id	sid	tid	token	lemma	pos
zw12z32063z	1	1	human	human	ADJ
zw12z32063z	1	2	action	action	NOUN
zw12z32063z	1	3	recognition	recognition	NOUN
zw12z32063z	1	4	(	(	PUNCT
zw12z32063z	1	5	har	har	INTJ
zw12z32063z	1	6	)	)	PUNCT
zw12z32063z	1	7	is	be	AUX
zw12z32063z	1	8	frequently	frequently	ADV
zw12z32063z	1	9	used	use	VERB
zw12z32063z	1	10	to	to	PART
zw12z32063z	1	11	detect	detect	VERB
zw12z32063z	1	12	an	an	DET
zw12z32063z	1	13	individual	individual	NOUN
zw12z32063z	1	14	's	's	PART
zw12z32063z	1	15	motion	motion	NOUN
zw12z32063z	1	16	patterns	pattern	NOUN
zw12z32063z	1	17	based	base	VERB
zw12z32063z	1	18	on	on	ADP
zw12z32063z	1	19	a	a	DET
zw12z32063z	1	20	series	series	NOUN
zw12z32063z	1	21	of	of	ADP
zw12z32063z	1	22	observations	observation	NOUN
zw12z32063z	1	23	of	of	ADP
zw12z32063z	1	24	the	the	DET
zw12z32063z	1	25	individual	individual	NOUN
zw12z32063z	1	26	's	's	PART
zw12z32063z	1	27	body	body	NOUN
zw12z32063z	1	28	and	and	CCONJ
zw12z32063z	1	29	environment	environment	NOUN
zw12z32063z	1	30	.	.	PUNCT
zw12z32063z	2	1	this	this	DET
zw12z32063z	2	2	technique	technique	NOUN
zw12z32063z	2	3	is	be	AUX
zw12z32063z	2	4	essential	essential	ADJ
zw12z32063z	2	5	to	to	ADP
zw12z32063z	2	6	many	many	ADJ
zw12z32063z	2	7	fields	field	NOUN
zw12z32063z	2	8	such	such	ADJ
zw12z32063z	2	9	as	as	ADP
zw12z32063z	2	10	stroke	stroke	NOUN
zw12z32063z	2	11	rehabilitation	rehabilitation	NOUN
zw12z32063z	2	12	and	and	CCONJ
zw12z32063z	2	13	driver	driver	NOUN
zw12z32063z	2	14	monitoring	monitoring	NOUN
zw12z32063z	2	15	.	.	PUNCT
zw12z32063z	3	1	there	there	PRON
zw12z32063z	3	2	are	be	VERB
zw12z32063z	3	3	two	two	NUM
zw12z32063z	3	4	main	main	ADJ
zw12z32063z	3	5	approaches	approach	NOUN
zw12z32063z	3	6	for	for	ADP
zw12z32063z	3	7	a	a	DET
zw12z32063z	3	8	har	har	NOUN
zw12z32063z	3	9	system	system	NOUN
zw12z32063z	3	10	:	:	PUNCT
zw12z32063z	3	11	vision	vision	NOUN
zw12z32063z	3	12	-	-	PUNCT
zw12z32063z	3	13	based	base	VERB
zw12z32063z	3	14	and	and	CCONJ
zw12z32063z	3	15	sensor	sensor	NOUN
zw12z32063z	3	16	-	-	PUNCT
zw12z32063z	3	17	based	base	VERB
zw12z32063z	3	18	.	.	PUNCT
zw12z32063z	4	1	as	as	SCONJ
zw12z32063z	4	2	more	more	ADJ
zw12z32063z	4	3	sensors	sensor	NOUN
zw12z32063z	4	4	(	(	PUNCT
zw12z32063z	4	5	e.g.	e.g.	ADV
zw12z32063z	4	6	,	,	PUNCT
zw12z32063z	4	7	gps	gps	NOUN
zw12z32063z	4	8	and	and	CCONJ
zw12z32063z	4	9	accelerometers	accelerometer	NOUN
zw12z32063z	4	10	)	)	PUNCT
zw12z32063z	4	11	are	be	AUX
zw12z32063z	4	12	integrated	integrate	VERB
zw12z32063z	4	13	into	into	ADP
zw12z32063z	4	14	modern	modern	ADJ
zw12z32063z	4	15	smartphones	smartphone	NOUN
zw12z32063z	4	16	,	,	PUNCT
zw12z32063z	4	17	interest	interest	NOUN
zw12z32063z	4	18	in	in	ADP
zw12z32063z	4	19	action	action	NOUN
zw12z32063z	4	20	recognition	recognition	NOUN
zw12z32063z	4	21	using	use	VERB
zw12z32063z	4	22	mobile	mobile	ADJ
zw12z32063z	4	23	devices	device	NOUN
zw12z32063z	4	24	has	have	AUX
zw12z32063z	4	25	increased	increase	VERB
zw12z32063z	4	26	in	in	ADP
zw12z32063z	4	27	recent	recent	ADJ
zw12z32063z	4	28	years	year	NOUN
zw12z32063z	4	29	,	,	PUNCT
zw12z32063z	4	30	where	where	SCONJ
zw12z32063z	4	31	machine	machine	NOUN
zw12z32063z	4	32	learning	learning	NOUN
zw12z32063z	4	33	plays	play	VERB
zw12z32063z	4	34	a	a	DET
zw12z32063z	4	35	central	central	ADJ
zw12z32063z	4	36	role	role	NOUN
zw12z32063z	4	37	in	in	ADP
zw12z32063z	4	38	the	the	DET
zw12z32063z	4	39	action	action	NOUN
zw12z32063z	4	40	detection.the	detection.the	DET
zw12z32063z	4	41	performance	performance	NOUN
zw12z32063z	4	42	of	of	ADP
zw12z32063z	4	43	a	a	DET
zw12z32063z	4	44	har	har	NOUN
zw12z32063z	4	45	system	system	NOUN
zw12z32063z	4	46	depends	depend	VERB
zw12z32063z	4	47	on	on	ADP
zw12z32063z	4	48	data	datum	NOUN
zw12z32063z	4	49	quality	quality	NOUN
zw12z32063z	4	50	and	and	CCONJ
zw12z32063z	4	51	sensing	sensing	NOUN
zw12z32063z	4	52	and	and	CCONJ
zw12z32063z	4	53	processing	processing	NOUN
zw12z32063z	4	54	parameters	parameter	NOUN
zw12z32063z	4	55	to	to	PART
zw12z32063z	4	56	control	control	VERB
zw12z32063z	4	57	data	data	NOUN
zw12z32063z	4	58	processing	processing	NOUN
zw12z32063z	4	59	.	.	PUNCT
zw12z32063z	5	1	however	however	ADV
zw12z32063z	5	2	,	,	PUNCT
zw12z32063z	5	3	to	to	ADP
zw12z32063z	5	4	the	the	DET
zw12z32063z	5	5	best	good	ADJ
zw12z32063z	5	6	of	of	ADP
zw12z32063z	5	7	our	our	PRON
zw12z32063z	5	8	knowledge	knowledge	NOUN
zw12z32063z	5	9	,	,	PUNCT
zw12z32063z	5	10	the	the	DET
zw12z32063z	5	11	user	user	NOUN
zw12z32063z	5	12	-	-	PUNCT
zw12z32063z	5	13	provided	provide	VERB
zw12z32063z	5	14	data	datum	NOUN
zw12z32063z	5	15	is	be	AUX
zw12z32063z	5	16	prone	prone	ADJ
zw12z32063z	5	17	to	to	ADP
zw12z32063z	5	18	human	human	ADJ
zw12z32063z	5	19	error	error	NOUN
zw12z32063z	5	20	,	,	PUNCT
zw12z32063z	5	21	and	and	CCONJ
zw12z32063z	5	22	the	the	DET
zw12z32063z	5	23	impact	impact	NOUN
zw12z32063z	5	24	of	of	ADP
zw12z32063z	5	25	each	each	DET
zw12z32063z	5	26	input	input	NOUN
zw12z32063z	5	27	parameter	parameter	NOUN
zw12z32063z	5	28	on	on	ADP
zw12z32063z	5	29	classification	classification	NOUN
zw12z32063z	5	30	performance	performance	NOUN
zw12z32063z	5	31	is	be	AUX
zw12z32063z	5	32	not	not	PART
zw12z32063z	5	33	fully	fully	ADV
zw12z32063z	5	34	understood	understand	VERB
zw12z32063z	5	35	.	.	PUNCT
zw12z32063z	6	1	in	in	ADP
zw12z32063z	6	2	this	this	DET
zw12z32063z	6	3	dissertation	dissertation	NOUN
zw12z32063z	6	4	,	,	PUNCT
zw12z32063z	6	5	we	we	PRON
zw12z32063z	6	6	proposed	propose	VERB
zw12z32063z	6	7	three	three	NUM
zw12z32063z	6	8	novel	novel	NOUN
zw12z32063z	6	9	works	work	NOUN
zw12z32063z	6	10	to	to	PART
zw12z32063z	6	11	improve	improve	VERB
zw12z32063z	6	12	har	har	ADJ
zw12z32063z	6	13	performance	performance	NOUN
zw12z32063z	6	14	.	.	PUNCT
zw12z32063z	7	1	first	first	ADV
zw12z32063z	7	2	,	,	PUNCT
zw12z32063z	7	3	we	we	PRON
zw12z32063z	7	4	summarized	summarize	VERB
zw12z32063z	7	5	a	a	DET
zw12z32063z	7	6	set	set	NOUN
zw12z32063z	7	7	of	of	ADP
zw12z32063z	7	8	typical	typical	ADJ
zw12z32063z	7	9	sensing	sensing	NOUN
zw12z32063z	7	10	and	and	CCONJ
zw12z32063z	7	11	processing	processing	NOUN
zw12z32063z	7	12	parameters	parameter	NOUN
zw12z32063z	7	13	and	and	CCONJ
zw12z32063z	7	14	evaluate	evaluate	VERB
zw12z32063z	7	15	their	their	PRON
zw12z32063z	7	16	impacts	impact	NOUN
zw12z32063z	7	17	on	on	ADP
zw12z32063z	7	18	classification	classification	NOUN
zw12z32063z	7	19	performance	performance	NOUN
zw12z32063z	7	20	using	use	VERB
zw12z32063z	7	21	regression	regression	NOUN
zw12z32063z	7	22	analysis	analysis	NOUN
zw12z32063z	7	23	.	.	PUNCT
zw12z32063z	8	1	second	second	ADV
zw12z32063z	8	2	,	,	PUNCT
zw12z32063z	8	3	we	we	PRON
zw12z32063z	8	4	applied	apply	VERB
zw12z32063z	8	5	and	and	CCONJ
zw12z32063z	8	6	adapted	adapt	VERB
zw12z32063z	8	7	the	the	DET
zw12z32063z	8	8	concept	concept	NOUN
zw12z32063z	8	9	of	of	ADP
zw12z32063z	8	10	intraclass	intraclass	NOUN
zw12z32063z	8	11	correlation	correlation	NOUN
zw12z32063z	8	12	coefficient	coefficient	NOUN
zw12z32063z	8	13	to	to	PART
zw12z32063z	8	14	measure	measure	VERB
zw12z32063z	8	15	the	the	DET
zw12z32063z	8	16	consistency	consistency	NOUN
zw12z32063z	8	17	of	of	ADP
zw12z32063z	8	18	time	time	NOUN
zw12z32063z	8	19	-	-	PUNCT
zw12z32063z	8	20	series	series	NOUN
zw12z32063z	8	21	data	datum	NOUN
zw12z32063z	8	22	(	(	PUNCT
zw12z32063z	8	23	such	such	ADJ
zw12z32063z	8	24	as	as	ADP
zw12z32063z	8	25	accelerometer	accelerometer	NOUN
zw12z32063z	8	26	readings	reading	NOUN
zw12z32063z	8	27	)	)	PUNCT
zw12z32063z	8	28	.	.	PUNCT
zw12z32063z	9	1	third	third	ADV
zw12z32063z	9	2	,	,	PUNCT
zw12z32063z	9	3	to	to	PART
zw12z32063z	9	4	detect	detect	VERB
zw12z32063z	9	5	and	and	CCONJ
zw12z32063z	9	6	remove	remove	VERB
zw12z32063z	9	7	smartphone	smartphone	NOUN
zw12z32063z	9	8	label	label	NOUN
zw12z32063z	9	9	error	error	NOUN
zw12z32063z	9	10	,	,	PUNCT
zw12z32063z	9	11	we	we	PRON
zw12z32063z	9	12	proposed	propose	VERB
zw12z32063z	9	13	a	a	DET
zw12z32063z	9	14	scheme	scheme	NOUN
zw12z32063z	9	15	for	for	ADP
zw12z32063z	9	16	four	four	NUM
zw12z32063z	9	17	stratifiedtrained	stratifiedtraine	VERB
zw12z32063z	9	18	classifiers	classifier	NOUN
zw12z32063z	9	19	and	and	CCONJ
zw12z32063z	9	20	an	an	DET
zw12z32063z	9	21	ensemble	ensemble	ADJ
zw12z32063z	9	22	technique	technique	NOUN
zw12z32063z	9	23	for	for	ADP
zw12z32063z	9	24	them	they	PRON
zw12z32063z	9	25	.	.	PUNCT
zw12z32063z	10	1	these	these	DET
zw12z32063z	10	2	works	work	NOUN
zw12z32063z	10	3	provide	provide	VERB
zw12z32063z	10	4	a	a	DET
zw12z32063z	10	5	guideline	guideline	NOUN
zw12z32063z	10	6	to	to	PART
zw12z32063z	10	7	improve	improve	VERB
zw12z32063z	10	8	har	har	ADJ
zw12z32063z	10	9	performance	performance	NOUN
zw12z32063z	10	10	from	from	ADP
zw12z32063z	10	11	both	both	DET
zw12z32063z	10	12	training	training	NOUN
zw12z32063z	10	13	data	datum	NOUN
zw12z32063z	10	14	and	and	CCONJ
zw12z32063z	10	15	parameter	parameter	NOUN
zw12z32063z	10	16	optimization	optimization	NOUN
zw12z32063z	10	17	.	.	PUNCT