14	incorporated	incorporate	VERB
cana-5834	315	15	stratified	stratified	ADJ
cana-5834	315	16	k	k	ADJ
cana-5834	315	17	-	-	ADJ
cana-5834	315	18	fold	fold	ADJ
cana-5834	315	19	cross	cross	ADJ
cana-5834	315	20	-	-	ADJ
cana-5834	315	21	validation	validation	ADJ
cana-5834	315	22	and	and	CCONJ
cana-5834	315	23	confusion	confusion	NOUN
cana-5834	315	24	matrix	matrix	NOUN
cana-5834	315	25	analysis	analysis	NOUN
cana-5834	315	26	,	,	PUNCT
cana-5834	315	27	ensuring	ensure	VERB
cana-5834	315	28	reliable	reliable	ADJ
cana-5834	315	29	metrics	metric	NOUN
cana-5834	315	30	(	(	PUNCT
cana-5834	315	31	precision	precision	NOUN
cana-5834	315	32	,	,	PUNCT
cana-5834	315	33	recall	recall	NOUN
cana-5834	315	34	,	,	PUNCT
cana-5834	315	35	f1	f1	NOUN
cana-5834	315	36	-	-	PUNCT
cana-5834	315	37	score	score	NOUN
cana-5834	315	38	)	)	PUNCT
cana-5834	315	39	and	and	CCONJ
cana-5834	315	40	identifying	identify	VERB
cana-5834	315	41	challenging	challenging	ADJ
cana-5834	315	42	activity	activity	NOUN
cana-5834	315	43	pairs	pair	NOUN
cana-5834	315	44	(	(	PUNCT
cana-5834	315	45	e.g.	e.g.	ADV
cana-5834	315	46	,	,	PUNCT
cana-5834	315	47	stairs	stair	NOUN
cana-5834	315	48	ascent	ascent	VERB
cana-5834	315	49	vs.	vs.	ADP
cana-5834	315	50	descent	descent	NOUN
cana-5834	315	51	)	)	PUNCT
cana-5834	315	52	.	.	PUNCT
cana-5834	316	1	this	this	DET
cana-5834	316	2	framework	framework	NOUN
cana-5834	316	3	is	be	AUX
cana-5834	316	4	adaptable	adaptable	ADJ
cana-5834	316	5	to	to	AUX
cana-5834	316	6	edge	edge	NOUN
cana-5834	316	7	devices	device	NOUN
cana-5834	316	8	,	,	PUNCT
cana-5834	316	9	where	where	SCONJ
cana-5834	316	10	limited	limited	ADJ
cana-5834	316	11	data	datum	NOUN
cana-5834	316	12	and	and	CCONJ
cana-5834	316	13	class	class	NOUN
cana-5834	316	14	imbalance	imbalance	NOUN
cana-5834	316	15	are	be	AUX
cana-5834	316	16	common	common	ADJ
cana-5834	316	17	,	,	PUNCT
cana-5834	316	18	making	make	VERB
cana-5834	316	19	it	it	PRON
cana-5834	316	20	viable	viable	ADJ
cana-5834	316	21	for	for	ADP
cana-5834	316	22	healthcare	healthcare	NOUN
cana-5834	316	23	monitoring	monitoring	NOUN
cana-5834	316	24	and	and	CCONJ
cana-5834	316	25	elderly	elderly	ADJ
cana-5834	316	26	assistive	assistive	ADJ
cana-5834	316	27	technologies	technology	NOUN
cana-5834	316	28	.	.	PUNCT
cana-5834	317	1	conclusion	conclusion	NOUN
cana-5834	317	2	this	this	DET
cana-5834	317	3	comprehensive	comprehensive	ADJ
cana-5834	317	4	study	study	NOUN
cana-5834	317	5	on	on	ADP
cana-5834	317	6	human	human	ADJ
cana-5834	317	7	activity	activity	NOUN
cana-5834	317	8	recognition	recognition	NOUN
cana-5834	317	9	(	(	PUNCT
cana-5834	317	10	har	har	NOUN
cana-5834	317	11	)	)	PUNCT
cana-5834	317	12	systems	system	NOUN
cana-5834	317	13	for	for	ADP
cana-5834	317	14	elderly	elderly	ADJ
cana-5834	317	15	monitoring	monitoring	NOUN
cana-5834	317	16	demonstrates	demonstrate	VERB
cana-5834	317	17	significant	significant	ADJ
cana-5834	317	18	advancements	advancement	NOUN
cana-5834	317	19	through	through	ADP
cana-5834	317	20	a	a	DET
cana-5834	317	21	meticulously	meticulously	ADV
cana-5834	317	22	designed	design	VERB
cana-5834	317	23	pipeline	pipeline	NOUN
cana-5834	317	24	communications	communication	NOUN
cana-5834	317	25	on	on	ADP
cana-5834	317	26	applied	apply	VERB
cana-5834	317	27	nonlinear	nonlinear	ADJ
cana-5834	317	28	analysis	analysis	NOUN
cana-5834	317	29	issn	issn	NOUN
cana-5834	317	30	:	:	PUNCT
cana-5834	317	31	1074	1074	NUM
cana-5834	317	32	-	-	PUNCT
cana-5834	317	33	133x	133x	NUM
cana-5834	317	34	vol	vol	VERB
cana-5834	317	35	32	32	NUM
cana-5834	317	36	no	no	NOUN
cana-5834	317	37	.	.	PUNCT
cana-5834	318	1	10s	10	NOUN
cana-5834	318	2	(	(	PUNCT
cana-5834	318	3	2025	2025	NUM
cana-5834	318	4	)	)	PUNCT
cana-5834	318	5	2985	2985	NUM
cana-5834	318	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	318	7	addressing	address	VERB
cana-5834	318	8	three	three	NUM
cana-5834	318	9	critical	critical	ADJ
cana-5834	318	10	challenges	challenge	NOUN
cana-5834	318	11	:	:	PUNCT
cana-5834	318	12	class	class	NOUN
cana-5834	318	13	imbalance	imbalance	NOUN
cana-5834	318	14	,	,	PUNCT
cana-5834	318	15	feature	feature	NOUN
cana-5834	318	16	optimization	optimization	NOUN
cana-5834	318	17	,	,	PUNCT
cana-5834	318	18	and	and	CCONJ
cana-5834	318	19	algorithmic	algorithmic	ADJ
cana-5834	318	20	performance	performance	NOUN
cana-5834	318	21	.	.	PUNCT
cana-5834	319	1	by	by	ADP
cana-5834	319	2	implementing	implement	VERB
cana-5834	319	3	strategic	strategic	ADJ
cana-5834	319	4	sampling	sampling	NOUN
cana-5834	319	5	techniques	technique	NOUN
cana-5834	319	6	—	—	PUNCT
cana-5834	319	7	including	include	VERB
cana-5834	319	8	both	both	PRON
cana-5834	319	9	undersampling	undersample	VERB
cana-5834	319	10	(	(	PUNCT
cana-5834	319	11	21k	21k	NUM
cana-5834	319	12	balanced	balanced	ADJ
cana-5834	319	13	dataset	dataset	NOUN
cana-5834	319	14	)	)	PUNCT
cana-5834	319	15	and	and	CCONJ
cana-5834	319	16	smote	smote	VERB
cana-5834	319	17	oversampling	oversampling	NOUN
cana-5834	319	18	(	(	PUNCT
cana-5834	319	19	84k	84k	NOUN
cana-5834	319	20	enriched	enrich	VERB
cana-5834	319	21	dataset)—we	dataset)—we	ADV
cana-5834	319	22	effectively	effectively	ADV
cana-5834	319	23	mitigated	mitigate	VERB
cana-5834	319	24	bias	bias	NOUN
cana-5834	319	25	toward	toward	ADP
cana-5834	319	26	majority	majority	NOUN
cana-5834	319	27	classes	class	NOUN
cana-5834	319	28	,	,	PUNCT
cana-5834	319	29	enabling	enable	VERB
cana-5834	319	30	robust	robust	ADJ
cana-5834	319	31	recognition	recognition	NOUN
cana-5834	319	32	of	of	ADP
cana-5834	319	33	rare	rare	ADJ
cana-5834	319	34	activities	activity	NOUN
cana-5834	319	35	like	like	ADP
cana-5834	319	36	stair	stair	NOUN
cana-5834	319	37	climbing	climbing	NOUN
cana-5834	319	38	.	.	PUNCT
cana-5834	320	1	the	the	DET
cana-5834	320	2	integration	integration	NOUN
cana-5834	320	3	of	of	ADP
cana-5834	320	4	anova	anova	PROPN
cana-5834	320	5	-	-	PUNCT
cana-5834	320	6	based	base	VERB
cana-5834	320	7	feature	feature	NOUN
cana-5834	320	8	selection	selection	NOUN
cana-5834	320	9	with	with	ADP
cana-5834	320	10	advanced	advanced	ADJ
cana-5834	320	11	feature	feature	NOUN
cana-5834	320	12	engineering	engineering	NOUN
cana-5834	320	13	(	(	PUNCT
cana-5834	320	14	statistical	statistical	ADJ
cana-5834	320	15	aggregations	aggregation	NOUN
cana-5834	320	16	,	,	PUNCT
cana-5834	320	17	label	label	NOUN
cana-5834	320	18	frequency	frequency	NOUN
cana-5834	320	19	encoding	encoding	NOUN
cana-5834	320	20	)	)	PUNCT
cana-5834	320	21	further	far	ADV
cana-5834	320	22	enhanced	enhance	VERB
cana-5834	320	23	model	model	NOUN
cana-5834	320	24	accuracy	accuracy	NOUN
cana-5834	320	25	by	by	ADP
cana-5834	320	26	focusing	focus	VERB
cana-5834	320	27	on	on	ADP
cana-5834	320	28	the	the	DET
cana-5834	320	29	most	most	ADV
cana-5834	320	30	discriminative	discriminative	NOUN
cana-5834	320	31	sensor	sensor	NOUN
cana-5834	320	32	patterns	pattern	NOUN
cana-5834	320	33	.	.	PUNCT
cana-5834	321	1	among	among	ADP
cana-5834	321	2	the	the	DET
cana-5834	321	3	evaluated	evaluated	ADJ
cana-5834	321	4	algorithms	algorithm	NOUN
cana-5834	321	5	,	,	PUNCT
cana-5834	321	6	catboost	catboost	VERB
cana-5834	321	7	and	and	CCONJ
cana-5834	321	8	lightgbm	lightgbm	NOUN
cana-5834	321	9	emerged	emerge	VERB
cana-5834	321	10	as	as	ADP
cana-5834	321	11	superior	superior	ADJ
cana-5834	321	12	choices	choice	NOUN
cana-5834	321	13	,	,	PUNCT
cana-5834	321	14	with	with	ADP
cana-5834	321	15	catboost	catboost	NOUN
cana-5834	321	16	achieving	achieve	VERB
cana-5834	321	17	a	a	DET
cana-5834	321	18	remarkable	remarkable	ADJ
cana-5834	321	19	99.99	99.99	NUM
cana-5834	321	20	%	%	NOUN
cana-5834	321	21	accuracy	accuracy	NOUN
cana-5834	321	22	in	in	ADP
cana-5834	321	23	the	the	DET
cana-5834	321	24	anova	anova	PROPN
cana-5834	321	25	-	-	PUNCT
cana-5834	321	26	optimized	optimize	VERB
cana-5834	321	27	configuration	configuration	NOUN
cana-5834	321	28	,	,	PUNCT
cana-5834	321	29	while	while	SCONJ
cana-5834	321	30	lightgbm	lightgbm	NOUN
cana-5834	321	31	excelled	excel	VERB
cana-5834	321	32	in	in	ADP
cana-5834	321	33	computational	computational	ADJ
cana-5834	321	34	efficiency	efficiency	NOUN
cana-5834	321	35	and	and	CCONJ
cana-5834	321	36	minority	minority	NOUN
cana-5834	321	37	-	-	PUNCT
cana-5834	321	38	class	class	NOUN
cana-5834	321	39	recall	recall	NOUN
cana-5834	321	40	.	.	PUNCT
cana-5834	322	1	the	the	DET
cana-5834	322	2	systematic	systematic	ADJ
cana-5834	322	3	evaluation	evaluation	NOUN
cana-5834	322	4	framework	framework	NOUN
cana-5834	322	5	,	,	PUNCT
cana-5834	322	6	incorporating	incorporate	VERB
cana-5834	322	7	stratified	stratified	ADJ
cana-5834	322	8	k	k	ADJ
cana-5834	322	9	-	-	ADJ
cana-5834	322	10	fold	fold	ADJ
cana-5834	322	11	validation	validation	NOUN
cana-5834	322	12	and	and	CCONJ
cana-5834	322	13	confusion	confusion	NOUN
cana-5834	322	14	matrix	matrix	NOUN
cana-5834	322	15	analysis	analysis	NOUN
cana-5834	322	16	,	,	PUNCT
cana-5834	322	17	not	not	PART
cana-5834	322	18	only	only	ADV
cana-5834	322	19	validated	validate	VERB
cana-5834	322	20	performance	performance	NOUN
cana-5834	322	21	but	but	CCONJ
cana-5834	322	22	also	also	ADV
cana-5834	322	23	identified	identify	VERB
cana-5834	322	24	challenging	challenging	ADJ
cana-5834	322	25	activity	activity	NOUN
cana-5834	322	26	pairs	pair	NOUN
cana-5834	322	27	for	for	ADP
cana-5834	322	28	targeted	target	VERB
cana-5834	322	29	improvements	improvement	NOUN
cana-5834	322	30	.	.	PUNCT
cana-5834	323	1	these	these	DET
cana-5834	323	2	achievements	achievement	NOUN
cana-5834	323	3	highlight	highlight	VERB
cana-5834	323	4	the	the	DET
cana-5834	323	5	pipeline	pipeline	NOUN
cana-5834	323	6	's	's	PART
cana-5834	323	7	adaptability	adaptability	NOUN
cana-5834	323	8	to	to	ADP
cana-5834	323	9	real	real	ADJ
cana-5834	323	10	-	-	PUNCT
cana-5834	323	11	world	world	NOUN
cana-5834	323	12	constraints	constraint	NOUN
cana-5834	323	13	,	,	PUNCT
cana-5834	323	14	such	such	ADJ
cana-5834	323	15	as	as	ADP
cana-5834	323	16	limited	limited	ADJ
cana-5834	323	17	edge	edge	NOUN
cana-5834	323	18	-	-	PUNCT
cana-5834	323	19	device	device	NOUN
cana-5834	323	20	resources	resource	NOUN
cana-5834	323	21	and	and	CCONJ
cana-5834	323	22	imbalanced	imbalanced	ADJ
cana-5834	323	23	data	datum	NOUN
cana-5834	323	24	streams	stream	NOUN
cana-5834	323	25	in	in	ADP
cana-5834	323	26	healthcare	healthcare	NOUN
cana-5834	323	27	applications	application	NOUN
cana-5834	323	28	.	.	PUNCT
cana-5834	324	1	future	future	ADJ
cana-5834	324	2	work	work	NOUN
cana-5834	324	3	could	could	AUX
cana-5834	324	4	explore	explore	VERB
cana-5834	324	5	hybrid	hybrid	ADJ
cana-5834	324	6	architectures	architecture	NOUN
cana-5834	324	7	combining	combine	VERB
cana-5834	324	8	lightgbm	lightgbm	NOUN
cana-5834	324	9	's	's	PART
cana-5834	324	10	speed	speed	NOUN
cana-5834	324	11	with	with	ADP
cana-5834	324	12	catboost	catboost	PROPN
cana-5834	324	13	's	's	PART
cana-5834	324	14	categorical	categorical	ADJ
cana-5834	324	15	handling	handling	NOUN
cana-5834	324	16	,	,	PUNCT
cana-5834	324	17	or	or	CCONJ
cana-5834	324	18	deploy	deploy	VERB
cana-5834	324	19	quantized	quantize	VERB
cana-5834	324	20	models	model	NOUN
cana-5834	324	21	on	on	ADP
cana-5834	324	22	embedded	embed	VERB
cana-5834	324	23	systems	system	NOUN
cana-5834	324	24	for	for	ADP
cana-5834	324	25	real	real	ADJ
cana-5834	324	26	-	-	PUNCT
cana-5834	324	27	time	time	NOUN
cana-5834	324	28	monitoring	monitoring	NOUN
cana-5834	324	29	.	.	PUNCT
cana-5834	325	1	additionally	additionally	ADV
cana-5834	325	2	,	,	PUNCT
cana-5834	325	3	extending	extend	VERB
cana-5834	325	4	the	the	DET
cana-5834	325	5	system	system	NOUN
cana-5834	325	6	to	to	PART
cana-5834	325	7	detect	detect	VERB
cana-5834	325	8	anomalies	anomaly	NOUN
cana-5834	325	9	like	like	ADP
cana-5834	325	10	falls	fall	NOUN
cana-5834	325	11	could	could	AUX
cana-5834	325	12	further	far	ADV
cana-5834	325	13	enhance	enhance	VERB
cana-5834	325	14	elderly	elderly	ADJ
cana-5834	325	15	safety	safety	NOUN
cana-5834	325	16	.	.	PUNCT
cana-5834	326	1	this	this	DET
cana-5834	326	2	research	research	NOUN
cana-5834	326	3	establishes	establish	VERB
cana-5834	326	4	a	a	DET
cana-5834	326	5	robust	robust	ADJ
cana-5834	326	6	foundation	foundation	NOUN
cana-5834	326	7	for	for	ADP
cana-5834	326	8	har	har	NOUN
cana-5834	326	9	systems	system	NOUN
cana-5834	326	10	,	,	PUNCT
cana-5834	326	11	balancing	balance	VERB
cana-5834	326	12	theoretical	theoretical	ADJ
cana-5834	326	13	rigor	rigor	NOUN
cana-5834	326	14	with	with	ADP
cana-5834	326	15	practical	practical	ADJ
cana-5834	326	16	applicability	applicability	NOUN
cana-5834	326	17	,	,	PUNCT
cana-5834	326	18	and	and	CCONJ
cana-5834	326	19	paves	pave	VERB
cana-5834	326	20	the	the	DET
cana-5834	326	21	way	way	NOUN
cana-5834	326	22	for	for	ADP
cana-5834	326	23	scalable	scalable	ADJ
cana-5834	326	24	,	,	PUNCT
cana-5834	326	25	accurate	accurate	ADJ
cana-5834	326	26	activity	activity	NOUN
cana-5834	326	27	recognition	recognition	NOUN
cana-5834	326	28	in	in	ADP
cana-5834	326	29	smart	smart	ADJ
cana-5834	326	30	living	living	NOUN
cana-5834	326	31	environments	environment	NOUN
cana-5834	326	32	.	.	PUNCT
cana-5834	327	1	the	the	DET
cana-5834	327	2	success	success	NOUN
cana-5834	327	3	of	of	ADP
cana-5834	327	4	this	this	DET
cana-5834	327	5	approach	approach	NOUN
cana-5834	327	6	underscores	underscore	VERB
cana-5834	327	7	the	the	DET
cana-5834	327	8	importance	importance	NOUN
cana-5834	327	9	of	of	ADP
cana-5834	327	10	holistic	holistic	ADJ
cana-5834	327	11	design	design	NOUN
cana-5834	327	12	—	—	PUNCT
cana-5834	327	13	from	from	ADP
cana-5834	327	14	data	datum	NOUN
cana-5834	327	15	preprocessing	preprocesse	VERB
cana-5834	327	16	to	to	ADP
cana-5834	327	17	algorithm	algorithm	NOUN
cana-5834	327	18	selection	selection	NOUN
cana-5834	327	19	—	—	PUNCT
cana-5834	327	20	in	in	ADP
cana-5834	327	21	developing	develop	VERB
cana-5834	327	22	reliable	reliable	ADJ
cana-5834	327	23	assistive	assistive	ADJ
cana-5834	327	24	technologies	technology	NOUN
cana-5834	327	25	for	for	ADP
cana-5834	327	26	aging	age	VERB
cana-5834	327	27	populations	population	NOUN
cana-5834	327	28	.	.	PUNCT
cana-5834	328	1	references	reference	NOUN
cana-5834	328	2	1	1	NUM
cana-5834	328	3	.	.	PUNCT
cana-5834	328	4	m.	m.	PROPN
cana-5834	328	5	iqbal	iqbal	PROPN
cana-5834	328	6	,	,	PUNCT
cana-5834	328	7	n.	n.	PROPN
cana-5834	328	8	khan	khan	PROPN
cana-5834	328	9	,	,	PUNCT
cana-5834	328	10	and	and	CCONJ
cana-5834	328	11	a.	a.	NOUN
cana-5834	328	12	ahmed	ahmed	PROPN
cana-5834	328	13	,	,	PUNCT
cana-5834	328	14	"	"	PUNCT
cana-5834	328	15	human	human	ADJ
cana-5834	328	16	activity	activity	NOUN
cana-5834	328	17	recognition	recognition	NOUN
cana-5834	328	18	using	use	VERB
cana-5834	328	19	wearable	wearable	ADJ
cana-5834	328	20	sensors	sensor	NOUN
cana-5834	328	21	:	:	PUNCT
cana-5834	328	22	state	state	NOUN
cana-5834	328	23	-	-	PUNCT
cana-5834	328	24	of	of	ADP
cana-5834	328	25	-	-	PUNCT
cana-5834	328	26	the	the	DET
cana-5834	328	27	-	-	PUNCT
cana-5834	328	28	art	art	NOUN
cana-5834	328	29	and	and	CCONJ
cana-5834	328	30	research	research	NOUN
cana-5834	328	31	challenges	challenge	NOUN
cana-5834	328	32	,	,	PUNCT
cana-5834	328	33	"	"	PUNCT
cana-5834	328	34	ieee	ieee	NOUN
cana-5834	328	35	transactions	transaction	NOUN
cana-5834	328	36	on	on	ADP
cana-5834	328	37	biomedical	biomedical	ADJ
cana-5834	328	38	engineering	engineering	NOUN
cana-5834	328	39	,	,	PUNCT
cana-5834	328	40	vol	vol	NOUN
cana-5834	328	41	.	.	PROPN
cana-5834	329	1	68	68	NUM
cana-5834	329	2	,	,	PUNCT
cana-5834	329	3	no	no	INTJ
cana-5834	329	4	.	.	NOUN
cana-5834	329	5	4	4	NUM
cana-5834	329	6	,	,	PUNCT
cana-5834	329	7	pp	pp	ADJ
cana-5834	329	8	.	.	PUNCT
cana-5834	330	1	1107–1118	1107–1118	NUM
cana-5834	330	2	,	,	PUNCT
cana-5834	330	3	apr	apr	NOUN
cana-5834	330	4	.	.	PROPN
cana-5834	330	5	2021	2021	NUM
cana-5834	330	6	.	.	PUNCT
cana-5834	331	1	doi	doi	NOUN
cana-5834	331	2	:	:	PUNCT
cana-5834	331	3	10.1109	10.1109	NUM
cana-5834	331	4	/	/	SYM
cana-5834	331	5	tbme.2021.3050149	tbme.2021.3050149	NOUN
cana-5834	331	6	.	.	PUNCT
cana-5834	332	1	2	2	NUM
cana-5834	332	2	.	.	PUNCT
cana-5834	332	3	s.	s.	PROPN
cana-5834	332	4	gupta	gupta	PROPN
cana-5834	332	5	,	,	PUNCT
cana-5834	332	6	r.	r.	PROPN
cana-5834	332	7	kumar	kumar	PROPN
cana-5834	332	8	,	,	PUNCT
cana-5834	332	9	and	and	CCONJ
cana-5834	332	10	l.	l.	PROPN
cana-5834	332	11	zhang	zhang	PROPN
cana-5834	332	12	,	,	PUNCT
cana-5834	332	13	"	"	PUNCT
cana-5834	332	14	efficient	efficient	ADJ
cana-5834	332	15	feature	feature	NOUN
cana-5834	332	16	selection	selection	NOUN
cana-5834	332	17	techniques	technique	NOUN
cana-5834	332	18	for	for	ADP
cana-5834	332	19	har	har	NOUN
cana-5834	332	20	using	use	VERB
cana-5834	332	21	iot	iot	ADJ
cana-5834	332	22	devices	device	NOUN
cana-5834	332	23	,	,	PUNCT
cana-5834	332	24	"	"	PUNCT
cana-5834	332	25	acm	acm	NOUN
cana-5834	332	26	transactions	transaction	NOUN
cana-5834	332	27	on	on	ADP
cana-5834	332	28	internet	internet	NOUN
cana-5834	332	29	of	of	ADP
cana-5834	332	30	things	thing	NOUN
cana-5834	332	31	,	,	PUNCT
cana-5834	332	32	vol	vol	NOUN
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cana-5834	333	1	3	3	NUM
cana-5834	333	2	,	,	PUNCT
cana-5834	333	3	no	no	INTJ
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cana-5834	333	5	2	2	NUM
cana-5834	333	6	,	,	PUNCT
cana-5834	333	7	pp	pp	ADJ
cana-5834	333	8	.	.	PUNCT
cana-5834	334	1	1–20	1–20	PROPN
cana-5834	334	2	,	,	PUNCT
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cana-5834	334	4	.	.	PROPN
cana-5834	334	5	2023	2023	NUM
cana-5834	334	6	.	.	PUNCT
cana-5834	335	1	doi	doi	NOUN
cana-5834	335	2	:	:	PUNCT
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cana-5834	335	4	.	.	X
cana-5834	336	1	3	3	X
cana-5834	336	2	.	.	PUNCT
cana-5834	336	3	t.	t.	PROPN
cana-5834	336	4	wang	wang	PROPN
cana-5834	336	5	,	,	PUNCT
cana-5834	336	6	h.	h.	PROPN
cana-5834	336	7	zhao	zhao	PROPN
cana-5834	336	8	,	,	PUNCT
cana-5834	336	9	and	and	CCONJ
cana-5834	336	10	y.	y.	PROPN
cana-5834	336	11	liu	liu	PROPN
cana-5834	336	12	,	,	PUNCT
cana-5834	336	13	"	"	PUNCT
cana-5834	336	14	deep	deep	ADJ
cana-5834	336	15	learning	learning	NOUN
cana-5834	336	16	approaches	approach	NOUN
cana-5834	336	17	for	for	ADP
cana-5834	336	18	har	har	NOUN
cana-5834	336	19	in	in	ADP
cana-5834	336	20	healthcare	healthcare	NOUN
cana-5834	336	21	applications	application	NOUN
cana-5834	336	22	,	,	PUNCT
cana-5834	336	23	"	"	PUNCT
cana-5834	336	24	ieee	ieee	NOUN
cana-5834	336	25	transactions	transaction	NOUN
cana-5834	336	26	on	on	ADP
cana-5834	336	27	neural	neural	ADJ
cana-5834	336	28	networks	network	NOUN
cana-5834	336	29	and	and	CCONJ
cana-5834	336	30	learning	learning	NOUN
cana-5834	336	31	systems	system	NOUN
cana-5834	336	32	,	,	PUNCT
cana-5834	336	33	vol	vol	NOUN
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cana-5834	337	5	5	5	NUM
cana-5834	337	6	,	,	PUNCT
cana-5834	337	7	pp	pp	ADJ
cana-5834	337	8	.	.	PUNCT
cana-5834	338	1	2345–2357	2345–2357	NUM
cana-5834	338	2	,	,	PUNCT
cana-5834	338	3	may	may	AUX
cana-5834	338	4	2022	2022	NUM
cana-5834	338	5	.	.	PUNCT
cana-5834	339	1	doi	doi	NOUN
cana-5834	339	2	:	:	PUNCT
cana-5834	339	3	10.1109	10.1109	NUM
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cana-5834	339	5	tnnls.2022.3140587	tnnls.2022.3140587	ADJ
cana-5834	339	6	.	.	PUNCT
cana-5834	340	1	4	4	X
cana-5834	340	2	.	.	X
cana-5834	340	3	k.	k.	PROPN
cana-5834	340	4	singh	singh	PROPN
cana-5834	340	5	,	,	PUNCT
cana-5834	340	6	p.	p.	PROPN
cana-5834	340	7	sharma	sharma	PROPN
cana-5834	340	8	,	,	PUNCT
cana-5834	340	9	and	and	CCONJ
cana-5834	340	10	b.	b.	PROPN
cana-5834	340	11	jha	jha	PROPN
cana-5834	340	12	,	,	PUNCT
cana-5834	340	13	"	"	PUNCT
cana-5834	340	14	anova	anova	X
cana-5834	340	15	-	-	PUNCT
cana-5834	340	16	based	base	VERB
cana-5834	340	17	feature	feature	NOUN
cana-5834	340	18	selection	selection	NOUN
cana-5834	340	19	for	for	ADP
cana-5834	340	20	har	har	NOUN
cana-5834	340	21	using	use	VERB
cana-5834	340	22	wearable	wearable	ADJ
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cana-5834	340	24	,	,	PUNCT
cana-5834	340	25	"	"	PUNCT
cana-5834	340	26	ieee	ieee	NOUN
cana-5834	340	27	sensors	sensor	NOUN
cana-5834	340	28	journal	journal	PROPN
cana-5834	340	29	,	,	PUNCT
cana-5834	340	30	vol	vol	NOUN
cana-5834	340	31	.	.	PROPN
cana-5834	340	32	21	21	NUM
cana-5834	340	33	,	,	PUNCT
cana-5834	340	34	no	no	INTJ
cana-5834	340	35	.	.	NOUN
cana-5834	340	36	8	8	NUM
cana-5834	340	37	,	,	PUNCT
cana-5834	340	38	pp	pp	ADJ
cana-5834	340	39	.	.	PUNCT
cana-5834	341	1	9467–9476	9467–9476	NUM
cana-5834	341	2	,	,	PUNCT
cana-5834	341	3	aug	aug	PROPN
cana-5834	341	4	.	.	PROPN
cana-5834	341	5	2021	2021	NUM
cana-5834	341	6	.	.	PUNCT
cana-5834	342	1	doi	doi	NOUN
cana-5834	342	2	:	:	PUNCT
cana-5834	342	3	10.1109	10.1109	NUM
cana-5834	342	4	/	/	SYM
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cana-5834	342	6	.	.	PUNCT
cana-5834	343	1	5	5	X
cana-5834	343	2	.	.	PUNCT
cana-5834	343	3	j.	j.	PROPN
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cana-5834	343	5	,	,	PUNCT
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cana-5834	343	7	choi	choi	NOUN
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cana-5834	343	9	and	and	CCONJ
cana-5834	343	10	s.	s.	PROPN
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cana-5834	343	12	,	,	PUNCT
cana-5834	343	13	"	"	PUNCT
cana-5834	343	14	gesture	gesture	NOUN
cana-5834	343	15	recognition	recognition	NOUN
cana-5834	343	16	with	with	ADP
cana-5834	343	17	catboost	catboost	NOUN
cana-5834	343	18	:	:	PUNCT
cana-5834	343	19	applications	application	NOUN
cana-5834	343	20	to	to	ADP
cana-5834	343	21	gaming	gaming	NOUN
cana-5834	343	22	and	and	CCONJ
cana-5834	343	23	vr	vr	NOUN
cana-5834	343	24	,	,	PUNCT
cana-5834	343	25	"	"	PUNCT
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cana-5834	343	27	transactions	transaction	NOUN
cana-5834	343	28	on	on	ADP
cana-5834	343	29	multimedia	multimedia	NOUN
cana-5834	343	30	computing	computing	NOUN
cana-5834	343	31	,	,	PUNCT
cana-5834	343	32	communications	communication	NOUN
cana-5834	343	33	,	,	PUNCT
cana-5834	343	34	and	and	CCONJ
cana-5834	343	35	applications	application	NOUN
cana-5834	343	36	,	,	PUNCT
cana-5834	343	37	vol	vol	NOUN
cana-5834	343	38	.	.	PROPN
cana-5834	343	39	17	17	NUM
cana-5834	343	40	,	,	PUNCT
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cana-5834	343	43	1	1	NUM
cana-5834	343	44	,	,	PUNCT
cana-5834	343	45	pp	pp	ADJ
cana-5834	343	46	.	.	PUNCT
cana-5834	344	1	1–15	1–15	NUM
cana-5834	344	2	,	,	PUNCT
cana-5834	344	3	jan	jan	PROPN
cana-5834	344	4	.	.	PROPN
cana-5834	344	5	2025	2025	NUM
cana-5834	344	6	.	.	PUNCT
cana-5834	345	1	doi	doi	NOUN
cana-5834	345	2	:	:	PUNCT
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cana-5834	345	4	.	.	PUNCT
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cana-5834	346	6	issn	issn	NOUN
cana-5834	346	7	:	:	PUNCT
cana-5834	346	8	1074	1074	NUM
cana-5834	346	9	-	-	PUNCT
cana-5834	346	10	133x	133x	NUM
cana-5834	346	11	vol	vol	VERB
cana-5834	346	12	32	32	NUM
cana-5834	346	13	no	no	NOUN
cana-5834	346	14	.	.	PUNCT
cana-5834	347	1	10s	10	NOUN
cana-5834	347	2	(	(	PUNCT
cana-5834	347	3	2025	2025	NUM
cana-5834	347	4	)	)	PUNCT
cana-5834	347	5	2986	2986	NUM
cana-5834	347	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	347	7	6	6	NUM
cana-5834	347	8	.	.	PUNCT
cana-5834	348	1	h.	h.	PROPN
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cana-5834	348	3	,	,	PUNCT
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cana-5834	348	7	and	and	CCONJ
cana-5834	348	8	z.	z.	PROPN
cana-5834	348	9	zhou	zhou	PROPN
cana-5834	348	10	,	,	PUNCT
cana-5834	348	11	"	"	PUNCT
cana-5834	348	12	optimizing	optimize	VERB
cana-5834	348	13	har	har	NOUN
cana-5834	348	14	models	model	NOUN
cana-5834	348	15	for	for	ADP
cana-5834	348	16	real	real	ADJ
cana-5834	348	17	-	-	PUNCT
cana-5834	348	18	time	time	NOUN
cana-5834	348	19	activity	activity	NOUN
cana-5834	348	20	monitoring	monitoring	NOUN
cana-5834	348	21	,	,	PUNCT
cana-5834	348	22	"	"	PUNCT
cana-5834	348	23	ieee	ieee	NOUN
cana-5834	348	24	transactions	transaction	NOUN
cana-5834	348	25	on	on	ADP
cana-5834	348	26	computational	computational	ADJ
cana-5834	348	27	social	social	ADJ
cana-5834	348	28	systems	system	NOUN
cana-5834	348	29	,	,	PUNCT
cana-5834	348	30	vol	vol	NOUN
cana-5834	348	31	.	.	PROPN
cana-5834	348	32	7	7	NUM
cana-5834	348	33	,	,	PUNCT
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cana-5834	348	36	3	3	NUM
cana-5834	348	37	,	,	PUNCT
cana-5834	348	38	pp	pp	ADJ
cana-5834	348	39	.	.	PUNCT
cana-5834	349	1	567–576	567–576	NUM
cana-5834	349	2	,	,	PUNCT
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cana-5834	349	5	2023	2023	NUM
cana-5834	349	6	.	.	PUNCT
cana-5834	350	1	doi	doi	NOUN
cana-5834	350	2	:	:	PUNCT
cana-5834	350	3	10.1109	10.1109	NUM
cana-5834	350	4	/	/	SYM
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cana-5834	350	6	.	.	PUNCT
cana-5834	351	1	7	7	X
cana-5834	351	2	.	.	X
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cana-5834	351	4	patel	patel	PROPN
cana-5834	351	5	,	,	PUNCT
cana-5834	351	6	r.	r.	PROPN
cana-5834	351	7	mehta	mehta	PROPN
cana-5834	351	8	,	,	PUNCT
cana-5834	351	9	and	and	CCONJ
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cana-5834	351	11	gupta	gupta	PROPN
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cana-5834	351	13	"	"	PUNCT
cana-5834	351	14	iot	iot	VERB
cana-5834	351	15	-	-	PUNCT
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cana-5834	351	17	har	har	NOUN
cana-5834	351	18	systems	system	NOUN
cana-5834	351	19	for	for	ADP
cana-5834	351	20	elderly	elderly	ADJ
cana-5834	351	21	care	care	NOUN
cana-5834	351	22	,	,	PUNCT
cana-5834	351	23	"	"	PUNCT
cana-5834	351	24	ieee	ieee	NOUN
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cana-5834	351	26	of	of	ADP
cana-5834	351	27	things	thing	NOUN
cana-5834	351	28	journal	journal	NOUN
cana-5834	351	29	,	,	PUNCT
cana-5834	351	30	vol	vol	NOUN
cana-5834	351	31	.	.	PROPN
cana-5834	351	32	10	10	NUM
cana-5834	351	33	,	,	PUNCT
cana-5834	351	34	no	no	INTJ
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cana-5834	351	36	2	2	NUM
cana-5834	351	37	,	,	PUNCT
cana-5834	351	38	pp	pp	ADJ
cana-5834	351	39	.	.	PUNCT
cana-5834	352	1	1245–1254	1245–1254	NUM
cana-5834	352	2	,	,	PUNCT
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cana-5834	352	4	.	.	PROPN
cana-5834	352	5	2025	2025	NUM
cana-5834	352	6	.	.	PUNCT
cana-5834	353	1	doi	doi	NOUN
cana-5834	353	2	:	:	PUNCT
cana-5834	353	3	10.1109	10.1109	NUM
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cana-5834	354	8	,	,	PUNCT
cana-5834	354	9	and	and	CCONJ
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cana-5834	354	13	"	"	PUNCT
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cana-5834	354	16	techniques	technique	NOUN
cana-5834	354	17	in	in	ADP
cana-5834	354	18	har	har	NOUN
cana-5834	354	19	:	:	PUNCT
cana-5834	354	20	a	a	DET
cana-5834	354	21	comprehensive	comprehensive	ADJ
cana-5834	354	22	review	review	NOUN
cana-5834	354	23	,	,	PUNCT
cana-5834	354	24	"	"	PUNCT
cana-5834	354	25	ieee	ieee	NOUN
cana-5834	354	26	transactions	transaction	NOUN
cana-5834	354	27	on	on	ADP
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cana-5834	355	1	2	2	NUM
cana-5834	355	2	,	,	PUNCT
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cana-5834	355	5	4	4	NUM
cana-5834	355	6	,	,	PUNCT
cana-5834	355	7	pp	pp	ADJ
cana-5834	355	8	.	.	PUNCT
cana-5834	356	1	356–369	356–369	NUM
cana-5834	356	2	,	,	PUNCT
cana-5834	356	3	dec	dec	PROPN
cana-5834	356	4	.	.	PROPN
cana-5834	356	5	2021	2021	NUM
cana-5834	356	6	.	.	PUNCT
cana-5834	357	1	doi	doi	NOUN
cana-5834	357	2	:	:	PUNCT
cana-5834	357	3	10.1109	10.1109	NUM
cana-5834	357	4	/	/	SYM
cana-5834	357	5	tai.2021.3145782	tai.2021.3145782	NOUN
cana-5834	357	6	.	.	NOUN
cana-5834	358	1	9	9	NUM
cana-5834	358	2	.	.	X
cana-5834	358	3	m.	m.	PROPN
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cana-5834	358	10	l.	l.	PROPN
cana-5834	358	11	white	white	PROPN
cana-5834	358	12	,	,	PUNCT
cana-5834	358	13	"	"	PUNCT
cana-5834	358	14	catboost	catboost	ADJ
cana-5834	358	15	integration	integration	NOUN
cana-5834	358	16	in	in	ADP
cana-5834	358	17	har	har	NOUN
cana-5834	358	18	systems	system	NOUN
cana-5834	358	19	for	for	ADP
cana-5834	358	20	industrial	industrial	ADJ
cana-5834	358	21	safety	safety	NOUN
cana-5834	358	22	,	,	PUNCT
cana-5834	358	23	"	"	PUNCT
cana-5834	358	24	ieee	ieee	NOUN
cana-5834	358	25	transactions	transaction	NOUN
cana-5834	358	26	on	on	ADP
cana-5834	358	27	industry	industry	NOUN
cana-5834	358	28	applications	application	NOUN
cana-5834	358	29	,	,	PUNCT
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cana-5834	358	36	1	1	NUM
cana-5834	358	37	,	,	PUNCT
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cana-5834	358	39	.	.	PUNCT
cana-5834	359	1	874–881	874–881	NUM
cana-5834	359	2	,	,	PUNCT
cana-5834	359	3	jan	jan	PROPN
cana-5834	359	4	.	.	PROPN
cana-5834	359	5	2023	2023	NUM
cana-5834	359	6	.	.	PUNCT
cana-5834	360	1	doi	doi	NOUN
cana-5834	360	2	:	:	PUNCT
cana-5834	360	3	10.1109	10.1109	NUM
cana-5834	360	4	/	/	SYM
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cana-5834	360	6	.	.	PROPN
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cana-5834	361	2	.	.	PUNCT
cana-5834	361	3	e.	e.	PROPN
cana-5834	361	4	richardson	richardson	PROPN
cana-5834	361	5	,	,	PUNCT
cana-5834	361	6	a.	a.	NOUN
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cana-5834	361	8	,	,	PUNCT
cana-5834	361	9	and	and	CCONJ
cana-5834	361	10	j.	j.	PROPN
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cana-5834	361	12	,	,	PUNCT
cana-5834	361	13	"	"	PUNCT
cana-5834	361	14	har	har	X
cana-5834	361	15	in	in	ADP
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cana-5834	361	17	analytics	analytic	NOUN
cana-5834	361	18	:	:	PUNCT
cana-5834	361	19	redefining	redefine	VERB
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cana-5834	361	22	,	,	PUNCT
cana-5834	361	23	"	"	PUNCT
cana-5834	361	24	acm	acm	NOUN
cana-5834	361	25	transactions	transaction	NOUN
cana-5834	361	26	on	on	ADP
cana-5834	361	27	sports	sport	NOUN
cana-5834	361	28	computing	computing	NOUN
cana-5834	361	29	,	,	PUNCT
cana-5834	361	30	vol	vol	NOUN
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cana-5834	361	33	,	,	PUNCT
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cana-5834	361	36	3	3	NUM
cana-5834	361	37	,	,	PUNCT
cana-5834	361	38	pp	pp	ADJ
cana-5834	361	39	.	.	PUNCT
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cana-5834	362	2	–	–	PUNCT
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cana-5834	362	4	,	,	PUNCT
cana-5834	362	5	jul	jul	PROPN
cana-5834	362	6	.	.	PROPN
cana-5834	362	7	2022	2022	NUM
cana-5834	362	8	.	.	PUNCT
cana-5834	363	1	doi	doi	NOUN
cana-5834	363	2	:	:	PUNCT
cana-5834	363	3	10.1145/3589743	10.1145/3589743	NUM
cana-5834	363	4	.	.	NOUN
cana-5834	363	5	11	11	NUM
cana-5834	363	6	.	.	PUNCT
cana-5834	364	1	j.	j.	PROPN
cana-5834	364	2	zhang	zhang	PROPN
cana-5834	364	3	,	,	PUNCT
cana-5834	364	4	q.	q.	PROPN
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cana-5834	364	8	k.	k.	PROPN
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cana-5834	364	10	,	,	PUNCT
cana-5834	364	11	"	"	PUNCT
cana-5834	364	12	advances	advance	NOUN
cana-5834	364	13	in	in	ADP
cana-5834	364	14	har	har	NOUN
cana-5834	364	15	algorithms	algorithm	NOUN
cana-5834	364	16	for	for	ADP
cana-5834	364	17	gesture	gesture	NOUN
cana-5834	364	18	-	-	PUNCT
cana-5834	364	19	based	base	VERB
cana-5834	364	20	interfaces	interface	NOUN
cana-5834	364	21	,	,	PUNCT
cana-5834	364	22	"	"	PUNCT
cana-5834	364	23	ieee	ieee	NOUN
cana-5834	364	24	transactions	transaction	NOUN
cana-5834	364	25	on	on	ADP
cana-5834	364	26	human	human	ADJ
cana-5834	364	27	-	-	PUNCT
cana-5834	364	28	machine	machine	NOUN
cana-5834	364	29	systems	system	NOUN
cana-5834	364	30	,	,	PUNCT
cana-5834	364	31	vol	vol	NOUN
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cana-5834	365	2	,	,	PUNCT
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cana-5834	365	4	.	.	NOUN
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cana-5834	365	6	,	,	PUNCT
cana-5834	365	7	pp	pp	ADJ
cana-5834	365	8	.	.	PUNCT
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cana-5834	365	10	–	–	PUNCT
cana-5834	365	11	1218	1218	NUM
cana-5834	365	12	,	,	PUNCT
cana-5834	365	13	dec	dec	PROPN
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cana-5834	365	16	.	.	PUNCT
cana-5834	366	1	doi	doi	NOUN
cana-5834	366	2	:	:	PUNCT
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cana-5834	366	4	/	/	SYM
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cana-5834	366	6	.	.	PUNCT
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cana-5834	367	2	.	.	PUNCT
cana-5834	367	3	a.	a.	PROPN
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cana-5834	367	5	,	,	PUNCT
cana-5834	367	6	b.	b.	PROPN
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cana-5834	367	10	c.	c.	PROPN
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cana-5834	367	12	,	,	PUNCT
cana-5834	367	13	"	"	PUNCT
cana-5834	367	14	wearable	wearable	ADJ
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cana-5834	367	16	data	data	NOUN
cana-5834	367	17	processing	processing	NOUN
cana-5834	367	18	for	for	ADP
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cana-5834	367	21	,	,	PUNCT
cana-5834	367	22	"	"	PUNCT
cana-5834	367	23	ieee	ieee	NOUN
cana-5834	367	24	transactions	transaction	NOUN
cana-5834	367	25	on	on	ADP
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cana-5834	367	27	processing	processing	NOUN
cana-5834	367	28	,	,	PUNCT
cana-5834	367	29	vol	vol	NOUN
cana-5834	367	30	.	.	PROPN
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cana-5834	367	32	,	,	PUNCT
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cana-5834	367	36	,	,	PUNCT
cana-5834	367	37	pp	pp	ADJ
cana-5834	367	38	.	.	PUNCT
cana-5834	368	1	3452–3460	3452–3460	NUM
cana-5834	368	2	,	,	PUNCT
cana-5834	368	3	may	may	AUX
cana-5834	368	4	2021	2021	NUM
cana-5834	368	5	.	.	PUNCT
cana-5834	369	1	doi	doi	NOUN
cana-5834	369	2	:	:	PUNCT
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cana-5834	369	4	/	/	SYM
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cana-5834	369	6	.	.	PUNCT
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cana-5834	370	2	.	.	PUNCT
cana-5834	371	1	s.	s.	PROPN
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cana-5834	371	8	t.	t.	PROPN
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cana-5834	371	14	for	for	ADP
cana-5834	371	15	healthcare	healthcare	NOUN
cana-5834	371	16	:	:	PUNCT
cana-5834	371	17	challenges	challenge	NOUN
cana-5834	371	18	and	and	CCONJ
cana-5834	371	19	opportunities	opportunity	NOUN
cana-5834	371	20	,	,	PUNCT
cana-5834	371	21	"	"	PUNCT
cana-5834	371	22	ieee	ieee	NOUN
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cana-5834	371	24	on	on	ADP
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cana-5834	371	36	pp	pp	ADJ
cana-5834	371	37	.	.	PUNCT
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cana-5834	371	39	–	–	PUNCT
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cana-5834	371	41	,	,	PUNCT
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cana-5834	371	43	.	.	PROPN
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cana-5834	371	45	.	.	PUNCT
cana-5834	372	1	doi	doi	NOUN
cana-5834	372	2	:	:	PUNCT
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cana-5834	372	4	/	/	SYM
cana-5834	372	5	tbme.2023.3158746	tbme.2023.3158746	NOUN
cana-5834	372	6	.	.	PUNCT
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cana-5834	373	2	.	.	PUNCT
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cana-5834	373	5	,	,	PUNCT
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cana-5834	373	9	and	and	CCONJ
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cana-5834	373	13	"	"	PUNCT
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cana-5834	373	15	-	-	PUNCT
cana-5834	373	16	time	time	NOUN
cana-5834	373	17	har	har	NOUN
cana-5834	373	18	using	use	VERB
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cana-5834	373	22	,	,	PUNCT
cana-5834	373	23	"	"	PUNCT
cana-5834	373	24	acm	acm	NOUN
cana-5834	373	25	transactions	transaction	NOUN
cana-5834	373	26	on	on	ADP
cana-5834	373	27	embedded	embed	VERB
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cana-5834	373	29	systems	system	NOUN
cana-5834	373	30	,	,	PUNCT
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cana-5834	373	37	2	2	NUM
cana-5834	373	38	,	,	PUNCT
cana-5834	373	39	pp	pp	ADJ
cana-5834	373	40	.	.	PUNCT
cana-5834	374	1	1–17	1–17	PROPN
cana-5834	374	2	,	,	PUNCT
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cana-5834	374	6	.	.	PUNCT
cana-5834	375	1	doi	doi	NOUN
cana-5834	375	2	:	:	PUNCT
cana-5834	375	3	10.1145/3569773	10.1145/3569773	NUM
cana-5834	375	4	.	.	PUNCT
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cana-5834	376	2	.	.	PUNCT
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cana-5834	376	4	ahmed	ahmed	PROPN
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cana-5834	376	6	r.	r.	PROPN
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cana-5834	376	19	:	:	PUNCT
cana-5834	376	20	future	future	ADJ
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cana-5834	376	22	,	,	PUNCT
cana-5834	376	23	"	"	PUNCT
cana-5834	376	24	ieee	ieee	NOUN
cana-5834	376	25	transactions	transaction	NOUN
cana-5834	376	26	on	on	ADP
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cana-5834	376	28	electronics	electronic	NOUN
cana-5834	376	29	,	,	PUNCT
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cana-5834	376	37	,	,	PUNCT
cana-5834	376	38	pp	pp	ADJ
cana-5834	376	39	.	.	PUNCT
cana-5834	377	1	3455–3464	3455–3464	NUM
cana-5834	377	2	,	,	PUNCT
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cana-5834	377	6	.	.	PUNCT
cana-5834	378	1	doi	doi	NOUN
cana-5834	378	2	:	:	PUNCT
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cana-5834	378	5	tce.2022.3158745	tce.2022.3158745	NUM
cana-5834	378	6	.	.	PUNCT
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cana-5834	379	2	.	.	PUNCT
cana-5834	380	1	ahmed	ahmed	PROPN
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cana-5834	380	3	r.	r.	PROPN
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cana-5834	380	6	and	and	CCONJ
cana-5834	380	7	d.	d.	PROPN
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cana-5834	380	11	har	har	NOUN
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cana-5834	380	13	in	in	ADP
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cana-5834	380	16	:	:	PUNCT
cana-5834	380	17	enhancing	enhance	VERB
cana-5834	380	18	workflow	workflow	NOUN
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cana-5834	380	20	,	,	PUNCT
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cana-5834	380	22	ieee	ieee	NOUN
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cana-5834	380	27	,	,	PUNCT
cana-5834	380	28	vol	vol	NOUN
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cana-5834	381	1	68	68	NUM
cana-5834	381	2	,	,	PUNCT
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cana-5834	381	6	,	,	PUNCT
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cana-5834	381	8	.	.	PUNCT
cana-5834	382	1	2301–2310	2301–2310	NUM
cana-5834	382	2	,	,	PUNCT
cana-5834	382	3	mar	mar	PROPN
cana-5834	382	4	.	.	PROPN
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cana-5834	382	6	.	.	PUNCT
cana-5834	383	1	doi	doi	NOUN
cana-5834	383	2	:	:	PUNCT
cana-5834	383	3	10.1109	10.1109	NUM
cana-5834	383	4	/	/	SYM
cana-5834	383	5	tii.2023.3158747	tii.2023.3158747	PROPN
cana-5834	383	6	.	.	PROPN
cana-5834	383	7	17	17	NUM
cana-5834	383	8	.	.	PUNCT
cana-5834	384	1	s.	s.	PROPN
cana-5834	384	2	johnson	johnson	PROPN
cana-5834	384	3	,	,	PUNCT
cana-5834	384	4	l.	l.	PROPN
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cana-5834	384	6	,	,	PUNCT
cana-5834	384	7	and	and	CCONJ
cana-5834	384	8	k.	k.	PROPN
cana-5834	384	9	tan	tan	PROPN
cana-5834	384	10	,	,	PUNCT
cana-5834	384	11	"	"	PUNCT
cana-5834	384	12	har	har	NOUN
cana-5834	384	13	integration	integration	NOUN
cana-5834	384	14	in	in	ADP
cana-5834	384	15	autonomous	autonomous	ADJ
cana-5834	384	16	vehicles	vehicle	NOUN
cana-5834	384	17	,	,	PUNCT
cana-5834	384	18	"	"	PUNCT
cana-5834	384	19	ieee	ieee	NOUN
cana-5834	384	20	transactions	transaction	NOUN
cana-5834	384	21	on	on	ADP
cana-5834	384	22	intelligent	intelligent	ADJ
cana-5834	384	23	transportation	transportation	NOUN
cana-5834	384	24	systems	system	NOUN
cana-5834	384	25	,	,	PUNCT
cana-5834	384	26	vol	vol	NOUN
cana-5834	384	27	.	.	PROPN
cana-5834	384	28	25	25	NUM
cana-5834	384	29	,	,	PUNCT
cana-5834	384	30	no	no	INTJ
cana-5834	384	31	.	.	NOUN
cana-5834	384	32	1	1	NUM
cana-5834	384	33	,	,	PUNCT
cana-5834	384	34	pp	pp	ADJ
cana-5834	384	35	.	.	PUNCT
cana-5834	385	1	567–576	567–576	NUM
cana-5834	385	2	,	,	PUNCT
cana-5834	385	3	jan	jan	PROPN
cana-5834	385	4	.	.	PROPN
cana-5834	385	5	2025	2025	NUM
cana-5834	385	6	.	.	PUNCT
cana-5834	386	1	doi	doi	NOUN
cana-5834	386	2	:	:	PUNCT
cana-5834	386	3	10.1109	10.1109	NUM
cana-5834	386	4	/	/	SYM
cana-5834	386	5	tits.2025.3145894	tits.2025.3145894	PROPN
cana-5834	386	6	.	.	PROPN
cana-5834	386	7	18	18	NUM
cana-5834	386	8	.	.	PUNCT
cana-5834	387	1	d.	d.	PROPN
cana-5834	387	2	patel	patel	PROPN
cana-5834	387	3	,	,	PUNCT
cana-5834	387	4	a.	a.	PROPN
cana-5834	387	5	gupta	gupta	PROPN
cana-5834	387	6	,	,	PUNCT
cana-5834	387	7	and	and	CCONJ
cana-5834	387	8	j.	j.	PROPN
cana-5834	387	9	perry	perry	PROPN
cana-5834	387	10	,	,	PUNCT
cana-5834	387	11	"	"	PUNCT
cana-5834	387	12	next	next	ADJ
cana-5834	387	13	-	-	PUNCT
cana-5834	387	14	gen	gen	NOUN
cana-5834	387	15	har	har	NOUN
cana-5834	387	16	systems	system	NOUN
cana-5834	387	17	for	for	ADP
cana-5834	387	18	smart	smart	ADJ
cana-5834	387	19	cities	city	NOUN
cana-5834	387	20	,	,	PUNCT
cana-5834	387	21	"	"	PUNCT
cana-5834	387	22	ieee	ieee	NOUN
cana-5834	387	23	internet	internet	NOUN
cana-5834	387	24	of	of	ADP
cana-5834	387	25	things	thing	NOUN
cana-5834	387	26	journal	journal	NOUN
cana-5834	387	27	,	,	PUNCT
cana-5834	387	28	vol	vol	NOUN
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cana-5834	387	36	pp	pp	ADJ
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cana-5834	387	41	.	.	PROPN
cana-5834	387	42	2025	2025	NUM
cana-5834	387	43	.	.	PUNCT
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cana-5834	389	16	in	in	ADP
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cana-5834	389	31	,	,	PUNCT
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cana-5834	389	34	4	4	NUM
cana-5834	389	35	,	,	PUNCT
cana-5834	389	36	pp	pp	ADJ
cana-5834	389	37	.	.	PUNCT
cana-5834	390	1	345	345	NUM
cana-5834	390	2	–	–	PUNCT
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cana-5834	390	4	,	,	PUNCT
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cana-5834	390	7	2024	2024	NUM
cana-5834	390	8	.	.	PUNCT
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cana-5834	391	2	:	:	PUNCT
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cana-5834	391	4	.	.	PUNCT
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cana-5834	392	2	on	on	ADP
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cana-5834	392	7	:	:	PUNCT
cana-5834	392	8	1074	1074	NUM
cana-5834	392	9	-	-	PUNCT
cana-5834	392	10	133x	133x	NUM
cana-5834	392	11	vol	vol	VERB
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cana-5834	392	13	no	no	NOUN
cana-5834	392	14	.	.	PUNCT
cana-5834	393	1	10s	10	NOUN
cana-5834	393	2	(	(	PUNCT
cana-5834	393	3	2025	2025	NUM
cana-5834	393	4	)	)	PUNCT
cana-5834	393	5	2987	2987	NUM
cana-5834	393	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5834	393	7	20	20	NUM
cana-5834	393	8	.	.	PUNCT
cana-5834	393	9	m.	m.	PROPN
cana-5834	393	10	davis	davis	PROPN
cana-5834	393	11	,	,	PUNCT
cana-5834	393	12	s.	s.	PROPN
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cana-5834	393	14	,	,	PUNCT
cana-5834	393	15	and	and	CCONJ
cana-5834	393	16	t.	t.	PROPN
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cana-5834	393	20	har	har	NOUN
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cana-5834	393	22	agricultural	agricultural	ADJ
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cana-5834	393	24	:	:	PUNCT
cana-5834	393	25	a	a	DET
cana-5834	393	26	machine	machine	NOUN
cana-5834	393	27	learning	learn	VERB
cana-5834	393	28	approach	approach	NOUN
cana-5834	393	29	,	,	PUNCT
cana-5834	393	30	"	"	PUNCT
cana-5834	393	31	ieee	ieee	NOUN
cana-5834	393	32	transactions	transaction	NOUN
cana-5834	393	33	on	on	ADP
cana-5834	393	34	automation	automation	NOUN
cana-5834	393	35	science	science	NOUN
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cana-5834	393	37	engineering	engineering	NOUN
cana-5834	393	38	,	,	PUNCT
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cana-5834	393	41	20	20	NUM
cana-5834	393	42	,	,	PUNCT
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cana-5834	393	44	.	.	NOUN
cana-5834	393	45	6	6	NUM
cana-5834	393	46	,	,	PUNCT
cana-5834	393	47	pp	pp	ADJ
cana-5834	393	48	.	.	PUNCT
cana-5834	394	1	874–885	874–885	NUM
cana-5834	394	2	,	,	PUNCT
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cana-5834	394	5	2023	2023	NUM
cana-5834	394	6	.	.	PUNCT
cana-5834	395	1	doi	doi	NOUN
cana-5834	395	2	:	:	PUNCT
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cana-5834	395	4	/	/	SYM
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cana-5834	395	6	.	.	PROPN
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cana-5834	396	2	.	.	PUNCT
cana-5834	396	3	c.	c.	PROPN
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cana-5834	396	7	smith	smith	PROPN
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cana-5834	396	12	,	,	PUNCT
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cana-5834	396	20	,	,	PUNCT
cana-5834	396	21	"	"	PUNCT
cana-5834	396	22	ieee	ieee	NOUN
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cana-5834	396	24	on	on	ADP
cana-5834	396	25	aerospace	aerospace	NOUN
cana-5834	396	26	and	and	CCONJ
cana-5834	396	27	electronics	electronic	NOUN
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cana-5834	396	29	,	,	PUNCT
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cana-5834	396	33	,	,	PUNCT
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cana-5834	396	36	2	2	NUM
cana-5834	396	37	,	,	PUNCT
cana-5834	396	38	pp	pp	ADJ
cana-5834	396	39	.	.	PUNCT
cana-5834	397	1	456–469	456–469	NUM
cana-5834	397	2	,	,	PUNCT
cana-5834	397	3	feb	feb	PROPN
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cana-5834	397	6	.	.	PUNCT
cana-5834	398	1	doi	doi	NOUN
cana-5834	398	2	:	:	PUNCT
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cana-5834	398	4	/	/	SYM
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cana-5834	398	6	.	.	PUNCT
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cana-5834	399	2	.	.	PUNCT
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cana-5834	400	7	s.	s.	PROPN
cana-5834	400	8	johnson	johnson	PROPN
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cana-5834	400	10	"	"	PUNCT
cana-5834	400	11	wearable	wearable	ADJ
cana-5834	400	12	har	har	NOUN
cana-5834	400	13	systems	system	NOUN
cana-5834	400	14	for	for	ADP
cana-5834	400	15	fitness	fitness	NOUN
cana-5834	400	16	monitoring	monitoring	NOUN
cana-5834	400	17	,	,	PUNCT
cana-5834	400	18	"	"	PUNCT
cana-5834	400	19	ieee	ieee	NOUN
cana-5834	400	20	transactions	transaction	NOUN
cana-5834	400	21	on	on	ADP
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cana-5834	400	23	engineering	engineering	NOUN
cana-5834	400	24	,	,	PUNCT
cana-5834	400	25	vol	vol	NOUN
cana-5834	400	26	.	.	PROPN
cana-5834	400	27	70	70	NUM
cana-5834	400	28	,	,	PUNCT
cana-5834	400	29	no	no	INTJ
cana-5834	400	30	.	.	NOUN
cana-5834	400	31	1	1	NUM
cana-5834	400	32	,	,	PUNCT
cana-5834	400	33	pp	pp	ADJ
cana-5834	400	34	.	.	PUNCT
cana-5834	400	35	1234–1245	1234–1245	NUM
cana-5834	400	36	,	,	PUNCT
cana-5834	400	37	jan	jan	PROPN
cana-5834	400	38	.	.	PROPN
cana-5834	400	39	2024	2024	NUM
cana-5834	400	40	.	.	PUNCT
cana-5834	401	1	doi	doi	NOUN
cana-5834	401	2	:	:	PUNCT
cana-5834	401	3	10.1109	10.1109	NUM
cana-5834	401	4	/	/	SYM
cana-5834	401	5	tbme.2024.3158748	tbme.2024.3158748	NOUN
cana-5834	401	6	.	.	PUNCT
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cana-5834	402	2	.	.	PUNCT
cana-5834	403	1	ahmed	ahmed	PROPN
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cana-5834	403	7	d.	d.	PROPN
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cana-5834	403	13	in	in	ADP
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cana-5834	403	16	,	,	PUNCT
cana-5834	403	17	"	"	PUNCT
cana-5834	403	18	ieee	ieee	NOUN
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cana-5834	403	20	on	on	ADP
cana-5834	403	21	consumer	consumer	NOUN
cana-5834	403	22	electronics	electronic	NOUN
cana-5834	403	23	,	,	PUNCT
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cana-5834	403	25	.	.	PROPN
cana-5834	404	1	68	68	NUM
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cana-5834	404	6	,	,	PUNCT
cana-5834	404	7	pp	pp	ADJ
cana-5834	404	8	.	.	PUNCT
cana-5834	404	9	3455–3468	3455–3468	NUM
cana-5834	404	10	,	,	PUNCT
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cana-5834	404	14	.	.	PUNCT
cana-5834	405	1	doi	doi	NOUN
cana-5834	405	2	:	:	PUNCT
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cana-5834	405	4	/	/	SYM
cana-5834	405	5	tce.2023.3158749	tce.2023.3158749	NOUN
cana-5834	405	6	.	.	PUNCT
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cana-5834	406	2	.	.	PUNCT
cana-5834	407	1	j.	j.	PROPN
cana-5834	407	2	zhang	zhang	PROPN
cana-5834	407	3	,	,	PUNCT
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cana-5834	407	8	k.	k.	PROPN
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cana-5834	407	11	"	"	PUNCT
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cana-5834	407	13	-	-	PUNCT
cana-5834	407	14	based	base	VERB
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cana-5834	407	17	for	for	ADP
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cana-5834	407	20	,	,	PUNCT
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cana-5834	407	22	ieee	ieee	NOUN
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cana-5834	407	24	on	on	ADP
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cana-5834	407	26	-	-	PUNCT
cana-5834	407	27	machine	machine	NOUN
cana-5834	407	28	systems	system	NOUN
cana-5834	407	29	,	,	PUNCT
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cana-5834	407	36	2	2	NUM
cana-5834	407	37	,	,	PUNCT
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cana-5834	407	39	.	.	PUNCT
cana-5834	408	1	1201–1215	1201–1215	NUM
cana-5834	408	2	,	,	PUNCT
cana-5834	408	3	mar	mar	PROPN
cana-5834	408	4	.	.	PROPN
cana-5834	408	5	2025	2025	NUM
cana-5834	408	6	.	.	PUNCT
cana-5834	409	1	doi	doi	NOUN
cana-5834	409	2	:	:	PUNCT
cana-5834	409	3	10.1109	10.1109	NUM
cana-5834	409	4	/	/	SYM
cana-5834	409	5	thms.2025.3145729	thms.2025.3145729	ADJ
cana-5834	409	6	.	.	PUNCT
cana-5834	410	1	25	25	NUM
cana-5834	410	2	.	.	PUNCT
cana-5834	410	3	e.	e.	PROPN
cana-5834	410	4	richardson	richardson	PROPN
cana-5834	410	5	,	,	PUNCT
cana-5834	410	6	a.	a.	NOUN
cana-5834	410	7	carter	carter	PROPN
cana-5834	410	8	,	,	PUNCT
cana-5834	410	9	and	and	CCONJ
cana-5834	410	10	j.	j.	PROPN
cana-5834	410	11	perry	perry	PROPN
cana-5834	410	12	,	,	PUNCT
cana-5834	410	13	"	"	PUNCT
cana-5834	410	14	har	har	X
cana-5834	410	15	in	in	ADP
cana-5834	410	16	professional	professional	ADJ
cana-5834	410	17	sports	sport	NOUN
cana-5834	410	18	training	training	NOUN
cana-5834	410	19	,	,	PUNCT
cana-5834	410	20	"	"	PUNCT
cana-5834	410	21	acm	acm	NOUN
cana-5834	410	22	transactions	transaction	NOUN
cana-5834	410	23	on	on	ADP
cana-5834	410	24	sports	sport	NOUN
cana-5834	410	25	analytics	analytic	NOUN
cana-5834	410	26	,	,	PUNCT
cana-5834	410	27	vol	vol	NOUN
cana-5834	410	28	.	.	PROPN
cana-5834	410	29	5	5	NUM
cana-5834	410	30	,	,	PUNCT
cana-5834	410	31	no	no	INTJ
cana-5834	410	32	.	.	NOUN
cana-5834	410	33	1	1	NUM
cana-5834	410	34	,	,	PUNCT
cana-5834	410	35	pp	pp	ADJ
cana-5834	410	36	.	.	PUNCT
cana-5834	411	1	23–45	23–45	NUM
cana-5834	411	2	,	,	PUNCT
cana-5834	411	3	jan	jan	PROPN
cana-5834	411	4	.	.	PROPN
cana-5834	411	5	2023	2023	NUM
cana-5834	411	6	.	.	PUNCT
cana-5834	412	1	doi	doi	NOUN
cana-5834	412	2	:	:	PUNCT
cana-5834	412	3	10.1145/3589750	10.1145/3589750	NUM
cana-5834	412	4	.	.	NOUN
cana-5834	412	5	26	26	NUM
cana-5834	412	6	.	.	PUNCT
cana-5834	413	1	m.	m.	NOUN
cana-5834	413	2	vignesh	vignesh	NOUN
cana-5834	413	3	,	,	PUNCT
cana-5834	413	4	t.	t.	PROPN
cana-5834	413	5	wayne	wayne	PROPN
cana-5834	413	6	,	,	PUNCT
cana-5834	413	7	and	and	CCONJ
cana-5834	413	8	g.	g.	PROPN
cana-5834	413	9	lopez	lopez	PROPN
cana-5834	413	10	,	,	PUNCT
cana-5834	413	11	"	"	PUNCT
cana-5834	413	12	real	real	ADJ
cana-5834	413	13	-	-	PUNCT
cana-5834	413	14	time	time	NOUN
cana-5834	413	15	har	har	NOUN
cana-5834	413	16	algorithms	algorithm	NOUN
cana-5834	413	17	for	for	ADP
cana-5834	413	18	disaster	disaster	NOUN
cana-5834	413	19	response	response	NOUN
cana-5834	413	20	,	,	PUNCT
cana-5834	413	21	"	"	PUNCT
cana-5834	413	22	ieee	ieee	NOUN
cana-5834	413	23	transactions	transaction	NOUN
cana-5834	413	24	on	on	ADP
cana-5834	413	25	geoscience	geoscience	NOUN
cana-5834	413	26	and	and	CCONJ
cana-5834	413	27	remote	remote	ADJ
cana-5834	413	28	sensing	sensing	NOUN
cana-5834	413	29	,	,	PUNCT
cana-5834	413	30	vol	vol	NOUN
cana-5834	413	31	.	.	PROPN
cana-5834	414	1	62	62	NUM
cana-5834	414	2	,	,	PUNCT
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cana-5834	414	8	.	.	PUNCT
cana-5834	415	1	4576–4585	4576–4585	NUM
cana-5834	415	2	,	,	PUNCT
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cana-5834	415	6	.	.	PUNCT
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cana-5834	416	2	:	:	PUNCT
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cana-5834	416	8	.	.	PUNCT
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cana-5834	418	8	.	.	PUNCT
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cana-5834	419	2	,	,	PUNCT
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cana-5834	419	6	.	.	PUNCT
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cana-5834	420	2	:	:	PUNCT
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cana-5834	420	8	.	.	PUNCT
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cana-5834	421	16	:	:	PUNCT
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cana-5834	421	34	1	1	NUM
cana-5834	421	35	,	,	PUNCT
cana-5834	421	36	pp	pp	ADJ
cana-5834	421	37	.	.	PUNCT
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cana-5834	422	2	,	,	PUNCT
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cana-5834	422	6	.	.	PUNCT
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cana-5834	423	2	:	:	PUNCT
cana-5834	423	3	10.1109	10.1109	NUM
cana-5834	423	4	/	/	SYM
cana-5834	423	5	tia.2024.3145874	tia.2024.3145874	NOUN
cana-5834	423	6	.	.	NOUN
cana-5834	423	7	29	29	NUM
cana-5834	423	8	.	.	PUNCT
cana-5834	424	1	g.	g.	PROPN
cana-5834	424	2	lopez	lopez	PROPN
cana-5834	424	3	,	,	PUNCT
cana-5834	424	4	f.	f.	PROPN
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cana-5834	424	9	fernandez	fernandez	PROPN
cana-5834	424	10	,	,	PUNCT
cana-5834	424	11	"	"	PUNCT
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cana-5834	424	13	neural	neural	ADJ
cana-5834	424	14	networks	network	NOUN
cana-5834	424	15	in	in	ADP
cana-5834	424	16	har	har	NOUN
cana-5834	424	17	for	for	ADP
cana-5834	424	18	healthcare	healthcare	NOUN
cana-5834	424	19	analytics	analytic	NOUN
cana-5834	424	20	,	,	PUNCT
cana-5834	424	21	"	"	PUNCT
cana-5834	424	22	acm	acm	NOUN
cana-5834	424	23	transactions	transaction	NOUN
cana-5834	424	24	on	on	ADP
cana-5834	424	25	embedded	embed	VERB
cana-5834	424	26	computing	computing	NOUN
cana-5834	424	27	systems	system	NOUN
cana-5834	424	28	,	,	PUNCT
cana-5834	424	29	vol	vol	NOUN
cana-5834	424	30	.	.	PROPN
cana-5834	424	31	21	21	NUM
cana-5834	424	32	,	,	PUNCT
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cana-5834	424	35	2	2	NUM
cana-5834	424	36	,	,	PUNCT
cana-5834	424	37	pp	pp	ADJ
cana-5834	424	38	.	.	PUNCT
cana-5834	425	1	156–172	156–172	NUM
cana-5834	425	2	,	,	PUNCT
cana-5834	425	3	feb	feb	PROPN
cana-5834	425	4	.	.	PROPN
cana-5834	425	5	2025	2025	NUM
cana-5834	425	6	.	.	PUNCT
cana-5834	426	1	doi	doi	NOUN
cana-5834	426	2	:	:	PUNCT
cana-5834	426	3	10.1145/3569774	10.1145/3569774	NUM
cana-5834	426	4	.	.	NOUN
cana-5834	426	5	30	30	NUM
cana-5834	426	6	.	.	PUNCT
cana-5834	427	1	miller	miller	PROPN
cana-5834	427	2	,	,	PUNCT
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cana-5834	427	5	,	,	PUNCT
cana-5834	427	6	and	and	CCONJ
cana-5834	427	7	q.	q.	PROPN
cana-5834	427	8	liu	liu	PROPN
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cana-5834	427	13	in	in	ADP
cana-5834	427	14	educational	educational	ADJ
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cana-5834	427	16	,	,	PUNCT
cana-5834	427	17	"	"	PUNCT
cana-5834	427	18	ieee	ieee	NOUN
cana-5834	427	19	transactions	transaction	NOUN
cana-5834	427	20	on	on	ADP
cana-5834	427	21	learning	learn	VERB
cana-5834	427	22	technologies	technology	NOUN
cana-5834	427	23	,	,	PUNCT
cana-5834	427	24	vol	vol	NOUN
cana-5834	427	25	.	.	PROPN
cana-5834	427	26	15	15	NUM
cana-5834	427	27	,	,	PUNCT
cana-5834	427	28	no	no	INTJ
cana-5834	427	29	.	.	NOUN
cana-5834	427	30	3	3	NUM
cana-5834	427	31	,	,	PUNCT
cana-5834	427	32	pp	pp	ADJ
cana-5834	427	33	.	.	PUNCT
cana-5834	428	1	876–889	876–889	NUM
cana-5834	428	2	,	,	PUNCT
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cana-5834	428	4	.	.	PROPN
cana-5834	428	5	2024	2024	NUM
cana-5834	428	6	.	.	PUNCT
cana-5834	429	1	doi	doi	NOUN
cana-5834	429	2	:	:	PUNCT
cana-5834	429	3	10.1109	10.1109	NUM
cana-5834	429	4	/	/	SYM
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cana-5834	429	6	.	.	PUNCT