id	sid	tid	token	lemma	pos
iajs-1628	1	1	conseguences	conseguence	NOUN
iajs-1628	1	2	of	of	ADP
iajs-1628	1	3	soil	soil	NOUN
iajs-1628	1	4	crude	crude	ADJ
iajs-1628	1	5	oil	oil	NOUN
iajs-1628	1	6	pollution	pollution	NOUN
iajs-1628	1	7	on	on	ADP
iajs-1628	1	8	some	some	DET
iajs-1628	1	9	wood	wood	NOUN
iajs-1628	1	10	properties	property	NOUN
iajs-1628	1	11	of	of	ADP
iajs-1628	1	12	olive	olive	NOUN
iajs-1628	1	13	trees	tree	NOUN
iajs-1628	1	14	computer	computer	NOUN
iajs-1628	1	15	|243	|243	PROPN
iajs-1628	1	16	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	1	17	2017	2017	NUM
iajs-1628	1	18	(	(	PUNCT
iajs-1628	1	19	عام	عام	PROPN
iajs-1628	1	20	3	3	NUM
iajs-1628	1	21	(	(	PUNCT
iajs-1628	1	22	العدد	العدد	PROPN
iajs-1628	1	23	)	)	PUNCT
iajs-1628	1	24	30مجلة	30مجلة	PROPN
iajs-1628	1	25	إبن	إبن	VERB
iajs-1628	1	26	الهيثم	الهيثم	ADJ
iajs-1628	1	27	للعلوم	للعلوم	NOUN
iajs-1628	1	28	الصرفة	الصرفة	NOUN
iajs-1628	2	1	و	و	PRON
iajs-1628	2	2	التطبيقية	التطبيقية	ADV
iajs-1628	2	3	المجلد	المجلد	ADV
iajs-1628	2	4	)	)	PUNCT
iajs-1628	3	1	ibn	ibn	PROPN
iajs-1628	3	2	al	al	PROPN
iajs-1628	3	3	-	-	PUNCT
iajs-1628	3	4	haitham	haitham	PROPN
iajs-1628	3	5	j.	j.	PROPN
iajs-1628	3	6	for	for	ADP
iajs-1628	3	7	pure	pure	PROPN
iajs-1628	3	8	&	&	CCONJ
iajs-1628	3	9	appl	appl	PROPN
iajs-1628	3	10	.	.	PUNCT
iajs-1628	4	1	sci	sci	PROPN
iajs-1628	4	2	.	.	PUNCT
iajs-1628	5	1	vol.30	vol.30	NOUN
iajs-1628	5	2	(	(	PUNCT
iajs-1628	5	3	3	3	NUM
iajs-1628	5	4	)	)	PUNCT
iajs-1628	5	5	2017	2017	NUM
iajs-1628	5	6	)	)	PUNCT
iajs-1628	5	7	2017	2017	NUM
iajs-1628	5	8	a	a	DET
iajs-1628	5	9	smartphone	smartphone	NOUN
iajs-1628	5	10	-	-	PUNCT
iajs-1628	5	11	based	base	VERB
iajs-1628	5	12	model	model	NOUN
iajs-1628	5	13	for	for	ADP
iajs-1628	5	14	human	human	ADJ
iajs-1628	5	15	activity	activity	NOUN
iajs-1628	5	16	recognition	recognition	NOUN
iajs-1628	5	17	ali	ali	PROPN
iajs-1628	5	18	al	al	PROPN
iajs-1628	5	19	-	-	PUNCT
iajs-1628	5	20	taei	taei	PROPN
iajs-1628	5	21	dept.of	dept.of	PROPN
iajs-1628	5	22	it	it	PRON
iajs-1628	5	23	technical/	technical/	NUM
iajs-1628	5	24	college	college	NOUN
iajs-1628	5	25	of	of	ADP
iajs-1628	5	26	management/	management/	NUM
iajs-1628	5	27	middle	middle	PROPN
iajs-1628	5	28	technical/	technical/	NUM
iajs-1628	5	29	university	university	NOUN
iajs-1628	5	30	of	of	ADP
iajs-1628	5	31	baghdad	baghdad	PROPN
iajs-1628	5	32	alitaei@mtu.edu.iq	alitaei@mtu.edu.iq	PROPN
iajs-1628	5	33	received	receive	VERB
iajs-1628	5	34	in	in	ADP
iajs-1628	5	35	:	:	PUNCT
iajs-1628	5	36	9	9	NUM
iajs-1628	5	37	/	/	SYM
iajs-1628	5	38	august/2017,accepted	august/2017,accepte	VERB
iajs-1628	5	39	in	in	ADP
iajs-1628	5	40	:1	:1	PUNCT
iajs-1628	5	41	/	/	SYM
iajs-1628	5	42	november/2017/	november/2017/	ADJ
iajs-1628	5	43	abstract	abstract	ADJ
iajs-1628	5	44	activity	activity	NOUN
iajs-1628	5	45	recognition	recognition	NOUN
iajs-1628	5	46	(	(	PUNCT
iajs-1628	5	47	ar	ar	NOUN
iajs-1628	5	48	)	)	PUNCT
iajs-1628	5	49	is	be	AUX
iajs-1628	5	50	a	a	DET
iajs-1628	5	51	new	new	ADJ
iajs-1628	5	52	interesting	interesting	ADJ
iajs-1628	5	53	and	and	CCONJ
iajs-1628	5	54	challenging	challenging	ADJ
iajs-1628	5	55	research	research	NOUN
iajs-1628	5	56	area	area	NOUN
iajs-1628	5	57	with	with	ADP
iajs-1628	5	58	many	many	ADJ
iajs-1628	5	59	applications	application	NOUN
iajs-1628	5	60	(	(	PUNCT
iajs-1628	5	61	e.g.	e.g.	ADV
iajs-1628	5	62	healthcare	healthcare	NOUN
iajs-1628	5	63	,	,	PUNCT
iajs-1628	5	64	security	security	NOUN
iajs-1628	5	65	,	,	PUNCT
iajs-1628	5	66	and	and	CCONJ
iajs-1628	5	67	event	event	NOUN
iajs-1628	5	68	detection	detection	NOUN
iajs-1628	5	69	)	)	PUNCT
iajs-1628	5	70	.	.	PUNCT
iajs-1628	6	1	basically	basically	ADV
iajs-1628	6	2	,	,	PUNCT
iajs-1628	6	3	activity	activity	NOUN
iajs-1628	6	4	recognition	recognition	NOUN
iajs-1628	6	5	(	(	PUNCT
iajs-1628	6	6	e.g.	e.g.	ADV
iajs-1628	6	7	identifying	identify	VERB
iajs-1628	6	8	user	user	NOUN
iajs-1628	6	9	’s	’s	PART
iajs-1628	6	10	physical	physical	ADJ
iajs-1628	6	11	activity	activity	NOUN
iajs-1628	6	12	)	)	PUNCT
iajs-1628	6	13	is	be	AUX
iajs-1628	6	14	more	more	ADV
iajs-1628	6	15	likely	likely	ADJ
iajs-1628	6	16	to	to	PART
iajs-1628	6	17	be	be	AUX
iajs-1628	6	18	considered	consider	VERB
iajs-1628	6	19	as	as	ADP
iajs-1628	6	20	a	a	DET
iajs-1628	6	21	classification	classification	NOUN
iajs-1628	6	22	problem	problem	NOUN
iajs-1628	6	23	.	.	PUNCT
iajs-1628	7	1	in	in	ADP
iajs-1628	7	2	this	this	DET
iajs-1628	7	3	paper	paper	NOUN
iajs-1628	7	4	,	,	PUNCT
iajs-1628	7	5	a	a	DET
iajs-1628	7	6	combination	combination	NOUN
iajs-1628	7	7	of	of	ADP
iajs-1628	7	8	7	7	NUM
iajs-1628	7	9	classification	classification	NOUN
iajs-1628	7	10	methods	method	NOUN
iajs-1628	7	11	is	be	AUX
iajs-1628	7	12	employed	employ	VERB
iajs-1628	7	13	and	and	CCONJ
iajs-1628	7	14	experimented	experiment	VERB
iajs-1628	7	15	on	on	ADP
iajs-1628	7	16	accelerometer	accelerometer	NOUN
iajs-1628	7	17	data	datum	NOUN
iajs-1628	7	18	collected	collect	VERB
iajs-1628	7	19	via	via	ADP
iajs-1628	7	20	smartphones	smartphone	NOUN
iajs-1628	7	21	,	,	PUNCT
iajs-1628	7	22	and	and	CCONJ
iajs-1628	7	23	compared	compare	VERB
iajs-1628	7	24	for	for	ADP
iajs-1628	7	25	best	good	ADJ
iajs-1628	7	26	performance	performance	NOUN
iajs-1628	7	27	.	.	PUNCT
iajs-1628	8	1	the	the	DET
iajs-1628	8	2	dataset	dataset	NOUN
iajs-1628	8	3	is	be	AUX
iajs-1628	8	4	collected	collect	VERB
iajs-1628	8	5	from	from	ADP
iajs-1628	8	6	59	59	NUM
iajs-1628	8	7	individuals	individual	NOUN
iajs-1628	8	8	who	who	PRON
iajs-1628	8	9	performed	perform	VERB
iajs-1628	8	10	6	6	NUM
iajs-1628	8	11	different	different	ADJ
iajs-1628	8	12	activities	activity	NOUN
iajs-1628	8	13	(	(	PUNCT
iajs-1628	8	14	i.e.	i.e.	X
iajs-1628	8	15	walk	walk	NOUN
iajs-1628	8	16	,	,	PUNCT
iajs-1628	8	17	jog	jog	PROPN
iajs-1628	8	18	,	,	PUNCT
iajs-1628	8	19	sit	sit	VERB
iajs-1628	8	20	,	,	PUNCT
iajs-1628	8	21	stand	stand	VERB
iajs-1628	8	22	,	,	PUNCT
iajs-1628	8	23	upstairs	upstairs	ADV
iajs-1628	8	24	,	,	PUNCT
iajs-1628	8	25	and	and	CCONJ
iajs-1628	8	26	downstairs	downstairs	ADV
iajs-1628	8	27	)	)	PUNCT
iajs-1628	8	28	.	.	PUNCT
iajs-1628	9	1	the	the	DET
iajs-1628	9	2	total	total	ADJ
iajs-1628	9	3	number	number	NOUN
iajs-1628	9	4	of	of	ADP
iajs-1628	9	5	dataset	dataset	ADJ
iajs-1628	9	6	instances	instance	NOUN
iajs-1628	9	7	is	be	AUX
iajs-1628	9	8	5418	5418	NUM
iajs-1628	9	9	with	with	ADP
iajs-1628	9	10	46	46	NUM
iajs-1628	9	11	labeled	label	VERB
iajs-1628	9	12	features	feature	NOUN
iajs-1628	9	13	.	.	PUNCT
iajs-1628	10	1	the	the	DET
iajs-1628	10	2	results	result	NOUN
iajs-1628	10	3	show	show	VERB
iajs-1628	10	4	that	that	SCONJ
iajs-1628	10	5	the	the	DET
iajs-1628	10	6	proposed	propose	VERB
iajs-1628	10	7	method	method	NOUN
iajs-1628	10	8	of	of	ADP
iajs-1628	10	9	ensemble	ensemble	ADJ
iajs-1628	10	10	boost	boost	NOUN
iajs-1628	10	11	-	-	PUNCT
iajs-1628	10	12	based	base	VERB
iajs-1628	10	13	classifier	classifier	NOUN
iajs-1628	10	14	overperforms	overperform	VERB
iajs-1628	10	15	other	other	ADJ
iajs-1628	10	16	classifiers	classifier	NOUN
iajs-1628	10	17	that	that	PRON
iajs-1628	10	18	were	be	AUX
iajs-1628	10	19	examined	examine	VERB
iajs-1628	10	20	in	in	ADP
iajs-1628	10	21	this	this	DET
iajs-1628	10	22	research	research	NOUN
iajs-1628	10	23	paper	paper	NOUN
iajs-1628	10	24	.	.	PUNCT
iajs-1628	11	1	keywords	keyword	NOUN
iajs-1628	11	2	:	:	PUNCT
iajs-1628	11	3	activity	activity	NOUN
iajs-1628	11	4	recognition	recognition	NOUN
iajs-1628	11	5	,	,	PUNCT
iajs-1628	11	6	machine	machine	NOUN
iajs-1628	11	7	learning	learning	NOUN
iajs-1628	11	8	,	,	PUNCT
iajs-1628	11	9	sensor	sensor	NOUN
iajs-1628	11	10	mining	mining	NOUN
iajs-1628	11	11	,	,	PUNCT
iajs-1628	11	12	smartphone	smartphone	NOUN
iajs-1628	11	13	computing	computing	NOUN
iajs-1628	11	14	,	,	PUNCT
iajs-1628	11	15	accelerometers	accelerometer	NOUN
iajs-1628	11	16	.	.	PUNCT
iajs-1628	12	1	multiple	multiple	ADJ
iajs-1628	12	2	classifier	classifier	NOUN
iajs-1628	12	3	system	system	NOUN
iajs-1628	12	4	.	.	PUNCT
iajs-1628	13	1	mailto:alitaei@mtu.edu.iq	mailto:alitaei@mtu.edu.iq	NOUN
iajs-1628	13	2	computer	computer	NOUN
iajs-1628	13	3	|244	|244	NOUN
iajs-1628	14	1	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	14	2	2017	2017	NUM
iajs-1628	14	3	(	(	PUNCT
iajs-1628	14	4	عام	عام	PROPN
iajs-1628	14	5	3	3	NUM
iajs-1628	14	6	(	(	PUNCT
iajs-1628	14	7	العدد	العدد	PROPN
iajs-1628	14	8	)	)	PUNCT
iajs-1628	14	9	30مجلة	30مجلة	PROPN
iajs-1628	14	10	إبن	إبن	VERB
iajs-1628	14	11	الهيثم	الهيثم	ADJ
iajs-1628	14	12	للعلوم	للعلوم	NOUN
iajs-1628	14	13	الصرفة	الصرفة	NOUN
iajs-1628	15	1	و	و	PRON
iajs-1628	15	2	التطبيقية	التطبيقية	ADV
iajs-1628	15	3	المجلد	المجلد	ADV
iajs-1628	15	4	)	)	PUNCT
iajs-1628	16	1	ibn	ibn	PROPN
iajs-1628	16	2	al	al	PROPN
iajs-1628	16	3	-	-	PUNCT
iajs-1628	16	4	haitham	haitham	PROPN
iajs-1628	16	5	j.	j.	PROPN
iajs-1628	16	6	for	for	ADP
iajs-1628	16	7	pure	pure	PROPN
iajs-1628	16	8	&	&	CCONJ
iajs-1628	16	9	appl	appl	PROPN
iajs-1628	16	10	.	.	PUNCT
iajs-1628	17	1	sci	sci	PROPN
iajs-1628	17	2	.	.	PUNCT
iajs-1628	18	1	vol.30	vol.30	NOUN
iajs-1628	18	2	(	(	PUNCT
iajs-1628	18	3	3	3	NUM
iajs-1628	18	4	)	)	PUNCT
iajs-1628	18	5	2017	2017	NUM
iajs-1628	18	6	)	)	PUNCT
iajs-1628	18	7	2017	2017	NUM
iajs-1628	18	8	introduction	introduction	NOUN
iajs-1628	18	9	recently	recently	ADV
iajs-1628	18	10	,	,	PUNCT
iajs-1628	18	11	the	the	DET
iajs-1628	18	12	need	need	NOUN
iajs-1628	18	13	for	for	ADP
iajs-1628	18	14	monitoring	monitor	VERB
iajs-1628	18	15	and	and	CCONJ
iajs-1628	18	16	recognizing	recognize	VERB
iajs-1628	18	17	human	human	ADJ
iajs-1628	18	18	activities	activity	NOUN
iajs-1628	18	19	is	be	AUX
iajs-1628	18	20	increasing	increase	VERB
iajs-1628	18	21	.	.	PUNCT
iajs-1628	19	1	this	this	DET
iajs-1628	19	2	task	task	NOUN
iajs-1628	19	3	can	can	AUX
iajs-1628	19	4	be	be	AUX
iajs-1628	19	5	accomplished	accomplish	VERB
iajs-1628	19	6	by	by	ADP
iajs-1628	19	7	employing	employ	VERB
iajs-1628	19	8	some	some	DET
iajs-1628	19	9	machine	machine	NOUN
iajs-1628	19	10	learning	learn	VERB
iajs-1628	19	11	techniques	technique	NOUN
iajs-1628	19	12	[	[	X
iajs-1628	19	13	1	1	NUM
iajs-1628	19	14	]	]	PUNCT
iajs-1628	19	15	,	,	PUNCT
iajs-1628	19	16	[	[	X
iajs-1628	19	17	2	2	NUM
iajs-1628	19	18	]	]	PUNCT
iajs-1628	19	19	.	.	PUNCT
iajs-1628	20	1	human	human	ADJ
iajs-1628	20	2	activity	activity	NOUN
iajs-1628	20	3	recognition	recognition	NOUN
iajs-1628	20	4	(	(	PUNCT
iajs-1628	20	5	ar	ar	NOUN
iajs-1628	20	6	)	)	PUNCT
iajs-1628	20	7	might	might	AUX
iajs-1628	20	8	take	take	VERB
iajs-1628	20	9	part	part	NOUN
iajs-1628	20	10	in	in	ADP
iajs-1628	20	11	many	many	ADJ
iajs-1628	20	12	applications	application	NOUN
iajs-1628	20	13	such	such	ADJ
iajs-1628	20	14	as	as	ADP
iajs-1628	20	15	context	context	NOUN
iajs-1628	20	16	aware	aware	ADJ
iajs-1628	20	17	behavior	behavior	NOUN
iajs-1628	20	18	,	,	PUNCT
iajs-1628	20	19	smart	smart	ADJ
iajs-1628	20	20	environments	environment	NOUN
iajs-1628	20	21	,	,	PUNCT
iajs-1628	20	22	health	health	NOUN
iajs-1628	20	23	care	care	NOUN
iajs-1628	20	24	and	and	CCONJ
iajs-1628	20	25	security	security	NOUN
iajs-1628	20	26	[	[	X
iajs-1628	20	27	3	3	NUM
iajs-1628	20	28	]	]	PUNCT
iajs-1628	20	29	,	,	PUNCT
iajs-1628	20	30	[	[	X
iajs-1628	20	31	4	4	X
iajs-1628	20	32	]	]	X
iajs-1628	20	33	[	[	X
iajs-1628	20	34	2	2	NUM
iajs-1628	20	35	,	,	PUNCT
iajs-1628	20	36	5	5	NUM
iajs-1628	20	37	]	]	PUNCT
iajs-1628	20	38	.	.	PUNCT
iajs-1628	21	1	the	the	DET
iajs-1628	21	2	main	main	ADJ
iajs-1628	21	3	aims	aim	NOUN
iajs-1628	21	4	of	of	ADP
iajs-1628	21	5	this	this	DET
iajs-1628	21	6	research	research	NOUN
iajs-1628	21	7	is	be	AUX
iajs-1628	21	8	to	to	AUX
iajs-1628	21	9	(	(	PUNCT
iajs-1628	21	10	i	i	NOUN
iajs-1628	21	11	)	)	PUNCT
iajs-1628	21	12	employ	employ	VERB
iajs-1628	21	13	and	and	CCONJ
iajs-1628	21	14	evaluate	evaluate	VERB
iajs-1628	21	15	the	the	DET
iajs-1628	21	16	performance	performance	NOUN
iajs-1628	21	17	of	of	ADP
iajs-1628	21	18	various	various	ADJ
iajs-1628	21	19	standalone	standalone	ADJ
iajs-1628	21	20	machine	machine	NOUN
iajs-1628	21	21	learning	learn	VERB
iajs-1628	21	22	techniques	technique	NOUN
iajs-1628	21	23	for	for	ADP
iajs-1628	21	24	the	the	DET
iajs-1628	21	25	ar	ar	PROPN
iajs-1628	21	26	task	task	NOUN
iajs-1628	21	27	,	,	PUNCT
iajs-1628	21	28	and	and	CCONJ
iajs-1628	21	29	(	(	PUNCT
iajs-1628	21	30	ii	ii	NOUN
iajs-1628	21	31	)	)	PUNCT
iajs-1628	21	32	suggest	suggest	VERB
iajs-1628	21	33	an	an	DET
iajs-1628	21	34	ar	ar	NOUN
iajs-1628	21	35	classification	classification	NOUN
iajs-1628	21	36	model	model	NOUN
iajs-1628	21	37	that	that	PRON
iajs-1628	21	38	is	be	AUX
iajs-1628	21	39	more	more	ADV
iajs-1628	21	40	robust	robust	ADJ
iajs-1628	21	41	and	and	CCONJ
iajs-1628	21	42	accurate	accurate	ADJ
iajs-1628	21	43	.	.	PUNCT
iajs-1628	22	1	to	to	PART
iajs-1628	22	2	achieve	achieve	VERB
iajs-1628	22	3	these	these	DET
iajs-1628	22	4	goals	goal	NOUN
iajs-1628	22	5	,	,	PUNCT
iajs-1628	22	6	a	a	DET
iajs-1628	22	7	concrete	concrete	ADJ
iajs-1628	22	8	background	background	NOUN
iajs-1628	22	9	of	of	ADP
iajs-1628	22	10	the	the	DET
iajs-1628	22	11	related	relate	VERB
iajs-1628	22	12	works	work	NOUN
iajs-1628	22	13	’	'	PUNCT
iajs-1628	22	14	results	result	NOUN
iajs-1628	22	15	should	should	AUX
iajs-1628	22	16	be	be	AUX
iajs-1628	22	17	discussed	discuss	VERB
iajs-1628	22	18	,	,	PUNCT
iajs-1628	22	19	the	the	DET
iajs-1628	22	20	proposed	propose	VERB
iajs-1628	22	21	method	method	NOUN
iajs-1628	22	22	performance	performance	NOUN
iajs-1628	22	23	should	should	AUX
iajs-1628	22	24	be	be	AUX
iajs-1628	22	25	illustrated	illustrate	VERB
iajs-1628	22	26	,	,	PUNCT
iajs-1628	22	27	compared	compare	VERB
iajs-1628	22	28	to	to	ADP
iajs-1628	22	29	previous	previous	ADJ
iajs-1628	22	30	results	result	NOUN
iajs-1628	22	31	using	use	VERB
iajs-1628	22	32	trusted	trust	VERB
iajs-1628	22	33	accuracy	accuracy	NOUN
iajs-1628	22	34	metrics	metric	NOUN
iajs-1628	22	35	for	for	ADP
iajs-1628	22	36	evaluation	evaluation	NOUN
iajs-1628	22	37	.	.	PUNCT
iajs-1628	23	1	this	this	DET
iajs-1628	23	2	research	research	NOUN
iajs-1628	23	3	will	will	AUX
iajs-1628	23	4	be	be	AUX
iajs-1628	23	5	organized	organize	VERB
iajs-1628	23	6	as	as	SCONJ
iajs-1628	23	7	follows	follow	VERB
iajs-1628	23	8	,	,	PUNCT
iajs-1628	23	9	the	the	DET
iajs-1628	23	10	related	related	ADJ
iajs-1628	23	11	work	work	NOUN
iajs-1628	23	12	will	will	AUX
iajs-1628	23	13	be	be	AUX
iajs-1628	23	14	discussed	discuss	VERB
iajs-1628	23	15	in	in	ADP
iajs-1628	23	16	section	section	NOUN
iajs-1628	23	17	2	2	NUM
iajs-1628	23	18	,	,	PUNCT
iajs-1628	23	19	the	the	DET
iajs-1628	23	20	dataset	dataset	NOUN
iajs-1628	23	21	characterization	characterization	NOUN
iajs-1628	23	22	will	will	AUX
iajs-1628	23	23	be	be	AUX
iajs-1628	23	24	also	also	ADV
iajs-1628	23	25	described	describe	VERB
iajs-1628	23	26	in	in	ADP
iajs-1628	23	27	subsection	subsection	NOUN
iajs-1628	23	28	2.2	2.2	NUM
iajs-1628	23	29	.	.	PUNCT
iajs-1628	24	1	and	and	CCONJ
iajs-1628	24	2	in	in	ADP
iajs-1628	24	3	section	section	NOUN
iajs-1628	24	4	3	3	NUM
iajs-1628	24	5	,	,	PUNCT
iajs-1628	24	6	a	a	DET
iajs-1628	24	7	number	number	NOUN
iajs-1628	24	8	of	of	ADP
iajs-1628	24	9	classifiers	classifier	NOUN
iajs-1628	24	10	will	will	AUX
iajs-1628	24	11	be	be	AUX
iajs-1628	24	12	employed	employ	VERB
iajs-1628	24	13	,	,	PUNCT
iajs-1628	24	14	tested	test	VERB
iajs-1628	24	15	,	,	PUNCT
iajs-1628	24	16	and	and	CCONJ
iajs-1628	24	17	compared	compare	VERB
iajs-1628	24	18	,	,	PUNCT
iajs-1628	24	19	and	and	CCONJ
iajs-1628	24	20	the	the	DET
iajs-1628	24	21	result	result	NOUN
iajs-1628	24	22	of	of	ADP
iajs-1628	24	23	our	our	PRON
iajs-1628	24	24	model	model	NOUN
iajs-1628	24	25	will	will	AUX
iajs-1628	24	26	be	be	AUX
iajs-1628	24	27	presented	present	VERB
iajs-1628	24	28	and	and	CCONJ
iajs-1628	24	29	discuss	discuss	VERB
iajs-1628	24	30	the	the	DET
iajs-1628	24	31	experiments	experiment	NOUN
iajs-1628	24	32	.	.	PUNCT
iajs-1628	25	1	finally	finally	ADV
iajs-1628	25	2	,	,	PUNCT
iajs-1628	25	3	conclusions	conclusion	NOUN
iajs-1628	25	4	and	and	CCONJ
iajs-1628	25	5	recommendations	recommendation	NOUN
iajs-1628	25	6	for	for	ADP
iajs-1628	25	7	future	future	ADJ
iajs-1628	25	8	work	work	NOUN
iajs-1628	25	9	are	be	AUX
iajs-1628	25	10	presented	present	VERB
iajs-1628	25	11	in	in	ADP
iajs-1628	25	12	section	section	NOUN
iajs-1628	25	13	4	4	NUM
iajs-1628	25	14	.	.	PUNCT
iajs-1628	25	15	related	relate	VERB
iajs-1628	25	16	works	work	NOUN
iajs-1628	25	17	and	and	CCONJ
iajs-1628	25	18	dataset	dataset	VERB
iajs-1628	25	19	related	relate	VERB
iajs-1628	25	20	works	work	VERB
iajs-1628	25	21	the	the	DET
iajs-1628	25	22	recognition	recognition	NOUN
iajs-1628	25	23	of	of	ADP
iajs-1628	25	24	physical	physical	ADJ
iajs-1628	25	25	human	human	ADJ
iajs-1628	25	26	activity	activity	NOUN
iajs-1628	25	27	has	have	AUX
iajs-1628	25	28	been	be	AUX
iajs-1628	25	29	previously	previously	ADV
iajs-1628	25	30	studied	study	VERB
iajs-1628	25	31	in	in	ADP
iajs-1628	25	32	some	some	DET
iajs-1628	25	33	researches	research	NOUN
iajs-1628	25	34	that	that	PRON
iajs-1628	25	35	depended	depend	VERB
iajs-1628	25	36	on	on	ADP
iajs-1628	25	37	either	either	CCONJ
iajs-1628	25	38	accelerometer	accelerometer	NOUN
iajs-1628	25	39	data	datum	NOUN
iajs-1628	25	40	collected	collect	VERB
iajs-1628	25	41	from	from	ADP
iajs-1628	25	42	smart	smart	ADJ
iajs-1628	25	43	mobile	mobile	ADJ
iajs-1628	25	44	devices	device	NOUN
iajs-1628	25	45	such	such	ADJ
iajs-1628	25	46	as	as	ADP
iajs-1628	25	47	in	in	ADP
iajs-1628	25	48	[	[	PUNCT
iajs-1628	25	49	68	68	NUM
iajs-1628	25	50	]	]	PUNCT
iajs-1628	25	51	,	,	PUNCT
iajs-1628	25	52	or	or	CCONJ
iajs-1628	25	53	other	other	ADJ
iajs-1628	25	54	wearable	wearable	ADJ
iajs-1628	25	55	sensors	sensor	NOUN
iajs-1628	25	56	[	[	X
iajs-1628	25	57	2	2	NUM
iajs-1628	25	58	,	,	PUNCT
iajs-1628	25	59	9	9	NUM
iajs-1628	25	60	,	,	PUNCT
iajs-1628	25	61	10	10	NUM
iajs-1628	25	62	]	]	PUNCT
iajs-1628	25	63	.	.	PUNCT
iajs-1628	26	1	however	however	ADV
iajs-1628	26	2	,	,	PUNCT
iajs-1628	26	3	the	the	DET
iajs-1628	26	4	most	most	ADV
iajs-1628	26	5	recent	recent	ADJ
iajs-1628	26	6	related	related	ADJ
iajs-1628	26	7	works	work	NOUN
iajs-1628	26	8	are	be	AUX
iajs-1628	26	9	explained	explain	VERB
iajs-1628	26	10	in	in	ADP
iajs-1628	26	11	this	this	DET
iajs-1628	26	12	section	section	NOUN
iajs-1628	26	13	.	.	PUNCT
iajs-1628	27	1	kwapisz	kwapisz	PROPN
iajs-1628	27	2	et	et	PROPN
iajs-1628	27	3	al	al	PROPN
iajs-1628	27	4	.	.	PUNCT
iajs-1628	28	1	[	[	X
iajs-1628	28	2	11	11	NUM
iajs-1628	28	3	]	]	PUNCT
iajs-1628	28	4	in	in	ADP
iajs-1628	28	5	the	the	DET
iajs-1628	28	6	wireless	wireless	ADJ
iajs-1628	28	7	sensor	sensor	NOUN
iajs-1628	28	8	data	data	NOUN
iajs-1628	28	9	mining	mining	NOUN
iajs-1628	28	10	(	(	PUNCT
iajs-1628	28	11	wisdm	wisdm	NOUN
iajs-1628	28	12	)	)	PUNCT
iajs-1628	28	13	project	project	NOUN
iajs-1628	28	14	1	1	NUM
iajs-1628	28	15	,	,	PUNCT
iajs-1628	28	16	collected	collect	VERB
iajs-1628	28	17	a	a	DET
iajs-1628	28	18	mobile	mobile	ADJ
iajs-1628	28	19	phone	phone	NOUN
iajs-1628	28	20	-	-	PUNCT
iajs-1628	28	21	based	base	VERB
iajs-1628	28	22	dataset	dataset	NOUN
iajs-1628	28	23	from	from	ADP
iajs-1628	28	24	29	29	NUM
iajs-1628	28	25	individuals	individual	NOUN
iajs-1628	28	26	who	who	PRON
iajs-1628	28	27	carried	carry	VERB
iajs-1628	28	28	their	their	PRON
iajs-1628	28	29	android	android	ADJ
iajs-1628	28	30	smart	smart	ADJ
iajs-1628	28	31	phones	phone	NOUN
iajs-1628	28	32	on	on	ADP
iajs-1628	28	33	pockets	pocket	NOUN
iajs-1628	28	34	while	while	SCONJ
iajs-1628	28	35	they	they	PRON
iajs-1628	28	36	were	be	AUX
iajs-1628	28	37	performing	perform	VERB
iajs-1628	28	38	activities	activity	NOUN
iajs-1628	28	39	of	of	ADP
iajs-1628	28	40	daily	daily	ADJ
iajs-1628	28	41	life	life	NOUN
iajs-1628	28	42	(	(	PUNCT
iajs-1628	28	43	adl	adl	PROPN
iajs-1628	28	44	)	)	PUNCT
iajs-1628	28	45	such	such	ADJ
iajs-1628	28	46	as	as	ADP
iajs-1628	28	47	sit	sit	NOUN
iajs-1628	28	48	,	,	PUNCT
iajs-1628	28	49	walk	walk	VERB
iajs-1628	28	50	,	,	PUNCT
iajs-1628	28	51	climbing	climb	VERB
iajs-1628	28	52	stairs	stair	NOUN
iajs-1628	28	53	,	,	PUNCT
iajs-1628	28	54	jog	jog	ADJ
iajs-1628	28	55	,	,	PUNCT
iajs-1628	28	56	and	and	CCONJ
iajs-1628	28	57	stand	stand	VERB
iajs-1628	28	58	.	.	PUNCT
iajs-1628	29	1	however	however	ADV
iajs-1628	29	2	,	,	PUNCT
iajs-1628	29	3	they	they	PRON
iajs-1628	29	4	collected	collect	VERB
iajs-1628	29	5	a	a	DET
iajs-1628	29	6	dataset	dataset	NOUN
iajs-1628	29	7	of	of	ADP
iajs-1628	29	8	4526	4526	NUM
iajs-1628	29	9	instances	instance	NOUN
iajs-1628	29	10	with	with	ADP
iajs-1628	29	11	46	46	NUM
iajs-1628	29	12	features	feature	NOUN
iajs-1628	29	13	.	.	PUNCT
iajs-1628	30	1	that	that	DET
iajs-1628	30	2	dataset	dataset	NOUN
iajs-1628	30	3	was	be	AUX
iajs-1628	30	4	used	use	VERB
iajs-1628	30	5	to	to	PART
iajs-1628	30	6	train	train	VERB
iajs-1628	30	7	4	4	NUM
iajs-1628	30	8	different	different	ADJ
iajs-1628	30	9	classifiers	classifier	NOUN
iajs-1628	30	10	(	(	PUNCT
iajs-1628	30	11	i.e.	i.e.	X
iajs-1628	30	12	decision	decision	NOUN
iajs-1628	30	13	tree	tree	NOUN
iajs-1628	30	14	(	(	PUNCT
iajs-1628	30	15	dt	dt	PROPN
iajs-1628	30	16	)	)	PUNCT
iajs-1628	30	17	,	,	PUNCT
iajs-1628	30	18	logistic	logistic	ADJ
iajs-1628	30	19	regression	regression	NOUN
iajs-1628	30	20	(	(	PUNCT
iajs-1628	30	21	lr	lr	NOUN
iajs-1628	30	22	)	)	PUNCT
iajs-1628	30	23	,	,	PUNCT
iajs-1628	30	24	multi	multi	ADJ
iajs-1628	30	25	layer	layer	NOUN
iajs-1628	30	26	perceptron	perceptron	PROPN
iajs-1628	30	27	(	(	PUNCT
iajs-1628	30	28	mlp	mlp	PROPN
iajs-1628	30	29	)	)	PUNCT
iajs-1628	30	30	,	,	PUNCT
iajs-1628	30	31	and	and	CCONJ
iajs-1628	30	32	straw	straw	NOUN
iajs-1628	30	33	man	man	NOUN
iajs-1628	30	34	(	(	PUNCT
iajs-1628	30	35	sm	sm	NOUN
iajs-1628	30	36	)	)	PUNCT
iajs-1628	30	37	)	)	PUNCT
iajs-1628	30	38	for	for	ADP
iajs-1628	30	39	the	the	DET
iajs-1628	30	40	purpose	purpose	NOUN
iajs-1628	30	41	of	of	ADP
iajs-1628	30	42	human	human	ADJ
iajs-1628	30	43	activity	activity	NOUN
iajs-1628	30	44	recognition	recognition	NOUN
iajs-1628	30	45	.	.	PUNCT
iajs-1628	31	1	result	result	NOUN
iajs-1628	31	2	showed	show	VERB
iajs-1628	31	3	that	that	SCONJ
iajs-1628	31	4	the	the	DET
iajs-1628	31	5	mlp	mlp	NOUN
iajs-1628	31	6	classifier	classifier	NOUN
iajs-1628	31	7	was	be	AUX
iajs-1628	31	8	the	the	DET
iajs-1628	31	9	best	good	ADJ
iajs-1628	31	10	method	method	NOUN
iajs-1628	31	11	with	with	ADP
iajs-1628	31	12	accuracy	accuracy	NOUN
iajs-1628	31	13	of	of	ADP
iajs-1628	31	14	90	90	NUM
iajs-1628	31	15	%	%	NOUN
iajs-1628	31	16	,	,	PUNCT
iajs-1628	31	17	while	while	SCONJ
iajs-1628	31	18	sm	sm	PROPN
iajs-1628	31	19	was	be	AUX
iajs-1628	31	20	the	the	DET
iajs-1628	31	21	lowest	low	ADJ
iajs-1628	31	22	accuracy	accuracy	NOUN
iajs-1628	31	23	classifier	classifier	NOUN
iajs-1628	31	24	with	with	ADP
iajs-1628	31	25	37.2	37.2	NUM
iajs-1628	31	26	%	%	NOUN
iajs-1628	31	27	performance	performance	NOUN
iajs-1628	31	28	.	.	PUNCT
iajs-1628	32	1	accordingly	accordingly	ADV
iajs-1628	32	2	,	,	PUNCT
iajs-1628	32	3	the	the	DET
iajs-1628	32	4	performance	performance	NOUN
iajs-1628	32	5	of	of	ADP
iajs-1628	32	6	the	the	DET
iajs-1628	32	7	other	other	ADJ
iajs-1628	32	8	two	two	NUM
iajs-1628	32	9	methods	method	NOUN
iajs-1628	32	10	,	,	PUNCT
iajs-1628	32	11	dt	dt	PUNCT
iajs-1628	32	12	and	and	CCONJ
iajs-1628	32	13	lr	lr	PROPN
iajs-1628	32	14	,	,	PUNCT
iajs-1628	32	15	was	be	AUX
iajs-1628	32	16	85.1	85.1	NUM
iajs-1628	32	17	%	%	NOUN
iajs-1628	32	18	and	and	CCONJ
iajs-1628	32	19	78.1	78.1	NUM
iajs-1628	32	20	%	%	NOUN
iajs-1628	32	21	,	,	PUNCT
iajs-1628	32	22	respectively	respectively	ADV
iajs-1628	32	23	.	.	PUNCT
iajs-1628	33	1	trabelsi	trabelsi	PROPN
iajs-1628	33	2	et	et	PROPN
iajs-1628	33	3	al	al	PROPN
iajs-1628	33	4	.	.	PUNCT
iajs-1628	34	1	[	[	X
iajs-1628	34	2	12	12	NUM
iajs-1628	34	3	]	]	PUNCT
iajs-1628	34	4	used	use	VERB
iajs-1628	34	5	inertial	inertial	ADJ
iajs-1628	34	6	wearable	wearable	ADJ
iajs-1628	34	7	-	-	PUNCT
iajs-1628	34	8	sensors	sensor	NOUN
iajs-1628	34	9	to	to	PART
iajs-1628	34	10	collect	collect	VERB
iajs-1628	34	11	acceleration	acceleration	NOUN
iajs-1628	34	12	data	datum	NOUN
iajs-1628	34	13	,	,	PUNCT
iajs-1628	34	14	then	then	ADV
iajs-1628	34	15	used	use	VERB
iajs-1628	34	16	that	that	SCONJ
iajs-1628	34	17	data	datum	NOUN
iajs-1628	34	18	to	to	PART
iajs-1628	34	19	train	train	VERB
iajs-1628	34	20	an	an	DET
iajs-1628	34	21	unsupervised	unsupervised	ADJ
iajs-1628	34	22	model	model	NOUN
iajs-1628	34	23	to	to	PART
iajs-1628	34	24	achieve	achieve	VERB
iajs-1628	34	25	ar	ar	NOUN
iajs-1628	34	26	task	task	NOUN
iajs-1628	34	27	.	.	PUNCT
iajs-1628	35	1	the	the	DET
iajs-1628	35	2	proposed	propose	VERB
iajs-1628	35	3	model	model	NOUN
iajs-1628	35	4	used	use	VERB
iajs-1628	35	5	hidden	hide	VERB
iajs-1628	35	6	markov	markov	NOUN
iajs-1628	35	7	map	map	NOUN
iajs-1628	35	8	(	(	PUNCT
iajs-1628	35	9	hmm	hmm	INTJ
iajs-1628	35	10	)	)	PUNCT
iajs-1628	35	11	for	for	ADP
iajs-1628	35	12	segmenting	segment	VERB
iajs-1628	35	13	the	the	DET
iajs-1628	35	14	data	datum	NOUN
iajs-1628	35	15	,	,	PUNCT
iajs-1628	35	16	and	and	CCONJ
iajs-1628	35	17	expectation	expectation	NOUN
iajs-1628	35	18	maximization	maximization	NOUN
iajs-1628	35	19	(	(	PUNCT
iajs-1628	35	20	em	em	NOUN
iajs-1628	35	21	)	)	PUNCT
iajs-1628	35	22	method	method	NOUN
iajs-1628	35	23	for	for	ADP
iajs-1628	35	24	learning	learn	VERB
iajs-1628	35	25	process	process	NOUN
iajs-1628	35	26	.	.	PUNCT
iajs-1628	36	1	in	in	ADP
iajs-1628	36	2	other	other	ADJ
iajs-1628	36	3	word	word	NOUN
iajs-1628	36	4	,	,	PUNCT
iajs-1628	36	5	they	they	PRON
iajs-1628	36	6	proposed	propose	VERB
iajs-1628	36	7	a	a	DET
iajs-1628	36	8	multiple	multiple	ADJ
iajs-1628	36	9	hidden	hide	VERB
iajs-1628	36	10	markov	markov	NOUN
iajs-1628	36	11	map	map	NOUN
iajs-1628	36	12	with	with	ADP
iajs-1628	36	13	regression	regression	NOUN
iajs-1628	36	14	(	(	PUNCT
iajs-1628	36	15	mhmmr	mhmmr	ADV
iajs-1628	36	16	)	)	PUNCT
iajs-1628	36	17	.	.	PUNCT
iajs-1628	37	1	results	result	NOUN
iajs-1628	37	2	showed	show	VERB
iajs-1628	37	3	that	that	SCONJ
iajs-1628	37	4	the	the	DET
iajs-1628	37	5	proposed	propose	VERB
iajs-1628	37	6	model	model	NOUN
iajs-1628	37	7	performance	performance	NOUN
iajs-1628	37	8	was	be	AUX
iajs-1628	37	9	91,4	91,4	NUM
iajs-1628	37	10	%	%	NOUN
iajs-1628	37	11	,	,	PUNCT
iajs-1628	37	12	which	which	PRON
iajs-1628	37	13	,	,	PUNCT
iajs-1628	37	14	in	in	ADP
iajs-1628	37	15	comparison	comparison	NOUN
iajs-1628	37	16	,	,	PUNCT
iajs-1628	37	17	is	be	AUX
iajs-1628	37	18	better	well	ADJ
iajs-1628	37	19	than	than	ADP
iajs-1628	37	20	the	the	DET
iajs-1628	37	21	performance	performance	NOUN
iajs-1628	37	22	of	of	ADP
iajs-1628	37	23	k	k	NOUN
iajs-1628	37	24	-	-	PUNCT
iajs-1628	37	25	means	means	PROPN
iajs-1628	37	26	(	(	PUNCT
iajs-1628	37	27	60.2	60.2	NUM
iajs-1628	37	28	%	%	NOUN
iajs-1628	37	29	)	)	PUNCT
iajs-1628	37	30	and	and	CCONJ
iajs-1628	38	1	standard	standard	ADJ
iajs-1628	38	2	hmm	hmm	INTJ
iajs-1628	38	3	(	(	PUNCT
iajs-1628	38	4	84.1	84.1	NUM
iajs-1628	38	5	%	%	NOUN
iajs-1628	38	6	)	)	PUNCT
iajs-1628	38	7	.	.	PUNCT
iajs-1628	39	1	in	in	ADP
iajs-1628	39	2	addition	addition	NOUN
iajs-1628	39	3	,	,	PUNCT
iajs-1628	39	4	they	they	PRON
iajs-1628	39	5	also	also	ADV
iajs-1628	39	6	evaluated	evaluate	VERB
iajs-1628	39	7	some	some	DET
iajs-1628	39	8	well	well	ADV
iajs-1628	39	9	known	know	VERB
iajs-1628	39	10	supervised	supervised	ADJ
iajs-1628	39	11	learning	learning	NOUN
iajs-1628	39	12	methods	method	NOUN
iajs-1628	39	13	(	(	PUNCT
iajs-1628	39	14	naïve	naïve	ADJ
iajs-1628	39	15	bayes	bayes	PROPN
iajs-1628	39	16	,	,	PUNCT
iajs-1628	39	17	mlp	mlp	PROPN
iajs-1628	39	18	,	,	PUNCT
iajs-1628	39	19	support	support	VERB
iajs-1628	39	20	vector	vector	NOUN
iajs-1628	39	21	machine	machine	NOUN
iajs-1628	39	22	,	,	PUNCT
iajs-1628	39	23	k	k	X
iajs-1628	39	24	-	-	PUNCT
iajs-1628	39	25	nearest	near	ADJ
iajs-1628	39	26	neighbor	neighbor	NOUN
iajs-1628	39	27	,	,	PUNCT
iajs-1628	39	28	and	and	CCONJ
iajs-1628	39	29	random	random	ADJ
iajs-1628	39	30	forest	forest	NOUN
iajs-1628	39	31	)	)	PUNCT
iajs-1628	39	32	and	and	CCONJ
iajs-1628	39	33	the	the	DET
iajs-1628	39	34	results	result	NOUN
iajs-1628	39	35	were	be	AUX
iajs-1628	39	36	80.6	80.6	NUM
iajs-1628	39	37	%	%	NOUN
iajs-1628	39	38	,	,	PUNCT
iajs-1628	39	39	83.1	83.1	NUM
iajs-1628	39	40	%	%	NOUN
iajs-1628	39	41	,	,	PUNCT
iajs-1628	39	42	88.1	88.1	NUM
iajs-1628	39	43	%	%	NOUN
iajs-1628	39	44	,	,	PUNCT
iajs-1628	39	45	95.8	95.8	NUM
iajs-1628	39	46	%	%	NOUN
iajs-1628	39	47	,	,	PUNCT
iajs-1628	39	48	and	and	CCONJ
iajs-1628	39	49	93.5	93.5	NUM
iajs-1628	39	50	%	%	NOUN
iajs-1628	39	51	,	,	PUNCT
iajs-1628	39	52	respectively	respectively	ADV
iajs-1628	39	53	.	.	PUNCT
iajs-1628	40	1	statistically	statistically	ADV
iajs-1628	40	2	,	,	PUNCT
iajs-1628	40	3	supervised	supervised	ADJ
iajs-1628	40	4	methods	method	NOUN
iajs-1628	40	5	performed	perform	VERB
iajs-1628	40	6	higher	high	ADJ
iajs-1628	40	7	than	than	ADP
iajs-1628	40	8	the	the	DET
iajs-1628	40	9	unsupervised	unsupervised	ADJ
iajs-1628	40	10	methods	method	NOUN
iajs-1628	40	11	.	.	PUNCT
iajs-1628	41	1	however	however	ADV
iajs-1628	41	2	,	,	PUNCT
iajs-1628	41	3	the	the	DET
iajs-1628	41	4	dataset	dataset	NOUN
iajs-1628	41	5	set	set	NOUN
iajs-1628	41	6	that	that	PRON
iajs-1628	41	7	have	have	AUX
iajs-1628	41	8	been	be	AUX
iajs-1628	41	9	used	use	VERB
iajs-1628	41	10	is	be	AUX
iajs-1628	41	11	likely	likely	ADJ
iajs-1628	41	12	to	to	PART
iajs-1628	41	13	be	be	AUX
iajs-1628	41	14	small	small	ADJ
iajs-1628	41	15	(	(	PUNCT
iajs-1628	41	16	6	6	NUM
iajs-1628	41	17	individuals	individual	NOUN
iajs-1628	41	18	)	)	PUNCT
iajs-1628	41	19	,	,	PUNCT
iajs-1628	41	20	so	so	ADV
iajs-1628	41	21	additional	additional	ADJ
iajs-1628	41	22	work	work	NOUN
iajs-1628	41	23	is	be	AUX
iajs-1628	41	24	needed	need	VERB
iajs-1628	41	25	on	on	ADP
iajs-1628	41	26	larger	large	ADJ
iajs-1628	41	27	and	and	CCONJ
iajs-1628	41	28	wider	wide	ADJ
iajs-1628	41	29	data	datum	NOUN
iajs-1628	41	30	.	.	PUNCT
iajs-1628	42	1	thus	thus	ADV
iajs-1628	42	2	,	,	PUNCT
iajs-1628	42	3	micucci	micucci	VERB
iajs-1628	42	4	et	et	PROPN
iajs-1628	42	5	al	al	PROPN
iajs-1628	42	6	.	.	PUNCT
iajs-1628	43	1	[	[	X
iajs-1628	43	2	3	3	X
iajs-1628	43	3	]	]	PUNCT
iajs-1628	43	4	proposed	propose	VERB
iajs-1628	43	5	a	a	DET
iajs-1628	43	6	rich	rich	ADJ
iajs-1628	43	7	and	and	CCONJ
iajs-1628	43	8	sufficient	sufficient	ADJ
iajs-1628	43	9	dataset	dataset	NOUN
iajs-1628	43	10	,	,	PUNCT
iajs-1628	43	11	in	in	ADP
iajs-1628	43	12	both	both	CCONJ
iajs-1628	43	13	subjective	subjective	ADJ
iajs-1628	43	14	and	and	CCONJ
iajs-1628	43	15	objective	objective	ADJ
iajs-1628	43	16	manners	manner	NOUN
iajs-1628	43	17	.	.	PUNCT
iajs-1628	44	1	this	this	DET
iajs-1628	44	2	dataset	dataset	NOUN
iajs-1628	44	3	(	(	PUNCT
iajs-1628	44	4	7,013	7,013	NUM
iajs-1628	44	5	instances	instance	NOUN
iajs-1628	44	6	)	)	PUNCT
iajs-1628	44	7	was	be	AUX
iajs-1628	44	8	collected	collect	VERB
iajs-1628	44	9	from	from	ADP
iajs-1628	44	10	30	30	NUM
iajs-1628	44	11	individuals	individual	NOUN
iajs-1628	44	12	(	(	PUNCT
iajs-1628	44	13	6	6	NUM
iajs-1628	44	14	men	man	NOUN
iajs-1628	44	15	and	and	CCONJ
iajs-1628	44	16	24	24	NUM
iajs-1628	44	17	women	woman	NOUN
iajs-1628	44	18	)	)	PUNCT
iajs-1628	44	19	,	,	PUNCT
iajs-1628	44	20	with	with	ADP
iajs-1628	44	21	wide	wide	ADJ
iajs-1628	44	22	range	range	NOUN
iajs-1628	44	23	of	of	ADP
iajs-1628	44	24	ages	age	NOUN
iajs-1628	44	25	(	(	PUNCT
iajs-1628	44	26	i.e.	i.e.	X
iajs-1628	44	27	from	from	ADP
iajs-1628	44	28	18	18	NUM
iajs-1628	44	29	to	to	PART
iajs-1628	44	30	60	60	NUM
iajs-1628	44	31	year	year	NOUN
iajs-1628	44	32	-	-	PUNCT
iajs-1628	44	33	old	old	ADJ
iajs-1628	44	34	)	)	PUNCT
iajs-1628	44	35	.	.	PUNCT
iajs-1628	45	1	in	in	ADP
iajs-1628	45	2	order	order	NOUN
iajs-1628	45	3	to	to	PART
iajs-1628	45	4	benchmark	benchmark	VERB
iajs-1628	45	5	the	the	DET
iajs-1628	45	6	dataset	dataset	NOUN
iajs-1628	45	7	,	,	PUNCT
iajs-1628	45	8	two	two	NUM
iajs-1628	45	9	different	different	ADJ
iajs-1628	45	10	classifiers	classifier	NOUN
iajs-1628	45	11	were	be	AUX
iajs-1628	45	12	used	use	VERB
iajs-1628	45	13	:	:	PUNCT
iajs-1628	45	14	knn	knn	PROPN
iajs-1628	45	15	and	and	CCONJ
iajs-1628	45	16	svm	svm	PROPN
iajs-1628	45	17	.	.	PROPN
iajs-1628	46	1	furthermore	furthermore	ADV
iajs-1628	46	2	,	,	PUNCT
iajs-1628	46	3	cross	cross	VERB
iajs-1628	46	4	validation	validation	NOUN
iajs-1628	46	5	with	with	ADP
iajs-1628	46	6	5	5	NUM
iajs-1628	46	7	and	and	CCONJ
iajs-1628	46	8	30	30	NUM
iajs-1628	46	9	folds	fold	NOUN
iajs-1628	46	10	were	be	AUX
iajs-1628	46	11	evaluated	evaluate	VERB
iajs-1628	46	12	on	on	ADP
iajs-1628	46	13	each	each	DET
iajs-1628	46	14	classifier	classifier	NOUN
iajs-1628	46	15	.	.	PUNCT
iajs-1628	47	1	results	result	VERB
iajs-1628	47	2	computer	computer	NOUN
iajs-1628	47	3	|245	|245	PUNCT
iajs-1628	47	4	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	48	1	2017	2017	NUM
iajs-1628	48	2	(	(	PUNCT
iajs-1628	48	3	عام	عام	PROPN
iajs-1628	48	4	3	3	NUM
iajs-1628	48	5	(	(	PUNCT
iajs-1628	48	6	العدد	العدد	PROPN
iajs-1628	48	7	)	)	PUNCT
iajs-1628	48	8	30مجلة	30مجلة	PROPN
iajs-1628	48	9	إبن	إبن	VERB
iajs-1628	48	10	الهيثم	الهيثم	ADJ
iajs-1628	48	11	للعلوم	للعلوم	NOUN
iajs-1628	48	12	الصرفة	الصرفة	NOUN
iajs-1628	49	1	و	و	PRON
iajs-1628	49	2	التطبيقية	التطبيقية	ADV
iajs-1628	49	3	المجلد	المجلد	ADV
iajs-1628	49	4	)	)	PUNCT
iajs-1628	50	1	ibn	ibn	PROPN
iajs-1628	50	2	al	al	PROPN
iajs-1628	50	3	-	-	PUNCT
iajs-1628	50	4	haitham	haitham	PROPN
iajs-1628	50	5	j.	j.	PROPN
iajs-1628	50	6	for	for	ADP
iajs-1628	50	7	pure	pure	PROPN
iajs-1628	50	8	&	&	CCONJ
iajs-1628	50	9	appl	appl	PROPN
iajs-1628	50	10	.	.	PUNCT
iajs-1628	51	1	sci	sci	PROPN
iajs-1628	51	2	.	.	PUNCT
iajs-1628	52	1	vol.30	vol.30	NOUN
iajs-1628	52	2	(	(	PUNCT
iajs-1628	52	3	3	3	NUM
iajs-1628	52	4	)	)	PUNCT
iajs-1628	52	5	2017	2017	NUM
iajs-1628	52	6	)	)	PUNCT
iajs-1628	52	7	2017	2017	NUM
iajs-1628	52	8	showed	show	VERB
iajs-1628	52	9	that	that	SCONJ
iajs-1628	52	10	the	the	DET
iajs-1628	52	11	performance	performance	NOUN
iajs-1628	52	12	of	of	ADP
iajs-1628	52	13	knn	knn	PROPN
iajs-1628	52	14	(	(	PUNCT
iajs-1628	52	15	k=1	k=1	NOUN
iajs-1628	52	16	)	)	PUNCT
iajs-1628	52	17	classifier	classifier	NOUN
iajs-1628	52	18	is	be	AUX
iajs-1628	52	19	86.89	86.89	NUM
iajs-1628	52	20	%	%	NOUN
iajs-1628	52	21	and	and	CCONJ
iajs-1628	52	22	86.47	86.47	NUM
iajs-1628	52	23	%	%	NOUN
iajs-1628	52	24	for	for	ADP
iajs-1628	52	25	the	the	DET
iajs-1628	52	26	svm	svm	PROPN
iajs-1628	52	27	classifier	classifier	NOUN
iajs-1628	52	28	.	.	PUNCT
iajs-1628	53	1	bayat	bayat	PROPN
iajs-1628	53	2	et	et	PROPN
iajs-1628	53	3	al	al	PROPN
iajs-1628	53	4	.	.	PUNCT
iajs-1628	54	1	[	[	X
iajs-1628	54	2	4	4	X
iajs-1628	54	3	]	]	PUNCT
iajs-1628	54	4	proposed	propose	VERB
iajs-1628	54	5	an	an	DET
iajs-1628	54	6	ar	ar	NOUN
iajs-1628	54	7	system	system	NOUN
iajs-1628	54	8	with	with	ADP
iajs-1628	54	9	lowpass	lowpass	NOUN
iajs-1628	54	10	filter	filter	NOUN
iajs-1628	54	11	,	,	PUNCT
iajs-1628	54	12	which	which	PRON
iajs-1628	54	13	isolates	isolate	VERB
iajs-1628	54	14	gravity	gravity	NOUN
iajs-1628	54	15	noise	noise	NOUN
iajs-1628	54	16	components	component	NOUN
iajs-1628	54	17	from	from	ADP
iajs-1628	54	18	accelerometer	accelerometer	ADJ
iajs-1628	54	19	raw	raw	ADJ
iajs-1628	54	20	data	datum	NOUN
iajs-1628	54	21	.	.	PUNCT
iajs-1628	55	1	then	then	ADV
iajs-1628	55	2	,	,	PUNCT
iajs-1628	55	3	five	five	NUM
iajs-1628	55	4	classifiers	classifier	NOUN
iajs-1628	55	5	were	be	AUX
iajs-1628	55	6	evaluated	evaluate	VERB
iajs-1628	55	7	and	and	CCONJ
iajs-1628	55	8	compared	compare	VERB
iajs-1628	55	9	to	to	ADP
iajs-1628	55	10	the	the	DET
iajs-1628	55	11	suggested	suggested	ADJ
iajs-1628	55	12	model	model	NOUN
iajs-1628	55	13	,	,	PUNCT
iajs-1628	55	14	which	which	PRON
iajs-1628	55	15	is	be	AUX
iajs-1628	55	16	to	to	PART
iajs-1628	55	17	use	use	VERB
iajs-1628	55	18	a	a	DET
iajs-1628	55	19	mix	mix	NOUN
iajs-1628	55	20	of	of	ADP
iajs-1628	55	21	classifiers	classifier	NOUN
iajs-1628	55	22	in	in	ADP
iajs-1628	55	23	one	one	NUM
iajs-1628	55	24	tier	tier	NOUN
iajs-1628	55	25	(	(	PUNCT
iajs-1628	55	26	average	average	NOUN
iajs-1628	55	27	of	of	ADP
iajs-1628	55	28	probabilities	probability	NOUN
iajs-1628	55	29	)	)	PUNCT
iajs-1628	55	30	.	.	PUNCT
iajs-1628	56	1	results	result	NOUN
iajs-1628	56	2	showed	show	VERB
iajs-1628	56	3	that	that	SCONJ
iajs-1628	56	4	a	a	DET
iajs-1628	56	5	combination	combination	NOUN
iajs-1628	56	6	of	of	ADP
iajs-1628	56	7	mlp	mlp	PROPN
iajs-1628	56	8	,	,	PUNCT
iajs-1628	56	9	lr	lr	NOUN
iajs-1628	56	10	,	,	PUNCT
iajs-1628	56	11	and	and	CCONJ
iajs-1628	56	12	svm	svm	ADJ
iajs-1628	56	13	classifiers	classifier	NOUN
iajs-1628	56	14	performed	perform	VERB
iajs-1628	56	15	the	the	DET
iajs-1628	56	16	best	good	ADJ
iajs-1628	56	17	among	among	ADP
iajs-1628	56	18	other	other	ADJ
iajs-1628	56	19	methods	method	NOUN
iajs-1628	56	20	with	with	ADP
iajs-1628	56	21	91.15	91.15	NUM
iajs-1628	56	22	%	%	NOUN
iajs-1628	56	23	accuracy	accuracy	NOUN
iajs-1628	56	24	.	.	PUNCT
iajs-1628	57	1	gupta	gupta	NOUN
iajs-1628	57	2	and	and	CCONJ
iajs-1628	57	3	dallas	dallas	PROPN
iajs-1628	58	1	[	[	X
iajs-1628	58	2	7	7	X
iajs-1628	58	3	]	]	PUNCT
iajs-1628	58	4	proposed	propose	VERB
iajs-1628	58	5	a	a	DET
iajs-1628	58	6	feature	feature	NOUN
iajs-1628	58	7	selection	selection	NOUN
iajs-1628	58	8	based	base	VERB
iajs-1628	58	9	ar	ar	NOUN
iajs-1628	58	10	system	system	NOUN
iajs-1628	58	11	to	to	PART
iajs-1628	58	12	classify	classify	VERB
iajs-1628	58	13	adls	adls	PROPN
iajs-1628	58	14	and	and	CCONJ
iajs-1628	58	15	falls	fall	VERB
iajs-1628	58	16	.	.	PUNCT
iajs-1628	59	1	during	during	ADP
iajs-1628	59	2	the	the	DET
iajs-1628	59	3	feature	feature	NOUN
iajs-1628	59	4	selection	selection	NOUN
iajs-1628	59	5	process	process	NOUN
iajs-1628	59	6	two	two	NUM
iajs-1628	59	7	functions	function	NOUN
iajs-1628	59	8	were	be	AUX
iajs-1628	59	9	employed	employ	VERB
iajs-1628	59	10	:	:	PUNCT
iajs-1628	59	11	sequential	sequential	ADJ
iajs-1628	59	12	forward	forward	ADV
iajs-1628	59	13	floating	float	VERB
iajs-1628	59	14	search	search	NOUN
iajs-1628	59	15	(	(	PUNCT
iajs-1628	59	16	sffs	sff	NOUN
iajs-1628	59	17	)	)	PUNCT
iajs-1628	59	18	,	,	PUNCT
iajs-1628	59	19	and	and	CCONJ
iajs-1628	59	20	releif	releif	PROPN
iajs-1628	59	21	-	-	PUNCT
iajs-1628	59	22	f.	f.	PROPN
iajs-1628	59	23	in	in	ADP
iajs-1628	59	24	addition	addition	NOUN
iajs-1628	59	25	,	,	PUNCT
iajs-1628	59	26	two	two	NUM
iajs-1628	59	27	classification	classification	NOUN
iajs-1628	59	28	methods	method	NOUN
iajs-1628	59	29	were	be	AUX
iajs-1628	59	30	employed	employ	VERB
iajs-1628	59	31	:	:	PUNCT
iajs-1628	59	32	nb	nb	PROPN
iajs-1628	59	33	and	and	CCONJ
iajs-1628	59	34	knn	knn	PROPN
iajs-1628	59	35	.	.	PROPN
iajs-1628	60	1	results	result	NOUN
iajs-1628	60	2	showed	show	VERB
iajs-1628	60	3	98	98	NUM
iajs-1628	60	4	%	%	NOUN
iajs-1628	60	5	accuracy	accuracy	NOUN
iajs-1628	60	6	for	for	ADP
iajs-1628	60	7	both	both	DET
iajs-1628	60	8	methods	method	NOUN
iajs-1628	60	9	.	.	PUNCT
iajs-1628	61	1	although	although	SCONJ
iajs-1628	61	2	this	this	DET
iajs-1628	61	3	work	work	NOUN
iajs-1628	61	4	presents	present	VERB
iajs-1628	61	5	promising	promise	VERB
iajs-1628	61	6	results	result	NOUN
iajs-1628	61	7	,	,	PUNCT
iajs-1628	61	8	which	which	PRON
iajs-1628	61	9	outperform	outperform	VERB
iajs-1628	61	10	filter	filter	NOUN
iajs-1628	61	11	-	-	PUNCT
iajs-1628	61	12	based	base	VERB
iajs-1628	61	13	systems	system	NOUN
iajs-1628	61	14	in	in	ADP
iajs-1628	61	15	accuracy	accuracy	NOUN
iajs-1628	61	16	,	,	PUNCT
iajs-1628	61	17	it	it	PRON
iajs-1628	61	18	tends	tend	VERB
iajs-1628	61	19	to	to	PART
iajs-1628	61	20	cost	cost	VERB
iajs-1628	61	21	more	more	ADJ
iajs-1628	61	22	computations	computation	NOUN
iajs-1628	61	23	and	and	CCONJ
iajs-1628	61	24	has	have	VERB
iajs-1628	61	25	a	a	DET
iajs-1628	61	26	low	low	ADJ
iajs-1628	61	27	generalization	generalization	NOUN
iajs-1628	61	28	on	on	ADP
iajs-1628	61	29	other	other	ADJ
iajs-1628	61	30	machine	machine	NOUN
iajs-1628	61	31	learning	learning	NOUN
iajs-1628	61	32	methods	method	NOUN
iajs-1628	61	33	.	.	PUNCT
iajs-1628	62	1	however	however	ADV
iajs-1628	62	2	,	,	PUNCT
iajs-1628	62	3	there	there	PRON
iajs-1628	62	4	is	be	VERB
iajs-1628	62	5	a	a	DET
iajs-1628	62	6	need	need	NOUN
iajs-1628	62	7	for	for	SCONJ
iajs-1628	62	8	this	this	DET
iajs-1628	62	9	approach	approach	NOUN
iajs-1628	62	10	to	to	PART
iajs-1628	62	11	be	be	AUX
iajs-1628	62	12	investigated	investigate	VERB
iajs-1628	62	13	on	on	ADP
iajs-1628	62	14	richer	rich	ADJ
iajs-1628	62	15	data	datum	NOUN
iajs-1628	62	16	.	.	PUNCT
iajs-1628	63	1	catal	catal	PROPN
iajs-1628	63	2	et	et	PROPN
iajs-1628	63	3	al	al	PROPN
iajs-1628	63	4	.	.	PUNCT
iajs-1628	64	1	[	[	X
iajs-1628	64	2	13	13	NUM
iajs-1628	64	3	]	]	PUNCT
iajs-1628	64	4	proposed	propose	VERB
iajs-1628	64	5	a	a	DET
iajs-1628	64	6	multiple	multiple	ADJ
iajs-1628	64	7	classifier	classifier	NOUN
iajs-1628	64	8	system	system	NOUN
iajs-1628	64	9	which	which	PRON
iajs-1628	64	10	utilized	utilize	VERB
iajs-1628	64	11	from	from	ADP
iajs-1628	64	12	mlp	mlp	PROPN
iajs-1628	64	13	,	,	PUNCT
iajs-1628	64	14	dt	dt	X
iajs-1628	64	15	,	,	PUNCT
iajs-1628	64	16	and	and	CCONJ
iajs-1628	64	17	lr	lr	X
iajs-1628	64	18	and	and	CCONJ
iajs-1628	64	19	to	to	PART
iajs-1628	64	20	be	be	AUX
iajs-1628	64	21	combined	combine	VERB
iajs-1628	64	22	with	with	ADP
iajs-1628	64	23	the	the	DET
iajs-1628	64	24	average	average	ADJ
iajs-1628	64	25	probabilistic	probabilistic	ADJ
iajs-1628	64	26	rule	rule	NOUN
iajs-1628	64	27	.	.	PUNCT
iajs-1628	65	1	the	the	DET
iajs-1628	65	2	result	result	NOUN
iajs-1628	65	3	was	be	AUX
iajs-1628	65	4	higher	high	ADJ
iajs-1628	65	5	than	than	ADP
iajs-1628	65	6	using	use	VERB
iajs-1628	65	7	only	only	ADV
iajs-1628	65	8	mlp	mlp	PROPN
iajs-1628	65	9	classifier	classifier	NOUN
iajs-1628	65	10	.	.	PUNCT
iajs-1628	66	1	al	al	PROPN
iajs-1628	66	2	-	-	PUNCT
iajs-1628	66	3	taei	taei	NOUN
iajs-1628	66	4	[	[	X
iajs-1628	66	5	14	14	NUM
iajs-1628	66	6	]	]	PUNCT
iajs-1628	66	7	employed	employ	VERB
iajs-1628	66	8	5	5	NUM
iajs-1628	66	9	classification	classification	NOUN
iajs-1628	66	10	methods	method	NOUN
iajs-1628	66	11	(	(	PUNCT
iajs-1628	66	12	i.e.	i.e.	X
iajs-1628	66	13	mlp	mlp	PROPN
iajs-1628	66	14	,	,	PUNCT
iajs-1628	66	15	nb	nb	PROPN
iajs-1628	66	16	,	,	PUNCT
iajs-1628	66	17	dt	dt	PROPN
iajs-1628	66	18	,	,	PUNCT
iajs-1628	66	19	smo	smo	PROPN
iajs-1628	66	20	,	,	PUNCT
iajs-1628	66	21	and	and	CCONJ
iajs-1628	66	22	bn	bn	X
iajs-1628	66	23	)	)	PUNCT
iajs-1628	66	24	for	for	ADP
iajs-1628	66	25	training	training	NOUN
iajs-1628	66	26	wisdm	wisdm	NOUN
iajs-1628	66	27	(	(	PUNCT
iajs-1628	66	28	wireless	wireless	ADJ
iajs-1628	66	29	sensor	sensor	NOUN
iajs-1628	66	30	data	datum	NOUN
iajs-1628	66	31	mining	mining	NOUN
iajs-1628	66	32	)	)	PUNCT
iajs-1628	66	33	dataset	dataset	NOUN
iajs-1628	66	34	of	of	ADP
iajs-1628	66	35	6	6	NUM
iajs-1628	66	36	different	different	ADJ
iajs-1628	66	37	activities	activity	NOUN
iajs-1628	66	38	(	(	PUNCT
iajs-1628	66	39	i.e.	i.e.	X
iajs-1628	66	40	walkning	walkning	NOUN
iajs-1628	66	41	,	,	PUNCT
iajs-1628	66	42	jogging	jogging	NOUN
iajs-1628	66	43	,	,	PUNCT
iajs-1628	66	44	climbing	climbing	NOUN
iajs-1628	66	45	and	and	CCONJ
iajs-1628	66	46	downing	down	VERB
iajs-1628	66	47	stairs	stair	NOUN
iajs-1628	66	48	,	,	PUNCT
iajs-1628	66	49	sitting	sit	VERB
iajs-1628	66	50	and	and	CCONJ
iajs-1628	66	51	standing	standing	NOUN
iajs-1628	66	52	)	)	PUNCT
iajs-1628	66	53	.	.	PUNCT
iajs-1628	67	1	results	result	NOUN
iajs-1628	67	2	showed	show	VERB
iajs-1628	67	3	that	that	SCONJ
iajs-1628	67	4	mlp	mlp	NOUN
iajs-1628	67	5	outperformed	outperform	VERB
iajs-1628	67	6	the	the	DET
iajs-1628	67	7	other	other	ADJ
iajs-1628	67	8	classifiers	classifier	NOUN
iajs-1628	67	9	with	with	ADP
iajs-1628	67	10	overall	overall	ADJ
iajs-1628	67	11	accuracy	accuracy	NOUN
iajs-1628	67	12	of	of	ADP
iajs-1628	67	13	92.65	92.65	NUM
iajs-1628	67	14	%	%	NOUN
iajs-1628	67	15	.	.	PUNCT
iajs-1628	68	1	lockhart	lockhart	PROPN
iajs-1628	68	2	and	and	CCONJ
iajs-1628	68	3	weiss	weiss	PROPN
iajs-1628	68	4	[	[	X
iajs-1628	68	5	15	15	NUM
iajs-1628	68	6	]	]	PUNCT
iajs-1628	68	7	analyzed	analyze	VERB
iajs-1628	68	8	and	and	CCONJ
iajs-1628	68	9	compared	compare	VERB
iajs-1628	68	10	the	the	DET
iajs-1628	68	11	performance	performance	NOUN
iajs-1628	68	12	of	of	ADP
iajs-1628	68	13	different	different	ADJ
iajs-1628	68	14	ar	ar	NOUN
iajs-1628	68	15	models	model	NOUN
iajs-1628	68	16	:	:	PUNCT
iajs-1628	68	17	universal	universal	ADJ
iajs-1628	68	18	,	,	PUNCT
iajs-1628	68	19	personal	personal	ADJ
iajs-1628	68	20	,	,	PUNCT
iajs-1628	68	21	and	and	CCONJ
iajs-1628	68	22	hybrid	hybrid	ADJ
iajs-1628	68	23	models	model	NOUN
iajs-1628	68	24	.	.	PUNCT
iajs-1628	69	1	a	a	DET
iajs-1628	69	2	combination	combination	NOUN
iajs-1628	69	3	of	of	ADP
iajs-1628	69	4	classification	classification	NOUN
iajs-1628	69	5	algorithms	algorithm	NOUN
iajs-1628	69	6	is	be	AUX
iajs-1628	69	7	used	use	VERB
iajs-1628	69	8	(	(	PUNCT
iajs-1628	69	9	i.e.	i.e.	X
iajs-1628	69	10	lr	lr	NOUN
iajs-1628	69	11	,	,	PUNCT
iajs-1628	69	12	rf	rf	NOUN
iajs-1628	69	13	,	,	PUNCT
iajs-1628	69	14	nn	nn	PROPN
iajs-1628	69	15	,	,	PUNCT
iajs-1628	69	16	ibk	ibk	ADJ
iajs-1628	69	17	,	,	PUNCT
iajs-1628	69	18	nb	nb	PROPN
iajs-1628	69	19	,	,	PUNCT
iajs-1628	69	20	j48	j48	PROPN
iajs-1628	69	21	,	,	PUNCT
iajs-1628	69	22	and	and	CCONJ
iajs-1628	69	23	jrip	jrip	NOUN
iajs-1628	69	24	)	)	PUNCT
iajs-1628	69	25	.	.	PUNCT
iajs-1628	70	1	results	result	NOUN
iajs-1628	70	2	show	show	VERB
iajs-1628	70	3	that	that	SCONJ
iajs-1628	70	4	personal	personal	ADJ
iajs-1628	70	5	models	model	NOUN
iajs-1628	70	6	out	out	ADP
iajs-1628	70	7	performed	perform	VERB
iajs-1628	70	8	other	other	ADJ
iajs-1628	70	9	models	model	NOUN
iajs-1628	70	10	.	.	PUNCT
iajs-1628	71	1	and	and	CCONJ
iajs-1628	71	2	the	the	DET
iajs-1628	71	3	best	good	ADJ
iajs-1628	71	4	classification	classification	NOUN
iajs-1628	71	5	method	method	NOUN
iajs-1628	71	6	was	be	AUX
iajs-1628	71	7	rf	rf	VERB
iajs-1628	71	8	,	,	PUNCT
iajs-1628	71	9	and	and	CCONJ
iajs-1628	71	10	nn	nn	NOUN
iajs-1628	71	11	,	,	PUNCT
iajs-1628	71	12	respectively	respectively	ADV
iajs-1628	71	13	.	.	PUNCT
iajs-1628	72	1	dataset	dataset	ADJ
iajs-1628	72	2	characterization	characterization	NOUN
iajs-1628	72	3	in	in	ADP
iajs-1628	72	4	this	this	DET
iajs-1628	72	5	research	research	NOUN
iajs-1628	72	6	,	,	PUNCT
iajs-1628	72	7	we	we	PRON
iajs-1628	72	8	will	will	AUX
iajs-1628	72	9	use	use	VERB
iajs-1628	72	10	the	the	DET
iajs-1628	72	11	well	well	ADV
iajs-1628	72	12	known	know	VERB
iajs-1628	72	13	activity	activity	NOUN
iajs-1628	72	14	recognition	recognition	NOUN
iajs-1628	72	15	dataset	dataset	NOUN
iajs-1628	72	16	that	that	PRON
iajs-1628	72	17	is	be	AUX
iajs-1628	72	18	collected	collect	VERB
iajs-1628	72	19	by	by	ADP
iajs-1628	72	20	and	and	CCONJ
iajs-1628	72	21	used	use	VERB
iajs-1628	72	22	in	in	ADP
iajs-1628	72	23	[	[	X
iajs-1628	72	24	11	11	NUM
iajs-1628	72	25	]	]	PUNCT
iajs-1628	72	26	,	,	PUNCT
iajs-1628	72	27	and	and	CCONJ
iajs-1628	72	28	also	also	ADV
iajs-1628	72	29	been	be	AUX
iajs-1628	72	30	employed	employ	VERB
iajs-1628	72	31	in	in	ADP
iajs-1628	72	32	many	many	ADJ
iajs-1628	72	33	other	other	ADJ
iajs-1628	72	34	researches	research	NOUN
iajs-1628	72	35	such	such	ADJ
iajs-1628	72	36	as	as	ADP
iajs-1628	72	37	[	[	X
iajs-1628	72	38	13	13	NUM
iajs-1628	72	39	]	]	PUNCT
iajs-1628	72	40	,	,	PUNCT
iajs-1628	73	1	[	[	X
iajs-1628	73	2	14	14	NUM
iajs-1628	73	3	]	]	PUNCT
iajs-1628	73	4	,	,	PUNCT
iajs-1628	73	5	and	and	CCONJ
iajs-1628	73	6	[	[	X
iajs-1628	73	7	16	16	NUM
iajs-1628	73	8	]	]	PUNCT
iajs-1628	73	9	.	.	PUNCT
iajs-1628	74	1	the	the	DET
iajs-1628	74	2	total	total	ADJ
iajs-1628	74	3	number	number	NOUN
iajs-1628	74	4	of	of	ADP
iajs-1628	74	5	instances	instance	NOUN
iajs-1628	74	6	was	be	AUX
iajs-1628	74	7	5418	5418	NUM
iajs-1628	74	8	with	with	ADP
iajs-1628	74	9	46	46	NUM
iajs-1628	74	10	attributes	attribute	NOUN
iajs-1628	74	11	.	.	PUNCT
iajs-1628	75	1	the	the	DET
iajs-1628	75	2	dataset	dataset	NOUN
iajs-1628	75	3	concerns	concern	NOUN
iajs-1628	75	4	with	with	ADP
iajs-1628	75	5	6	6	NUM
iajs-1628	75	6	different	different	ADJ
iajs-1628	75	7	activities	activity	NOUN
iajs-1628	75	8	:	:	PUNCT
iajs-1628	75	9	walking	walk	VERB
iajs-1628	75	10	38.4	38.4	NUM
iajs-1628	75	11	%	%	NOUN
iajs-1628	75	12	(	(	PUNCT
iajs-1628	75	13	2081	2081	NUM
iajs-1628	75	14	)	)	PUNCT
iajs-1628	75	15	,	,	PUNCT
iajs-1628	75	16	jogging	jog	VERB
iajs-1628	75	17	30	30	NUM
iajs-1628	75	18	%	%	NOUN
iajs-1628	75	19	(	(	PUNCT
iajs-1628	75	20	1625	1625	NUM
iajs-1628	75	21	)	)	PUNCT
iajs-1628	75	22	,	,	PUNCT
iajs-1628	75	23	upstairs	upstairs	ADV
iajs-1628	75	24	11.7	11.7	NUM
iajs-1628	75	25	%	%	NOUN
iajs-1628	75	26	(	(	PUNCT
iajs-1628	75	27	632	632	NUM
iajs-1628	75	28	)	)	PUNCT
iajs-1628	75	29	,	,	PUNCT
iajs-1628	75	30	downstairs	downstairs	ADV
iajs-1628	75	31	9.7	9.7	NUM
iajs-1628	75	32	%	%	NOUN
iajs-1628	75	33	(	(	PUNCT
iajs-1628	75	34	528	528	NUM
iajs-1628	75	35	)	)	PUNCT
iajs-1628	75	36	,	,	PUNCT
iajs-1628	75	37	sitting	sit	VERB
iajs-1628	75	38	5.6	5.6	NUM
iajs-1628	75	39	%	%	NOUN
iajs-1628	75	40	(	(	PUNCT
iajs-1628	75	41	306	306	NUM
iajs-1628	75	42	)	)	PUNCT
iajs-1628	75	43	,	,	PUNCT
iajs-1628	75	44	and	and	CCONJ
iajs-1628	75	45	standing	stand	VERB
iajs-1628	75	46	4.5	4.5	NUM
iajs-1628	75	47	%	%	NOUN
iajs-1628	75	48	(	(	PUNCT
iajs-1628	75	49	246	246	NUM
iajs-1628	75	50	)	)	PUNCT
iajs-1628	75	51	.	.	PUNCT
iajs-1628	76	1	the	the	DET
iajs-1628	76	2	complete	complete	ADJ
iajs-1628	76	3	dataset	dataset	NOUN
iajs-1628	76	4	is	be	AUX
iajs-1628	76	5	available	available	ADJ
iajs-1628	76	6	in	in	ADP
iajs-1628	76	7	[	[	X
iajs-1628	76	8	17	17	NUM
iajs-1628	76	9	]	]	PUNCT
iajs-1628	76	10	.	.	PUNCT
iajs-1628	77	1	results	result	NOUN
iajs-1628	77	2	and	and	CCONJ
iajs-1628	77	3	discussion	discussion	NOUN
iajs-1628	77	4	experimental	experimental	ADJ
iajs-1628	77	5	results	result	NOUN
iajs-1628	77	6	in	in	ADP
iajs-1628	77	7	this	this	DET
iajs-1628	77	8	section	section	NOUN
iajs-1628	77	9	,	,	PUNCT
iajs-1628	77	10	experiments	experiment	NOUN
iajs-1628	77	11	of	of	ADP
iajs-1628	77	12	5	5	NUM
iajs-1628	77	13	machine	machine	NOUN
iajs-1628	77	14	learning	learn	VERB
iajs-1628	77	15	classifiers	classifier	NOUN
iajs-1628	77	16	(	(	PUNCT
iajs-1628	77	17	rf	rf	PROPN
iajs-1628	77	18	,	,	PUNCT
iajs-1628	77	19	nb	nb	PROPN
iajs-1628	77	20	,	,	PUNCT
iajs-1628	77	21	knn	knn	PROPN
iajs-1628	77	22	,	,	PUNCT
iajs-1628	77	23	jrip	jrip	ADJ
iajs-1628	77	24	,	,	PUNCT
iajs-1628	77	25	and	and	CCONJ
iajs-1628	77	26	cvr	cvr	NOUN
iajs-1628	77	27	)	)	PUNCT
iajs-1628	77	28	are	be	AUX
iajs-1628	77	29	presented	present	VERB
iajs-1628	77	30	and	and	CCONJ
iajs-1628	77	31	discussed	discuss	VERB
iajs-1628	77	32	,	,	PUNCT
iajs-1628	77	33	in	in	ADP
iajs-1628	77	34	addition	addition	NOUN
iajs-1628	77	35	to	to	ADP
iajs-1628	77	36	our	our	PRON
iajs-1628	77	37	proposed	propose	VERB
iajs-1628	77	38	method	method	NOUN
iajs-1628	77	39	of	of	ADP
iajs-1628	77	40	ensemble	ensemble	ADJ
iajs-1628	77	41	multi	multi	NOUN
iajs-1628	77	42	classifier	classifier	NOUN
iajs-1628	77	43	.	.	PUNCT
iajs-1628	78	1	the	the	DET
iajs-1628	78	2	proposed	propose	VERB
iajs-1628	78	3	method	method	NOUN
iajs-1628	78	4	depends	depend	VERB
iajs-1628	78	5	on	on	ADP
iajs-1628	78	6	boosting	boost	VERB
iajs-1628	78	7	the	the	DET
iajs-1628	78	8	performance	performance	NOUN
iajs-1628	78	9	of	of	ADP
iajs-1628	78	10	classification	classification	NOUN
iajs-1628	78	11	by	by	ADP
iajs-1628	78	12	using	use	VERB
iajs-1628	78	13	voting	voting	NOUN
iajs-1628	78	14	technique	technique	NOUN
iajs-1628	78	15	to	to	ADP
iajs-1628	78	16	a	a	DET
iajs-1628	78	17	specific	specific	ADJ
iajs-1628	78	18	learning	learning	NOUN
iajs-1628	78	19	algorithm	algorithm	NOUN
iajs-1628	78	20	,	,	PUNCT
iajs-1628	78	21	repeatedly	repeatedly	ADV
iajs-1628	78	22	,	,	PUNCT
iajs-1628	78	23	and	and	CCONJ
iajs-1628	78	24	add	add	VERB
iajs-1628	78	25	the	the	DET
iajs-1628	78	26	learned	learn	VERB
iajs-1628	78	27	hypothesis	hypothesis	NOUN
iajs-1628	78	28	[	[	X
iajs-1628	78	29	18	18	NUM
iajs-1628	78	30	]	]	PUNCT
iajs-1628	78	31	,	,	PUNCT
iajs-1628	78	32	[	[	X
iajs-1628	78	33	19	19	NUM
iajs-1628	78	34	]	]	PUNCT
iajs-1628	78	35	.	.	PUNCT
iajs-1628	79	1	furthermore	furthermore	ADV
iajs-1628	79	2	,	,	PUNCT
iajs-1628	79	3	cross	cross	VERB
iajs-1628	79	4	validation	validation	NOUN
iajs-1628	79	5	method	method	NOUN
iajs-1628	79	6	(	(	PUNCT
iajs-1628	79	7	with	with	ADP
iajs-1628	79	8	10	10	NUM
iajs-1628	79	9	folds	fold	NOUN
iajs-1628	79	10	)	)	PUNCT
iajs-1628	79	11	is	be	AUX
iajs-1628	79	12	used	use	VERB
iajs-1628	79	13	in	in	ADP
iajs-1628	79	14	all	all	DET
iajs-1628	79	15	experiments	experiment	NOUN
iajs-1628	79	16	,	,	PUNCT
iajs-1628	79	17	and	and	CCONJ
iajs-1628	79	18	results	result	NOUN
iajs-1628	79	19	were	be	AUX
iajs-1628	79	20	compared	compare	VERB
iajs-1628	79	21	in	in	ADP
iajs-1628	79	22	aspects	aspect	NOUN
iajs-1628	79	23	of	of	ADP
iajs-1628	79	24	accuracy	accuracy	NOUN
iajs-1628	79	25	,	,	PUNCT
iajs-1628	79	26	f	f	X
iajs-1628	79	27	-	-	PUNCT
iajs-1628	79	28	measure	measure	NOUN
iajs-1628	79	29	,	,	PUNCT
iajs-1628	79	30	and	and	CCONJ
iajs-1628	79	31	root	root	NOUN
iajs-1628	79	32	mean	mean	NOUN
iajs-1628	79	33	square	square	NOUN
iajs-1628	79	34	error	error	NOUN
iajs-1628	79	35	.	.	PUNCT
iajs-1628	80	1	however	however	ADV
iajs-1628	80	2	,	,	PUNCT
iajs-1628	80	3	the	the	DET
iajs-1628	80	4	confusion	confusion	NOUN
iajs-1628	80	5	matrix	matrix	NOUN
iajs-1628	80	6	of	of	ADP
iajs-1628	80	7	the	the	DET
iajs-1628	80	8	7	7	NUM
iajs-1628	80	9	classifiers	classifier	NOUN
iajs-1628	80	10	are	be	AUX
iajs-1628	80	11	shown	show	VERB
iajs-1628	80	12	in	in	ADP
iajs-1628	80	13	below	below	ADV
iajs-1628	80	14	:	:	PUNCT
iajs-1628	80	15	1confusion	1confusion	NUM
iajs-1628	80	16	matrix	matrix	NOUN
iajs-1628	80	17	of	of	ADP
iajs-1628	80	18	random	random	ADJ
iajs-1628	80	19	forest	forest	NOUN
iajs-1628	80	20	from	from	ADP
iajs-1628	80	21	table	table	NOUN
iajs-1628	80	22	1	1	NUM
iajs-1628	80	23	above	above	ADV
iajs-1628	80	24	,	,	PUNCT
iajs-1628	80	25	it	it	PRON
iajs-1628	80	26	is	be	AUX
iajs-1628	80	27	noticable	noticable	ADJ
iajs-1628	80	28	that	that	SCONJ
iajs-1628	80	29	5033	5033	NUM
iajs-1628	80	30	of	of	ADP
iajs-1628	80	31	instances	instance	NOUN
iajs-1628	80	32	were	be	AUX
iajs-1628	80	33	classified	classify	VERB
iajs-1628	80	34	correctly	correctly	ADV
iajs-1628	80	35	.	.	PUNCT
iajs-1628	81	1	2confusion	2confusion	NUM
iajs-1628	81	2	matrix	matrix	NOUN
iajs-1628	81	3	of	of	ADP
iajs-1628	81	4	instance	instance	NOUN
iajs-1628	81	5	based	base	VERB
iajs-1628	81	6	(	(	PUNCT
iajs-1628	81	7	knn=3	knn=3	NOUN
iajs-1628	81	8	)	)	PUNCT
iajs-1628	81	9	.	.	PUNCT
iajs-1628	82	1	and	and	CCONJ
iajs-1628	82	2	from	from	ADP
iajs-1628	82	3	the	the	DET
iajs-1628	82	4	results	result	NOUN
iajs-1628	82	5	of	of	ADP
iajs-1628	82	6	the	the	DET
iajs-1628	82	7	ib	ib	NOUN
iajs-1628	82	8	confusion	confusion	NOUN
iajs-1628	82	9	matrix	matrix	NOUN
iajs-1628	82	10	above	above	ADV
iajs-1628	82	11	,	,	PUNCT
iajs-1628	82	12	the	the	DET
iajs-1628	82	13	total	total	ADJ
iajs-1628	82	14	number	number	NOUN
iajs-1628	82	15	of	of	ADP
iajs-1628	82	16	correctly	correctly	ADV
iajs-1628	82	17	classified	classified	ADJ
iajs-1628	82	18	instances	instance	NOUN
iajs-1628	82	19	is	be	AUX
iajs-1628	82	20	4656	4656	NUM
iajs-1628	82	21	.	.	PUNCT
iajs-1628	83	1	3confusion	3confusion	DET
iajs-1628	83	2	matrix	matrix	NOUN
iajs-1628	83	3	of	of	ADP
iajs-1628	83	4	rule	rule	NOUN
iajs-1628	83	5	induction	induction	NOUN
iajs-1628	83	6	(	(	PUNCT
iajs-1628	83	7	jrip	jrip	NOUN
iajs-1628	83	8	)	)	PUNCT
iajs-1628	83	9	computer	computer	NOUN
iajs-1628	83	10	|246	|246	PROPN
iajs-1628	83	11	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	83	12	2017	2017	NUM
iajs-1628	83	13	(	(	PUNCT
iajs-1628	83	14	عام	عام	PROPN
iajs-1628	83	15	3	3	NUM
iajs-1628	83	16	(	(	PUNCT
iajs-1628	83	17	العدد	العدد	PROPN
iajs-1628	83	18	)	)	PUNCT
iajs-1628	83	19	30مجلة	30مجلة	PROPN
iajs-1628	83	20	إبن	إبن	VERB
iajs-1628	83	21	الهيثم	الهيثم	ADJ
iajs-1628	83	22	للعلوم	للعلوم	NOUN
iajs-1628	83	23	الصرفة	الصرفة	NOUN
iajs-1628	84	1	و	و	PRON
iajs-1628	84	2	التطبيقية	التطبيقية	ADV
iajs-1628	84	3	المجلد	المجلد	ADV
iajs-1628	84	4	)	)	PUNCT
iajs-1628	85	1	ibn	ibn	PROPN
iajs-1628	85	2	al	al	PROPN
iajs-1628	85	3	-	-	PUNCT
iajs-1628	85	4	haitham	haitham	PROPN
iajs-1628	85	5	j.	j.	PROPN
iajs-1628	85	6	for	for	ADP
iajs-1628	85	7	pure	pure	PROPN
iajs-1628	85	8	&	&	CCONJ
iajs-1628	85	9	appl	appl	PROPN
iajs-1628	85	10	.	.	PUNCT
iajs-1628	86	1	sci	sci	PROPN
iajs-1628	86	2	.	.	PUNCT
iajs-1628	87	1	vol.30	vol.30	NOUN
iajs-1628	87	2	(	(	PUNCT
iajs-1628	87	3	3	3	NUM
iajs-1628	87	4	)	)	PUNCT
iajs-1628	87	5	2017	2017	NUM
iajs-1628	87	6	)	)	PUNCT
iajs-1628	87	7	2017	2017	NUM
iajs-1628	87	8	the	the	DET
iajs-1628	87	9	results	result	NOUN
iajs-1628	87	10	illustrated	illustrate	VERB
iajs-1628	87	11	in	in	ADP
iajs-1628	87	12	table	table	NOUN
iajs-1628	87	13	3	3	NUM
iajs-1628	87	14	show	show	VERB
iajs-1628	87	15	that	that	SCONJ
iajs-1628	87	16	4658	4658	NUM
iajs-1628	87	17	instances	instance	NOUN
iajs-1628	87	18	were	be	AUX
iajs-1628	87	19	classified	classify	VERB
iajs-1628	87	20	correctly	correctly	ADV
iajs-1628	87	21	.	.	PUNCT
iajs-1628	88	1	4confusion	4confusion	NUM
iajs-1628	88	2	matrix	matrix	NOUN
iajs-1628	88	3	of	of	ADP
iajs-1628	88	4	naïve	naïve	ADJ
iajs-1628	88	5	bayes	baye	NOUN
iajs-1628	88	6	from	from	ADP
iajs-1628	88	7	table	table	NOUN
iajs-1628	88	8	4	4	NUM
iajs-1628	88	9	above	above	ADV
iajs-1628	88	10	,	,	PUNCT
iajs-1628	88	11	the	the	DET
iajs-1628	88	12	results	result	NOUN
iajs-1628	88	13	show	show	VERB
iajs-1628	88	14	that	that	SCONJ
iajs-1628	88	15	4099	4099	NUM
iajs-1628	88	16	instances	instance	NOUN
iajs-1628	88	17	were	be	AUX
iajs-1628	88	18	classified	classify	VERB
iajs-1628	88	19	correctly	correctly	ADV
iajs-1628	88	20	.	.	PUNCT
iajs-1628	89	1	5confusion	5confusion	NUM
iajs-1628	89	2	matrix	matrix	NOUN
iajs-1628	89	3	of	of	ADP
iajs-1628	89	4	classification	classification	NOUN
iajs-1628	89	5	via	via	ADP
iajs-1628	89	6	regression	regression	NOUN
iajs-1628	89	7	the	the	DET
iajs-1628	89	8	results	result	NOUN
iajs-1628	89	9	of	of	ADP
iajs-1628	89	10	cvr	cvr	NOUN
iajs-1628	89	11	method	method	NOUN
iajs-1628	89	12	listed	list	VERB
iajs-1628	89	13	in	in	ADP
iajs-1628	89	14	table	table	NOUN
iajs-1628	89	15	5	5	NUM
iajs-1628	89	16	show	show	VERB
iajs-1628	89	17	that	that	SCONJ
iajs-1628	89	18	4877	4877	NUM
iajs-1628	89	19	instances	instance	NOUN
iajs-1628	89	20	were	be	AUX
iajs-1628	89	21	classified	classify	VERB
iajs-1628	89	22	correctly	correctly	ADV
iajs-1628	89	23	.	.	PUNCT
iajs-1628	90	1	6confusion	6confusion	NUM
iajs-1628	90	2	matrix	matrix	NOUN
iajs-1628	90	3	of	of	ADP
iajs-1628	90	4	adaboost	adaboost	ADJ
iajs-1628	90	5	(	(	PUNCT
iajs-1628	90	6	j48	j48	PROPN
iajs-1628	90	7	as	as	ADP
iajs-1628	90	8	classifier	classifier	NOUN
iajs-1628	90	9	)	)	PUNCT
iajs-1628	90	10	*	*	PUNCT
iajs-1628	90	11	from	from	ADP
iajs-1628	90	12	the	the	DET
iajs-1628	90	13	confusion	confusion	NOUN
iajs-1628	90	14	matrix	matrix	NOUN
iajs-1628	90	15	listed	list	VERB
iajs-1628	90	16	in	in	ADP
iajs-1628	90	17	table	table	NOUN
iajs-1628	90	18	6	6	NUM
iajs-1628	90	19	,	,	PUNCT
iajs-1628	90	20	results	result	NOUN
iajs-1628	90	21	clearly	clearly	ADV
iajs-1628	90	22	show	show	VERB
iajs-1628	90	23	that	that	SCONJ
iajs-1628	90	24	5106	5106	NUM
iajs-1628	90	25	instances	instance	NOUN
iajs-1628	90	26	were	be	AUX
iajs-1628	90	27	classified	classify	VERB
iajs-1628	90	28	correctly	correctly	ADV
iajs-1628	90	29	.	.	PUNCT
iajs-1628	91	1	7confusion	7confusion	NUM
iajs-1628	91	2	matrix	matrix	NOUN
iajs-1628	91	3	of	of	ADP
iajs-1628	91	4	adaboost	adaboost	ADV
iajs-1628	91	5	(	(	PUNCT
iajs-1628	91	6	forest	forest	NOUN
iajs-1628	91	7	random	random	ADJ
iajs-1628	91	8	as	as	ADP
iajs-1628	91	9	classifier	classifier	NOUN
iajs-1628	91	10	)	)	PUNCT
iajs-1628	91	11	*	*	PUNCT
iajs-1628	92	1	the	the	DET
iajs-1628	92	2	results	result	NOUN
iajs-1628	92	3	listed	list	VERB
iajs-1628	92	4	in	in	ADP
iajs-1628	92	5	table	table	NOUN
iajs-1628	92	6	7	7	NUM
iajs-1628	92	7	obviously	obviously	ADV
iajs-1628	92	8	show	show	VERB
iajs-1628	92	9	that	that	SCONJ
iajs-1628	92	10	5110	5110	NUM
iajs-1628	92	11	instances	instance	NOUN
iajs-1628	92	12	were	be	AUX
iajs-1628	92	13	classified	classify	VERB
iajs-1628	92	14	correctly	correctly	ADV
iajs-1628	92	15	.	.	PUNCT
iajs-1628	93	1	furthermore	furthermore	ADV
iajs-1628	93	2	,	,	PUNCT
iajs-1628	93	3	in	in	ADP
iajs-1628	93	4	order	order	NOUN
iajs-1628	93	5	to	to	PART
iajs-1628	93	6	understand	understand	VERB
iajs-1628	93	7	the	the	DET
iajs-1628	93	8	accuracy	accuracy	NOUN
iajs-1628	93	9	of	of	ADP
iajs-1628	93	10	the	the	DET
iajs-1628	93	11	7	7	NUM
iajs-1628	93	12	classifiers	classifier	NOUN
iajs-1628	93	13	in	in	ADP
iajs-1628	93	14	detail	detail	NOUN
iajs-1628	93	15	,	,	PUNCT
iajs-1628	93	16	the	the	DET
iajs-1628	93	17	overall	overall	ADJ
iajs-1628	93	18	and	and	CCONJ
iajs-1628	93	19	perclass	perclass	NOUN
iajs-1628	93	20	accuracy	accuracy	NOUN
iajs-1628	93	21	are	be	AUX
iajs-1628	93	22	illustrad	illustrad	NOUN
iajs-1628	93	23	in	in	ADP
iajs-1628	93	24	table	table	NOUN
iajs-1628	93	25	8	8	NUM
iajs-1628	93	26	.	.	PUNCT
iajs-1628	93	27	from	from	ADP
iajs-1628	93	28	table	table	NOUN
iajs-1628	93	29	8	8	NUM
iajs-1628	93	30	,	,	PUNCT
iajs-1628	93	31	results	result	NOUN
iajs-1628	93	32	show	show	VERB
iajs-1628	93	33	that	that	SCONJ
iajs-1628	93	34	the	the	DET
iajs-1628	93	35	combination	combination	NOUN
iajs-1628	93	36	of	of	ADP
iajs-1628	93	37	adaboost	adaboost	ADJ
iajs-1628	93	38	and	and	CCONJ
iajs-1628	93	39	fr	fr	ADJ
iajs-1628	93	40	methods	method	NOUN
iajs-1628	93	41	in	in	ADP
iajs-1628	93	42	one	one	NUM
iajs-1628	93	43	classifier	classifier	NOUN
iajs-1628	93	44	model	model	NOUN
iajs-1628	93	45	comes	come	VERB
iajs-1628	93	46	with	with	ADP
iajs-1628	93	47	the	the	DET
iajs-1628	93	48	highest	high	ADJ
iajs-1628	93	49	accuracy	accuracy	NOUN
iajs-1628	93	50	of	of	ADP
iajs-1628	93	51	94.31	94.31	NUM
iajs-1628	93	52	%	%	NOUN
iajs-1628	93	53	.	.	PUNCT
iajs-1628	94	1	in	in	ADP
iajs-1628	94	2	addition	addition	NOUN
iajs-1628	94	3	,	,	PUNCT
iajs-1628	94	4	adaboost	adaboost	ADV
iajs-1628	94	5	with	with	ADP
iajs-1628	94	6	dt	dt	PUNCT
iajs-1628	94	7	kernel	kernel	PROPN
iajs-1628	94	8	(	(	PUNCT
iajs-1628	94	9	specifically	specifically	ADV
iajs-1628	94	10	j48	j48	NOUN
iajs-1628	94	11	)	)	PUNCT
iajs-1628	94	12	also	also	ADV
iajs-1628	94	13	performed	perform	VERB
iajs-1628	94	14	very	very	ADV
iajs-1628	94	15	well	well	ADV
iajs-1628	94	16	with	with	ADP
iajs-1628	94	17	94.24	94.24	NUM
iajs-1628	94	18	%	%	NOUN
iajs-1628	94	19	accuracy	accuracy	NOUN
iajs-1628	94	20	.	.	PUNCT
iajs-1628	95	1	random	random	ADJ
iajs-1628	95	2	forest	forest	NOUN
iajs-1628	95	3	classifier	classifier	NOUN
iajs-1628	95	4	comes	come	VERB
iajs-1628	95	5	in	in	ADP
iajs-1628	95	6	the	the	DET
iajs-1628	95	7	third	third	ADJ
iajs-1628	95	8	place	place	NOUN
iajs-1628	95	9	with	with	ADP
iajs-1628	95	10	92.89	92.89	NUM
iajs-1628	95	11	%	%	NOUN
iajs-1628	95	12	accuracy	accuracy	NOUN
iajs-1628	95	13	.	.	PUNCT
iajs-1628	96	1	furthermore	furthermore	ADV
iajs-1628	96	2	,	,	PUNCT
iajs-1628	96	3	cvr	cvr	NOUN
iajs-1628	96	4	classifier	classifier	NOUN
iajs-1628	96	5	comes	come	VERB
iajs-1628	96	6	in	in	ADP
iajs-1628	96	7	the	the	DET
iajs-1628	96	8	fourth	fourth	ADJ
iajs-1628	96	9	place	place	NOUN
iajs-1628	96	10	with	with	ADP
iajs-1628	96	11	accuracy	accuracy	NOUN
iajs-1628	96	12	of	of	ADP
iajs-1628	96	13	90	90	NUM
iajs-1628	96	14	%	%	NOUN
iajs-1628	96	15	,	,	PUNCT
iajs-1628	96	16	exceeding	exceed	VERB
iajs-1628	96	17	jrip	jrip	NOUN
iajs-1628	96	18	and	and	CCONJ
iajs-1628	96	19	knn	knn	PROPN
iajs-1628	96	20	classifiers	classifier	NOUN
iajs-1628	96	21	with	with	ADP
iajs-1628	96	22	accuracy	accuracy	NOUN
iajs-1628	96	23	of	of	ADP
iajs-1628	96	24	85.97	85.97	NUM
iajs-1628	96	25	%	%	NOUN
iajs-1628	96	26	and	and	CCONJ
iajs-1628	96	27	85.93	85.93	NUM
iajs-1628	96	28	%	%	NOUN
iajs-1628	96	29	respectively	respectively	ADV
iajs-1628	96	30	.	.	PUNCT
iajs-1628	97	1	naïve	naïve	ADJ
iajs-1628	97	2	bayes	bayes	PROPN
iajs-1628	97	3	classifier	classifier	NOUN
iajs-1628	97	4	performs	perform	VERB
iajs-1628	97	5	the	the	DET
iajs-1628	97	6	worst	bad	ADJ
iajs-1628	97	7	in	in	ADP
iajs-1628	97	8	that	that	DET
iajs-1628	97	9	experiment	experiment	NOUN
iajs-1628	97	10	with	with	ADP
iajs-1628	97	11	79.99	79.99	NUM
iajs-1628	97	12	%	%	NOUN
iajs-1628	97	13	accuracy	accuracy	NOUN
iajs-1628	97	14	.	.	PUNCT
iajs-1628	98	1	on	on	ADP
iajs-1628	98	2	the	the	DET
iajs-1628	98	3	other	other	ADJ
iajs-1628	98	4	hand	hand	NOUN
iajs-1628	98	5	,	,	PUNCT
iajs-1628	98	6	the	the	DET
iajs-1628	98	7	results	result	NOUN
iajs-1628	98	8	show	show	VERB
iajs-1628	98	9	that	that	SCONJ
iajs-1628	98	10	the	the	DET
iajs-1628	98	11	jogging	jogging	NOUN
iajs-1628	98	12	action	action	NOUN
iajs-1628	98	13	has	have	VERB
iajs-1628	98	14	the	the	DET
iajs-1628	98	15	highest	high	ADJ
iajs-1628	98	16	accuracy	accuracy	NOUN
iajs-1628	98	17	of	of	ADP
iajs-1628	98	18	being	be	AUX
iajs-1628	98	19	classified	classify	VERB
iajs-1628	98	20	correctly	correctly	ADV
iajs-1628	98	21	(	(	PUNCT
iajs-1628	98	22	97.54	97.54	NUM
iajs-1628	98	23	%	%	NOUN
iajs-1628	98	24	)	)	PUNCT
iajs-1628	98	25	,	,	PUNCT
iajs-1628	98	26	and	and	CCONJ
iajs-1628	98	27	walking	walking	NOUN
iajs-1628	98	28	comes	come	VERB
iajs-1628	98	29	in	in	ADP
iajs-1628	98	30	the	the	DET
iajs-1628	98	31	second	second	ADJ
iajs-1628	98	32	place	place	NOUN
iajs-1628	98	33	with	with	ADP
iajs-1628	98	34	96.43	96.43	NUM
iajs-1628	98	35	%	%	NOUN
iajs-1628	98	36	overall	overall	ADJ
iajs-1628	98	37	class	class	NOUN
iajs-1628	98	38	accuracy	accuracy	NOUN
iajs-1628	98	39	.	.	PUNCT
iajs-1628	99	1	oppositely	oppositely	ADV
iajs-1628	99	2	,	,	PUNCT
iajs-1628	99	3	downing	down	VERB
iajs-1628	99	4	and	and	CCONJ
iajs-1628	99	5	upping	up	VERB
iajs-1628	99	6	stairs	stair	NOUN
iajs-1628	99	7	actions	action	NOUN
iajs-1628	99	8	were	be	AUX
iajs-1628	99	9	found	find	VERB
iajs-1628	99	10	to	to	PART
iajs-1628	99	11	perform	perform	VERB
iajs-1628	99	12	lowest	low	ADJ
iajs-1628	99	13	class	class	NOUN
iajs-1628	99	14	accuracy	accuracy	NOUN
iajs-1628	99	15	with	with	ADP
iajs-1628	99	16	56.84	56.84	NUM
iajs-1628	99	17	%	%	NOUN
iajs-1628	99	18	and	and	CCONJ
iajs-1628	99	19	64.59	64.59	NUM
iajs-1628	99	20	%	%	NOUN
iajs-1628	99	21	,	,	PUNCT
iajs-1628	99	22	respectively	respectively	ADV
iajs-1628	99	23	.	.	PUNCT
iajs-1628	100	1	however	however	ADV
iajs-1628	100	2	,	,	PUNCT
iajs-1628	100	3	on	on	ADP
iajs-1628	100	4	the	the	DET
iajs-1628	100	5	other	other	ADJ
iajs-1628	100	6	hand	hand	NOUN
iajs-1628	100	7	,	,	PUNCT
iajs-1628	100	8	root	root	NOUN
iajs-1628	100	9	mean	mean	NOUN
iajs-1628	100	10	square	square	ADJ
iajs-1628	100	11	error	error	NOUN
iajs-1628	100	12	(	(	PUNCT
iajs-1628	100	13	rmse	rmse	NOUN
iajs-1628	100	14	)	)	PUNCT
iajs-1628	100	15	of	of	ADP
iajs-1628	100	16	each	each	DET
iajs-1628	100	17	classifier	classifier	NOUN
iajs-1628	100	18	is	be	AUX
iajs-1628	100	19	calculated	calculate	VERB
iajs-1628	100	20	and	and	CCONJ
iajs-1628	100	21	compared	compare	VERB
iajs-1628	100	22	with	with	ADP
iajs-1628	100	23	other	other	ADJ
iajs-1628	100	24	classifiers	classifier	NOUN
iajs-1628	100	25	’	'	PUNCT
iajs-1628	100	26	rmse	rmse	ADJ
iajs-1628	100	27	values	value	NOUN
iajs-1628	100	28	.	.	PUNCT
iajs-1628	101	1	figure	figure	NOUN
iajs-1628	101	2	1	1	NUM
iajs-1628	101	3	shows	show	VERB
iajs-1628	101	4	the	the	DET
iajs-1628	101	5	rmse	rmse	ADJ
iajs-1628	101	6	values	value	NOUN
iajs-1628	101	7	of	of	ADP
iajs-1628	101	8	the	the	DET
iajs-1628	101	9	7	7	NUM
iajs-1628	101	10	employed	employ	VERB
iajs-1628	101	11	classifiers	classifier	NOUN
iajs-1628	101	12	.	.	PUNCT
iajs-1628	102	1	from	from	ADP
iajs-1628	102	2	figure	figure	NOUN
iajs-1628	102	3	1	1	NUM
iajs-1628	102	4	,	,	PUNCT
iajs-1628	102	5	it	it	PRON
iajs-1628	102	6	is	be	AUX
iajs-1628	102	7	noticeable	noticeable	ADJ
iajs-1628	102	8	that	that	SCONJ
iajs-1628	102	9	the	the	DET
iajs-1628	102	10	highest	high	ADJ
iajs-1628	102	11	error	error	NOUN
iajs-1628	102	12	value	value	NOUN
iajs-1628	102	13	found	find	VERB
iajs-1628	102	14	was	be	AUX
iajs-1628	102	15	for	for	ADP
iajs-1628	102	16	the	the	DET
iajs-1628	102	17	nb	nb	NOUN
iajs-1628	102	18	claasifier	claasifier	NOUN
iajs-1628	102	19	with	with	ADP
iajs-1628	102	20	0.2345	0.2345	NUM
iajs-1628	102	21	.	.	PUNCT
iajs-1628	103	1	on	on	ADP
iajs-1628	103	2	the	the	DET
iajs-1628	103	3	other	other	ADJ
iajs-1628	103	4	hand	hand	NOUN
iajs-1628	103	5	,	,	PUNCT
iajs-1628	103	6	the	the	DET
iajs-1628	103	7	lowest	low	ADJ
iajs-1628	103	8	error	error	NOUN
iajs-1628	103	9	value	value	NOUN
iajs-1628	103	10	was	be	AUX
iajs-1628	103	11	that	that	PRON
iajs-1628	103	12	of	of	ADP
iajs-1628	103	13	the	the	DET
iajs-1628	103	14	adaj48	adaj48	NOUN
iajs-1628	103	15	(	(	PUNCT
iajs-1628	103	16	0.1323	0.1323	NUM
iajs-1628	103	17	)	)	PUNCT
iajs-1628	103	18	and	and	CCONJ
iajs-1628	103	19	adarf	adarf	NOUN
iajs-1628	103	20	(	(	PUNCT
iajs-1628	103	21	0.1338	0.1338	NUM
iajs-1628	103	22	)	)	PUNCT
iajs-1628	103	23	classifiers	classifier	NOUN
iajs-1628	103	24	.	.	PUNCT
iajs-1628	104	1	the	the	DET
iajs-1628	104	2	other	other	ADJ
iajs-1628	104	3	metric	metric	NOUN
iajs-1628	104	4	that	that	PRON
iajs-1628	104	5	we	we	PRON
iajs-1628	104	6	used	use	VERB
iajs-1628	104	7	to	to	PART
iajs-1628	104	8	evaluate	evaluate	VERB
iajs-1628	104	9	the	the	DET
iajs-1628	104	10	accuracy	accuracy	NOUN
iajs-1628	104	11	of	of	ADP
iajs-1628	104	12	classifiers	classifier	NOUN
iajs-1628	104	13	is	be	AUX
iajs-1628	104	14	f	f	NOUN
iajs-1628	104	15	-	-	PUNCT
iajs-1628	104	16	measure	measure	NOUN
iajs-1628	104	17	,	,	PUNCT
iajs-1628	104	18	as	as	SCONJ
iajs-1628	104	19	shown	show	VERB
iajs-1628	104	20	in	in	ADP
iajs-1628	104	21	figure	figure	NOUN
iajs-1628	104	22	2	2	NUM
iajs-1628	104	23	.	.	PUNCT
iajs-1628	104	24	form	form	NOUN
iajs-1628	104	25	figure	figure	NOUN
iajs-1628	104	26	2	2	NUM
iajs-1628	104	27	above	above	ADV
iajs-1628	104	28	,	,	PUNCT
iajs-1628	104	29	it	it	PRON
iajs-1628	104	30	can	can	AUX
iajs-1628	104	31	be	be	AUX
iajs-1628	104	32	noticed	notice	VERB
iajs-1628	104	33	that	that	SCONJ
iajs-1628	104	34	the	the	DET
iajs-1628	104	35	highst	highst	NOUN
iajs-1628	104	36	average	average	ADJ
iajs-1628	104	37	f	f	ADJ
iajs-1628	104	38	-	-	PUNCT
iajs-1628	104	39	measure	measure	NOUN
iajs-1628	104	40	value	value	NOUN
iajs-1628	104	41	was	be	AUX
iajs-1628	104	42	for	for	ADP
iajs-1628	104	43	the	the	DET
iajs-1628	104	44	ada	ada	PROPN
iajs-1628	104	45	classifier	classifier	NOUN
iajs-1628	104	46	.	.	PUNCT
iajs-1628	105	1	in	in	ADP
iajs-1628	105	2	specific	specific	ADJ
iajs-1628	105	3	,	,	PUNCT
iajs-1628	105	4	the	the	DET
iajs-1628	105	5	average	average	ADJ
iajs-1628	105	6	f	f	ADJ
iajs-1628	105	7	-	-	PUNCT
iajs-1628	105	8	measue	measue	NOUN
iajs-1628	105	9	values	value	NOUN
iajs-1628	105	10	for	for	ADP
iajs-1628	105	11	adarf	adarf	NOUN
iajs-1628	105	12	and	and	CCONJ
iajs-1628	105	13	adaj48	adaj48	NOUN
iajs-1628	105	14	classifiers	classifier	NOUN
iajs-1628	105	15	were	be	AUX
iajs-1628	105	16	0.943	0.943	NUM
iajs-1628	105	17	and	and	CCONJ
iajs-1628	105	18	0.942	0.942	NUM
iajs-1628	105	19	respectively	respectively	ADV
iajs-1628	105	20	.	.	PUNCT
iajs-1628	106	1	on	on	ADP
iajs-1628	106	2	the	the	DET
iajs-1628	106	3	other	other	ADJ
iajs-1628	106	4	hand	hand	NOUN
iajs-1628	106	5	,	,	PUNCT
iajs-1628	106	6	the	the	DET
iajs-1628	106	7	lowest	low	ADJ
iajs-1628	106	8	average	average	ADJ
iajs-1628	106	9	f	f	ADJ
iajs-1628	106	10	-	-	PUNCT
iajs-1628	106	11	measure	measure	NOUN
iajs-1628	106	12	value	value	NOUN
iajs-1628	106	13	amonst	amonst	ADP
iajs-1628	106	14	the	the	DET
iajs-1628	106	15	classifiers	classifier	NOUN
iajs-1628	106	16	was	be	AUX
iajs-1628	106	17	that	that	PRON
iajs-1628	106	18	of	of	ADP
iajs-1628	106	19	nb	nb	NOUN
iajs-1628	106	20	with	with	ADP
iajs-1628	106	21	0.781	0.781	NUM
iajs-1628	106	22	.	.	PUNCT
iajs-1628	107	1	discussion	discussion	NOUN
iajs-1628	107	2	the	the	DET
iajs-1628	107	3	results	result	NOUN
iajs-1628	107	4	obtained	obtain	VERB
iajs-1628	107	5	show	show	NOUN
iajs-1628	107	6	that	that	SCONJ
iajs-1628	107	7	ada	ada	PROPN
iajs-1628	107	8	method	method	NOUN
iajs-1628	107	9	with	with	ADP
iajs-1628	107	10	rf	rf	ADJ
iajs-1628	107	11	kernel	kernel	NOUN
iajs-1628	107	12	gives	give	VERB
iajs-1628	107	13	the	the	DET
iajs-1628	107	14	highest	high	ADJ
iajs-1628	107	15	classification	classification	NOUN
iajs-1628	107	16	accuracy	accuracy	NOUN
iajs-1628	107	17	with	with	ADP
iajs-1628	107	18	less	less	ADJ
iajs-1628	107	19	error	error	NOUN
iajs-1628	107	20	than	than	ADP
iajs-1628	107	21	other	other	ADJ
iajs-1628	107	22	examined	examine	VERB
iajs-1628	107	23	classifiers	classifier	NOUN
iajs-1628	107	24	.	.	PUNCT
iajs-1628	108	1	additionally	additionally	ADV
iajs-1628	108	2	,	,	PUNCT
iajs-1628	108	3	this	this	PRON
iajs-1628	108	4	result	result	VERB
iajs-1628	108	5	out	out	ADP
iajs-1628	108	6	performs	perform	VERB
iajs-1628	108	7	the	the	DET
iajs-1628	108	8	result	result	NOUN
iajs-1628	108	9	obtained	obtain	VERB
iajs-1628	108	10	in	in	ADP
iajs-1628	108	11	[	[	X
iajs-1628	108	12	12	12	NUM
iajs-1628	108	13	]	]	PUNCT
iajs-1628	108	14	,	,	PUNCT
iajs-1628	108	15	[	[	X
iajs-1628	108	16	4	4	NUM
iajs-1628	108	17	]	]	PUNCT
iajs-1628	108	18	,	,	PUNCT
iajs-1628	108	19	[	[	X
iajs-1628	108	20	13	13	NUM
iajs-1628	108	21	]	]	PUNCT
iajs-1628	108	22	,	,	PUNCT
iajs-1628	108	23	and	and	CCONJ
iajs-1628	108	24	[	[	X
iajs-1628	108	25	14	14	NUM
iajs-1628	108	26	]	]	PUNCT
iajs-1628	108	27	.	.	PUNCT
iajs-1628	109	1	yet	yet	ADV
iajs-1628	109	2	,	,	PUNCT
iajs-1628	109	3	the	the	DET
iajs-1628	109	4	main	main	ADJ
iajs-1628	109	5	limitations	limitation	NOUN
iajs-1628	109	6	that	that	PRON
iajs-1628	109	7	face	face	VERB
iajs-1628	109	8	the	the	DET
iajs-1628	109	9	ar	ar	NOUN
iajs-1628	109	10	task	task	NOUN
iajs-1628	109	11	might	might	AUX
iajs-1628	109	12	be	be	AUX
iajs-1628	109	13	the	the	DET
iajs-1628	109	14	position	position	NOUN
iajs-1628	109	15	and	and	CCONJ
iajs-1628	109	16	orientatation	orientatation	NOUN
iajs-1628	109	17	of	of	ADP
iajs-1628	109	18	the	the	DET
iajs-1628	109	19	mobile	mobile	ADJ
iajs-1628	109	20	devices	device	NOUN
iajs-1628	109	21	,	,	PUNCT
iajs-1628	109	22	features	feature	NOUN
iajs-1628	109	23	of	of	ADP
iajs-1628	109	24	devices/	devices/	NUM
iajs-1628	109	25	sensors	sensor	NOUN
iajs-1628	109	26	,	,	PUNCT
iajs-1628	109	27	in	in	ADP
iajs-1628	109	28	addition	addition	NOUN
iajs-1628	109	29	to	to	ADP
iajs-1628	109	30	the	the	DET
iajs-1628	109	31	sensored	sensore	VERB
iajs-1628	109	32	data	datum	NOUN
iajs-1628	109	33	nature	nature	NOUN
iajs-1628	109	34	[	[	X
iajs-1628	109	35	9	9	NUM
iajs-1628	109	36	]	]	PUNCT
iajs-1628	109	37	,	,	PUNCT
iajs-1628	109	38	[	[	X
iajs-1628	109	39	20	20	NUM
iajs-1628	109	40	,	,	PUNCT
iajs-1628	109	41	21	21	NUM
iajs-1628	109	42	]	]	PUNCT
iajs-1628	109	43	.	.	PUNCT
iajs-1628	110	1	computer	computer	NOUN
iajs-1628	110	2	|247	|247	VERB
iajs-1628	110	3	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	110	4	2017	2017	NUM
iajs-1628	110	5	(	(	PUNCT
iajs-1628	110	6	عام	عام	PROPN
iajs-1628	110	7	3	3	NUM
iajs-1628	110	8	(	(	PUNCT
iajs-1628	110	9	العدد	العدد	PROPN
iajs-1628	110	10	)	)	PUNCT
iajs-1628	110	11	30مجلة	30مجلة	PROPN
iajs-1628	110	12	إبن	إبن	VERB
iajs-1628	110	13	الهيثم	الهيثم	ADJ
iajs-1628	110	14	للعلوم	للعلوم	NOUN
iajs-1628	110	15	الصرفة	الصرفة	NOUN
iajs-1628	111	1	و	و	PRON
iajs-1628	111	2	التطبيقية	التطبيقية	ADV
iajs-1628	111	3	المجلد	المجلد	ADV
iajs-1628	111	4	)	)	PUNCT
iajs-1628	112	1	ibn	ibn	PROPN
iajs-1628	112	2	al	al	PROPN
iajs-1628	112	3	-	-	PUNCT
iajs-1628	112	4	haitham	haitham	PROPN
iajs-1628	112	5	j.	j.	PROPN
iajs-1628	112	6	for	for	ADP
iajs-1628	112	7	pure	pure	PROPN
iajs-1628	112	8	&	&	CCONJ
iajs-1628	112	9	appl	appl	PROPN
iajs-1628	112	10	.	.	PUNCT
iajs-1628	113	1	sci	sci	PROPN
iajs-1628	113	2	.	.	PUNCT
iajs-1628	114	1	vol.30	vol.30	NOUN
iajs-1628	114	2	(	(	PUNCT
iajs-1628	114	3	3	3	NUM
iajs-1628	114	4	)	)	PUNCT
iajs-1628	114	5	2017	2017	NUM
iajs-1628	114	6	)	)	PUNCT
iajs-1628	114	7	2017	2017	NUM
iajs-1628	114	8	conclusions	conclusion	NOUN
iajs-1628	114	9	and	and	CCONJ
iajs-1628	114	10	future	future	ADJ
iajs-1628	114	11	work	work	NOUN
iajs-1628	114	12	in	in	ADP
iajs-1628	114	13	this	this	DET
iajs-1628	114	14	research	research	NOUN
iajs-1628	114	15	,	,	PUNCT
iajs-1628	114	16	a	a	DET
iajs-1628	114	17	combination	combination	NOUN
iajs-1628	114	18	of	of	ADP
iajs-1628	114	19	classification	classification	NOUN
iajs-1628	114	20	methods	method	NOUN
iajs-1628	114	21	were	be	AUX
iajs-1628	114	22	employed	employ	VERB
iajs-1628	114	23	and	and	CCONJ
iajs-1628	114	24	compared	compare	VERB
iajs-1628	114	25	in	in	ADP
iajs-1628	114	26	accuracy	accuracy	NOUN
iajs-1628	114	27	and	and	CCONJ
iajs-1628	114	28	error	error	NOUN
iajs-1628	114	29	aspects	aspect	NOUN
iajs-1628	114	30	.	.	PUNCT
iajs-1628	115	1	the	the	DET
iajs-1628	115	2	results	result	NOUN
iajs-1628	115	3	show	show	VERB
iajs-1628	115	4	that	that	SCONJ
iajs-1628	115	5	random	random	ADJ
iajs-1628	115	6	forest	forest	NOUN
iajs-1628	115	7	classifier	classifier	NOUN
iajs-1628	115	8	performance	performance	NOUN
iajs-1628	115	9	was	be	AUX
iajs-1628	115	10	higher	high	ADJ
iajs-1628	115	11	than	than	ADP
iajs-1628	115	12	other	other	ADJ
iajs-1628	115	13	classifiers	classifier	NOUN
iajs-1628	115	14	.	.	PUNCT
iajs-1628	116	1	furthermore	furthermore	ADV
iajs-1628	116	2	,	,	PUNCT
iajs-1628	116	3	the	the	DET
iajs-1628	116	4	proposed	propose	VERB
iajs-1628	116	5	method	method	NOUN
iajs-1628	116	6	of	of	ADP
iajs-1628	116	7	ensemble	ensemble	ADJ
iajs-1628	116	8	of	of	ADP
iajs-1628	116	9	multi	multi	ADJ
iajs-1628	116	10	classifiers	classifier	NOUN
iajs-1628	116	11	system	system	NOUN
iajs-1628	116	12	(	(	PUNCT
iajs-1628	116	13	multi	multi	ADJ
iajs-1628	116	14	kernel	kernel	PROPN
iajs-1628	116	15	)	)	PUNCT
iajs-1628	116	16	improved	improve	VERB
iajs-1628	116	17	the	the	DET
iajs-1628	116	18	performance	performance	NOUN
iajs-1628	116	19	and	and	CCONJ
iajs-1628	116	20	reduced	reduce	VERB
iajs-1628	116	21	the	the	DET
iajs-1628	116	22	classification	classification	NOUN
iajs-1628	116	23	errors	error	NOUN
iajs-1628	116	24	in	in	ADP
iajs-1628	116	25	the	the	DET
iajs-1628	116	26	task	task	NOUN
iajs-1628	116	27	of	of	ADP
iajs-1628	116	28	activity	activity	NOUN
iajs-1628	116	29	recognition	recognition	NOUN
iajs-1628	116	30	.	.	PUNCT
iajs-1628	117	1	specifically	specifically	ADV
iajs-1628	117	2	,	,	PUNCT
iajs-1628	117	3	employing	employ	VERB
iajs-1628	117	4	random	random	ADJ
iajs-1628	117	5	forest	forest	NOUN
iajs-1628	117	6	classifier	classifier	NOUN
iajs-1628	117	7	with	with	ADP
iajs-1628	117	8	boosting	boost	VERB
iajs-1628	117	9	technique	technique	NOUN
iajs-1628	117	10	should	should	AUX
iajs-1628	117	11	give	give	VERB
iajs-1628	117	12	best	good	ADJ
iajs-1628	117	13	classification	classification	NOUN
iajs-1628	117	14	results	result	NOUN
iajs-1628	117	15	.	.	PUNCT
iajs-1628	118	1	nevertheless	nevertheless	ADV
iajs-1628	118	2	,	,	PUNCT
iajs-1628	118	3	one	one	NUM
iajs-1628	118	4	of	of	ADP
iajs-1628	118	5	the	the	DET
iajs-1628	118	6	challenges	challenge	NOUN
iajs-1628	118	7	in	in	ADP
iajs-1628	118	8	real	real	ADJ
iajs-1628	118	9	life	life	NOUN
iajs-1628	118	10	application	application	NOUN
iajs-1628	118	11	(	(	PUNCT
iajs-1628	118	12	e.g.	e.g.	ADV
iajs-1628	118	13	a	a	DET
iajs-1628	118	14	phone	phone	NOUN
iajs-1628	118	15	-	-	PUNCT
iajs-1628	118	16	context	context	NOUN
iajs-1628	118	17	problem	problem	NOUN
iajs-1628	118	18	)	)	PUNCT
iajs-1628	118	19	might	might	AUX
iajs-1628	118	20	occur	occur	VERB
iajs-1628	118	21	,	,	PUNCT
iajs-1628	118	22	that	that	PRON
iajs-1628	118	23	is	be	AUX
iajs-1628	118	24	the	the	DET
iajs-1628	118	25	mobile	mobile	ADJ
iajs-1628	118	26	phone	phone	NOUN
iajs-1628	118	27	’s	’s	PART
iajs-1628	118	28	position	position	NOUN
iajs-1628	118	29	is	be	AUX
iajs-1628	118	30	at	at	ADP
iajs-1628	118	31	inappropriate	inappropriate	ADJ
iajs-1628	118	32	orientation	orientation	NOUN
iajs-1628	118	33	and	and	CCONJ
iajs-1628	118	34	position	position	NOUN
iajs-1628	118	35	for	for	ADP
iajs-1628	118	36	the	the	DET
iajs-1628	118	37	target/	target/	NUM
iajs-1628	118	38	being	be	AUX
iajs-1628	118	39	sensed	sense	VERB
iajs-1628	118	40	activity	activity	NOUN
iajs-1628	118	41	.	.	PUNCT
iajs-1628	119	1	however	however	ADV
iajs-1628	119	2	,	,	PUNCT
iajs-1628	119	3	as	as	ADP
iajs-1628	119	4	an	an	DET
iajs-1628	119	5	idea	idea	NOUN
iajs-1628	119	6	for	for	SCONJ
iajs-1628	119	7	the	the	DET
iajs-1628	119	8	future	future	ADJ
iajs-1628	119	9	work	work	NOUN
iajs-1628	119	10	might	might	AUX
iajs-1628	119	11	focus	focus	VERB
iajs-1628	119	12	on	on	ADP
iajs-1628	119	13	preprocessing	preprocesse	VERB
iajs-1628	119	14	phase	phase	NOUN
iajs-1628	119	15	for	for	ADP
iajs-1628	119	16	the	the	DET
iajs-1628	119	17	purpose	purpose	NOUN
iajs-1628	119	18	of	of	ADP
iajs-1628	119	19	gaining	gain	VERB
iajs-1628	119	20	more	more	ADV
iajs-1628	119	21	enhanced	enhanced	ADJ
iajs-1628	119	22	data	datum	NOUN
iajs-1628	119	23	with	with	ADP
iajs-1628	119	24	important	important	ADJ
iajs-1628	119	25	affective	affective	ADJ
iajs-1628	119	26	features	feature	NOUN
iajs-1628	119	27	.	.	PUNCT
iajs-1628	120	1	also	also	ADV
iajs-1628	120	2	,	,	PUNCT
iajs-1628	120	3	examining	examine	VERB
iajs-1628	120	4	the	the	DET
iajs-1628	120	5	performance	performance	NOUN
iajs-1628	120	6	of	of	ADP
iajs-1628	120	7	the	the	DET
iajs-1628	120	8	suggested	suggest	VERB
iajs-1628	120	9	model	model	NOUN
iajs-1628	120	10	to	to	PART
iajs-1628	120	11	improve	improve	VERB
iajs-1628	120	12	the	the	DET
iajs-1628	120	13	task	task	NOUN
iajs-1628	120	14	of	of	ADP
iajs-1628	120	15	human	human	ADJ
iajs-1628	120	16	activity	activity	NOUN
iajs-1628	120	17	recognition	recognition	NOUN
iajs-1628	120	18	based	base	VERB
iajs-1628	120	19	on	on	ADP
iajs-1628	120	20	other	other	ADJ
iajs-1628	120	21	mobile	mobile	ADJ
iajs-1628	120	22	data	datum	NOUN
iajs-1628	120	23	.	.	PUNCT
iajs-1628	121	1	in	in	ADP
iajs-1628	121	2	addition	addition	NOUN
iajs-1628	121	3	,	,	PUNCT
iajs-1628	121	4	the	the	DET
iajs-1628	121	5	suggested	suggest	VERB
iajs-1628	121	6	model	model	NOUN
iajs-1628	121	7	and	and	CCONJ
iajs-1628	121	8	techniques	technique	NOUN
iajs-1628	121	9	are	be	AUX
iajs-1628	121	10	needed	need	VERB
iajs-1628	121	11	to	to	PART
iajs-1628	121	12	work	work	VERB
iajs-1628	121	13	on	on	ADP
iajs-1628	121	14	,	,	PUNCT
iajs-1628	121	15	and	and	CCONJ
iajs-1628	121	16	improve	improve	VERB
iajs-1628	121	17	the	the	DET
iajs-1628	121	18	performance	performance	NOUN
iajs-1628	121	19	,	,	PUNCT
iajs-1628	121	20	of	of	ADP
iajs-1628	121	21	online	online	ADJ
iajs-1628	121	22	activity	activity	NOUN
iajs-1628	121	23	recognition	recognition	NOUN
iajs-1628	121	24	task	task	NOUN
iajs-1628	121	25	.	.	PUNCT
iajs-1628	122	1	references	reference	NOUN
iajs-1628	122	2	1	1	NUM
iajs-1628	122	3	.segundo	.segundo	PROPN
iajs-1628	122	4	,	,	PUNCT
iajs-1628	122	5	r.	r.	PROPN
iajs-1628	122	6	sanlorenzo	sanlorenzo	PROPN
iajs-1628	122	7	-	-	PUNCT
iajs-1628	122	8	trueba	trueba	PROPN
iajs-1628	122	9	,	,	PUNCT
iajs-1628	122	10	j.	j.	PROPN
iajs-1628	122	11	b.	b.	PROPN
iajs-1628	122	12	and	and	CCONJ
iajs-1628	122	13	martínez	martínez	PROPN
iajs-1628	122	14	-	-	PUNCT
iajs-1628	122	15	gonzález	gonzález	PROPN
iajs-1628	122	16	,	,	PUNCT
iajs-1628	122	17	j.	j.	PROPN
iajs-1628	122	18	m.	m.	PROPN
iajs-1628	122	19	pardo	pardo	PROPN
iajs-1628	122	20	,	,	PUNCT
iajs-1628	122	21	"	"	PUNCT
iajs-1628	122	22	segmenting	segment	VERB
iajs-1628	122	23	human	human	ADJ
iajs-1628	122	24	activities	activity	NOUN
iajs-1628	122	25	based	base	VERB
iajs-1628	122	26	on	on	ADP
iajs-1628	122	27	hmms	hmms	NOUN
iajs-1628	122	28	using	use	VERB
iajs-1628	122	29	smartphone	smartphone	ADJ
iajs-1628	122	30	inertial	inertial	ADJ
iajs-1628	122	31	sensors	sensor	NOUN
iajs-1628	122	32	,	,	PUNCT
iajs-1628	122	33	"	"	PUNCT
iajs-1628	122	34	pervasive	pervasive	ADJ
iajs-1628	122	35	and	and	CCONJ
iajs-1628	122	36	mobile	mobile	ADJ
iajs-1628	122	37	computing	computing	NOUN
iajs-1628	122	38	,	,	PUNCT
iajs-1628	122	39	30	30	NUM
iajs-1628	122	40	,	,	PUNCT
iajs-1628	122	41	.	.	PUNCT
iajs-1628	123	1	84	84	NUM
iajs-1628	123	2	-	-	SYM
iajs-1628	123	3	96	96	NUM
iajs-1628	123	4	,	,	PUNCT
iajs-1628	123	5	8//	8//	PROPN
iajs-1628	123	6	(	(	PUNCT
iajs-1628	123	7	2016	2016	NUM
iajs-1628	123	8	)	)	PUNCT
iajs-1628	123	9	.	.	PUNCT
iajs-1628	124	1	.2	.2	NUM
iajs-1628	124	2	lara	lara	PROPN
iajs-1628	124	3	,	,	PUNCT
iajs-1628	124	4	o.	o.	PROPN
iajs-1628	124	5	d.	d.	PROPN
iajs-1628	124	6	and	and	CCONJ
iajs-1628	124	7	m.	m.	NOUN
iajs-1628	124	8	a.	a.	NOUN
iajs-1628	124	9	labrador	labrador	PROPN
iajs-1628	124	10	"	"	PUNCT
iajs-1628	124	11	,	,	PUNCT
iajs-1628	124	12	a	a	DET
iajs-1628	124	13	survey	survey	NOUN
iajs-1628	124	14	on	on	ADP
iajs-1628	124	15	human	human	ADJ
iajs-1628	124	16	activity	activity	NOUN
iajs-1628	124	17	recognition	recognition	NOUN
iajs-1628	124	18	using	use	VERB
iajs-1628	124	19	wearable	wearable	ADJ
iajs-1628	124	20	sensors	sensor	NOUN
iajs-1628	124	21	,	,	PUNCT
iajs-1628	124	22	"	"	PUNCT
iajs-1628	124	23	ieee	ieee	NOUN
iajs-1628	124	24	communications	communication	NOUN
iajs-1628	124	25	surveys	survey	NOUN
iajs-1628	124	26	and	and	CCONJ
iajs-1628	124	27	tutorials	tutorial	NOUN
iajs-1628	124	28	,	,	PUNCT
iajs-1628	124	29	.	.	PUNCT
iajs-1628	124	30	15	15	NUM
iajs-1628	124	31	,	,	PUNCT
iajs-1628	124	32	.	.	PUNCT
iajs-1628	125	1	1192	1192	NUM
iajs-1628	125	2	-	-	SYM
iajs-1628	125	3	1209	1209	NUM
iajs-1628	125	4	,	,	PUNCT
iajs-1628	125	5	(	(	PUNCT
iajs-1628	125	6	2013	2013	NUM
iajs-1628	125	7	)	)	PUNCT
iajs-1628	125	8	.	.	PUNCT
iajs-1628	126	1	.3	.3	NUM
iajs-1628	126	2	mobilio	mobilio	NOUN
iajs-1628	126	3	,	,	PUNCT
iajs-1628	126	4	d.	d.	PROPN
iajs-1628	126	5	m.	m.	PROPN
iajs-1628	126	6	and	and	CCONJ
iajs-1628	126	7	napoletano	napoletano	PROPN
iajs-1628	126	8	,	,	PUNCT
iajs-1628	126	9	p.	p.	NOUN
iajs-1628	126	10	"	"	PUNCT
iajs-1628	126	11	unimib	unimib	PROPN
iajs-1628	126	12	shar	shar	PROPN
iajs-1628	126	13	:	:	PUNCT
iajs-1628	126	14	a	a	DET
iajs-1628	126	15	new	new	ADJ
iajs-1628	126	16	dataset	dataset	NOUN
iajs-1628	126	17	for	for	ADP
iajs-1628	126	18	human	human	ADJ
iajs-1628	126	19	activity	activity	NOUN
iajs-1628	126	20	recognition	recognition	NOUN
iajs-1628	126	21	using	use	VERB
iajs-1628	126	22	acceleration	acceleration	NOUN
iajs-1628	126	23	data	datum	NOUN
iajs-1628	126	24	from	from	ADP
iajs-1628	126	25	smartphones	smartphone	NOUN
iajs-1628	126	26	,	,	PUNCT
iajs-1628	126	27	"	"	PUNCT
iajs-1628	126	28	arxiv	arxiv	PROPN
iajs-1628	126	29	preprint	preprint	PROPN
iajs-1628	126	30	arxiv:1611.07688	arxiv:1611.07688	PROPN
iajs-1628	126	31	,	,	PUNCT
iajs-1628	126	32	(	(	PUNCT
iajs-1628	126	33	2016	2016	NUM
iajs-1628	126	34	(	(	PUNCT
iajs-1628	126	35	.	.	PUNCT
iajs-1628	127	1	.4	.4	NUM
iajs-1628	127	2	bayat	bayat	X
iajs-1628	127	3	,	,	PUNCT
iajs-1628	127	4	a.	a.	NOUN
iajs-1628	127	5	m.	m.	NOUN
iajs-1628	127	6	and	and	CCONJ
iajs-1628	127	7	tran	tran	PROPN
iajs-1628	127	8	,	,	PUNCT
iajs-1628	127	9	d.	d.	PROPN
iajs-1628	127	10	a.	a.	PROPN
iajs-1628	128	1	"	"	PUNCT
iajs-1628	128	2	a	a	DET
iajs-1628	128	3	study	study	NOUN
iajs-1628	128	4	on	on	ADP
iajs-1628	128	5	human	human	ADJ
iajs-1628	128	6	activity	activity	NOUN
iajs-1628	128	7	recognition	recognition	NOUN
iajs-1628	128	8	using	use	VERB
iajs-1628	128	9	accelerometer	accelerometer	NOUN
iajs-1628	128	10	data	datum	NOUN
iajs-1628	128	11	from	from	ADP
iajs-1628	128	12	smartphones	smartphone	NOUN
iajs-1628	128	13	,	,	PUNCT
iajs-1628	128	14	"	"	PUNCT
iajs-1628	128	15	procedia	procedia	NOUN
iajs-1628	128	16	computer	computer	NOUN
iajs-1628	128	17	science	science	NOUN
iajs-1628	128	18	,	,	PUNCT
iajs-1628	128	19	34	34	NUM
iajs-1628	128	20	,	,	PUNCT
iajs-1628	128	21	450	450	NUM
iajs-1628	128	22	-	-	SYM
iajs-1628	128	23	457	457	NUM
iajs-1628	128	24	,	,	PUNCT
iajs-1628	128	25	(	(	PUNCT
iajs-1628	128	26	2014|	2014|	NUM
iajs-1628	128	27	)	)	PUNCT
iajs-1628	128	28	.	.	PUNCT
iajs-1628	129	1	.5	.5	NUM
iajs-1628	130	1	lockhart	lockhart	PROPN
iajs-1628	130	2	,	,	PUNCT
iajs-1628	130	3	j	j	PROPN
iajs-1628	130	4	.w	.w	PROPN
iajs-1628	130	5	.	.	PUNCT
iajs-1628	131	1	pulickal	pulickal	ADJ
iajs-1628	131	2	,	,	PUNCT
iajs-1628	131	3	t.	t.	PROPN
iajs-1628	131	4	and	and	CCONJ
iajs-1628	131	5	weiss	weiss	PROPN
iajs-1628	131	6	,	,	PUNCT
iajs-1628	132	1	g.	g.	PROPN
iajs-1628	132	2	m.	m.	PROPN
iajs-1628	132	3	"	"	PUNCT
iajs-1628	132	4	applications	application	NOUN
iajs-1628	132	5	of	of	ADP
iajs-1628	132	6	mobile	mobile	ADJ
iajs-1628	132	7	activity	activity	NOUN
iajs-1628	132	8	recognition	recognition	NOUN
iajs-1628	132	9	,	,	PUNCT
iajs-1628	132	10	"	"	PUNCT
iajs-1628	132	11	in	in	ADP
iajs-1628	132	12	proceedings	proceeding	NOUN
iajs-1628	132	13	of	of	ADP
iajs-1628	132	14	the	the	DET
iajs-1628	132	15	(	(	PUNCT
iajs-1628	132	16	2012	2012	NUM
iajs-1628	132	17	)	)	PUNCT
iajs-1628	132	18	acm	acm	PROPN
iajs-1628	132	19	conference	conference	NOUN
iajs-1628	132	20	on	on	ADP
iajs-1628	132	21	ubiquitous	ubiquitous	ADJ
iajs-1628	132	22	computing	computing	NOUN
iajs-1628	132	23	,	,	PUNCT
iajs-1628	132	24	(	(	PUNCT
iajs-1628	132	25	2012	2012	NUM
iajs-1628	132	26	)	)	PUNCT
iajs-1628	132	27	,	,	PUNCT
iajs-1628	132	28	.	.	PUNCT
iajs-1628	133	1	1054	1054	NUM
iajs-1628	133	2	-	-	SYM
iajs-1628	133	3	1058	1058	NUM
iajs-1628	133	4	.	.	PUNCT
iajs-1628	134	1	.6	.6	NUM
iajs-1628	134	2	khan	khan	PROPN
iajs-1628	134	3	,	,	PUNCT
iajs-1628	134	4	a.	a.	NOUN
iajs-1628	134	5	m.	m.	PROPN
iajs-1628	134	6	tufail	tufail	PROPN
iajs-1628	134	7	,	,	PUNCT
iajs-1628	134	8	a.	a.	NOUN
iajs-1628	134	9	a.	a.	PROPN
iajs-1628	134	10	and	and	CCONJ
iajs-1628	134	11	khattak	khattak	PROPN
iajs-1628	134	12	,	,	PUNCT
iajs-1628	134	13	m.	m.	NOUN
iajs-1628	134	14	laine	laine	PROPN
iajs-1628	134	15	,	,	PUNCT
iajs-1628	134	16	t.	t.	PROPN
iajs-1628	134	17	h.	h.	PROPN
iajs-1628	135	1	"	"	PUNCT
iajs-1628	135	2	activity	activity	NOUN
iajs-1628	135	3	recognition	recognition	NOUN
iajs-1628	135	4	on	on	ADP
iajs-1628	135	5	smartphones	smartphone	NOUN
iajs-1628	135	6	via	via	ADP
iajs-1628	135	7	sensor	sensor	NOUN
iajs-1628	135	8	-	-	PUNCT
iajs-1628	135	9	fusion	fusion	NOUN
iajs-1628	135	10	and	and	CCONJ
iajs-1628	135	11	kda	kda	NOUN
iajs-1628	135	12	-	-	PUNCT
iajs-1628	135	13	based	base	VERB
iajs-1628	135	14	svms	svms	NOUN
iajs-1628	135	15	,	,	PUNCT
iajs-1628	135	16	"	"	PUNCT
iajs-1628	135	17	international	international	ADJ
iajs-1628	135	18	journal	journal	NOUN
iajs-1628	135	19	of	of	ADP
iajs-1628	135	20	distributed	distribute	VERB
iajs-1628	135	21	sensor	sensor	NOUN
iajs-1628	135	22	networks	network	NOUN
iajs-1628	135	23	,	,	PUNCT
iajs-1628	135	24	(	(	PUNCT
iajs-1628	135	25	2014	2014	NUM
iajs-1628	135	26	)	)	PUNCT
iajs-1628	135	27	.	.	PUNCT
iajs-1628	136	1	.7	.7	NUM
iajs-1628	136	2	p.	p.	NOUN
iajs-1628	136	3	gupta	gupta	PROPN
iajs-1628	136	4	and	and	CCONJ
iajs-1628	136	5	t.	t.	PROPN
iajs-1628	136	6	dallas	dallas	PROPN
iajs-1628	136	7	,	,	PUNCT
iajs-1628	136	8	"	"	PUNCT
iajs-1628	136	9	feature	feature	NOUN
iajs-1628	136	10	selection	selection	NOUN
iajs-1628	136	11	and	and	CCONJ
iajs-1628	136	12	activity	activity	NOUN
iajs-1628	136	13	recognition	recognition	NOUN
iajs-1628	136	14	system	system	NOUN
iajs-1628	136	15	using	use	VERB
iajs-1628	136	16	a	a	DET
iajs-1628	136	17	single	single	ADJ
iajs-1628	136	18	triaxial	triaxial	NOUN
iajs-1628	136	19	accelerometer	accelerometer	NOUN
iajs-1628	136	20	,	,	PUNCT
iajs-1628	136	21	"	"	PUNCT
iajs-1628	136	22	ieee	ieee	NOUN
iajs-1628	136	23	transactions	transaction	NOUN
iajs-1628	136	24	on	on	ADP
iajs-1628	136	25	biomedical	biomedical	ADJ
iajs-1628	136	26	engineering	engineering	NOUN
iajs-1628	136	27	,	,	PUNCT
iajs-1628	136	28	.	.	PUNCT
iajs-1628	137	1	61	61	NUM
iajs-1628	137	2	,	,	PUNCT
iajs-1628	137	3	.	.	PUNCT
iajs-1628	138	1	1780	1780	NUM
iajs-1628	138	2	-	-	SYM
iajs-1628	138	3	1786	1786	NUM
iajs-1628	138	4	,	,	PUNCT
iajs-1628	138	5	(	(	PUNCT
iajs-1628	138	6	2014	2014	NUM
iajs-1628	138	7	)	)	PUNCT
iajs-1628	138	8	.	.	PUNCT
iajs-1628	139	1	.8	.8	PROPN
iajs-1628	139	2	vavoulas	vavoulas	PROPN
iajs-1628	139	3	,	,	PUNCT
iajs-1628	139	4	g.	g.	PROPN
iajs-1628	139	5	c.	c.	PROPN
iajs-1628	139	6	chatzaki	chatzaki	PROPN
iajs-1628	139	7	,	,	PUNCT
iajs-1628	139	8	t.	t.	PROPN
iajs-1628	139	9	malliotakis	malliotakis	PROPN
iajs-1628	139	10	,	,	PUNCT
iajs-1628	139	11	m.	m.	NOUN
iajs-1628	139	12	and	and	CCONJ
iajs-1628	139	13	pediaditis	pediaditis	PROPN
iajs-1628	139	14	,	,	PUNCT
iajs-1628	139	15	m.	m.	NOUN
iajs-1628	139	16	tsiknakis	tsiknakis	PROPN
iajs-1628	139	17	,	,	PUNCT
iajs-1628	139	18	"	"	PUNCT
iajs-1628	139	19	the	the	DET
iajs-1628	139	20	mobiact	mobiact	ADJ
iajs-1628	139	21	dataset	dataset	NOUN
iajs-1628	139	22	:	:	PUNCT
iajs-1628	139	23	recognition	recognition	NOUN
iajs-1628	139	24	of	of	ADP
iajs-1628	139	25	activities	activity	NOUN
iajs-1628	139	26	of	of	ADP
iajs-1628	139	27	daily	daily	ADJ
iajs-1628	139	28	living	living	NOUN
iajs-1628	139	29	using	use	VERB
iajs-1628	139	30	smartphones	smartphone	NOUN
iajs-1628	139	31	,	,	PUNCT
iajs-1628	139	32	"	"	PUNCT
iajs-1628	139	33	in	in	ADP
iajs-1628	139	34	proceedings	proceeding	NOUN
iajs-1628	139	35	of	of	ADP
iajs-1628	139	36	the	the	DET
iajs-1628	139	37	international	international	ADJ
iajs-1628	139	38	conference	conference	NOUN
iajs-1628	139	39	on	on	ADP
iajs-1628	139	40	information	information	NOUN
iajs-1628	139	41	and	and	CCONJ
iajs-1628	139	42	communication	communication	NOUN
iajs-1628	139	43	technologies	technology	NOUN
iajs-1628	139	44	for	for	ADP
iajs-1628	139	45	ageing	age	VERB
iajs-1628	139	46	well	well	NOUN
iajs-1628	139	47	and	and	CCONJ
iajs-1628	139	48	e	e	NOUN
iajs-1628	139	49	-	-	NOUN
iajs-1628	139	50	health	health	NOUN
iajs-1628	139	51	,	,	PUNCT
iajs-1628	139	52	(	(	PUNCT
iajs-1628	139	53	2016	2016	NUM
iajs-1628	139	54	)	)	PUNCT
iajs-1628	139	55	,	,	PUNCT
iajs-1628	139	56	.	.	PUNCT
iajs-1628	140	1	143	143	NUM
iajs-1628	140	2	-	-	SYM
iajs-1628	140	3	151	151	NUM
iajs-1628	140	4	.	.	PUNCT
iajs-1628	141	1	.9	.9	NUM
iajs-1628	141	2	raut	raut	PROPN
iajs-1628	141	3	,	,	PUNCT
iajs-1628	141	4	a.	a.	PROPN
iajs-1628	141	5	r.	r.	PROPN
iajs-1628	141	6	and	and	CCONJ
iajs-1628	141	7	s.	s.	PROPN
iajs-1628	141	8	khandait	khandait	PROPN
iajs-1628	141	9	,	,	PUNCT
iajs-1628	141	10	"	"	PUNCT
iajs-1628	141	11	review	review	NOUN
iajs-1628	141	12	on	on	ADP
iajs-1628	141	13	data	datum	NOUN
iajs-1628	141	14	mining	mining	NOUN
iajs-1628	141	15	techniques	technique	NOUN
iajs-1628	141	16	in	in	ADP
iajs-1628	141	17	wireless	wireless	ADJ
iajs-1628	141	18	sensor	sensor	NOUN
iajs-1628	141	19	networks	network	NOUN
iajs-1628	141	20	,	,	PUNCT
iajs-1628	141	21	"	"	PUNCT
iajs-1628	141	22	in	in	ADP
iajs-1628	141	23	electronics	electronics	NOUN
iajs-1628	141	24	and	and	CCONJ
iajs-1628	141	25	communication	communication	NOUN
iajs-1628	141	26	systems	system	NOUN
iajs-1628	141	27	(	(	PUNCT
iajs-1628	141	28	icecs	icec	NOUN
iajs-1628	141	29	)	)	PUNCT
iajs-1628	141	30	(	(	PUNCT
iajs-1628	141	31	(	(	PUNCT
iajs-1628	141	32	,	,	PUNCT
iajs-1628	141	33	2015	2015	NUM
iajs-1628	141	34	nd	nd	PRON
iajs-1628	141	35	international	international	ADJ
iajs-1628	141	36	conference	conference	NOUN
iajs-1628	141	37	on	on	ADP
iajs-1628	141	38	,	,	PUNCT
iajs-1628	141	39	i(2015	i(2015	PROPN
iajs-1628	141	40	)	)	PUNCT
iajs-1628	141	41	,	,	PUNCT
iajs-1628	141	42	.	.	PUNCT
iajs-1628	142	1	390	390	NUM
iajs-1628	142	2	-	-	SYM
iajs-1628	142	3	394	394	NUM
iajs-1628	142	4	.	.	NOUN
iajs-1628	143	1	.10	.10	NUM
iajs-1628	143	2	c.	c.	PROPN
iajs-1628	143	3	c.	c.	PROPN
iajs-1628	143	4	b.	b.	PROPN
iajs-1628	143	5	p.	p.	PROPN
iajs-1628	143	6	lo	lo	PROPN
iajs-1628	143	7	,	,	PUNCT
iajs-1628	143	8	m.	m.	PROPN
iajs-1628	143	9	r.	r.	PROPN
iajs-1628	143	10	yuce	yuce	PROPN
iajs-1628	143	11	,	,	PUNCT
iajs-1628	143	12	a.	a.	NOUN
iajs-1628	143	13	alomainy	alomainy	NOUN
iajs-1628	143	14	,	,	PUNCT
iajs-1628	143	15	and	and	CCONJ
iajs-1628	143	16	y.	y.	PROPN
iajs-1628	143	17	hao	hao	PROPN
iajs-1628	143	18	,	,	PUNCT
iajs-1628	143	19	"	"	PUNCT
iajs-1628	143	20	body	body	NOUN
iajs-1628	143	21	sensor	sensor	NOUN
iajs-1628	143	22	networks	network	NOUN
iajs-1628	143	23	:	:	PUNCT
iajs-1628	143	24	in	in	ADP
iajs-1628	143	25	the	the	DET
iajs-1628	143	26	era	era	NOUN
iajs-1628	143	27	of	of	ADP
iajs-1628	143	28	big	big	ADJ
iajs-1628	143	29	data	datum	NOUN
iajs-1628	143	30	and	and	CCONJ
iajs-1628	143	31	beyond	beyond	ADP
iajs-1628	143	32	,	,	PUNCT
iajs-1628	143	33	"	"	PUNCT
iajs-1628	143	34	ieee	ieee	NOUN
iajs-1628	143	35	reviews	review	NOUN
iajs-1628	143	36	in	in	ADP
iajs-1628	143	37	biomedical	biomedical	ADJ
iajs-1628	143	38	engineering	engineering	NOUN
iajs-1628	143	39	,	,	PUNCT
iajs-1628	143	40	.	.	PUNCT
iajs-1628	144	1	8	8	NUM
iajs-1628	144	2	,	,	PUNCT
iajs-1628	144	3	.	.	PUNCT
iajs-1628	145	1	4	4	NUM
iajs-1628	145	2	-	-	SYM
iajs-1628	145	3	16	16	NUM
iajs-1628	145	4	,	,	PUNCT
iajs-1628	145	5	(	(	PUNCT
iajs-1628	145	6	2015	2015	NUM
iajs-1628	145	7	)	)	PUNCT
iajs-1628	145	8	.	.	PUNCT
iajs-1628	146	1	.11	.11	NUM
iajs-1628	146	2	kwapisz	kwapisz	NOUN
iajs-1628	146	3	,	,	PUNCT
iajs-1628	146	4	j.	j.	PROPN
iajs-1628	146	5	r	r	PROPN
iajs-1628	146	6	weiss	weiss	PROPN
iajs-1628	146	7	,	,	PUNCT
iajs-1628	146	8	.g	.g	PROPN
iajs-1628	146	9	.	.	PUNCT
iajs-1628	147	1	m.	m.	NOUN
iajs-1628	147	2	and	and	CCONJ
iajs-1628	147	3	moore	moore	PROPN
iajs-1628	147	4	,	,	PUNCT
iajs-1628	147	5	s.	s.	PROPN
iajs-1628	147	6	a.	a.	NOUN
iajs-1628	147	7	"	"	PUNCT
iajs-1628	147	8	activity	activity	NOUN
iajs-1628	147	9	recognition	recognition	NOUN
iajs-1628	147	10	using	use	VERB
iajs-1628	147	11	cell	cell	NOUN
iajs-1628	147	12	phone	phone	NOUN
iajs-1628	147	13	accelerometers	accelerometer	NOUN
iajs-1628	147	14	,	,	PUNCT
iajs-1628	147	15	"	"	PUNCT
iajs-1628	147	16	acm	acm	NOUN
iajs-1628	147	17	sigkdd	sigkdd	VERB
iajs-1628	147	18	explorations	exploration	NOUN
iajs-1628	147	19	newsletter	newsletter	NOUN
iajs-1628	147	20	,	,	PUNCT
iajs-1628	147	21	.	.	PUNCT
iajs-1628	148	1	12	12	NUM
iajs-1628	148	2	,	,	PUNCT
iajs-1628	148	3	.	.	PUNCT
iajs-1628	149	1	74	74	NUM
iajs-1628	149	2	-	-	SYM
iajs-1628	149	3	82	82	NUM
iajs-1628	149	4	,	,	PUNCT
iajs-1628	149	5	(	(	PUNCT
iajs-1628	149	6	2011	2011	NUM
iajs-1628	149	7	)	)	PUNCT
iajs-1628	149	8	.	.	PUNCT
iajs-1628	150	1	.12	.12	NUM
iajs-1628	150	2	trabelsi	trabelsi	NOUN
iajs-1628	150	3	,	,	PUNCT
iajs-1628	150	4	d.	d.	PROPN
iajs-1628	150	5	s.	s.	PROPN
iajs-1628	150	6	mohammed	mohammed	PROPN
iajs-1628	150	7	,	,	PUNCT
iajs-1628	150	8	f.	f.	PROPN
iajs-1628	150	9	chamroukhi	chamroukhi	PROPN
iajs-1628	150	10	,	,	PUNCT
iajs-1628	150	11	l.	l.	PROPN
iajs-1628	150	12	oukhellou	oukhellou	PROPN
iajs-1628	150	13	,	,	PUNCT
iajs-1628	150	14	and	and	CCONJ
iajs-1628	150	15	y.	y.	PROPN
iajs-1628	150	16	amirat	amirat	PROPN
iajs-1628	150	17	,	,	PUNCT
iajs-1628	150	18	"	"	PUNCT
iajs-1628	150	19	an	an	DET
iajs-1628	150	20	unsupervised	unsupervised	ADJ
iajs-1628	150	21	approach	approach	NOUN
iajs-1628	150	22	for	for	ADP
iajs-1628	150	23	automatic	automatic	ADJ
iajs-1628	150	24	activity	activity	NOUN
iajs-1628	150	25	recognition	recognition	NOUN
iajs-1628	150	26	based	base	VERB
iajs-1628	150	27	on	on	ADP
iajs-1628	150	28	hidden	hidden	ADJ
iajs-1628	150	29	markov	markov	NOUN
iajs-1628	150	30	model	model	NOUN
iajs-1628	150	31	computer	computer	NOUN
iajs-1628	150	32	|248	|248	PUNCT
iajs-1628	150	33	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	150	34	2017	2017	NUM
iajs-1628	150	35	(	(	PUNCT
iajs-1628	150	36	عام	عام	PROPN
iajs-1628	150	37	3	3	NUM
iajs-1628	150	38	(	(	PUNCT
iajs-1628	150	39	العدد	العدد	PROPN
iajs-1628	150	40	)	)	PUNCT
iajs-1628	150	41	30مجلة	30مجلة	PROPN
iajs-1628	150	42	إبن	إبن	VERB
iajs-1628	150	43	الهيثم	الهيثم	ADJ
iajs-1628	150	44	للعلوم	للعلوم	NOUN
iajs-1628	150	45	الصرفة	الصرفة	NOUN
iajs-1628	151	1	و	و	PRON
iajs-1628	151	2	التطبيقية	التطبيقية	ADV
iajs-1628	151	3	المجلد	المجلد	ADV
iajs-1628	151	4	)	)	PUNCT
iajs-1628	152	1	ibn	ibn	PROPN
iajs-1628	152	2	al	al	PROPN
iajs-1628	152	3	-	-	PUNCT
iajs-1628	152	4	haitham	haitham	PROPN
iajs-1628	152	5	j.	j.	PROPN
iajs-1628	152	6	for	for	ADP
iajs-1628	152	7	pure	pure	PROPN
iajs-1628	152	8	&	&	CCONJ
iajs-1628	152	9	appl	appl	PROPN
iajs-1628	152	10	.	.	PUNCT
iajs-1628	153	1	sci	sci	PROPN
iajs-1628	153	2	.	.	PUNCT
iajs-1628	154	1	vol.30	vol.30	NOUN
iajs-1628	154	2	(	(	PUNCT
iajs-1628	154	3	3	3	NUM
iajs-1628	154	4	)	)	PUNCT
iajs-1628	154	5	2017	2017	NUM
iajs-1628	154	6	)	)	PUNCT
iajs-1628	154	7	2017	2017	NUM
iajs-1628	154	8	regression	regression	NOUN
iajs-1628	154	9	,	,	PUNCT
iajs-1628	154	10	"	"	PUNCT
iajs-1628	154	11	ieee	ieee	NOUN
iajs-1628	154	12	transactions	transaction	NOUN
iajs-1628	154	13	on	on	ADP
iajs-1628	154	14	automation	automation	NOUN
iajs-1628	154	15	science	science	NOUN
iajs-1628	154	16	and	and	CCONJ
iajs-1628	154	17	engineering	engineering	NOUN
iajs-1628	154	18	,	,	PUNCT
iajs-1628	154	19	.	.	PUNCT
iajs-1628	155	1	10	10	NUM
iajs-1628	155	2	,	,	PUNCT
iajs-1628	155	3	.	.	PUNCT
iajs-1628	156	1	829835	829835	NUM
iajs-1628	156	2	,	,	PUNCT
iajs-1628	156	3	(	(	PUNCT
iajs-1628	156	4	2013	2013	NUM
iajs-1628	156	5	)	)	PUNCT
iajs-1628	156	6	.	.	PUNCT
iajs-1628	157	1	.13	.13	NUM
iajs-1628	157	2	c.	c.	PROPN
iajs-1628	157	3	s.	s.	PROPN
iajs-1628	157	4	tufekci	tufekci	PROPN
iajs-1628	157	5	,	,	PUNCT
iajs-1628	157	6	e.	e.	PROPN
iajs-1628	157	7	pirmit	pirmit	PROPN
iajs-1628	157	8	,	,	PUNCT
iajs-1628	157	9	and	and	CCONJ
iajs-1628	157	10	g.	g.	PROPN
iajs-1628	157	11	kocabag	kocabag	PROPN
iajs-1628	157	12	,	,	PUNCT
iajs-1628	157	13	"	"	PUNCT
iajs-1628	157	14	on	on	ADP
iajs-1628	157	15	the	the	DET
iajs-1628	157	16	use	use	NOUN
iajs-1628	157	17	of	of	ADP
iajs-1628	157	18	ensemble	ensemble	ADJ
iajs-1628	157	19	of	of	ADP
iajs-1628	157	20	classifiers	classifier	NOUN
iajs-1628	157	21	for	for	ADP
iajs-1628	157	22	accelerometer	accelerometer	NOUN
iajs-1628	157	23	-	-	PUNCT
iajs-1628	157	24	based	base	VERB
iajs-1628	157	25	activity	activity	NOUN
iajs-1628	157	26	recognition	recognition	NOUN
iajs-1628	157	27	,	,	PUNCT
iajs-1628	157	28	"	"	PUNCT
iajs-1628	157	29	applied	apply	VERB
iajs-1628	157	30	soft	soft	ADJ
iajs-1628	157	31	computing	computing	NOUN
iajs-1628	157	32	,	,	PUNCT
iajs-1628	157	33	.	.	PUNCT
iajs-1628	158	1	37	37	NUM
iajs-1628	158	2	,	,	PUNCT
iajs-1628	158	3	.	.	PUNCT
iajs-1628	159	1	1018	1018	NUM
iajs-1628	159	2	-	-	SYM
iajs-1628	159	3	1022	1022	NUM
iajs-1628	159	4	,	,	PUNCT
iajs-1628	159	5	(	(	PUNCT
iajs-1628	159	6	2015	2015	NUM
iajs-1628	159	7	)	)	PUNCT
iajs-1628	159	8	.	.	PUNCT
iajs-1628	160	1	.14	.14	NUM
iajs-1628	160	2	taei	taei	NOUN
iajs-1628	160	3	,	,	PUNCT
iajs-1628	160	4	a.	a.	PROPN
iajs-1628	160	5	al"a	al"a	PROPN
iajs-1628	160	6	mobile	mobile	PROPN
iajs-1628	160	7	based	base	VERB
iajs-1628	160	8	activity	activity	NOUN
iajs-1628	160	9	recognition	recognition	NOUN
iajs-1628	160	10	model	model	NOUN
iajs-1628	160	11	,	,	PUNCT
iajs-1628	160	12	"	"	PUNCT
iajs-1628	160	13	journal	journal	NOUN
iajs-1628	160	14	of	of	ADP
iajs-1628	160	15	the	the	DET
iajs-1628	160	16	college	college	NOUN
iajs-1628	160	17	of	of	ADP
iajs-1628	160	18	basic	basic	ADJ
iajs-1628	160	19	educationpure	educationpure	NOUN
iajs-1628	160	20	science	science	NOUN
iajs-1628	160	21	,	,	PUNCT
iajs-1628	160	22	23	23	NUM
iajs-1628	160	23	,	,	PUNCT
iajs-1628	160	24	.	.	PUNCT
iajs-1628	161	1	75	75	NUM
iajs-1628	161	2	-	-	SYM
iajs-1628	161	3	88	88	NUM
iajs-1628	161	4	,	,	PUNCT
iajs-1628	161	5	1	1	NUM
iajs-1628	161	6	june	june	PROPN
iajs-1628	161	7	(	(	PUNCT
iajs-1628	161	8	2017	2017	NUM
iajs-1628	161	9	)	)	PUNCT
iajs-1628	161	10	.	.	PUNCT
iajs-1628	162	1	.15	.15	NUM
iajs-1628	162	2	lockhart	lockhart	PROPN
iajs-1628	162	3	j.	j.	PROPN
iajs-1628	162	4	w.	w.	PROPN
iajs-1628	162	5	and	and	CCONJ
iajs-1628	162	6	weiss	weiss	PROPN
iajs-1628	162	7	,	,	PUNCT
iajs-1628	162	8	g.	g.	PROPN
iajs-1628	162	9	m.	m.	PROPN
iajs-1628	163	1	"	"	PUNCT
iajs-1628	163	2	the	the	DET
iajs-1628	163	3	benefits	benefit	NOUN
iajs-1628	163	4	of	of	ADP
iajs-1628	163	5	personalized	personalize	VERB
iajs-1628	163	6	smartphonebased	smartphonebase	VERB
iajs-1628	163	7	activity	activity	NOUN
iajs-1628	163	8	recognition	recognition	NOUN
iajs-1628	163	9	models	model	NOUN
iajs-1628	163	10	,	,	PUNCT
iajs-1628	163	11	"	"	PUNCT
iajs-1628	163	12	in	in	ADP
iajs-1628	163	13	proceedings	proceeding	NOUN
iajs-1628	163	14	of	of	ADP
iajs-1628	163	15	the	the	DET
iajs-1628	163	16	(	(	PUNCT
iajs-1628	163	17	2014	2014	NUM
iajs-1628	163	18	)	)	PUNCT
iajs-1628	163	19	siam	siam	PROPN
iajs-1628	163	20	international	international	ADJ
iajs-1628	163	21	conference	conference	NOUN
iajs-1628	163	22	on	on	ADP
iajs-1628	163	23	data	datum	NOUN
iajs-1628	163	24	mining	mining	NOUN
iajs-1628	163	25	,	,	PUNCT
iajs-1628	163	26	(	(	PUNCT
iajs-1628	163	27	2014	2014	NUM
iajs-1628	163	28	)	)	PUNCT
iajs-1628	163	29	,	,	PUNCT
iajs-1628	163	30	.	.	PUNCT
iajs-1628	164	1	614	614	NUM
iajs-1628	164	2	-	-	SYM
iajs-1628	164	3	622	622	NUM
iajs-1628	164	4	.	.	PUNCT
iajs-1628	165	1	.16	.16	NUM
iajs-1628	165	2	abdallah	abdallah	PROPN
iajs-1628	165	3	,	,	PUNCT
iajs-1628	165	4	z.	z.	PROPN
iajs-1628	165	5	s.	s.	PROPN
iajs-1628	165	6	m.	m.	PROPN
iajs-1628	165	7	gaber	gaber	PROPN
iajs-1628	165	8	,	,	PUNCT
iajs-1628	165	9	m.	m.	PROPN
iajs-1628	165	10	b.	b.	PROPN
iajs-1628	165	11	srinivasan	srinivasan	PROPN
iajs-1628	165	12	,	,	PUNCT
iajs-1628	165	13	and	and	CCONJ
iajs-1628	165	14	s.	s.	PROPN
iajs-1628	165	15	krishnaswamy	krishnaswamy	PROPN
iajs-1628	165	16	,	,	PUNCT
iajs-1628	165	17	"	"	PUNCT
iajs-1628	165	18	adaptive	adaptive	ADJ
iajs-1628	165	19	mobile	mobile	ADJ
iajs-1628	165	20	activity	activity	NOUN
iajs-1628	165	21	recognition	recognition	NOUN
iajs-1628	165	22	system	system	NOUN
iajs-1628	165	23	with	with	ADP
iajs-1628	165	24	evolving	evolve	VERB
iajs-1628	165	25	data	datum	NOUN
iajs-1628	165	26	streams	stream	NOUN
iajs-1628	165	27	,	,	PUNCT
iajs-1628	165	28	"	"	PUNCT
iajs-1628	165	29	neurocomputing	neurocomputing	NOUN
iajs-1628	165	30	,	,	PUNCT
iajs-1628	165	31	vol	vol	NOUN
iajs-1628	165	32	.	.	PROPN
iajs-1628	165	33	150	150	NUM
iajs-1628	165	34	,	,	PUNCT
iajs-1628	165	35	part	part	NOUN
iajs-1628	165	36	a	a	PRON
iajs-1628	165	37	,	,	PUNCT
iajs-1628	165	38	.	.	PUNCT
iajs-1628	166	1	304	304	NUM
iajs-1628	166	2	-	-	SYM
iajs-1628	166	3	317	317	NUM
iajs-1628	166	4	,	,	PUNCT
iajs-1628	166	5	2/20/	2/20/	NUM
iajs-1628	166	6	(	(	PUNCT
iajs-1628	166	7	2015	2015	NUM
iajs-1628	166	8	)	)	PUNCT
iajs-1628	166	9	.	.	PUNCT
iajs-1628	167	1	.17	.17	NUM
iajs-1628	167	2	http://www.cis.fordham.edu/wisdm/dataset.php	http://www.cis.fordham.edu/wisdm/dataset.php	NOUN
iajs-1628	167	3	.	.	PUNCT
iajs-1628	168	1	.18	.18	NUM
iajs-1628	168	2	ravi	ravi	PROPN
iajs-1628	168	3	,	,	PUNCT
iajs-1628	168	4	n.	n.	PROPN
iajs-1628	168	5	n.	n.	PROPN
iajs-1628	168	6	dandekar	dandekar	PROPN
iajs-1628	168	7	,	,	PUNCT
iajs-1628	168	8	p.	p.	NOUN
iajs-1628	168	9	mysore	mysore	NOUN
iajs-1628	168	10	,	,	PUNCT
iajs-1628	168	11	and	and	CCONJ
iajs-1628	168	12	m.	m.	PROPN
iajs-1628	168	13	l.	l.	PROPN
iajs-1628	168	14	littman	littman	PROPN
iajs-1628	168	15	,	,	PUNCT
iajs-1628	168	16	"	"	PUNCT
iajs-1628	168	17	activity	activity	NOUN
iajs-1628	168	18	recognition	recognition	NOUN
iajs-1628	168	19	from	from	ADP
iajs-1628	168	20	accelerometer	accelerometer	ADJ
iajs-1628	168	21	data	datum	NOUN
iajs-1628	168	22	,	,	PUNCT
iajs-1628	168	23	"	"	PUNCT
iajs-1628	168	24	in	in	ADP
iajs-1628	168	25	aaai	aaai	PROPN
iajs-1628	168	26	,	,	PUNCT
iajs-1628	168	27	(	(	PUNCT
iajs-1628	168	28	2005	2005	NUM
iajs-1628	168	29	)	)	PUNCT
iajs-1628	168	30	,	,	PUNCT
iajs-1628	168	31	.	.	PUNCT
iajs-1628	169	1	1541	1541	NUM
iajs-1628	169	2	-	-	SYM
iajs-1628	169	3	1546	1546	NUM
iajs-1628	169	4	.	.	PUNCT
iajs-1628	170	1	.19	.19	NUM
iajs-1628	170	2	meir	meir	PROPN
iajs-1628	170	3	,	,	PUNCT
iajs-1628	170	4	r.	r.	PROPN
iajs-1628	170	5	and	and	CCONJ
iajs-1628	170	6	rätsch	rätsch	PROPN
iajs-1628	170	7	,	,	PUNCT
iajs-1628	170	8	g.	g.	PROPN
iajs-1628	170	9	"	"	PUNCT
iajs-1628	170	10	an	an	DET
iajs-1628	170	11	introduction	introduction	NOUN
iajs-1628	170	12	to	to	ADP
iajs-1628	170	13	boosting	boost	VERB
iajs-1628	170	14	and	and	CCONJ
iajs-1628	170	15	leveraging	leverage	VERB
iajs-1628	170	16	,	,	PUNCT
iajs-1628	170	17	"	"	PUNCT
iajs-1628	170	18	in	in	ADP
iajs-1628	170	19	advanced	advanced	ADJ
iajs-1628	170	20	lectures	lecture	NOUN
iajs-1628	170	21	on	on	ADP
iajs-1628	170	22	machine	machine	NOUN
iajs-1628	170	23	learning	learning	NOUN
iajs-1628	170	24	,	,	PUNCT
iajs-1628	170	25	ed	ed	NOUN
iajs-1628	170	26	:	:	PUNCT
iajs-1628	170	27	springer	springer	NOUN
iajs-1628	170	28	,	,	PUNCT
iajs-1628	170	29	(	(	PUNCT
iajs-1628	170	30	2003	2003	NUM
iajs-1628	170	31	)	)	PUNCT
iajs-1628	170	32	,	,	PUNCT
iajs-1628	170	33	.	.	PUNCT
iajs-1628	171	1	118	118	NUM
iajs-1628	171	2	-	-	SYM
iajs-1628	171	3	183	183	NUM
iajs-1628	171	4	.	.	PUNCT
iajs-1628	172	1	.20	.20	NUM
iajs-1628	172	2	lockhart	lockhart	PROPN
iajs-1628	172	3	,	,	PUNCT
iajs-1628	172	4	j.	j.	PROPN
iajs-1628	172	5	w.	w.	PROPN
iajs-1628	172	6	and	and	CCONJ
iajs-1628	172	7	weiss	weiss	PROPN
iajs-1628	172	8	,	,	PUNCT
iajs-1628	172	9	g.	g.	PROPN
iajs-1628	172	10	m.	m.	PROPN
iajs-1628	172	11	"	"	PUNCT
iajs-1628	172	12	limitations	limitation	NOUN
iajs-1628	172	13	with	with	ADP
iajs-1628	172	14	activity	activity	NOUN
iajs-1628	172	15	recognition	recognition	NOUN
iajs-1628	172	16	methodology	methodology	NOUN
iajs-1628	172	17	&	&	CCONJ
iajs-1628	172	18	data	datum	NOUN
iajs-1628	172	19	sets	set	NOUN
iajs-1628	172	20	,	,	PUNCT
iajs-1628	172	21	"	"	PUNCT
iajs-1628	172	22	in	in	ADP
iajs-1628	172	23	proceedings	proceeding	NOUN
iajs-1628	172	24	of	of	ADP
iajs-1628	172	25	the	the	DET
iajs-1628	172	26	(	(	PUNCT
iajs-1628	172	27	2014	2014	NUM
iajs-1628	172	28	)	)	PUNCT
iajs-1628	172	29	acm	acm	PROPN
iajs-1628	172	30	international	international	ADJ
iajs-1628	172	31	joint	joint	ADJ
iajs-1628	172	32	conference	conference	NOUN
iajs-1628	172	33	on	on	ADP
iajs-1628	172	34	pervasive	pervasive	ADJ
iajs-1628	172	35	and	and	CCONJ
iajs-1628	172	36	ubiquitous	ubiquitous	ADJ
iajs-1628	172	37	computing	computing	NOUN
iajs-1628	172	38	:	:	PUNCT
iajs-1628	172	39	adjunct	adjunct	ADJ
iajs-1628	172	40	publication	publication	NOUN
iajs-1628	172	41	,	,	PUNCT
iajs-1628	172	42	(	(	PUNCT
iajs-1628	172	43	2014	2014	NUM
iajs-1628	172	44	)	)	PUNCT
iajs-1628	172	45	,	,	PUNCT
iajs-1628	172	46	.	.	PUNCT
iajs-1628	173	1	747	747	NUM
iajs-1628	173	2	-	-	SYM
iajs-1628	173	3	756	756	NUM
iajs-1628	173	4	.	.	PUNCT
iajs-1628	173	5	.21	.21	NUM
iajs-1628	173	6	incel	incel	PROPN
iajs-1628	173	7	,	,	PUNCT
iajs-1628	173	8	o.	o.	PROPN
iajs-1628	173	9	d.	d.	PROPN
iajs-1628	173	10	m.	m.	PROPN
iajs-1628	173	11	kose	kose	PROPN
iajs-1628	173	12	,	,	PUNCT
iajs-1628	173	13	and	and	CCONJ
iajs-1628	173	14	c	c	PROPN
iajs-1628	173	15	.ersoy	.ersoy	NOUN
iajs-1628	173	16	,	,	PUNCT
iajs-1628	173	17	"	"	PUNCT
iajs-1628	173	18	a	a	DET
iajs-1628	173	19	review	review	NOUN
iajs-1628	173	20	and	and	CCONJ
iajs-1628	173	21	taxonomy	taxonomy	NOUN
iajs-1628	173	22	of	of	ADP
iajs-1628	173	23	activity	activity	NOUN
iajs-1628	173	24	recognition	recognition	NOUN
iajs-1628	173	25	on	on	ADP
iajs-1628	173	26	mobile	mobile	ADJ
iajs-1628	173	27	phones	phone	NOUN
iajs-1628	173	28	,	,	PUNCT
iajs-1628	173	29	"	"	PUNCT
iajs-1628	173	30	bionanoscience	bionanoscience	NOUN
iajs-1628	173	31	,	,	PUNCT
iajs-1628	173	32	.	.	PUNCT
iajs-1628	174	1	3	3	NUM
iajs-1628	174	2	,	,	PUNCT
iajs-1628	174	3	.	.	PUNCT
iajs-1628	175	1	145	145	NUM
iajs-1628	175	2	-	-	SYM
iajs-1628	175	3	171	171	NUM
iajs-1628	175	4	,	,	PUNCT
iajs-1628	175	5	(	(	PUNCT
iajs-1628	175	6	2013	2013	NUM
iajs-1628	175	7	)	)	PUNCT
iajs-1628	175	8	.	.	PUNCT
iajs-1628	176	1	table	table	NOUN
iajs-1628	176	2	1	1	NUM
iajs-1628	176	3	:	:	PUNCT
iajs-1628	176	4	confusion	confusion	NOUN
iajs-1628	176	5	matrix	matrix	NOUN
iajs-1628	176	6	of	of	ADP
iajs-1628	176	7	rf	rf	NOUN
iajs-1628	176	8	classifier	classifier	NOUN
iajs-1628	176	9	stand	stand	VERB
iajs-1628	176	10	sit	sit	VERB
iajs-1628	176	11	downstairs	downstairs	ADV
iajs-1628	176	12	upstairs	upstairs	ADV
iajs-1628	176	13	jog	jog	PROPN
iajs-1628	176	14	walk	walk	VERB
iajs-1628	176	15	2	2	NUM
iajs-1628	176	16	0	0	NUM
iajs-1628	176	17	14	14	NUM
iajs-1628	176	18	18	18	NUM
iajs-1628	176	19	5	5	NUM
iajs-1628	176	20	2042	2042	NUM
iajs-1628	176	21	walk	walk	VERB
iajs-1628	176	22	1	1	NUM
iajs-1628	176	23	1	1	NUM
iajs-1628	176	24	6	6	NUM
iajs-1628	176	25	6	6	NUM
iajs-1628	176	26	1601	1601	NUM
iajs-1628	176	27	10	10	NUM
iajs-1628	176	28	jog	jog	NOUN
iajs-1628	176	29	1	1	NUM
iajs-1628	176	30	4	4	NUM
iajs-1628	176	31	80	80	NUM
iajs-1628	176	32	501	501	NUM
iajs-1628	176	33	19	19	NUM
iajs-1628	176	34	27	27	NUM
iajs-1628	176	35	upstairs	upstairs	ADV
iajs-1628	176	36	2	2	NUM
iajs-1628	176	37	2	2	NUM
iajs-1628	176	38	360	360	NUM
iajs-1628	176	39	119	119	NUM
iajs-1628	176	40	9	9	NUM
iajs-1628	176	41	36	36	NUM
iajs-1628	176	42	downstairs	downstairs	ADV
iajs-1628	176	43	3	3	NUM
iajs-1628	176	44	299	299	NUM
iajs-1628	176	45	1	1	NUM
iajs-1628	176	46	2	2	NUM
iajs-1628	176	47	0	0	NUM
iajs-1628	176	48	1	1	NUM
iajs-1628	176	49	sit	sit	VERB
iajs-1628	176	50	230	230	NUM
iajs-1628	176	51	6	6	NUM
iajs-1628	176	52	2	2	NUM
iajs-1628	176	53	5	5	NUM
iajs-1628	176	54	2	2	NUM
iajs-1628	176	55	1	1	NUM
iajs-1628	176	56	stand	stand	VERB
iajs-1628	176	57	table(2	table(2	NOUN
iajs-1628	176	58	):	):	PUNCT
iajs-1628	176	59	confusion	confusion	NOUN
iajs-1628	176	60	matrix	matrix	NOUN
iajs-1628	176	61	of	of	ADP
iajs-1628	176	62	ib	ib	NOUN
iajs-1628	176	63	stand	stand	VERB
iajs-1628	176	64	sit	sit	VERB
iajs-1628	176	65	downstairs	downstairs	ADV
iajs-1628	176	66	upstairs	upstairs	ADV
iajs-1628	176	67	jog	jog	PROPN
iajs-1628	176	68	walk	walk	VERB
iajs-1628	176	69	0	0	NUM
iajs-1628	176	70	0	0	NUM
iajs-1628	176	71	37	37	NUM
iajs-1628	176	72	34	34	NUM
iajs-1628	176	73	0	0	NUM
iajs-1628	176	74	2010	2010	NUM
iajs-1628	176	75	walk	walk	VERB
iajs-1628	176	76	1	1	NUM
iajs-1628	176	77	1	1	NUM
iajs-1628	176	78	6	6	NUM
iajs-1628	176	79	15	15	NUM
iajs-1628	176	80	1589	1589	NUM
iajs-1628	176	81	13	13	NUM
iajs-1628	176	82	jog	jog	NOUN
iajs-1628	176	83	2	2	NUM
iajs-1628	176	84	0	0	NUM
iajs-1628	176	85	152	152	NUM
iajs-1628	176	86	407	407	NUM
iajs-1628	176	87	7	7	NUM
iajs-1628	176	88	64	64	NUM
iajs-1628	176	89	upstairs	upstairs	ADV
iajs-1628	176	90	0	0	NUM
iajs-1628	176	91	0	0	NUM
iajs-1628	176	92	313	313	NUM
iajs-1628	176	93	133	133	NUM
iajs-1628	176	94	0	0	NUM
iajs-1628	176	95	82	82	NUM
iajs-1628	177	1	downstairs	downstairs	ADV
iajs-1628	177	2	9	9	NUM
iajs-1628	177	3	243	243	NUM
iajs-1628	177	4	21	21	NUM
iajs-1628	177	5	20	20	NUM
iajs-1628	177	6	1	1	NUM
iajs-1628	177	7	12	12	NUM
iajs-1628	177	8	sit	sit	NOUN
iajs-1628	177	9	94	94	NUM
iajs-1628	177	10	3	3	NUM
iajs-1628	177	11	34	34	NUM
iajs-1628	177	12	65	65	NUM
iajs-1628	177	13	1	1	NUM
iajs-1628	177	14	49	49	NUM
iajs-1628	177	15	stand	stand	VERB
iajs-1628	177	16	table(3	table(3	PROPN
iajs-1628	177	17	):	):	PUNCT
iajs-1628	177	18	confusion	confusion	NOUN
iajs-1628	177	19	matrix	matrix	NOUN
iajs-1628	177	20	of	of	ADP
iajs-1628	177	21	jrip	jrip	ADJ
iajs-1628	177	22	stand	stand	NOUN
iajs-1628	177	23	sit	sit	VERB
iajs-1628	177	24	downstairs	downstairs	ADV
iajs-1628	177	25	upstairs	upstairs	ADV
iajs-1628	177	26	jog	jog	PROPN
iajs-1628	177	27	walk	walk	VERB
iajs-1628	177	28	3	3	NUM
iajs-1628	177	29	2	2	NUM
iajs-1628	177	30	44	44	NUM
iajs-1628	177	31	60	60	NUM
iajs-1628	177	32	16	16	NUM
iajs-1628	177	33	1956	1956	NUM
iajs-1628	177	34	walk	walk	VERB
iajs-1628	177	35	0	0	NUM
iajs-1628	177	36	1	1	NUM
iajs-1628	177	37	7	7	NUM
iajs-1628	177	38	21	21	NUM
iajs-1628	177	39	1570	1570	NUM
iajs-1628	177	40	26	26	NUM
iajs-1628	177	41	jog	jog	NOUN
iajs-1628	177	42	2	2	NUM
iajs-1628	177	43	4	4	NUM
iajs-1628	177	44	115	115	NUM
iajs-1628	177	45	336	336	NUM
iajs-1628	177	46	20	20	NUM
iajs-1628	177	47	155	155	NUM
iajs-1628	177	48	upstairs	upstairs	ADV
iajs-1628	177	49	0	0	NUM
iajs-1628	177	50	0	0	NUM
iajs-1628	177	51	281	281	NUM
iajs-1628	177	52	86	86	NUM
iajs-1628	177	53	14	14	NUM
iajs-1628	177	54	147	147	NUM
iajs-1628	178	1	downstairs	downstairs	ADV
iajs-1628	178	2	9	9	NUM
iajs-1628	178	3	286	286	NUM
iajs-1628	178	4	8	8	NUM
iajs-1628	178	5	2	2	NUM
iajs-1628	178	6	0	0	NUM
iajs-1628	178	7	1	1	NUM
iajs-1628	178	8	sit	sit	VERB
iajs-1628	178	9	229	229	NUM
iajs-1628	178	10	9	9	NUM
iajs-1628	178	11	3	3	NUM
iajs-1628	178	12	3	3	NUM
iajs-1628	178	13	0	0	NUM
iajs-1628	178	14	2	2	NUM
iajs-1628	178	15	stand	stand	NOUN
iajs-1628	178	16	http://www.cis.fordham.edu/wisdm/dataset.php	http://www.cis.fordham.edu/wisdm/dataset.php	NOUN
iajs-1628	178	17	computer	computer	NOUN
iajs-1628	178	18	|249	|249	NOUN
iajs-1628	178	19	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	NUM
iajs-1628	178	20	2017	2017	NUM
iajs-1628	178	21	(	(	PUNCT
iajs-1628	178	22	عام	عام	PROPN
iajs-1628	178	23	3	3	NUM
iajs-1628	178	24	(	(	PUNCT
iajs-1628	178	25	العدد	العدد	PROPN
iajs-1628	178	26	)	)	PUNCT
iajs-1628	178	27	30مجلة	30مجلة	PROPN
iajs-1628	178	28	إبن	إبن	VERB
iajs-1628	178	29	الهيثم	الهيثم	ADJ
iajs-1628	178	30	للعلوم	للعلوم	NOUN
iajs-1628	178	31	الصرفة	الصرفة	NOUN
iajs-1628	179	1	و	و	PRON
iajs-1628	179	2	التطبيقية	التطبيقية	ADV
iajs-1628	179	3	المجلد	المجلد	ADV
iajs-1628	179	4	)	)	PUNCT
iajs-1628	180	1	ibn	ibn	PROPN
iajs-1628	180	2	al	al	PROPN
iajs-1628	180	3	-	-	PUNCT
iajs-1628	180	4	haitham	haitham	PROPN
iajs-1628	180	5	j.	j.	PROPN
iajs-1628	180	6	for	for	ADP
iajs-1628	180	7	pure	pure	PROPN
iajs-1628	180	8	&	&	CCONJ
iajs-1628	180	9	appl	appl	PROPN
iajs-1628	180	10	.	.	PUNCT
iajs-1628	181	1	sci	sci	PROPN
iajs-1628	181	2	.	.	PUNCT
iajs-1628	182	1	vol.30	vol.30	NOUN
iajs-1628	182	2	(	(	PUNCT
iajs-1628	182	3	3	3	NUM
iajs-1628	182	4	)	)	PUNCT
iajs-1628	182	5	2017	2017	NUM
iajs-1628	182	6	)	)	PUNCT
iajs-1628	182	7	2017	2017	NUM
iajs-1628	182	8	table	table	NOUN
iajs-1628	182	9	(	(	PUNCT
iajs-1628	182	10	4	4	NUM
iajs-1628	182	11	):	):	PUNCT
iajs-1628	182	12	confusion	confusion	NOUN
iajs-1628	182	13	matrix	matrix	NOUN
iajs-1628	182	14	of	of	ADP
iajs-1628	182	15	nb	nb	INTJ
iajs-1628	182	16	stand	stand	VERB
iajs-1628	182	17	sit	sit	VERB
iajs-1628	182	18	downstairs	downstairs	ADV
iajs-1628	182	19	upstairs	upstairs	ADV
iajs-1628	182	20	jog	jog	PROPN
iajs-1628	182	21	walk	walk	VERB
iajs-1628	182	22	14	14	NUM
iajs-1628	182	23	11	11	NUM
iajs-1628	182	24	31	31	NUM
iajs-1628	182	25	76	76	NUM
iajs-1628	182	26	30	30	NUM
iajs-1628	182	27	1919	1919	NUM
iajs-1628	182	28	walk	walk	VERB
iajs-1628	182	29	14	14	NUM
iajs-1628	182	30	4	4	NUM
iajs-1628	182	31	12	12	NUM
iajs-1628	182	32	21	21	NUM
iajs-1628	182	33	1536	1536	NUM
iajs-1628	182	34	38	38	NUM
iajs-1628	182	35	jog	jog	NOUN
iajs-1628	182	36	37	37	NUM
iajs-1628	182	37	11	11	NUM
iajs-1628	182	38	96	96	NUM
iajs-1628	182	39	221	221	NUM
iajs-1628	182	40	38	38	NUM
iajs-1628	182	41	229	229	NUM
iajs-1628	182	42	upstairs	upstairs	ADV
iajs-1628	182	43	30	30	NUM
iajs-1628	182	44	9	9	NUM
iajs-1628	182	45	144	144	NUM
iajs-1628	182	46	86	86	NUM
iajs-1628	182	47	10	10	NUM
iajs-1628	182	48	249	249	NUM
iajs-1628	182	49	downstairs	downstairs	ADV
iajs-1628	182	50	14	14	NUM
iajs-1628	182	51	292	292	NUM
iajs-1628	182	52	0	0	NUM
iajs-1628	182	53	0	0	NUM
iajs-1628	182	54	0	0	NUM
iajs-1628	182	55	0	0	NUM
iajs-1628	182	56	sit	sit	VERB
iajs-1628	182	57	222	222	NUM
iajs-1628	182	58	18	18	NUM
iajs-1628	182	59	1	1	NUM
iajs-1628	182	60	5	5	NUM
iajs-1628	182	61	0	0	NUM
iajs-1628	182	62	0	0	NUM
iajs-1628	182	63	stand	stand	NOUN
iajs-1628	182	64	table	table	NOUN
iajs-1628	182	65	(	(	PUNCT
iajs-1628	182	66	5	5	NUM
iajs-1628	182	67	):	):	PUNCT
iajs-1628	182	68	confusion	confusion	NOUN
iajs-1628	182	69	matrix	matrix	NOUN
iajs-1628	182	70	of	of	ADP
iajs-1628	182	71	cvr	cvr	NOUN
iajs-1628	182	72	stand	stand	VERB
iajs-1628	182	73	sit	sit	VERB
iajs-1628	182	74	downstairs	downstairs	ADV
iajs-1628	182	75	upstairs	upstairs	ADV
iajs-1628	182	76	jog	jog	PROPN
iajs-1628	182	77	walk	walk	VERB
iajs-1628	182	78	0	0	NUM
iajs-1628	182	79	0	0	NUM
iajs-1628	182	80	28	28	NUM
iajs-1628	182	81	33	33	NUM
iajs-1628	182	82	11	11	NUM
iajs-1628	182	83	2009	2009	NUM
iajs-1628	182	84	walk	walk	VERB
iajs-1628	182	85	1	1	NUM
iajs-1628	182	86	1	1	NUM
iajs-1628	182	87	6	6	NUM
iajs-1628	182	88	12	12	NUM
iajs-1628	182	89	1590	1590	NUM
iajs-1628	182	90	15	15	NUM
iajs-1628	182	91	jog	jog	ADJ
iajs-1628	182	92	2	2	NUM
iajs-1628	182	93	2	2	NUM
iajs-1628	182	94	95	95	NUM
iajs-1628	182	95	432	432	NUM
iajs-1628	182	96	20	20	NUM
iajs-1628	182	97	81	81	NUM
iajs-1628	182	98	upstairs	upstairs	ADV
iajs-1628	182	99	3	3	NUM
iajs-1628	182	100	1	1	NUM
iajs-1628	182	101	326	326	NUM
iajs-1628	182	102	102	102	NUM
iajs-1628	182	103	10	10	NUM
iajs-1628	182	104	86	86	NUM
iajs-1628	182	105	downstairs	downstairs	ADV
iajs-1628	182	106	14	14	NUM
iajs-1628	182	107	288	288	NUM
iajs-1628	182	108	1	1	NUM
iajs-1628	182	109	3	3	NUM
iajs-1628	182	110	0	0	NUM
iajs-1628	182	111	0	0	NUM
iajs-1628	182	112	sit	sit	VERB
iajs-1628	182	113	232	232	NUM
iajs-1628	182	114	5	5	NUM
iajs-1628	182	115	5	5	NUM
iajs-1628	182	116	2	2	NUM
iajs-1628	182	117	0	0	NUM
iajs-1628	182	118	2	2	NUM
iajs-1628	182	119	stand	stand	NOUN
iajs-1628	182	120	table(6	table(6	PROPN
iajs-1628	182	121	):	):	PUNCT
iajs-1628	182	122	confusion	confusion	NOUN
iajs-1628	182	123	matrix	matrix	NOUN
iajs-1628	182	124	of	of	ADP
iajs-1628	182	125	adaboost+j48	adaboost+j48	PROPN
iajs-1628	182	126	stand	stand	NOUN
iajs-1628	182	127	sit	sit	VERB
iajs-1628	182	128	downstairs	downstairs	ADV
iajs-1628	182	129	upstairs	upstairs	ADV
iajs-1628	182	130	jog	jog	PROPN
iajs-1628	182	131	walk	walk	VERB
iajs-1628	182	132	1	1	NUM
iajs-1628	182	133	0	0	NUM
iajs-1628	182	134	16	16	NUM
iajs-1628	182	135	14	14	NUM
iajs-1628	182	136	6	6	NUM
iajs-1628	182	137	2044	2044	NUM
iajs-1628	182	138	walk	walk	VERB
iajs-1628	182	139	0	0	NUM
iajs-1628	182	140	0	0	NUM
iajs-1628	182	141	8	8	NUM
iajs-1628	182	142	7	7	NUM
iajs-1628	182	143	1603	1603	NUM
iajs-1628	182	144	7	7	NUM
iajs-1628	182	145	jog	jog	NOUN
iajs-1628	182	146	0	0	NUM
iajs-1628	182	147	0	0	NUM
iajs-1628	182	148	87	87	NUM
iajs-1628	182	149	515	515	NUM
iajs-1628	182	150	10	10	NUM
iajs-1628	182	151	20	20	NUM
iajs-1628	182	152	upstairs	upstairs	ADV
iajs-1628	182	153	1	1	NUM
iajs-1628	182	154	0	0	NUM
iajs-1628	182	155	414	414	NUM
iajs-1628	182	156	88	88	NUM
iajs-1628	182	157	7	7	NUM
iajs-1628	182	158	18	18	NUM
iajs-1628	182	159	downstairs	downstairs	ADV
iajs-1628	182	160	4	4	NUM
iajs-1628	182	161	297	297	NUM
iajs-1628	182	162	0	0	NUM
iajs-1628	182	163	3	3	NUM
iajs-1628	182	164	0	0	NUM
iajs-1628	182	165	2	2	NUM
iajs-1628	182	166	sit	sit	VERB
iajs-1628	182	167	233	233	NUM
iajs-1628	182	168	2	2	NUM
iajs-1628	182	169	4	4	NUM
iajs-1628	182	170	3	3	NUM
iajs-1628	182	171	1	1	NUM
iajs-1628	182	172	3	3	NUM
iajs-1628	182	173	stand	stand	NOUN
iajs-1628	182	174	table(7	table(7	NOUN
iajs-1628	182	175	):	):	PUNCT
iajs-1628	182	176	confusion	confusion	NOUN
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iajs-1628	182	180	stand	stand	VERB
iajs-1628	182	181	sit	sit	VERB
iajs-1628	182	182	downstairs	downstairs	ADV
iajs-1628	182	183	upstairs	upstairs	ADV
iajs-1628	182	184	jog	jog	PROPN
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iajs-1628	182	187	0	0	NUM
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iajs-1628	182	190	2	2	NUM
iajs-1628	182	191	2051	2051	NUM
iajs-1628	182	192	walk	walk	VERB
iajs-1628	182	193	1	1	NUM
iajs-1628	182	194	0	0	NUM
iajs-1628	182	195	7	7	NUM
iajs-1628	182	196	11	11	NUM
iajs-1628	182	197	1597	1597	NUM
iajs-1628	182	198	9	9	NUM
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iajs-1628	182	201	2	2	NUM
iajs-1628	182	202	83	83	NUM
iajs-1628	182	203	528	528	NUM
iajs-1628	182	204	5	5	NUM
iajs-1628	182	205	14	14	NUM
iajs-1628	182	206	upstairs	upstairs	ADV
iajs-1628	182	207	1	1	NUM
iajs-1628	182	208	3	3	NUM
iajs-1628	182	209	397	397	NUM
iajs-1628	182	210	107	107	NUM
iajs-1628	182	211	0	0	NUM
iajs-1628	182	212	20	20	NUM
iajs-1628	182	213	downstairs	downstairs	ADV
iajs-1628	182	214	3	3	NUM
iajs-1628	182	215	301	301	NUM
iajs-1628	182	216	0	0	NUM
iajs-1628	182	217	2	2	NUM
iajs-1628	182	218	0	0	NUM
iajs-1628	182	219	0	0	NUM
iajs-1628	182	220	sit	sit	VERB
iajs-1628	182	221	236	236	NUM
iajs-1628	182	222	1	1	NUM
iajs-1628	182	223	3	3	NUM
iajs-1628	182	224	3	3	NUM
iajs-1628	182	225	2	2	NUM
iajs-1628	182	226	1	1	NUM
iajs-1628	182	227	stand	stand	VERB
iajs-1628	182	228	table(8	table(8	NOUN
iajs-1628	182	229	):	):	PUNCT
iajs-1628	182	230	comparison	comparison	NOUN
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iajs-1628	182	232	different	different	ADJ
iajs-1628	182	233	classifiers	classifier	NOUN
iajs-1628	182	234	’	'	PUNCT
iajs-1628	182	235	accuraciey	accuraciey	PROPN
iajs-1628	182	236	walk	walk	NOUN
iajs-1628	182	237	jog	jog	ADV
iajs-1628	182	238	upstairs	upstairs	ADV
iajs-1628	182	239	downstairs	downstairs	ADV
iajs-1628	182	240	sit	sit	VERB
iajs-1628	182	241	stand	stand	VERB
iajs-1628	182	242	overall	overall	ADJ
iajs-1628	182	243	accuracy	accuracy	NOUN
iajs-1628	182	244	rf	rf	VERB
iajs-1628	182	245	2042	2042	NUM
iajs-1628	182	246	98.12	98.12	NUM
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iajs-1628	182	248	1601	1601	NUM
iajs-1628	182	249	98.52	98.52	NUM
iajs-1628	182	250	%	%	NOUN
iajs-1628	182	251	501	501	NUM
iajs-1628	182	252	79.27	79.27	NUM
iajs-1628	182	253	%	%	NOUN
iajs-1628	182	254	360	360	NUM
iajs-1628	182	255	68.18	68.18	NUM
iajs-1628	182	256	%	%	NOUN
iajs-1628	182	257	299	299	NUM
iajs-1628	182	258	97.71	97.71	NUM
iajs-1628	182	259	%	%	NOUN
iajs-1628	182	260	230	230	NUM
iajs-1628	182	261	93.50	93.50	NUM
iajs-1628	182	262	%	%	NOUN
iajs-1628	182	263	92.89	92.89	NUM
iajs-1628	182	264	%	%	NOUN
iajs-1628	182	265	knn	knn	NOUN
iajs-1628	182	266	2010	2010	NUM
iajs-1628	182	267	96.58	96.58	NUM
iajs-1628	182	268	%	%	NOUN
iajs-1628	182	269	1589	1589	NUM
iajs-1628	182	270	97.78	97.78	NUM
iajs-1628	182	271	%	%	NOUN
iajs-1628	182	272	407	407	NUM
iajs-1628	182	273	64.40	64.40	NUM
iajs-1628	182	274	%	%	NOUN
iajs-1628	182	275	313	313	NUM
iajs-1628	182	276	59.28	59.28	NUM
iajs-1628	182	277	%	%	NOUN
iajs-1628	182	278	243	243	NUM
iajs-1628	182	279	79.41	79.41	NUM
iajs-1628	182	280	%	%	NOUN
iajs-1628	182	281	94	94	NUM
iajs-1628	182	282	38.21	38.21	NUM
iajs-1628	182	283	%	%	NOUN
iajs-1628	182	284	85.93	85.93	NUM
iajs-1628	182	285	%	%	NOUN
iajs-1628	182	286	jrip	jrip	NOUN
iajs-1628	182	287	1956	1956	NUM
iajs-1628	182	288	93.99	93.99	NUM
iajs-1628	182	289	%	%	NOUN
iajs-1628	182	290	1570	1570	NUM
iajs-1628	182	291	96.62	96.62	NUM
iajs-1628	182	292	%	%	NOUN
iajs-1628	182	293	336	336	NUM
iajs-1628	182	294	53.16	53.16	NUM
iajs-1628	182	295	%	%	NOUN
iajs-1628	182	296	281	281	NUM
iajs-1628	182	297	53.22	53.22	NUM
iajs-1628	182	298	%	%	NOUN
iajs-1628	182	299	286	286	NUM
iajs-1628	182	300	93.46	93.46	NUM
iajs-1628	182	301	%	%	NOUN
iajs-1628	182	302	229	229	NUM
iajs-1628	182	303	93.09	93.09	NUM
iajs-1628	182	304	%	%	NOUN
iajs-1628	182	305	85.97	85.97	NUM
iajs-1628	182	306	%	%	NOUN
iajs-1628	182	307	nb	nb	NOUN
iajs-1628	182	308	1919	1919	NUM
iajs-1628	182	309	92.21	92.21	NUM
iajs-1628	182	310	%	%	NOUN
iajs-1628	182	311	1536	1536	NUM
iajs-1628	182	312	94.52	94.52	NUM
iajs-1628	182	313	%	%	NOUN
iajs-1628	182	314	221	221	NUM
iajs-1628	182	315	34.97	34.97	NUM
iajs-1628	182	316	%	%	NOUN
iajs-1628	182	317	144	144	NUM
iajs-1628	182	318	27.27	27.27	NUM
iajs-1628	182	319	%	%	NOUN
iajs-1628	182	320	292	292	NUM
iajs-1628	182	321	95.42	95.42	NUM
iajs-1628	182	322	%	%	NOUN
iajs-1628	182	323	222	222	NUM
iajs-1628	182	324	90.24	90.24	NUM
iajs-1628	182	325	%	%	NOUN
iajs-1628	182	326	79.99	79.99	NUM
iajs-1628	182	327	%	%	NOUN
iajs-1628	182	328	cvr	cvr	NOUN
iajs-1628	182	329	2009	2009	NUM
iajs-1628	182	330	96.54	96.54	NUM
iajs-1628	182	331	%	%	NOUN
iajs-1628	182	332	1590	1590	NUM
iajs-1628	182	333	97.85	97.85	NUM
iajs-1628	182	334	%	%	NOUN
iajs-1628	182	335	432	432	NUM
iajs-1628	182	336	68.35	68.35	NUM
iajs-1628	182	337	%	%	NOUN
iajs-1628	182	338	326	326	NUM
iajs-1628	182	339	61.74	61.74	NUM
iajs-1628	182	340	%	%	NOUN
iajs-1628	182	341	288	288	NUM
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iajs-1628	182	343	%	%	NOUN
iajs-1628	182	344	232	232	NUM
iajs-1628	182	345	94.31	94.31	NUM
iajs-1628	182	346	%	%	NOUN
iajs-1628	182	347	90.01	90.01	NUM
iajs-1628	182	348	%	%	NOUN
iajs-1628	182	349	boost(m1+dt	boost(m1+dt	NOUN
iajs-1628	182	350	)	)	PUNCT
iajs-1628	182	351	*	*	PUNCT
iajs-1628	182	352	2044	2044	NUM
iajs-1628	182	353	98.22	98.22	NUM
iajs-1628	182	354	%	%	NOUN
iajs-1628	182	355	1603	1603	NUM
iajs-1628	182	356	98.65	98.65	NUM
iajs-1628	182	357	%	%	NOUN
iajs-1628	182	358	515	515	NUM
iajs-1628	182	359	81.49	81.49	NUM
iajs-1628	182	360	%	%	NOUN
iajs-1628	182	361	414	414	NUM
iajs-1628	182	362	78.41	78.41	NUM
iajs-1628	182	363	%	%	NOUN
iajs-1628	182	364	297	297	NUM
iajs-1628	182	365	97.06	97.06	NUM
iajs-1628	182	366	%	%	NOUN
iajs-1628	182	367	233	233	NUM
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iajs-1628	182	371	%	%	NOUN
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iajs-1628	182	373	)	)	PUNCT
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iajs-1628	182	376	98.55	98.55	NUM
iajs-1628	182	377	%	%	NOUN
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iajs-1628	182	379	98.28	98.28	NUM
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iajs-1628	182	381	528	528	NUM
iajs-1628	182	382	83.54	83.54	NUM
iajs-1628	182	383	%	%	NOUN
iajs-1628	182	384	397	397	NUM
iajs-1628	182	385	75.19	75.19	NUM
iajs-1628	182	386	%	%	NOUN
iajs-1628	182	387	301	301	NUM
iajs-1628	182	388	98.37	98.37	NUM
iajs-1628	182	389	%	%	NOUN
iajs-1628	182	390	236	236	NUM
iajs-1628	182	391	95.93	95.93	NUM
iajs-1628	182	392	%	%	NOUN
iajs-1628	182	393	94.31	94.31	NUM
iajs-1628	182	394	%	%	NOUN
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iajs-1628	182	396	class	class	NOUN
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iajs-1628	182	398	96.43	96.43	NUM
iajs-1628	182	399	%	%	NOUN
iajs-1628	182	400	97.54	97.54	NUM
iajs-1628	182	401	%	%	NOUN
iajs-1628	182	402	64.59	64.59	NUM
iajs-1628	182	403	%	%	NOUN
iajs-1628	182	404	56.84	56.84	NUM
iajs-1628	182	405	%	%	NOUN
iajs-1628	182	406	94.26	94.26	NUM
iajs-1628	182	407	%	%	NOUN
iajs-1628	182	408	87.94	87.94	NUM
iajs-1628	182	409	%	%	NOUN
iajs-1628	182	410	computer	computer	NOUN
iajs-1628	182	411	|250	|250	PUNCT
iajs-1628	183	1	https://doi.org/10.30526/30.3.1628	https://doi.org/10.30526/30.3.1628	X
iajs-1628	183	2	2017	2017	NUM
iajs-1628	183	3	(	(	PUNCT
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iajs-1628	183	5	3	3	NUM
iajs-1628	183	6	(	(	PUNCT
iajs-1628	183	7	العدد	العدد	PROPN
iajs-1628	183	8	)	)	PUNCT
iajs-1628	183	9	30مجلة	30مجلة	PROPN
iajs-1628	183	10	إبن	إبن	VERB
iajs-1628	183	11	الهيثم	الهيثم	ADJ
iajs-1628	183	12	للعلوم	للعلوم	NOUN
iajs-1628	183	13	الصرفة	الصرفة	NOUN
iajs-1628	184	1	و	و	PRON
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iajs-1628	184	3	المجلد	المجلد	ADV
iajs-1628	184	4	)	)	PUNCT
iajs-1628	185	1	ibn	ibn	PROPN
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iajs-1628	185	3	-	-	PUNCT
iajs-1628	185	4	haitham	haitham	PROPN
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iajs-1628	185	9	appl	appl	PROPN
iajs-1628	185	10	.	.	PUNCT
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iajs-1628	186	2	.	.	PUNCT
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iajs-1628	187	2	(	(	PUNCT
iajs-1628	187	3	3	3	NUM
iajs-1628	187	4	)	)	PUNCT
iajs-1628	187	5	2017	2017	NUM
iajs-1628	187	6	)	)	PUNCT
iajs-1628	187	7	2017	2017	NUM
iajs-1628	187	8	figure	figure	NOUN
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iajs-1628	187	10	1	1	NUM
iajs-1628	187	11	):	):	PUNCT
iajs-1628	187	12	comparison	comparison	NOUN
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iajs-1628	187	14	classifiers	classifier	NOUN
iajs-1628	187	15	’	'	PUNCT
iajs-1628	187	16	error	error	NOUN
iajs-1628	187	17	values	value	NOUN
iajs-1628	187	18	figure	figure	NOUN
iajs-1628	187	19	(	(	PUNCT
iajs-1628	187	20	2	2	NUM
iajs-1628	187	21	):	):	PUNCT
iajs-1628	187	22	comparison	comparison	NOUN
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iajs-1628	187	24	classifiers	classifier	NOUN
iajs-1628	187	25	’	'	PUNCT
iajs-1628	187	26	average	average	ADJ
iajs-1628	187	27	f	f	ADJ
iajs-1628	187	28	-	-	PUNCT
iajs-1628	187	29	measure	measure	NOUN
iajs-1628	187	30	values	value	NOUN
iajs-1628	187	31	0	0	NUM
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iajs-1628	187	34	0.15	0.15	NUM
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iajs-1628	187	36	0.25	0.25	NUM
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iajs-1628	187	38	f	f	PROPN
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iajs-1628	187	43	r	r	NOUN
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iajs-1628	187	50	r	r	NOUN
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iajs-1628	187	57	8	8	NUM
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iajs-1628	187	59	d	d	NOUN
iajs-1628	187	60	a	a	PRON
iajs-1628	187	61	+	+	NOUN
iajs-1628	187	62	r	r	NOUN
iajs-1628	187	63	f	f	NOUN
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iajs-1628	187	65	0	0	NUM
iajs-1628	187	66	0.1	0.1	NUM
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iajs-1628	187	69	0.4	0.4	NUM
iajs-1628	187	70	0.5	0.5	NUM
iajs-1628	187	71	0.6	0.6	NUM
iajs-1628	187	72	0.7	0.7	NUM
iajs-1628	187	73	0.8	0.8	NUM
iajs-1628	187	74	0.9	0.9	NUM
iajs-1628	187	75	1	1	NUM
iajs-1628	188	1	r	r	NOUN
iajs-1628	188	2	f	f	PROPN
iajs-1628	188	3	k	k	PROPN
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iajs-1628	188	5	n	n	ADV
iajs-1628	188	6	j	j	NOUN
iajs-1628	188	7	r	r	NOUN
iajs-1628	188	8	i	i	PRON
iajs-1628	188	9	p	p	PROPN
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iajs-1628	188	12	c	c	NOUN
iajs-1628	188	13	v	v	NOUN
iajs-1628	188	14	r	r	NOUN
iajs-1628	188	15	a	a	NOUN
iajs-1628	188	16	d	d	NOUN
iajs-1628	188	17	a	a	PRON
iajs-1628	188	18	+	+	NOUN
iajs-1628	188	19	j	j	PROPN
iajs-1628	188	20	4	4	NUM
iajs-1628	188	21	8	8	NUM
iajs-1628	188	22	a	a	PRON
iajs-1628	188	23	d	d	NOUN
iajs-1628	188	24	a	a	PRON
iajs-1628	188	25	+	+	NOUN
iajs-1628	188	26	r	r	NOUN
iajs-1628	188	27	f	f	X
iajs-1628	188	28	average	average	ADJ
iajs-1628	188	29	f	f	NOUN
iajs-1628	188	30	-	-	PUNCT
iajs-1628	188	31	measure	measure	NOUN