id	sid	tid	token	lemma	pos
cana-1906	1	1	communications	communication	NOUN
cana-1906	1	2	on	on	ADP
cana-1906	1	3	applied	apply	VERB
cana-1906	1	4	nonlinear	nonlinear	ADJ
cana-1906	1	5	analysis	analysis	NOUN
cana-1906	1	6	issn	issn	NOUN
cana-1906	1	7	:	:	PUNCT
cana-1906	1	8	1074	1074	NUM
cana-1906	1	9	-	-	PUNCT
cana-1906	1	10	133x	133x	NUM
cana-1906	1	11	vol	vol	NOUN
cana-1906	1	12	32	32	NUM
cana-1906	1	13	no	no	NOUN
cana-1906	1	14	.	.	NOUN
cana-1906	1	15	2	2	NUM
cana-1906	1	16	(	(	PUNCT
cana-1906	1	17	2025	2025	NUM
cana-1906	1	18	)	)	PUNCT
cana-1906	1	19	40	40	NUM
cana-1906	1	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1906	1	21	review	review	NOUN
cana-1906	1	22	and	and	CCONJ
cana-1906	1	23	analysis	analysis	NOUN
cana-1906	1	24	of	of	ADP
cana-1906	1	25	mathematical	mathematical	ADJ
cana-1906	1	26	approaches	approach	NOUN
cana-1906	1	27	for	for	ADP
cana-1906	1	28	adaptive	adaptive	ADJ
cana-1906	1	29	authentication	authentication	NOUN
cana-1906	1	30	using	use	VERB
cana-1906	1	31	machine	machine	NOUN
cana-1906	1	32	learning	learn	VERB
cana-1906	1	33	ritu	ritu	PROPN
cana-1906	1	34	agrawal1	agrawal1	PROPN
cana-1906	1	35	,	,	PUNCT
cana-1906	1	36	reema	reema	NOUN
cana-1906	1	37	ajmera2	ajmera2	ADJ
cana-1906	1	38	,	,	PUNCT
cana-1906	1	39	ekagra	ekagra	NOUN
cana-1906	1	40	agrawal3	agrawal3	PROPN
cana-1906	1	41	,	,	PUNCT
cana-1906	1	42	jeevant	jeevant	ADJ
cana-1906	1	43	singh4	singh4	PROPN
cana-1906	1	44	1research	1research	NUM
cana-1906	1	45	scholar	scholar	NOUN
cana-1906	1	46	,	,	PUNCT
cana-1906	1	47	nirwan	nirwan	PROPN
cana-1906	1	48	university	university	NOUN
cana-1906	1	49	jaipur	jaipur	PROPN
cana-1906	1	50	india	india	PROPN
cana-1906	1	51	2professor	2professor	PROPN
cana-1906	1	52	,	,	PUNCT
cana-1906	1	53	nirwan	nirwan	NOUN
cana-1906	1	54	university	university	NOUN
cana-1906	1	55	,	,	PUNCT
cana-1906	1	56	jaipur	jaipur	PROPN
cana-1906	1	57	,	,	PUNCT
cana-1906	1	58	india	india	PROPN
cana-1906	1	59	3student	3student	PROPN
cana-1906	1	60	,	,	PUNCT
cana-1906	1	61	b.tech	b.tech	ADJ
cana-1906	1	62	cse	cse	NOUN
cana-1906	1	63	,	,	PUNCT
cana-1906	1	64	manipal	manipal	PROPN
cana-1906	1	65	university	university	PROPN
cana-1906	1	66	,	,	PUNCT
cana-1906	1	67	jaipur	jaipur	PROPN
cana-1906	1	68	,	,	PUNCT
cana-1906	1	69	india	india	PROPN
cana-1906	1	70	4student	4student	PROPN
cana-1906	1	71	,	,	PUNCT
cana-1906	1	72	b.tech	b.tech	ADJ
cana-1906	1	73	cse(iot	cse(iot	NOUN
cana-1906	1	74	&	&	CCONJ
cana-1906	1	75	is	be	AUX
cana-1906	1	76	)	)	PUNCT
cana-1906	1	77	,	,	PUNCT
cana-1906	1	78	manipal	manipal	PROPN
cana-1906	1	79	university	university	PROPN
cana-1906	1	80	,	,	PUNCT
cana-1906	1	81	jaipur	jaipur	PROPN
cana-1906	1	82	,	,	PUNCT
cana-1906	1	83	india	india	PROPN
cana-1906	1	84	1ritu.agrawal@nirwanuniversity.ac.in	1ritu.agrawal@nirwanuniversity.ac.in	NUM
cana-1906	1	85	,	,	PUNCT
cana-1906	1	86	2researchajmejra@gmail.com	2researchajmejra@gmail.com	PROPN
cana-1906	1	87	,	,	PUNCT
cana-1906	1	88	3ekagraagrawal@gmail.com	3ekagraagrawal@gmail.com	NUM
cana-1906	1	89	4	4	NUM
cana-1906	1	90	jeevantprakharsingh2004@gmail.com	jeevantprakharsingh2004@gmail.com	NOUN
cana-1906	1	91	article	article	NOUN
cana-1906	1	92	history	history	NOUN
cana-1906	1	93	:	:	PUNCT
cana-1906	1	94	received	receive	VERB
cana-1906	1	95	:	:	PUNCT
cana-1906	1	96	21	21	NUM
cana-1906	1	97	-	-	SYM
cana-1906	1	98	07	07	NUM
cana-1906	1	99	-	-	PUNCT
cana-1906	1	100	2024	2024	NUM
cana-1906	1	101	revised	revise	VERB
cana-1906	1	102	:	:	PUNCT
cana-1906	1	103	09	09	NUM
cana-1906	1	104	-	-	SYM
cana-1906	1	105	09	09	NUM
cana-1906	1	106	-	-	PUNCT
cana-1906	1	107	2024	2024	NUM
cana-1906	1	108	accepted	accept	VERB
cana-1906	1	109	:	:	PUNCT
cana-1906	1	110	29	29	NUM
cana-1906	1	111	-	-	SYM
cana-1906	1	112	09	09	NUM
cana-1906	1	113	-	-	PUNCT
cana-1906	1	114	2024	2024	NUM
cana-1906	1	115	abstract	abstract	NOUN
cana-1906	1	116	:	:	PUNCT
cana-1906	1	117	in	in	ADP
cana-1906	1	118	today	today	NOUN
cana-1906	1	119	’s	’s	PART
cana-1906	1	120	technological	technological	ADJ
cana-1906	1	121	era	era	NOUN
cana-1906	1	122	,	,	PUNCT
cana-1906	1	123	the	the	DET
cana-1906	1	124	combined	combined	ADJ
cana-1906	1	125	problem	problem	NOUN
cana-1906	1	126	of	of	ADP
cana-1906	1	127	assuring	assure	VERB
cana-1906	1	128	user	user	NOUN
cana-1906	1	129	productivity	productivity	NOUN
cana-1906	1	130	and	and	CCONJ
cana-1906	1	131	maintaining	maintain	VERB
cana-1906	1	132	strong	strong	ADJ
cana-1906	1	133	security	security	NOUN
cana-1906	1	134	standards	standard	NOUN
cana-1906	1	135	has	have	AUX
cana-1906	1	136	become	become	VERB
cana-1906	1	137	quite	quite	DET
cana-1906	1	138	a	a	DET
cana-1906	1	139	key	key	ADJ
cana-1906	1	140	challenge	challenge	NOUN
cana-1906	1	141	.	.	PUNCT
cana-1906	2	1	as	as	ADP
cana-1906	2	2	security	security	NOUN
cana-1906	2	3	considerations	consideration	NOUN
cana-1906	2	4	,	,	PUNCT
cana-1906	2	5	have	have	AUX
cana-1906	2	6	not	not	PART
cana-1906	2	7	to	to	PART
cana-1906	2	8	hurt	hurt	VERB
cana-1906	2	9	productivity	productivity	NOUN
cana-1906	2	10	,	,	PUNCT
cana-1906	2	11	significant	significant	ADJ
cana-1906	2	12	efforts	effort	NOUN
cana-1906	2	13	must	must	AUX
cana-1906	2	14	be	be	AUX
cana-1906	2	15	taken	take	VERB
cana-1906	2	16	to	to	PART
cana-1906	2	17	achieve	achieve	VERB
cana-1906	2	18	such	such	ADJ
cana-1906	2	19	goals	goal	NOUN
cana-1906	2	20	.	.	PUNCT
cana-1906	3	1	the	the	DET
cana-1906	3	2	notion	notion	NOUN
cana-1906	3	3	of	of	ADP
cana-1906	3	4	adaptive	adaptive	ADJ
cana-1906	3	5	authentication	authentication	NOUN
cana-1906	3	6	comes	come	VERB
cana-1906	3	7	into	into	ADP
cana-1906	3	8	play	play	NOUN
cana-1906	3	9	to	to	PART
cana-1906	3	10	avoid	avoid	VERB
cana-1906	3	11	friction	friction	NOUN
cana-1906	3	12	in	in	ADP
cana-1906	3	13	user	user	NOUN
cana-1906	3	14	experience	experience	NOUN
cana-1906	3	15	so	so	SCONJ
cana-1906	3	16	that	that	SCONJ
cana-1906	3	17	a	a	DET
cana-1906	3	18	balance	balance	NOUN
cana-1906	3	19	between	between	ADP
cana-1906	3	20	security	security	NOUN
cana-1906	3	21	and	and	CCONJ
cana-1906	3	22	user	user	NOUN
cana-1906	3	23	productivity	productivity	NOUN
cana-1906	3	24	can	can	AUX
cana-1906	3	25	be	be	AUX
cana-1906	3	26	maintained	maintain	VERB
cana-1906	3	27	.	.	PUNCT
cana-1906	4	1	traditional	traditional	ADJ
cana-1906	4	2	authentication	authentication	NOUN
cana-1906	4	3	frameworks	framework	NOUN
cana-1906	4	4	are	be	AUX
cana-1906	4	5	becoming	become	VERB
cana-1906	4	6	more	more	ADV
cana-1906	4	7	obsolete	obsolete	ADJ
cana-1906	4	8	due	due	ADP
cana-1906	4	9	to	to	ADP
cana-1906	4	10	their	their	PRON
cana-1906	4	11	ineffectiveness	ineffectiveness	NOUN
cana-1906	4	12	in	in	ADP
cana-1906	4	13	incorporating	incorporate	VERB
cana-1906	4	14	additional	additional	ADJ
cana-1906	4	15	risk	risk	NOUN
cana-1906	4	16	criteria	criterion	NOUN
cana-1906	4	17	such	such	ADJ
cana-1906	4	18	as	as	ADP
cana-1906	4	19	location	location	NOUN
cana-1906	4	20	,	,	PUNCT
cana-1906	4	21	network	network	NOUN
cana-1906	4	22	type	type	NOUN
cana-1906	4	23	,	,	PUNCT
cana-1906	4	24	and	and	CCONJ
cana-1906	4	25	operating	operating	NOUN
cana-1906	4	26	system	system	NOUN
cana-1906	4	27	into	into	ADP
cana-1906	4	28	the	the	DET
cana-1906	4	29	authentication	authentication	NOUN
cana-1906	4	30	management	management	NOUN
cana-1906	4	31	process	process	NOUN
cana-1906	4	32	.	.	PUNCT
cana-1906	5	1	adaptive	adaptive	ADJ
cana-1906	5	2	authentication	authentication	NOUN
cana-1906	5	3	is	be	AUX
cana-1906	5	4	a	a	DET
cana-1906	5	5	combination	combination	NOUN
cana-1906	5	6	of	of	ADP
cana-1906	5	7	authentication	authentication	NOUN
cana-1906	5	8	and	and	CCONJ
cana-1906	5	9	machine	machine	NOUN
cana-1906	5	10	learning	learning	NOUN
cana-1906	5	11	(	(	PUNCT
cana-1906	5	12	ml	ml	NOUN
cana-1906	5	13	)	)	PUNCT
cana-1906	5	14	technologies	technology	NOUN
cana-1906	5	15	that	that	PRON
cana-1906	5	16	can	can	AUX
cana-1906	5	17	help	help	VERB
cana-1906	5	18	in	in	ADP
cana-1906	5	19	realizing	realize	VERB
cana-1906	5	20	secure	secure	ADJ
cana-1906	5	21	intelligent	intelligent	ADJ
cana-1906	5	22	systems	system	NOUN
cana-1906	5	23	.	.	PUNCT
cana-1906	6	1	the	the	DET
cana-1906	6	2	goal	goal	NOUN
cana-1906	6	3	of	of	ADP
cana-1906	6	4	this	this	DET
cana-1906	6	5	research	research	NOUN
cana-1906	6	6	is	be	AUX
cana-1906	6	7	to	to	PART
cana-1906	6	8	provide	provide	VERB
cana-1906	6	9	a	a	DET
cana-1906	6	10	complete	complete	ADJ
cana-1906	6	11	review	review	NOUN
cana-1906	6	12	of	of	ADP
cana-1906	6	13	the	the	DET
cana-1906	6	14	current	current	ADJ
cana-1906	6	15	applications	application	NOUN
cana-1906	6	16	of	of	ADP
cana-1906	6	17	various	various	ADJ
cana-1906	6	18	machine	machine	NOUN
cana-1906	6	19	learning	learn	VERB
cana-1906	6	20	algorithms	algorithm	NOUN
cana-1906	6	21	often	often	ADV
cana-1906	6	22	employed	employ	VERB
cana-1906	6	23	in	in	ADP
cana-1906	6	24	adaptive	adaptive	ADJ
cana-1906	6	25	authentication	authentication	NOUN
cana-1906	6	26	techniques	technique	NOUN
cana-1906	6	27	.	.	PUNCT
cana-1906	7	1	throughout	throughout	ADP
cana-1906	7	2	this	this	DET
cana-1906	7	3	study	study	NOUN
cana-1906	7	4	,	,	PUNCT
cana-1906	7	5	the	the	DET
cana-1906	7	6	advantages	advantage	NOUN
cana-1906	7	7	,	,	PUNCT
cana-1906	7	8	limits	limit	NOUN
cana-1906	7	9	,	,	PUNCT
cana-1906	7	10	and	and	CCONJ
cana-1906	7	11	suggestions	suggestion	NOUN
cana-1906	7	12	for	for	ADP
cana-1906	7	13	future	future	ADJ
cana-1906	7	14	research	research	NOUN
cana-1906	7	15	will	will	AUX
cana-1906	7	16	be	be	AUX
cana-1906	7	17	thoroughly	thoroughly	ADV
cana-1906	7	18	discussed	discuss	VERB
cana-1906	7	19	.	.	PUNCT
cana-1906	8	1	keywords	keyword	NOUN
cana-1906	8	2	:	:	PUNCT
cana-1906	8	3	adaptive	adaptive	ADJ
cana-1906	8	4	authentication	authentication	NOUN
cana-1906	8	5	,	,	PUNCT
cana-1906	8	6	machine	machine	NOUN
cana-1906	8	7	learning	learning	NOUN
cana-1906	8	8	.	.	PUNCT
cana-1906	9	1	i.	i.	PROPN
cana-1906	9	2	introduction	introduction	PROPN
cana-1906	9	3	adaptive	adaptive	ADJ
cana-1906	9	4	authentication	authentication	NOUN
cana-1906	10	1	[	[	X
cana-1906	10	2	1	1	X
cana-1906	10	3	]	]	PUNCT
cana-1906	10	4	is	be	AUX
cana-1906	10	5	a	a	DET
cana-1906	10	6	mechanism	mechanism	NOUN
cana-1906	10	7	in	in	ADP
cana-1906	10	8	which	which	PRON
cana-1906	10	9	the	the	DET
cana-1906	10	10	system	system	NOUN
cana-1906	10	11	recognizes	recognize	VERB
cana-1906	10	12	risk	risk	NOUN
cana-1906	10	13	-	-	PUNCT
cana-1906	10	14	related	relate	VERB
cana-1906	10	15	concerns	concern	NOUN
cana-1906	10	16	using	use	VERB
cana-1906	10	17	several	several	ADJ
cana-1906	10	18	environmental	environmental	ADJ
cana-1906	10	19	and	and	CCONJ
cana-1906	10	20	behavioral	behavioral	ADJ
cana-1906	10	21	factors	factor	NOUN
cana-1906	10	22	and	and	CCONJ
cana-1906	10	23	dynamically	dynamically	ADV
cana-1906	10	24	customizes	customize	VERB
cana-1906	10	25	the	the	DET
cana-1906	10	26	authentication	authentication	NOUN
cana-1906	10	27	process	process	NOUN
cana-1906	10	28	.	.	PUNCT
cana-1906	11	1	this	this	PRON
cana-1906	11	2	is	be	AUX
cana-1906	11	3	done	do	VERB
cana-1906	11	4	by	by	ADP
cana-1906	11	5	increasing	increase	VERB
cana-1906	11	6	more	more	ADJ
cana-1906	11	7	security	security	NOUN
cana-1906	11	8	layers	layer	NOUN
cana-1906	11	9	in	in	ADP
cana-1906	11	10	case	case	NOUN
cana-1906	11	11	of	of	ADP
cana-1906	11	12	suspicious	suspicious	ADJ
cana-1906	11	13	behavior	behavior	NOUN
cana-1906	11	14	.	.	PUNCT
cana-1906	12	1	its	its	PRON
cana-1906	12	2	purpose	purpose	NOUN
cana-1906	12	3	is	be	AUX
cana-1906	12	4	to	to	PART
cana-1906	12	5	strike	strike	VERB
cana-1906	12	6	a	a	DET
cana-1906	12	7	balance	balance	NOUN
cana-1906	12	8	between	between	ADP
cana-1906	12	9	security	security	NOUN
cana-1906	12	10	and	and	CCONJ
cana-1906	12	11	user	user	NOUN
cana-1906	12	12	ease	ease	NOUN
cana-1906	12	13	.	.	PUNCT
cana-1906	13	1	in	in	ADP
cana-1906	13	2	a	a	DET
cana-1906	13	3	nutshell	nutshell	NOUN
cana-1906	13	4	,	,	PUNCT
cana-1906	13	5	adaptive	adaptive	ADJ
cana-1906	13	6	authentication	authentication	NOUN
cana-1906	13	7	is	be	AUX
cana-1906	13	8	a	a	DET
cana-1906	13	9	method	method	NOUN
cana-1906	13	10	for	for	ADP
cana-1906	13	11	configuring	configure	VERB
cana-1906	13	12	and	and	CCONJ
cana-1906	13	13	deploying	deploy	VERB
cana-1906	13	14	two	two	NUM
cana-1906	13	15	-	-	PUNCT
cana-1906	13	16	factor	factor	NOUN
cana-1906	13	17	or	or	CCONJ
cana-1906	13	18	multi	multi	ADJ
cana-1906	13	19	-	-	ADJ
cana-1906	13	20	factor	factor	NOUN
cana-1906	13	21	authentication	authentication	NOUN
cana-1906	13	22	.	.	PUNCT
cana-1906	14	1	it	it	PRON
cana-1906	14	2	is	be	AUX
cana-1906	14	3	a	a	DET
cana-1906	14	4	way	way	NOUN
cana-1906	14	5	for	for	ADP
cana-1906	14	6	selecting	select	VERB
cana-1906	14	7	the	the	DET
cana-1906	14	8	appropriate	appropriate	ADJ
cana-1906	14	9	authentication	authentication	NOUN
cana-1906	14	10	elements	element	NOUN
cana-1906	14	11	based	base	VERB
cana-1906	14	12	on	on	ADP
cana-1906	14	13	a	a	DET
cana-1906	14	14	user	user	NOUN
cana-1906	14	15	's	's	PART
cana-1906	14	16	risk	risk	NOUN
cana-1906	14	17	profile	profile	NOUN
cana-1906	14	18	and	and	CCONJ
cana-1906	14	19	scenarios	scenario	NOUN
cana-1906	14	20	—	—	PUNCT
cana-1906	14	21	that	that	PRON
cana-1906	14	22	is	is	ADV
cana-1906	14	23	,	,	PUNCT
cana-1906	14	24	for	for	ADP
cana-1906	14	25	adapting	adapt	VERB
cana-1906	14	26	the	the	DET
cana-1906	14	27	type	type	NOUN
cana-1906	14	28	of	of	ADP
cana-1906	14	29	authentication	authentication	NOUN
cana-1906	14	30	according	accord	VERB
cana-1906	14	31	to	to	ADP
cana-1906	14	32	the	the	DET
cana-1906	14	33	situation	situation	NOUN
cana-1906	14	34	.	.	PUNCT
cana-1906	15	1	there	there	PRON
cana-1906	15	2	are	be	VERB
cana-1906	15	3	different	different	ADJ
cana-1906	15	4	ways	way	NOUN
cana-1906	15	5	of	of	ADP
cana-1906	15	6	deploying	deploy	VERB
cana-1906	15	7	adaptive	adaptive	ADJ
cana-1906	15	8	authentication	authentication	NOUN
cana-1906	15	9	procedure	procedure	NOUN
cana-1906	15	10	;	;	PUNCT
cana-1906	15	11	static	static	ADJ
cana-1906	15	12	,	,	PUNCT
cana-1906	15	13	dynamic	dynamic	ADJ
cana-1906	15	14	and	and	CCONJ
cana-1906	15	15	hybrid	hybrid	NOUN
cana-1906	15	16	but	but	CCONJ
cana-1906	15	17	considering	consider	VERB
cana-1906	15	18	the	the	DET
cana-1906	15	19	dynamic	dynamic	ADJ
cana-1906	15	20	nature	nature	NOUN
cana-1906	15	21	as	as	ADP
cana-1906	15	22	a	a	DET
cana-1906	15	23	challenge	challenge	NOUN
cana-1906	15	24	,	,	PUNCT
cana-1906	15	25	a	a	DET
cana-1906	15	26	machine	machine	NOUN
cana-1906	15	27	learning	learning	NOUN
cana-1906	15	28	-	-	PUNCT
cana-1906	15	29	based	base	VERB
cana-1906	15	30	model	model	NOUN
cana-1906	15	31	could	could	AUX
cana-1906	15	32	be	be	AUX
cana-1906	15	33	recognized	recognize	VERB
cana-1906	15	34	as	as	ADP
cana-1906	15	35	an	an	DET
cana-1906	15	36	appropriate	appropriate	ADJ
cana-1906	15	37	mechanism	mechanism	NOUN
cana-1906	15	38	for	for	ADP
cana-1906	15	39	implementation	implementation	NOUN
cana-1906	15	40	.	.	PUNCT
cana-1906	16	1	machine	machine	NOUN
cana-1906	16	2	learning	learning	NOUN
cana-1906	16	3	model	model	NOUN
cana-1906	16	4	analyses	analyse	VERB
cana-1906	16	5	risk	risk	NOUN
cana-1906	16	6	scores	score	NOUN
cana-1906	16	7	based	base	VERB
cana-1906	16	8	on	on	ADP
cana-1906	16	9	behavior	behavior	NOUN
cana-1906	16	10	and	and	CCONJ
cana-1906	16	11	context	context	NOUN
cana-1906	16	12	and	and	CCONJ
cana-1906	16	13	determines	determine	VERB
cana-1906	16	14	the	the	DET
cana-1906	16	15	most	most	ADV
cana-1906	16	16	effective	effective	ADJ
cana-1906	16	17	security	security	NOUN
cana-1906	16	18	response	response	NOUN
cana-1906	16	19	for	for	ADP
cana-1906	16	20	a	a	DET
cana-1906	16	21	certain	certain	ADJ
cana-1906	16	22	situation	situation	NOUN
cana-1906	16	23	to	to	PART
cana-1906	16	24	make	make	VERB
cana-1906	16	25	the	the	DET
cana-1906	16	26	process	process	NOUN
cana-1906	16	27	more	more	ADJ
cana-1906	16	28	salient	salient	NOUN
cana-1906	16	29	.	.	PUNCT
cana-1906	17	1	the	the	DET
cana-1906	17	2	various	various	ADJ
cana-1906	17	3	inputs	input	NOUN
cana-1906	17	4	which	which	PRON
cana-1906	17	5	are	be	AUX
cana-1906	17	6	examined	examine	VERB
cana-1906	17	7	for	for	ADP
cana-1906	17	8	adaptive	adaptive	ADJ
cana-1906	17	9	authentication	authentication	NOUN
cana-1906	17	10	are	be	AUX
cana-1906	17	11	environmental	environmental	ADJ
cana-1906	17	12	factors	factor	NOUN
cana-1906	17	13	as	as	ADP
cana-1906	17	14	geographic	geographic	ADJ
cana-1906	17	15	location	location	NOUN
cana-1906	17	16	,	,	PUNCT
cana-1906	17	17	device	device	NOUN
cana-1906	17	18	-	-	PUNCT
cana-1906	17	19	based	base	VERB
cana-1906	17	20	factors	factor	NOUN
cana-1906	17	21	,	,	PUNCT
cana-1906	17	22	user	user	NOUN
cana-1906	17	23	-	-	PUNCT
cana-1906	17	24	based	base	VERB
cana-1906	17	25	factors	factor	NOUN
cana-1906	17	26	as	as	ADP
cana-1906	17	27	user	user	NOUN
cana-1906	17	28	age	age	NOUN
cana-1906	17	29	,	,	PUNCT
cana-1906	17	30	user	user	NOUN
cana-1906	17	31	role	role	NOUN
cana-1906	17	32	etc	etc	X
cana-1906	17	33	.	.	X
cana-1906	18	1	behavioral	behavioral	ADJ
cana-1906	18	2	factors	factor	NOUN
cana-1906	18	3	such	such	ADJ
cana-1906	18	4	as	as	ADP
cana-1906	18	5	user	user	NOUN
cana-1906	18	6	behavior	behavior	NOUN
cana-1906	18	7	and	and	CCONJ
cana-1906	18	8	geo	geo	PROPN
cana-1906	18	9	-	-	PUNCT
cana-1906	18	10	velocity	velocity	NOUN
cana-1906	18	11	are	be	AUX
cana-1906	18	12	the	the	DET
cana-1906	18	13	most	most	ADV
cana-1906	18	14	pivotal	pivotal	ADJ
cana-1906	18	15	one	one	NUM
cana-1906	18	16	to	to	PART
cana-1906	18	17	be	be	AUX
cana-1906	18	18	considered	consider	VERB
cana-1906	18	19	.	.	PUNCT
cana-1906	19	1	then	then	ADV
cana-1906	19	2	the	the	DET
cana-1906	19	3	users	user	NOUN
cana-1906	19	4	are	be	AUX
cana-1906	19	5	granted	grant	VERB
cana-1906	19	6	access	access	NOUN
cana-1906	19	7	based	base	VERB
cana-1906	19	8	on	on	ADP
cana-1906	19	9	risk	risk	NOUN
cana-1906	19	10	-	-	PUNCT
cana-1906	19	11	score	score	NOUN
cana-1906	19	12	calculated	calculate	VERB
cana-1906	19	13	for	for	ADP
cana-1906	19	14	a	a	DET
cana-1906	19	15	series	series	NOUN
cana-1906	19	16	of	of	ADP
cana-1906	19	17	events	event	NOUN
cana-1906	19	18	.	.	PUNCT
cana-1906	20	1	this	this	PRON
cana-1906	20	2	is	be	AUX
cana-1906	20	3	where	where	SCONJ
cana-1906	20	4	risk	risk	NOUN
cana-1906	20	5	-	-	PUNCT
cana-1906	20	6	based	base	VERB
cana-1906	20	7	authentication	authentication	NOUN
cana-1906	20	8	comes	come	VERB
cana-1906	20	9	into	into	ADP
cana-1906	20	10	play	play	NOUN
cana-1906	20	11	.	.	PUNCT
cana-1906	21	1	risk	risk	NOUN
cana-1906	21	2	-	-	PUNCT
cana-1906	21	3	based	base	VERB
cana-1906	21	4	authentication	authentication	NOUN
cana-1906	21	5	is	be	AUX
cana-1906	21	6	an	an	DET
cana-1906	21	7	acronym	acronym	NOUN
cana-1906	21	8	for	for	ADP
cana-1906	21	9	adaptive	adaptive	ADJ
cana-1906	21	10	authentication	authentication	NOUN
cana-1906	21	11	because	because	SCONJ
cana-1906	21	12	it	it	PRON
cana-1906	21	13	is	be	AUX
cana-1906	21	14	all	all	ADV
cana-1906	21	15	about	about	ADP
cana-1906	21	16	determining	determine	VERB
cana-1906	21	17	risks	risk	NOUN
cana-1906	21	18	mailto:1ritu.agrawal@nirwanuniversity.ac.in	mailto:1ritu.agrawal@nirwanuniversity.ac.in	PROPN
cana-1906	21	19	mailto:2researchajmejra@gmail.com	mailto:2researchajmejra@gmail.com	PROPN
cana-1906	21	20	mailto:ekagraagrawal@gmail.com	mailto:ekagraagrawal@gmail.com	X
cana-1906	21	21	mailto:jeevantprakharsingh2004@gmail.com	mailto:jeevantprakharsingh2004@gmail.com	X
cana-1906	21	22	communications	communication	NOUN
cana-1906	21	23	on	on	ADP
cana-1906	21	24	applied	apply	VERB
cana-1906	21	25	nonlinear	nonlinear	ADJ
cana-1906	21	26	analysis	analysis	NOUN
cana-1906	21	27	issn	issn	NOUN
cana-1906	21	28	:	:	PUNCT
cana-1906	21	29	1074	1074	NUM
cana-1906	21	30	-	-	PUNCT
cana-1906	21	31	133x	133x	NUM
cana-1906	21	32	vol	vol	NOUN
cana-1906	21	33	32	32	NUM
cana-1906	21	34	no	no	NOUN
cana-1906	21	35	.	.	NOUN
cana-1906	21	36	2	2	NUM
cana-1906	21	37	(	(	PUNCT
cana-1906	21	38	2025	2025	NUM
cana-1906	21	39	)	)	PUNCT
cana-1906	21	40	41	41	NUM
cana-1906	21	41	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	21	42	associated	associate	VERB
cana-1906	21	43	with	with	ADP
cana-1906	21	44	authentication	authentication	NOUN
cana-1906	21	45	.	.	PUNCT
cana-1906	22	1	approaches	approach	NOUN
cana-1906	22	2	like	like	ADP
cana-1906	22	3	adaptive	adaptive	ADJ
cana-1906	22	4	authentication	authentication	NOUN
cana-1906	22	5	and	and	CCONJ
cana-1906	22	6	machine	machine	NOUN
cana-1906	22	7	learning	learning	NOUN
cana-1906	22	8	are	be	AUX
cana-1906	22	9	becoming	become	VERB
cana-1906	22	10	increasingly	increasingly	ADV
cana-1906	22	11	necessary	necessary	ADJ
cana-1906	22	12	in	in	ADP
cana-1906	22	13	the	the	DET
cana-1906	22	14	realm	realm	NOUN
cana-1906	22	15	of	of	ADP
cana-1906	22	16	security	security	NOUN
cana-1906	22	17	,	,	PUNCT
cana-1906	22	18	as	as	SCONJ
cana-1906	22	19	everything	everything	PRON
cana-1906	22	20	matters	matter	VERB
cana-1906	22	21	in	in	ADP
cana-1906	22	22	the	the	DET
cana-1906	22	23	current	current	ADJ
cana-1906	22	24	day	day	NOUN
cana-1906	22	25	,	,	PUNCT
cana-1906	22	26	and	and	CCONJ
cana-1906	22	27	it	it	PRON
cana-1906	22	28	provides	provide	VERB
cana-1906	22	29	a	a	DET
cana-1906	22	30	seamless	seamless	ADJ
cana-1906	22	31	and	and	CCONJ
cana-1906	22	32	safe	safe	ADJ
cana-1906	22	33	user	user	NOUN
cana-1906	22	34	experience	experience	NOUN
cana-1906	22	35	that	that	PRON
cana-1906	22	36	can	can	AUX
cana-1906	22	37	keep	keep	VERB
cana-1906	22	38	up	up	ADP
cana-1906	22	39	with	with	ADP
cana-1906	22	40	today	today	NOUN
cana-1906	22	41	's	's	PART
cana-1906	22	42	continuously	continuously	ADV
cana-1906	22	43	growing	grow	VERB
cana-1906	22	44	security	security	NOUN
cana-1906	22	45	breaches	breach	NOUN
cana-1906	22	46	.	.	PUNCT
cana-1906	23	1	the	the	DET
cana-1906	23	2	goal	goal	NOUN
cana-1906	23	3	of	of	ADP
cana-1906	23	4	this	this	DET
cana-1906	23	5	research	research	NOUN
cana-1906	23	6	is	be	AUX
cana-1906	23	7	to	to	PART
cana-1906	23	8	provide	provide	VERB
cana-1906	23	9	a	a	DET
cana-1906	23	10	detailed	detailed	ADJ
cana-1906	23	11	review	review	NOUN
cana-1906	23	12	of	of	ADP
cana-1906	23	13	commonly	commonly	ADV
cana-1906	23	14	used	use	VERB
cana-1906	23	15	machine	machine	NOUN
cana-1906	23	16	learning	learning	NOUN
cana-1906	23	17	methods	method	NOUN
cana-1906	23	18	.	.	PUNCT
cana-1906	24	1	this	this	DET
cana-1906	24	2	research	research	NOUN
cana-1906	24	3	focuses	focus	VERB
cana-1906	24	4	on	on	ADP
cana-1906	24	5	applying	apply	VERB
cana-1906	24	6	multiple	multiple	ADJ
cana-1906	24	7	machine	machine	NOUN
cana-1906	24	8	learning	learning	NOUN
cana-1906	24	9	methods	method	NOUN
cana-1906	24	10	to	to	PART
cana-1906	24	11	model	model	VERB
cana-1906	24	12	user	user	NOUN
cana-1906	24	13	behavior	behavior	NOUN
cana-1906	24	14	based	base	VERB
cana-1906	24	15	on	on	ADP
cana-1906	24	16	contextual	contextual	ADJ
cana-1906	24	17	information	information	NOUN
cana-1906	24	18	.	.	PUNCT
cana-1906	25	1	the	the	DET
cana-1906	25	2	following	following	NOUN
cana-1906	25	3	is	be	AUX
cana-1906	25	4	how	how	SCONJ
cana-1906	25	5	the	the	DET
cana-1906	25	6	rest	rest	NOUN
cana-1906	25	7	of	of	ADP
cana-1906	25	8	the	the	DET
cana-1906	25	9	paper	paper	NOUN
cana-1906	25	10	is	be	AUX
cana-1906	25	11	organized	organize	VERB
cana-1906	25	12	:	:	PUNCT
cana-1906	25	13	section	section	NOUN
cana-1906	25	14	2	2	NUM
cana-1906	25	15	describes	describe	VERB
cana-1906	25	16	the	the	DET
cana-1906	25	17	number	number	NOUN
cana-1906	25	18	of	of	ADP
cana-1906	25	19	existing	exist	VERB
cana-1906	25	20	adaptive	adaptive	ADJ
cana-1906	25	21	systems	system	NOUN
cana-1906	25	22	,	,	PUNCT
cana-1906	25	23	section	section	NOUN
cana-1906	25	24	3	3	NUM
cana-1906	25	25	presents	present	VERB
cana-1906	25	26	the	the	DET
cana-1906	25	27	behavior	behavior	NOUN
cana-1906	25	28	of	of	ADP
cana-1906	25	29	authentication	authentication	NOUN
cana-1906	25	30	model	model	NOUN
cana-1906	25	31	,	,	PUNCT
cana-1906	25	32	section	section	NOUN
cana-1906	25	33	4	4	NUM
cana-1906	25	34	shows	show	VERB
cana-1906	25	35	the	the	DET
cana-1906	25	36	importance	importance	NOUN
cana-1906	25	37	of	of	ADP
cana-1906	25	38	machine	machine	NOUN
cana-1906	25	39	learning	learning	NOUN
cana-1906	25	40	in	in	ADP
cana-1906	25	41	adaptive	adaptive	ADJ
cana-1906	25	42	authentication	authentication	NOUN
cana-1906	25	43	,	,	PUNCT
cana-1906	25	44	section	section	NOUN
cana-1906	25	45	5	5	NUM
cana-1906	25	46	compares	compare	NOUN
cana-1906	25	47	and	and	CCONJ
cana-1906	25	48	illustrates	illustrate	VERB
cana-1906	25	49	the	the	DET
cana-1906	25	50	various	various	ADJ
cana-1906	25	51	machine	machine	NOUN
cana-1906	25	52	learning	learn	VERB
cana-1906	25	53	algorithms	algorithm	NOUN
cana-1906	25	54	that	that	PRON
cana-1906	25	55	can	can	AUX
cana-1906	25	56	be	be	AUX
cana-1906	25	57	employed	employ	VERB
cana-1906	25	58	in	in	ADP
cana-1906	25	59	authentication	authentication	NOUN
cana-1906	25	60	.	.	PUNCT
cana-1906	26	1	finally	finally	ADV
cana-1906	26	2	,	,	PUNCT
cana-1906	26	3	section	section	NOUN
cana-1906	26	4	6	6	NUM
cana-1906	26	5	discusses	discuss	VERB
cana-1906	26	6	the	the	DET
cana-1906	26	7	limitations	limitation	NOUN
cana-1906	26	8	of	of	ADP
cana-1906	26	9	machine	machine	NOUN
cana-1906	26	10	learning	learning	NOUN
cana-1906	26	11	in	in	ADP
cana-1906	26	12	security	security	NOUN
cana-1906	26	13	,	,	PUNCT
cana-1906	26	14	and	and	CCONJ
cana-1906	26	15	section	section	NOUN
cana-1906	26	16	7	7	NUM
cana-1906	26	17	concludes	conclude	VERB
cana-1906	26	18	.	.	PUNCT
cana-1906	27	1	ii	ii	X
cana-1906	27	2	.	.	PUNCT
cana-1906	28	1	adaptive	adaptive	PROPN
cana-1906	28	2	systems	system	NOUN
cana-1906	28	3	not	not	PART
cana-1906	28	4	much	much	ADJ
cana-1906	28	5	of	of	ADP
cana-1906	28	6	the	the	DET
cana-1906	28	7	work	work	NOUN
cana-1906	28	8	has	have	AUX
cana-1906	28	9	been	be	AUX
cana-1906	28	10	done	do	VERB
cana-1906	28	11	for	for	SCONJ
cana-1906	28	12	machine	machine	NOUN
cana-1906	28	13	learning	learn	VERB
cana-1906	28	14	algorithms	algorithm	NOUN
cana-1906	28	15	to	to	PART
cana-1906	28	16	be	be	AUX
cana-1906	28	17	used	use	VERB
cana-1906	28	18	in	in	ADP
cana-1906	28	19	adaptive	adaptive	ADJ
cana-1906	28	20	authentication	authentication	NOUN
cana-1906	28	21	.	.	PUNCT
cana-1906	29	1	some	some	PRON
cana-1906	29	2	of	of	ADP
cana-1906	29	3	the	the	DET
cana-1906	29	4	adaptive	adaptive	ADJ
cana-1906	29	5	authentication	authentication	NOUN
cana-1906	29	6	systems	system	NOUN
cana-1906	29	7	have	have	AUX
cana-1906	29	8	been	be	AUX
cana-1906	29	9	proposed	propose	VERB
cana-1906	29	10	over	over	ADP
cana-1906	29	11	the	the	DET
cana-1906	29	12	last	last	ADJ
cana-1906	29	13	few	few	ADJ
cana-1906	29	14	years	year	NOUN
cana-1906	29	15	[	[	X
cana-1906	29	16	2][3][4][5	2][3][4][5	NOUN
cana-1906	29	17	]	]	PUNCT
cana-1906	29	18	.	.	PUNCT
cana-1906	30	1	researchers	researcher	NOUN
cana-1906	30	2	have	have	AUX
cana-1906	30	3	succeeded	succeed	VERB
cana-1906	30	4	and	and	CCONJ
cana-1906	30	5	implemented	implement	VERB
cana-1906	30	6	a	a	DET
cana-1906	30	7	number	number	NOUN
cana-1906	30	8	of	of	ADP
cana-1906	30	9	existing	exist	VERB
cana-1906	30	10	adaptive	adaptive	ADJ
cana-1906	30	11	systems	system	NOUN
cana-1906	30	12	.	.	PUNCT
cana-1906	31	1	onelogin	onelogin	NOUN
cana-1906	31	2	onelogin	onelogin	VERB
cana-1906	31	3	adaptive	adaptive	ADJ
cana-1906	31	4	authentication	authentication	NOUN
cana-1906	31	5	uses	use	VERB
cana-1906	31	6	machine	machine	NOUN
cana-1906	31	7	learning	learning	NOUN
cana-1906	31	8	and	and	CCONJ
cana-1906	31	9	a	a	DET
cana-1906	31	10	wide	wide	ADJ
cana-1906	31	11	range	range	NOUN
cana-1906	31	12	of	of	ADP
cana-1906	31	13	usage	usage	NOUN
cana-1906	31	14	patterns	pattern	NOUN
cana-1906	31	15	pertaining	pertain	VERB
cana-1906	31	16	to	to	ADP
cana-1906	31	17	networks	network	NOUN
cana-1906	31	18	,	,	PUNCT
cana-1906	31	19	region	region	NOUN
cana-1906	31	20	,	,	PUNCT
cana-1906	31	21	devices	device	NOUN
cana-1906	31	22	and	and	CCONJ
cana-1906	31	23	time	time	NOUN
cana-1906	31	24	.	.	PUNCT
cana-1906	32	1	the	the	PRON
cana-1906	32	2	higher	high	ADJ
cana-1906	32	3	the	the	DET
cana-1906	32	4	risk	risk	NOUN
cana-1906	32	5	level	level	NOUN
cana-1906	32	6	,	,	PUNCT
cana-1906	32	7	the	the	PRON
cana-1906	32	8	greater	great	ADJ
cana-1906	32	9	the	the	DET
cana-1906	32	10	diversions	diversion	NOUN
cana-1906	32	11	from	from	ADP
cana-1906	32	12	standard	standard	ADJ
cana-1906	32	13	usage	usage	NOUN
cana-1906	32	14	.	.	PUNCT
cana-1906	33	1	network	network	NOUN
cana-1906	33	2	traffic	traffic	NOUN
cana-1906	33	3	from	from	ADP
cana-1906	33	4	a	a	DET
cana-1906	33	5	low	low	ADJ
cana-1906	33	6	trust	trust	NOUN
cana-1906	33	7	ip	ip	PRON
cana-1906	33	8	address	address	NOUN
cana-1906	33	9	,	,	PUNCT
cana-1906	33	10	a	a	DET
cana-1906	33	11	black	black	ADJ
cana-1906	33	12	listed	list	VERB
cana-1906	33	13	country	country	NOUN
cana-1906	33	14	or	or	CCONJ
cana-1906	33	15	city	city	NOUN
cana-1906	33	16	,	,	PUNCT
cana-1906	33	17	or	or	CCONJ
cana-1906	33	18	two	two	NUM
cana-1906	33	19	places	place	NOUN
cana-1906	33	20	that	that	PRON
cana-1906	33	21	are	be	AUX
cana-1906	33	22	far	far	ADV
cana-1906	33	23	apart	apart	ADV
cana-1906	33	24	will	will	AUX
cana-1906	33	25	also	also	ADV
cana-1906	33	26	raise	raise	VERB
cana-1906	33	27	risk	risk	NOUN
cana-1906	33	28	scores	score	NOUN
cana-1906	33	29	.	.	PUNCT
cana-1906	34	1	a2best	a2b	ADJ
cana-1906	34	2	this	this	DET
cana-1906	34	3	novel	novel	ADJ
cana-1906	34	4	adaptive	adaptive	ADJ
cana-1906	34	5	authentication	authentication	NOUN
cana-1906	34	6	service	service	NOUN
cana-1906	34	7	is	be	AUX
cana-1906	34	8	presented	present	VERB
cana-1906	34	9	by	by	ADP
cana-1906	34	10	rocha	rocha	PROPN
cana-1906	34	11	,	,	PUNCT
cana-1906	34	12	lima	lima	NOUN
cana-1906	34	13	and	and	CCONJ
cana-1906	34	14	dantas	danta	NOUN
cana-1906	34	15	.	.	PUNCT
cana-1906	35	1	this	this	DET
cana-1906	35	2	service	service	NOUN
cana-1906	35	3	is	be	AUX
cana-1906	35	4	based	base	VERB
cana-1906	35	5	on	on	ADP
cana-1906	35	6	user	user	NOUN
cana-1906	35	7	’s	’s	PART
cana-1906	35	8	behavior	behavior	NOUN
cana-1906	35	9	and	and	CCONJ
cana-1906	35	10	spatio	spatio	PROPN
cana-1906	35	11	-	-	PUNCT
cana-1906	35	12	temporal	temporal	ADJ
cana-1906	35	13	context	context	NOUN
cana-1906	35	14	.	.	PUNCT
cana-1906	36	1	it	it	PRON
cana-1906	36	2	detects	detect	VERB
cana-1906	36	3	authentication	authentication	NOUN
cana-1906	36	4	anomalies	anomaly	NOUN
cana-1906	36	5	using	use	VERB
cana-1906	36	6	a	a	DET
cana-1906	36	7	space	space	NOUN
cana-1906	36	8	-	-	PUNCT
cana-1906	36	9	time	time	NOUN
cana-1906	36	10	permutation	permutation	NOUN
cana-1906	36	11	model	model	NOUN
cana-1906	36	12	and	and	CCONJ
cana-1906	36	13	a	a	DET
cana-1906	36	14	similarity	similarity	NOUN
cana-1906	36	15	vector	vector	NOUN
cana-1906	36	16	model	model	NOUN
cana-1906	36	17	.	.	PUNCT
cana-1906	37	1	unified	unified	ADJ
cana-1906	37	2	authentication	authentication	NOUN
cana-1906	37	3	platform	platform	NOUN
cana-1906	37	4	(	(	PUNCT
cana-1906	37	5	uap	uap	PROPN
cana-1906	37	6	)	)	PUNCT
cana-1906	37	7	uap	uap	PROPN
cana-1906	37	8	is	be	AUX
cana-1906	37	9	used	use	VERB
cana-1906	37	10	to	to	PART
cana-1906	37	11	handle	handle	VERB
cana-1906	37	12	user	user	NOUN
cana-1906	37	13	authentication	authentication	NOUN
cana-1906	37	14	profiles	profile	NOUN
cana-1906	37	15	which	which	PRON
cana-1906	37	16	is	be	AUX
cana-1906	37	17	a	a	DET
cana-1906	37	18	centralized	centralized	ADJ
cana-1906	37	19	multi	multi	ADJ
cana-1906	37	20	-	-	ADJ
cana-1906	37	21	factor	factor	NOUN
cana-1906	37	22	authentication	authentication	NOUN
cana-1906	37	23	system	system	NOUN
cana-1906	37	24	with	with	ADP
cana-1906	37	25	web	web	NOUN
cana-1906	37	26	based	base	VERB
cana-1906	37	27	single	single	ADJ
cana-1906	37	28	sign	sign	NOUN
cana-1906	37	29	-	-	PUNCT
cana-1906	37	30	on	on	ADP
cana-1906	37	31	(	(	PUNCT
cana-1906	37	32	sso	sso	NOUN
cana-1906	37	33	)	)	PUNCT
cana-1906	37	34	functionality	functionality	NOUN
cana-1906	37	35	.	.	PUNCT
cana-1906	38	1	multiple	multiple	ADJ
cana-1906	38	2	authentication	authentication	NOUN
cana-1906	38	3	mechanisms	mechanism	NOUN
cana-1906	38	4	are	be	AUX
cana-1906	38	5	supported	support	VERB
cana-1906	38	6	by	by	ADP
cana-1906	38	7	uap	uap	PROPN
cana-1906	38	8	.	.	PUNCT
cana-1906	39	1	a	a	DET
cana-1906	39	2	variety	variety	NOUN
cana-1906	39	3	of	of	ADP
cana-1906	39	4	applications	application	NOUN
cana-1906	39	5	can	can	AUX
cana-1906	39	6	re	re	VERB
cana-1906	39	7	-	-	VERB
cana-1906	39	8	authenticate	authenticate	VERB
cana-1906	39	9	itself	itself	PRON
cana-1906	39	10	from	from	ADP
cana-1906	39	11	different	different	ADJ
cana-1906	39	12	authentication	authentication	NOUN
cana-1906	39	13	methods	method	NOUN
cana-1906	39	14	using	use	VERB
cana-1906	39	15	uap	uap	PROPN
cana-1906	39	16	.	.	PROPN
cana-1906	39	17	figure	figure	NOUN
cana-1906	39	18	1	1	NUM
cana-1906	39	19	depicts	depict	VERB
cana-1906	39	20	the	the	DET
cana-1906	39	21	general	general	ADJ
cana-1906	39	22	design	design	NOUN
cana-1906	39	23	of	of	ADP
cana-1906	39	24	uap	uap	PROPN
cana-1906	39	25	.	.	PROPN
cana-1906	39	26	figure	figure	NOUN
cana-1906	39	27	1	1	NUM
cana-1906	39	28	:	:	PUNCT
cana-1906	39	29	uap	uap	PROPN
cana-1906	39	30	design	design	NOUN
cana-1906	39	31	communications	communication	NOUN
cana-1906	39	32	on	on	ADP
cana-1906	39	33	applied	apply	VERB
cana-1906	39	34	nonlinear	nonlinear	ADJ
cana-1906	39	35	analysis	analysis	NOUN
cana-1906	39	36	issn	issn	NOUN
cana-1906	39	37	:	:	PUNCT
cana-1906	39	38	1074	1074	NUM
cana-1906	39	39	-	-	PUNCT
cana-1906	39	40	133x	133x	NUM
cana-1906	39	41	vol	vol	NOUN
cana-1906	39	42	32	32	NUM
cana-1906	39	43	no	no	NOUN
cana-1906	39	44	.	.	NOUN
cana-1906	39	45	2	2	NUM
cana-1906	39	46	(	(	PUNCT
cana-1906	39	47	2025	2025	NUM
cana-1906	39	48	)	)	PUNCT
cana-1906	39	49	42	42	NUM
cana-1906	40	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	40	2	learning	learn	VERB
cana-1906	40	3	from	from	ADP
cana-1906	40	4	user	user	NOUN
cana-1906	40	5	behavior	behavior	NOUN
cana-1906	40	6	user	user	NOUN
cana-1906	40	7	behavior	behavior	NOUN
cana-1906	40	8	can	can	AUX
cana-1906	40	9	change	change	VERB
cana-1906	40	10	unpredictably	unpredictably	ADV
cana-1906	40	11	and	and	CCONJ
cana-1906	40	12	to	to	PART
cana-1906	40	13	overcome	overcome	VERB
cana-1906	40	14	this	this	DET
cana-1906	40	15	challenging	challenging	ADJ
cana-1906	40	16	issue	issue	NOUN
cana-1906	40	17	,	,	PUNCT
cana-1906	40	18	shi	shi	PROPN
cana-1906	40	19	et	et	PROPN
cana-1906	40	20	al	al	PROPN
cana-1906	40	21	proposed	propose	VERB
cana-1906	40	22	an	an	DET
cana-1906	40	23	implicit	implicit	ADJ
cana-1906	40	24	authentication	authentication	NOUN
cana-1906	40	25	technique	technique	NOUN
cana-1906	40	26	that	that	PRON
cana-1906	40	27	authenticates	authenticate	VERB
cana-1906	40	28	users	user	NOUN
cana-1906	40	29	based	base	VERB
cana-1906	40	30	on	on	ADP
cana-1906	40	31	their	their	PRON
cana-1906	40	32	behavior	behavior	NOUN
cana-1906	40	33	.	.	PUNCT
cana-1906	41	1	this	this	DET
cana-1906	41	2	mechanism	mechanism	NOUN
cana-1906	41	3	gathers	gather	VERB
cana-1906	41	4	and	and	CCONJ
cana-1906	41	5	records	record	VERB
cana-1906	41	6	wealthy	wealthy	ADJ
cana-1906	41	7	data	datum	NOUN
cana-1906	41	8	such	such	ADJ
cana-1906	41	9	as	as	ADP
cana-1906	41	10	location	location	NOUN
cana-1906	41	11	,	,	PUNCT
cana-1906	41	12	motion	motion	NOUN
cana-1906	41	13	,	,	PUNCT
cana-1906	41	14	and	and	CCONJ
cana-1906	41	15	communication	communication	NOUN
cana-1906	41	16	and	and	CCONJ
cana-1906	41	17	application	application	NOUN
cana-1906	41	18	activity	activity	NOUN
cana-1906	41	19	.	.	PUNCT
cana-1906	42	1	secure	secure	VERB
cana-1906	42	2	auth	auth	NOUN
cana-1906	42	3	it	it	PRON
cana-1906	42	4	is	be	AUX
cana-1906	42	5	to	to	PART
cana-1906	42	6	protect	protect	VERB
cana-1906	42	7	sensitive	sensitive	ADJ
cana-1906	42	8	data	datum	NOUN
cana-1906	42	9	both	both	CCONJ
cana-1906	42	10	internally	internally	ADV
cana-1906	42	11	and	and	CCONJ
cana-1906	42	12	externally	externally	ADV
cana-1906	42	13	to	to	ADP
cana-1906	42	14	our	our	PRON
cana-1906	42	15	network	network	NOUN
cana-1906	42	16	.	.	PUNCT
cana-1906	43	1	it	it	PRON
cana-1906	43	2	is	be	AUX
cana-1906	43	3	a	a	DET
cana-1906	43	4	push	push	NOUN
cana-1906	43	5	notification	notification	NOUN
cana-1906	43	6	when	when	SCONJ
cana-1906	43	7	additional	additional	ADJ
cana-1906	43	8	factors	factor	NOUN
cana-1906	43	9	authentication	authentication	NOUN
cana-1906	43	10	is	be	AUX
cana-1906	43	11	required	require	VERB
cana-1906	43	12	.	.	PUNCT
cana-1906	44	1	it	it	PRON
cana-1906	44	2	generates	generate	VERB
cana-1906	44	3	4	4	NUM
cana-1906	44	4	-	-	PUNCT
cana-1906	44	5	digit	digit	NOUN
cana-1906	44	6	otp	otp	INTJ
cana-1906	44	7	(	(	PUNCT
cana-1906	44	8	one	one	NUM
cana-1906	44	9	time	time	NOUN
cana-1906	44	10	password	password	NOUN
cana-1906	44	11	)	)	PUNCT
cana-1906	44	12	via	via	ADP
cana-1906	44	13	sms	sm	NOUN
cana-1906	44	14	or	or	CCONJ
cana-1906	44	15	text	text	NOUN
cana-1906	44	16	message	message	NOUN
cana-1906	44	17	or	or	CCONJ
cana-1906	44	18	secure	secure	ADJ
cana-1906	44	19	auth	auth	NOUN
cana-1906	44	20	app	app	NOUN
cana-1906	44	21	.	.	PUNCT
cana-1906	45	1	it	it	PRON
cana-1906	45	2	has	have	VERB
cana-1906	45	3	the	the	DET
cana-1906	45	4	freedom	freedom	NOUN
cana-1906	45	5	to	to	PART
cana-1906	45	6	choose	choose	VERB
cana-1906	45	7	the	the	DET
cana-1906	45	8	deployment	deployment	NOUN
cana-1906	45	9	model	model	NOUN
cana-1906	45	10	that	that	PRON
cana-1906	45	11	works	work	VERB
cana-1906	45	12	best	well	ADV
cana-1906	45	13	on	on	ADP
cana-1906	45	14	cloud	cloud	NOUN
cana-1906	45	15	,	,	PUNCT
cana-1906	45	16	hybrid	hybrid	NOUN
cana-1906	45	17	,	,	PUNCT
cana-1906	45	18	and	and	CCONJ
cana-1906	45	19	on	on	ADP
cana-1906	45	20	-	-	PUNCT
cana-1906	45	21	premise	premise	NOUN
cana-1906	45	22	.	.	PUNCT
cana-1906	46	1	centrify	centrify	VERB
cana-1906	46	2	it	it	PRON
cana-1906	46	3	is	be	AUX
cana-1906	46	4	for	for	ADP
cana-1906	46	5	vault	vault	NOUN
cana-1906	46	6	access	access	NOUN
cana-1906	46	7	in	in	ADP
cana-1906	46	8	which	which	PRON
cana-1906	46	9	factors	factor	NOUN
cana-1906	46	10	are	be	AUX
cana-1906	46	11	decided	decide	VERB
cana-1906	46	12	based	base	VERB
cana-1906	46	13	on	on	ADP
cana-1906	46	14	user	user	NOUN
cana-1906	46	15	’s	’s	PART
cana-1906	46	16	context	context	NOUN
cana-1906	46	17	.	.	PUNCT
cana-1906	47	1	wso2is	wso2is	AUX
cana-1906	47	2	wso2	wso2	PROPN
cana-1906	47	3	identity	identity	NOUN
cana-1906	47	4	server	server	NOUN
cana-1906	47	5	is	be	AUX
cana-1906	47	6	for	for	ADP
cana-1906	47	7	seamless	seamless	ADJ
cana-1906	47	8	login	login	NOUN
cana-1906	47	9	experience	experience	NOUN
cana-1906	47	10	.	.	PUNCT
cana-1906	48	1	it	it	PRON
cana-1906	48	2	is	be	AUX
cana-1906	48	3	based	base	VERB
cana-1906	48	4	on	on	ADP
cana-1906	48	5	single	single	ADJ
cana-1906	48	6	sign	sign	NOUN
cana-1906	48	7	-	-	PUNCT
cana-1906	48	8	on	on	ADP
cana-1906	48	9	(	(	PUNCT
cana-1906	48	10	sso	sso	NOUN
cana-1906	48	11	)	)	PUNCT
cana-1906	48	12	,	,	PUNCT
cana-1906	48	13	identity	identity	NOUN
cana-1906	48	14	federation	federation	NOUN
cana-1906	48	15	,	,	PUNCT
cana-1906	48	16	authentication	authentication	NOUN
cana-1906	48	17	be	be	VERB
cana-1906	48	18	it	it	PRON
cana-1906	48	19	multi	multi	ADJ
cana-1906	48	20	-	-	ADJ
cana-1906	48	21	factor	factor	NOUN
cana-1906	48	22	authentication	authentication	NOUN
cana-1906	48	23	or	or	CCONJ
cana-1906	48	24	adaptive	adaptive	ADJ
cana-1906	48	25	authentication	authentication	NOUN
cana-1906	48	26	,	,	PUNCT
cana-1906	48	27	and	and	CCONJ
cana-1906	48	28	more	more	ADJ
cana-1906	48	29	.	.	PUNCT
cana-1906	49	1	the	the	DET
cana-1906	49	2	significance	significance	NOUN
cana-1906	49	3	of	of	ADP
cana-1906	49	4	above	above	ADV
cana-1906	49	5	discussed	discuss	VERB
cana-1906	49	6	authentication	authentication	NOUN
cana-1906	49	7	methods	method	NOUN
cana-1906	49	8	is	be	AUX
cana-1906	49	9	shown	show	VERB
cana-1906	49	10	in	in	ADP
cana-1906	49	11	the	the	DET
cana-1906	49	12	tabular	tabular	NOUN
cana-1906	49	13	form	form	NOUN
cana-1906	49	14	table	table	NOUN
cana-1906	49	15	1	1	NUM
cana-1906	49	16	:	:	PUNCT
cana-1906	49	17	authentication	authentication	NOUN
cana-1906	49	18	methods	method	NOUN
cana-1906	49	19	adaptive	adaptive	ADJ
cana-1906	49	20	authentication	authentication	NOUN
cana-1906	49	21	methods	method	NOUN
cana-1906	49	22	significance	significance	NOUN
cana-1906	49	23	onelogin	onelogin	NOUN
cana-1906	49	24	secure	secure	ADJ
cana-1906	49	25	,	,	PUNCT
cana-1906	49	26	smart	smart	ADJ
cana-1906	49	27	,	,	PUNCT
cana-1906	49	28	simple	simple	ADJ
cana-1906	49	29	,	,	PUNCT
cana-1906	49	30	scalable	scalable	ADJ
cana-1906	49	31	a2best	a2b	ADJ
cana-1906	49	32	more	more	ADV
cana-1906	49	33	dynamic	dynamic	ADJ
cana-1906	49	34	,	,	PUNCT
cana-1906	49	35	autonomic	autonomic	ADJ
cana-1906	49	36	mechanism	mechanism	NOUN
cana-1906	49	37	uap	uap	PROPN
cana-1906	49	38	single	single	ADJ
cana-1906	49	39	set	set	NOUN
cana-1906	49	40	of	of	ADP
cana-1906	49	41	login	login	NOUN
cana-1906	49	42	credentials	credential	NOUN
cana-1906	49	43	,	,	PUNCT
cana-1906	49	44	fewer	few	ADJ
cana-1906	49	45	credentials	credential	NOUN
cana-1906	49	46	to	to	PART
cana-1906	49	47	remember	remember	VERB
cana-1906	49	48	learning	learn	VERB
cana-1906	49	49	user	user	NOUN
cana-1906	49	50	behavior	behavior	NOUN
cana-1906	49	51	increases	increase	VERB
cana-1906	49	52	flexibility	flexibility	NOUN
cana-1906	49	53	,	,	PUNCT
cana-1906	49	54	no	no	DET
cana-1906	49	55	user	user	NOUN
cana-1906	49	56	input	input	NOUN
cana-1906	49	57	is	be	AUX
cana-1906	49	58	required	require	VERB
cana-1906	49	59	secure	secure	ADJ
cana-1906	49	60	auth	auth	NOUN
cana-1906	49	61	lower	low	ADJ
cana-1906	49	62	cost	cost	NOUN
cana-1906	49	63	,	,	PUNCT
cana-1906	49	64	customized	customize	VERB
cana-1906	49	65	energy	energy	NOUN
cana-1906	49	66	consumption	consumption	NOUN
cana-1906	49	67	centrify	centrify	NOUN
cana-1906	49	68	consistent	consistent	ADJ
cana-1906	49	69	,	,	PUNCT
cana-1906	49	70	easily	easily	ADV
cana-1906	49	71	maintainable	maintainable	ADJ
cana-1906	49	72	wso2	wso2	NOUN
cana-1906	49	73	is	be	AUX
cana-1906	49	74	flexible	flexible	ADJ
cana-1906	49	75	,	,	PUNCT
cana-1906	49	76	on	on	ADP
cana-1906	49	77	-	-	PUNCT
cana-1906	49	78	premise	premise	NOUN
cana-1906	49	79	&	&	CCONJ
cana-1906	49	80	on	on	ADP
cana-1906	49	81	cloud	cloud	NOUN
cana-1906	49	82	.	.	PUNCT
cana-1906	50	1	highly	highly	ADV
cana-1906	50	2	extensible	extensible	ADJ
cana-1906	50	3	,	,	PUNCT
cana-1906	50	4	open	open	ADJ
cana-1906	50	5	source	source	NOUN
cana-1906	50	6	though	though	SCONJ
cana-1906	50	7	learning	learn	VERB
cana-1906	50	8	user	user	NOUN
cana-1906	50	9	behavior	behavior	NOUN
cana-1906	50	10	relies	rely	VERB
cana-1906	50	11	on	on	ADP
cana-1906	50	12	machine	machine	NOUN
cana-1906	50	13	learning	learning	NOUN
cana-1906	50	14	,	,	PUNCT
cana-1906	50	15	other	other	ADJ
cana-1906	50	16	methods	method	NOUN
cana-1906	50	17	discussed	discuss	VERB
cana-1906	50	18	do	do	AUX
cana-1906	50	19	not	not	PART
cana-1906	50	20	use	use	VERB
cana-1906	50	21	machine	machine	NOUN
cana-1906	50	22	learning	learn	VERB
cana-1906	50	23	techniques	technique	NOUN
cana-1906	50	24	to	to	PART
cana-1906	50	25	create	create	VERB
cana-1906	50	26	the	the	DET
cana-1906	50	27	adaptive	adaptive	ADJ
cana-1906	50	28	authentication	authentication	NOUN
cana-1906	50	29	system	system	NOUN
cana-1906	50	30	.	.	PUNCT
cana-1906	51	1	iii	iii	X
cana-1906	51	2	.	.	PUNCT
cana-1906	51	3	adaptive	adaptive	ADJ
cana-1906	51	4	authentication	authentication	NOUN
cana-1906	51	5	model	model	NOUN
cana-1906	51	6	to	to	PART
cana-1906	51	7	model	model	VERB
cana-1906	51	8	what	what	PRON
cana-1906	51	9	should	should	AUX
cana-1906	51	10	be	be	AUX
cana-1906	51	11	done	do	VERB
cana-1906	51	12	,	,	PUNCT
cana-1906	51	13	there	there	PRON
cana-1906	51	14	are	be	VERB
cana-1906	51	15	a	a	DET
cana-1906	51	16	set	set	NOUN
cana-1906	51	17	of	of	ADP
cana-1906	51	18	dimensions	dimension	NOUN
cana-1906	51	19	to	to	PART
cana-1906	51	20	consider	consider	VERB
cana-1906	51	21	as	as	SCONJ
cana-1906	51	22	shown	show	VERB
cana-1906	51	23	in	in	ADP
cana-1906	51	24	figure	figure	NOUN
cana-1906	51	25	1	1	NUM
cana-1906	51	26	and	and	CCONJ
cana-1906	51	27	these	these	DET
cana-1906	51	28	dimensions	dimension	NOUN
cana-1906	51	29	can	can	AUX
cana-1906	51	30	be	be	AUX
cana-1906	51	31	derived	derive	VERB
cana-1906	51	32	from	from	ADP
cana-1906	51	33	the	the	DET
cana-1906	51	34	answer	answer	NOUN
cana-1906	51	35	to	to	ADP
cana-1906	51	36	basic	basic	ADJ
cana-1906	51	37	five	five	NUM
cana-1906	51	38	questions	question	NOUN
cana-1906	51	39	:	:	PUNCT
cana-1906	52	1	why	why	SCONJ
cana-1906	52	2	,	,	PUNCT
cana-1906	52	3	when	when	SCONJ
cana-1906	52	4	,	,	PUNCT
cana-1906	52	5	what	what	PRON
cana-1906	52	6	,	,	PUNCT
cana-1906	52	7	where	where	SCONJ
cana-1906	52	8	and	and	CCONJ
cana-1906	52	9	how	how	SCONJ
cana-1906	52	10	to	to	PART
cana-1906	52	11	adapt	adapt	VERB
cana-1906	52	12	?	?	PUNCT
cana-1906	52	13	[	[	X
cana-1906	52	14	6	6	NUM
cana-1906	52	15	]	]	PUNCT
cana-1906	52	16	.	.	PUNCT
cana-1906	53	1	an	an	DET
cana-1906	53	2	overview	overview	NOUN
cana-1906	53	3	of	of	ADP
cana-1906	53	4	adaption	adaption	NOUN
cana-1906	53	5	taxonomy	taxonomy	NOUN
cana-1906	53	6	for	for	ADP
cana-1906	53	7	authentication	authentication	NOUN
cana-1906	53	8	is	be	AUX
cana-1906	53	9	depicted	depict	VERB
cana-1906	53	10	in	in	ADP
cana-1906	53	11	figure	figure	NOUN
cana-1906	53	12	2	2	NUM
cana-1906	53	13	.	.	PUNCT
cana-1906	53	14	figure	figure	NOUN
cana-1906	53	15	2	2	NUM
cana-1906	53	16	:	:	PUNCT
cana-1906	53	17	adaptive	adaptive	ADJ
cana-1906	53	18	authentication	authentication	NOUN
cana-1906	53	19	scenarios	scenario	VERB
cana-1906	53	20	communications	communication	NOUN
cana-1906	53	21	on	on	ADP
cana-1906	53	22	applied	apply	VERB
cana-1906	53	23	nonlinear	nonlinear	ADJ
cana-1906	53	24	analysis	analysis	NOUN
cana-1906	53	25	issn	issn	NOUN
cana-1906	53	26	:	:	PUNCT
cana-1906	53	27	1074	1074	NUM
cana-1906	53	28	-	-	PUNCT
cana-1906	53	29	133x	133x	NUM
cana-1906	53	30	vol	vol	NOUN
cana-1906	53	31	32	32	NUM
cana-1906	54	1	no	no	NOUN
cana-1906	54	2	.	.	NOUN
cana-1906	54	3	2	2	NUM
cana-1906	54	4	(	(	PUNCT
cana-1906	54	5	2025	2025	NUM
cana-1906	54	6	)	)	PUNCT
cana-1906	55	1	43	43	NUM
cana-1906	55	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	55	3	figure	figure	NOUN
cana-1906	55	4	3	3	NUM
cana-1906	55	5	:	:	PUNCT
cana-1906	55	6	taxonomy	taxonomy	NOUN
cana-1906	55	7	of	of	ADP
cana-1906	55	8	adaptive	adaptive	ADJ
cana-1906	55	9	authentication	authentication	NOUN
cana-1906	55	10	•why	•why	ADP
cana-1906	55	11	to	to	PART
cana-1906	55	12	adapt	adapt	VERB
cana-1906	55	13	?	?	PUNCT
cana-1906	56	1	as	as	SCONJ
cana-1906	56	2	shown	show	VERB
cana-1906	56	3	in	in	ADP
cana-1906	56	4	the	the	DET
cana-1906	56	5	figure	figure	NOUN
cana-1906	56	6	1	1	NUM
cana-1906	56	7	.	.	NUM
cana-1906	56	8	,	,	PUNCT
cana-1906	56	9	the	the	DET
cana-1906	56	10	adaption	adaption	NOUN
cana-1906	56	11	reason	reason	NOUN
cana-1906	56	12	is	be	AUX
cana-1906	56	13	due	due	ADJ
cana-1906	56	14	to	to	ADP
cana-1906	56	15	the	the	DET
cana-1906	56	16	change	change	NOUN
cana-1906	56	17	in	in	ADP
cana-1906	56	18	adaptive	adaptive	ADJ
cana-1906	56	19	systems	system	NOUN
cana-1906	56	20	within	within	ADP
cana-1906	56	21	three	three	NUM
cana-1906	56	22	categories	category	NOUN
cana-1906	56	23	namely	namely	ADV
cana-1906	56	24	context	context	NOUN
cana-1906	56	25	(	(	PUNCT
cana-1906	56	26	environment	environment	NOUN
cana-1906	56	27	)	)	PUNCT
cana-1906	56	28	,	,	PUNCT
cana-1906	56	29	technical	technical	ADJ
cana-1906	56	30	resources	resource	NOUN
cana-1906	56	31	and	and	CCONJ
cana-1906	56	32	user	user	NOUN
cana-1906	56	33	.	.	PUNCT
cana-1906	57	1	with	with	ADP
cana-1906	57	2	regards	regard	NOUN
cana-1906	57	3	to	to	ADP
cana-1906	57	4	context	context	NOUN
cana-1906	57	5	there	there	PRON
cana-1906	57	6	is	be	VERB
cana-1906	57	7	a	a	DET
cana-1906	57	8	wide	wide	ADJ
cana-1906	57	9	range	range	NOUN
cana-1906	57	10	of	of	ADP
cana-1906	57	11	factors	factor	NOUN
cana-1906	57	12	that	that	PRON
cana-1906	57	13	may	may	AUX
cana-1906	57	14	impact	impact	VERB
cana-1906	57	15	authentication	authentication	NOUN
cana-1906	57	16	selection	selection	NOUN
cana-1906	57	17	,	,	PUNCT
cana-1906	57	18	example	example	NOUN
cana-1906	57	19	:	:	PUNCT
cana-1906	57	20	location	location	NOUN
cana-1906	57	21	context	context	NOUN
cana-1906	57	22	,	,	PUNCT
cana-1906	57	23	noise	noise	NOUN
cana-1906	57	24	levels	level	NOUN
cana-1906	57	25	for	for	ADP
cana-1906	57	26	voice	voice	NOUN
cana-1906	57	27	recognition	recognition	NOUN
cana-1906	57	28	or	or	CCONJ
cana-1906	57	29	battery	battery	NOUN
cana-1906	57	30	level	level	NOUN
cana-1906	57	31	.	.	PUNCT
cana-1906	58	1	technical	technical	ADJ
cana-1906	58	2	resources	resource	NOUN
cana-1906	58	3	are	be	AUX
cana-1906	58	4	the	the	DET
cana-1906	58	5	devices	device	NOUN
cana-1906	58	6	with	with	ADP
cana-1906	58	7	different	different	ADJ
cana-1906	58	8	authenticators	authenticator	NOUN
cana-1906	58	9	available	available	ADJ
cana-1906	58	10	for	for	ADP
cana-1906	58	11	the	the	DET
cana-1906	58	12	user	user	NOUN
cana-1906	58	13	as	as	ADP
cana-1906	58	14	face	face	NOUN
cana-1906	58	15	recognition	recognition	NOUN
cana-1906	58	16	,	,	PUNCT
cana-1906	58	17	touch	touch	NOUN
cana-1906	58	18	dynamics	dynamic	NOUN
cana-1906	58	19	.	.	PUNCT
cana-1906	59	1	changes	change	NOUN
cana-1906	59	2	on	on	ADP
cana-1906	59	3	user	user	NOUN
cana-1906	59	4	authentication	authentication	NOUN
cana-1906	59	5	preferences	preference	NOUN
cana-1906	59	6	should	should	AUX
cana-1906	59	7	be	be	AUX
cana-1906	59	8	considered	consider	VERB
cana-1906	59	9	for	for	ADP
cana-1906	59	10	better	well	ADJ
cana-1906	59	11	adaption	adaption	NOUN
cana-1906	59	12	,	,	PUNCT
cana-1906	59	13	example	example	NOUN
cana-1906	59	14	:	:	PUNCT
cana-1906	59	15	when	when	SCONJ
cana-1906	59	16	a	a	DET
cana-1906	59	17	change	change	NOUN
cana-1906	59	18	on	on	ADP
cana-1906	59	19	the	the	DET
cana-1906	59	20	user	user	NOUN
cana-1906	59	21	is	be	AUX
cana-1906	59	22	detected	detect	VERB
cana-1906	59	23	,	,	PUNCT
cana-1906	59	24	adaption	adaption	NOUN
cana-1906	59	25	is	be	AUX
cana-1906	59	26	triggered	trigger	VERB
cana-1906	59	27	.	.	PUNCT
cana-1906	60	1	•when	•when	X
cana-1906	60	2	to	to	PART
cana-1906	60	3	adapt	adapt	VERB
cana-1906	60	4	?	?	PUNCT
cana-1906	60	5	reason	reason	NOUN
cana-1906	60	6	for	for	ADP
cana-1906	60	7	this	this	PRON
cana-1906	60	8	can	can	AUX
cana-1906	60	9	be	be	AUX
cana-1906	60	10	reactive	reactive	ADJ
cana-1906	60	11	or	or	CCONJ
cana-1906	60	12	proactive	proactive	ADJ
cana-1906	60	13	.	.	PUNCT
cana-1906	61	1	reactive	reactive	ADJ
cana-1906	61	2	adaption	adaption	NOUN
cana-1906	61	3	is	be	AUX
cana-1906	61	4	done	do	VERB
cana-1906	61	5	after	after	ADP
cana-1906	61	6	an	an	DET
cana-1906	61	7	event	event	NOUN
cana-1906	61	8	whereas	whereas	SCONJ
cana-1906	61	9	proactive	proactive	ADJ
cana-1906	61	10	adaption	adaption	NOUN
cana-1906	61	11	is	be	AUX
cana-1906	61	12	done	do	VERB
cana-1906	61	13	when	when	SCONJ
cana-1906	61	14	the	the	DET
cana-1906	61	15	adaption	adaption	NOUN
cana-1906	61	16	logic	logic	NOUN
cana-1906	61	17	feels	feel	VERB
cana-1906	61	18	the	the	DET
cana-1906	61	19	event	event	NOUN
cana-1906	61	20	that	that	PRON
cana-1906	61	21	would	would	AUX
cana-1906	61	22	trigger	trigger	VERB
cana-1906	61	23	adaption	adaption	NOUN
cana-1906	61	24	.	.	PUNCT
cana-1906	62	1	reactive	reactive	ADJ
cana-1906	62	2	approaches	approach	NOUN
cana-1906	62	3	need	need	VERB
cana-1906	62	4	to	to	PART
cana-1906	62	5	monitor	monitor	VERB
cana-1906	62	6	user	user	NOUN
cana-1906	62	7	access	access	NOUN
cana-1906	62	8	events	event	NOUN
cana-1906	62	9	whereas	whereas	SCONJ
cana-1906	62	10	a	a	DET
cana-1906	62	11	proactive	proactive	ADJ
cana-1906	62	12	approach	approach	NOUN
cana-1906	62	13	continuously	continuously	ADV
cana-1906	62	14	monitor	monitor	VERB
cana-1906	62	15	and	and	CCONJ
cana-1906	62	16	automatically	automatically	ADV
cana-1906	62	17	changes	change	VERB
cana-1906	62	18	the	the	DET
cana-1906	62	19	authentication	authentication	NOUN
cana-1906	62	20	mechanisms	mechanism	NOUN
cana-1906	62	21	when	when	SCONJ
cana-1906	62	22	there	there	PRON
cana-1906	62	23	is	be	VERB
cana-1906	62	24	a	a	DET
cana-1906	62	25	need	need	NOUN
cana-1906	62	26	of	of	ADP
cana-1906	62	27	more	more	ADJ
cana-1906	62	28	security	security	NOUN
cana-1906	62	29	.	.	PUNCT
cana-1906	63	1	•where	•where	ADV
cana-1906	63	2	to	to	PART
cana-1906	63	3	adapt	adapt	VERB
cana-1906	63	4	?	?	PUNCT
cana-1906	64	1	adaptive	adaptive	ADJ
cana-1906	64	2	authentication	authentication	NOUN
cana-1906	64	3	can	can	AUX
cana-1906	64	4	be	be	AUX
cana-1906	64	5	applied	apply	VERB
cana-1906	64	6	at	at	ADP
cana-1906	64	7	the	the	DET
cana-1906	64	8	system	system	NOUN
cana-1906	64	9	level	level	NOUN
cana-1906	64	10	as	as	ADV
cana-1906	64	11	well	well	ADV
cana-1906	64	12	as	as	ADP
cana-1906	64	13	application	application	NOUN
cana-1906	64	14	level	level	NOUN
cana-1906	64	15	.	.	PUNCT
cana-1906	65	1	at	at	ADP
cana-1906	65	2	system	system	NOUN
cana-1906	65	3	level	level	NOUN
cana-1906	65	4	,	,	PUNCT
cana-1906	65	5	selected	select	VERB
cana-1906	65	6	authenticator	authenticator	NOUN
cana-1906	65	7	gives	give	VERB
cana-1906	65	8	access	access	NOUN
cana-1906	65	9	to	to	ADP
cana-1906	65	10	the	the	DET
cana-1906	65	11	whole	whole	ADJ
cana-1906	65	12	system	system	NOUN
cana-1906	65	13	where	where	SCONJ
cana-1906	65	14	as	as	ADP
cana-1906	65	15	at	at	ADP
cana-1906	65	16	different	different	ADJ
cana-1906	65	17	authenticators	authenticator	NOUN
cana-1906	65	18	can	can	AUX
cana-1906	65	19	be	be	AUX
cana-1906	65	20	selected	select	VERB
cana-1906	65	21	for	for	ADP
cana-1906	65	22	different	different	ADJ
cana-1906	65	23	applications	application	NOUN
cana-1906	65	24	.	.	PUNCT
cana-1906	66	1	•what	•what	NOUN
cana-1906	66	2	to	to	PART
cana-1906	66	3	adapt	adapt	VERB
cana-1906	66	4	?	?	PUNCT
cana-1906	67	1	adaptive	adaptive	ADJ
cana-1906	67	2	authentication	authentication	NOUN
cana-1906	67	3	adapts	adapt	VERB
cana-1906	67	4	both	both	CCONJ
cana-1906	67	5	parametric	parametric	ADJ
cana-1906	67	6	as	as	ADV
cana-1906	67	7	well	well	ADV
cana-1906	67	8	as	as	ADP
cana-1906	67	9	structural	structural	ADJ
cana-1906	67	10	technique	technique	NOUN
cana-1906	67	11	.	.	PUNCT
cana-1906	68	1	in	in	ADP
cana-1906	68	2	parametric	parametric	ADJ
cana-1906	68	3	technique	technique	NOUN
cana-1906	68	4	relationship	relationship	NOUN
cana-1906	68	5	between	between	ADP
cana-1906	68	6	different	different	ADJ
cana-1906	68	7	parameters	parameter	NOUN
cana-1906	68	8	is	be	AUX
cana-1906	68	9	used	use	VERB
cana-1906	68	10	to	to	PART
cana-1906	68	11	adjust	adjust	VERB
cana-1906	68	12	the	the	DET
cana-1906	68	13	system	system	NOUN
cana-1906	68	14	behavior	behavior	NOUN
cana-1906	68	15	where	where	SCONJ
cana-1906	68	16	as	as	ADP
cana-1906	68	17	structural	structural	ADJ
cana-1906	68	18	technique	technique	NOUN
cana-1906	68	19	allows	allow	VERB
cana-1906	68	20	changes	change	NOUN
cana-1906	68	21	or	or	CCONJ
cana-1906	68	22	addition	addition	NOUN
cana-1906	68	23	of	of	ADP
cana-1906	68	24	components	component	NOUN
cana-1906	68	25	.	.	PUNCT
cana-1906	69	1	in	in	ADP
cana-1906	69	2	authentication	authentication	NOUN
cana-1906	69	3	domain	domain	NOUN
cana-1906	69	4	both	both	DET
cana-1906	69	5	techniques	technique	NOUN
cana-1906	69	6	are	be	AUX
cana-1906	69	7	applicable	applicable	ADJ
cana-1906	69	8	.	.	PUNCT
cana-1906	70	1	•how	•how	NOUN
cana-1906	70	2	to	to	PART
cana-1906	70	3	adapt	adapt	VERB
cana-1906	70	4	?	?	PUNCT
cana-1906	71	1	adaptive	adaptive	ADJ
cana-1906	71	2	systems	system	NOUN
cana-1906	71	3	consider	consider	VERB
cana-1906	71	4	three	three	NUM
cana-1906	71	5	different	different	ADJ
cana-1906	71	6	aspects	aspect	NOUN
cana-1906	71	7	,	,	PUNCT
cana-1906	71	8	namely	namely	ADV
cana-1906	71	9	approach	approach	NOUN
cana-1906	71	10	,	,	PUNCT
cana-1906	71	11	criteria	criterion	NOUN
cana-1906	71	12	,	,	PUNCT
cana-1906	71	13	and	and	CCONJ
cana-1906	71	14	degree	degree	NOUN
cana-1906	71	15	of	of	ADP
cana-1906	71	16	centralization	centralization	NOUN
cana-1906	71	17	.	.	PUNCT
cana-1906	72	1	approach	approach	NOUN
cana-1906	72	2	can	can	AUX
cana-1906	72	3	be	be	AUX
cana-1906	72	4	either	either	CCONJ
cana-1906	72	5	internal	internal	ADJ
cana-1906	72	6	which	which	PRON
cana-1906	72	7	merges	merge	VERB
cana-1906	72	8	the	the	DET
cana-1906	72	9	adaption	adaption	NOUN
cana-1906	72	10	logic	logic	NOUN
cana-1906	72	11	with	with	ADP
cana-1906	72	12	the	the	DET
cana-1906	72	13	system	system	NOUN
cana-1906	72	14	resources	resource	NOUN
cana-1906	72	15	or	or	CCONJ
cana-1906	72	16	it	it	PRON
cana-1906	72	17	can	can	AUX
cana-1906	72	18	be	be	AUX
cana-1906	72	19	external	external	ADJ
cana-1906	72	20	approach	approach	NOUN
cana-1906	72	21	which	which	PRON
cana-1906	72	22	splits	split	VERB
cana-1906	72	23	the	the	DET
cana-1906	72	24	system	system	NOUN
cana-1906	72	25	into	into	ADP
cana-1906	72	26	the	the	DET
cana-1906	72	27	adaption	adaption	NOUN
cana-1906	72	28	logic	logic	NOUN
cana-1906	72	29	and	and	CCONJ
cana-1906	72	30	managed	manage	VERB
cana-1906	72	31	communications	communication	NOUN
cana-1906	72	32	on	on	ADP
cana-1906	72	33	applied	apply	VERB
cana-1906	72	34	nonlinear	nonlinear	ADJ
cana-1906	72	35	analysis	analysis	NOUN
cana-1906	72	36	issn	issn	NOUN
cana-1906	72	37	:	:	PUNCT
cana-1906	72	38	1074	1074	NUM
cana-1906	72	39	-	-	PUNCT
cana-1906	72	40	133x	133x	NUM
cana-1906	72	41	vol	vol	NOUN
cana-1906	72	42	32	32	NUM
cana-1906	72	43	no	no	NOUN
cana-1906	72	44	.	.	NOUN
cana-1906	72	45	2	2	NUM
cana-1906	72	46	(	(	PUNCT
cana-1906	72	47	2025	2025	NUM
cana-1906	72	48	)	)	PUNCT
cana-1906	72	49	44	44	NUM
cana-1906	72	50	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1906	72	51	resources	resource	NOUN
cana-1906	72	52	.	.	PUNCT
cana-1906	73	1	criteria	criterion	NOUN
cana-1906	73	2	should	should	AUX
cana-1906	73	3	be	be	AUX
cana-1906	73	4	based	base	VERB
cana-1906	73	5	on	on	ADP
cana-1906	73	6	rules	rule	NOUN
cana-1906	73	7	,	,	PUNCT
cana-1906	73	8	policies	policy	NOUN
cana-1906	73	9	,	,	PUNCT
cana-1906	73	10	goals	goal	NOUN
cana-1906	73	11	,	,	PUNCT
cana-1906	73	12	combination	combination	NOUN
cana-1906	73	13	of	of	ADP
cana-1906	73	14	different	different	ADJ
cana-1906	73	15	scenarios	scenario	NOUN
cana-1906	73	16	.	.	PUNCT
cana-1906	74	1	the	the	DET
cana-1906	74	2	goal	goal	NOUN
cana-1906	74	3	should	should	AUX
cana-1906	74	4	be	be	AUX
cana-1906	74	5	to	to	PART
cana-1906	74	6	choose	choose	VERB
cana-1906	74	7	the	the	DET
cana-1906	74	8	best	good	ADJ
cana-1906	74	9	criteria	criterion	NOUN
cana-1906	74	10	from	from	ADP
cana-1906	74	11	different	different	ADJ
cana-1906	74	12	possibilities	possibility	NOUN
cana-1906	74	13	.	.	PUNCT
cana-1906	75	1	adaption	adaption	NOUN
cana-1906	75	2	logic	logic	NOUN
cana-1906	75	3	also	also	ADV
cana-1906	75	4	considers	consider	VERB
cana-1906	75	5	the	the	DET
cana-1906	75	6	degree	degree	NOUN
cana-1906	75	7	of	of	ADP
cana-1906	75	8	centralization	centralization	NOUN
cana-1906	75	9	which	which	PRON
cana-1906	75	10	can	can	AUX
cana-1906	75	11	be	be	AUX
cana-1906	75	12	centralized	centralize	VERB
cana-1906	75	13	,	,	PUNCT
cana-1906	75	14	decentralized	decentralized	ADJ
cana-1906	75	15	or	or	CCONJ
cana-1906	75	16	hybrid	hybrid	NOUN
cana-1906	75	17	.	.	PUNCT
cana-1906	76	1	iv	iv	X
cana-1906	76	2	.	.	PUNCT
cana-1906	76	3	machine	machine	NOUN
cana-1906	76	4	learning	learn	VERB
cana-1906	76	5	in	in	ADP
cana-1906	76	6	adaptive	adaptive	ADJ
cana-1906	76	7	authentication	authentication	NOUN
cana-1906	76	8	intelligent	intelligent	ADJ
cana-1906	76	9	adaptive	adaptive	ADJ
cana-1906	76	10	authentication	authentication	NOUN
cana-1906	76	11	is	be	AUX
cana-1906	76	12	actually	actually	ADV
cana-1906	76	13	a	a	DET
cana-1906	76	14	combination	combination	NOUN
cana-1906	76	15	of	of	ADP
cana-1906	76	16	authentication	authentication	NOUN
cana-1906	76	17	and	and	CCONJ
cana-1906	76	18	machine	machine	NOUN
cana-1906	76	19	learning	learning	NOUN
cana-1906	76	20	algorithms	algorithm	NOUN
cana-1906	76	21	.	.	PUNCT
cana-1906	77	1	a	a	DET
cana-1906	77	2	branch	branch	NOUN
cana-1906	77	3	of	of	ADP
cana-1906	77	4	artificial	artificial	ADJ
cana-1906	77	5	intelligence	intelligence	NOUN
cana-1906	77	6	is	be	AUX
cana-1906	77	7	machine	machine	NOUN
cana-1906	77	8	learning	learning	NOUN
cana-1906	77	9	which	which	PRON
cana-1906	77	10	relies	rely	VERB
cana-1906	77	11	on	on	ADP
cana-1906	77	12	identifying	identify	VERB
cana-1906	77	13	patterns	pattern	NOUN
cana-1906	77	14	so	so	SCONJ
cana-1906	77	15	that	that	SCONJ
cana-1906	77	16	authentication	authentication	NOUN
cana-1906	77	17	can	can	AUX
cana-1906	77	18	be	be	AUX
cana-1906	77	19	made	make	VERB
cana-1906	77	20	to	to	PART
cana-1906	77	21	well	well	ADV
cana-1906	77	22	adapt	adapt	VERB
cana-1906	77	23	the	the	DET
cana-1906	77	24	situation	situation	NOUN
cana-1906	77	25	.	.	PUNCT
cana-1906	78	1	generally	generally	ADV
cana-1906	78	2	additional	additional	ADJ
cana-1906	78	3	authentication	authentication	NOUN
cana-1906	78	4	layer	layer	NOUN
cana-1906	78	5	is	be	AUX
cana-1906	78	6	applied	apply	VERB
cana-1906	78	7	through	through	ADP
cana-1906	78	8	biometric	biometric	ADJ
cana-1906	78	9	authentication	authentication	NOUN
cana-1906	78	10	.	.	PUNCT
cana-1906	79	1	biometric	biometric	ADJ
cana-1906	79	2	authentication	authentication	NOUN
cana-1906	79	3	can	can	AUX
cana-1906	79	4	be	be	AUX
cana-1906	79	5	physiological	physiological	ADJ
cana-1906	79	6	as	as	ADP
cana-1906	79	7	finger	finger	NOUN
cana-1906	79	8	print	print	NOUN
cana-1906	79	9	,	,	PUNCT
cana-1906	79	10	face	face	NOUN
cana-1906	79	11	recognition	recognition	NOUN
cana-1906	79	12	and	and	CCONJ
cana-1906	79	13	can	can	AUX
cana-1906	79	14	be	be	AUX
cana-1906	79	15	behavioral	behavioral	ADJ
cana-1906	79	16	as	as	ADP
cana-1906	79	17	touch	touch	NOUN
cana-1906	79	18	dynamics	dynamic	NOUN
cana-1906	79	19	,	,	PUNCT
cana-1906	79	20	mouse	mouse	NOUN
cana-1906	79	21	movement	movement	NOUN
cana-1906	79	22	and	and	CCONJ
cana-1906	79	23	gait	gait	NOUN
cana-1906	79	24	-	-	PUNCT
cana-1906	79	25	based	base	VERB
cana-1906	79	26	.	.	PUNCT
cana-1906	80	1	these	these	DET
cana-1906	80	2	factors	factor	NOUN
cana-1906	80	3	can	can	AUX
cana-1906	80	4	be	be	AUX
cana-1906	80	5	easily	easily	ADV
cana-1906	80	6	implemented	implement	VERB
cana-1906	80	7	through	through	ADP
cana-1906	80	8	machine	machine	NOUN
cana-1906	80	9	learning	learning	NOUN
cana-1906	80	10	models	model	NOUN
cana-1906	80	11	which	which	PRON
cana-1906	80	12	helps	help	VERB
cana-1906	80	13	the	the	DET
cana-1906	80	14	users	user	NOUN
cana-1906	80	15	and	and	CCONJ
cana-1906	80	16	devices	device	NOUN
cana-1906	80	17	to	to	PART
cana-1906	80	18	continuously	continuously	ADV
cana-1906	80	19	authenticate	authenticate	VERB
cana-1906	80	20	themselves	themselves	PRON
cana-1906	80	21	.	.	PUNCT
cana-1906	81	1	it	it	PRON
cana-1906	81	2	helps	help	VERB
cana-1906	81	3	us	we	PRON
cana-1906	81	4	to	to	PART
cana-1906	81	5	apply	apply	VERB
cana-1906	81	6	authentication	authentication	NOUN
cana-1906	81	7	in	in	ADP
cana-1906	81	8	real	real	ADJ
cana-1906	81	9	time	time	NOUN
cana-1906	81	10	.	.	PUNCT
cana-1906	82	1	v.	v.	ADP
cana-1906	82	2	macnine	macnine	PROPN
cana-1906	82	3	learning	learn	VERB
cana-1906	82	4	algorithms	algorithm	NOUN
cana-1906	82	5	in	in	ADP
cana-1906	82	6	autnentication	autnentication	NOUN
cana-1906	82	7	machine	machine	NOUN
cana-1906	82	8	learning	learning	NOUN
cana-1906	82	9	models	model	NOUN
cana-1906	82	10	are	be	AUX
cana-1906	82	11	best	well	ADV
cana-1906	82	12	suited	suit	VERB
cana-1906	82	13	for	for	ADP
cana-1906	82	14	this	this	DET
cana-1906	82	15	non	non	ADJ
cana-1906	82	16	-	-	ADJ
cana-1906	82	17	static	static	ADJ
cana-1906	82	18	approach	approach	NOUN
cana-1906	82	19	because	because	SCONJ
cana-1906	82	20	it	it	PRON
cana-1906	82	21	improves	improve	VERB
cana-1906	82	22	efficiency	efficiency	NOUN
cana-1906	82	23	and	and	CCONJ
cana-1906	82	24	accuracy	accuracy	NOUN
cana-1906	82	25	due	due	ADP
cana-1906	82	26	to	to	ADP
cana-1906	82	27	its	its	PRON
cana-1906	82	28	continuous	continuous	ADJ
cana-1906	82	29	learning	learning	NOUN
cana-1906	82	30	behavior	behavior	NOUN
cana-1906	82	31	,	,	PUNCT
cana-1906	82	32	recognizing	recognize	VERB
cana-1906	82	33	patterns	pattern	NOUN
cana-1906	82	34	.	.	PUNCT
cana-1906	83	1	it	it	PRON
cana-1906	83	2	also	also	ADV
cana-1906	83	3	preserves	preserve	VERB
cana-1906	83	4	the	the	DET
cana-1906	83	5	notion	notion	NOUN
cana-1906	83	6	of	of	ADP
cana-1906	83	7	usability	usability	NOUN
cana-1906	83	8	drives	drive	VERB
cana-1906	83	9	security	security	NOUN
cana-1906	83	10	.	.	PUNCT
cana-1906	84	1	in	in	ADP
cana-1906	84	2	this	this	DET
cana-1906	84	3	section	section	NOUN
cana-1906	84	4	,	,	PUNCT
cana-1906	84	5	we	we	PRON
cana-1906	84	6	will	will	AUX
cana-1906	84	7	discuss	discuss	VERB
cana-1906	84	8	different	different	ADJ
cana-1906	84	9	ml	ml	NOUN
cana-1906	84	10	algorithms	algorithm	NOUN
cana-1906	84	11	,	,	PUNCT
cana-1906	84	12	compare	compare	VERB
cana-1906	84	13	them	they	PRON
cana-1906	84	14	,	,	PUNCT
cana-1906	84	15	and	and	CCONJ
cana-1906	84	16	their	their	PRON
cana-1906	84	17	applications	application	NOUN
cana-1906	84	18	in	in	ADP
cana-1906	84	19	the	the	DET
cana-1906	84	20	security	security	NOUN
cana-1906	84	21	.	.	PUNCT
cana-1906	85	1	the	the	DET
cana-1906	85	2	learning	learn	VERB
cana-1906	85	3	algorithms	algorithm	NOUN
cana-1906	85	4	are	be	AUX
cana-1906	85	5	divided	divide	VERB
cana-1906	85	6	into	into	ADP
cana-1906	85	7	four	four	NUM
cana-1906	85	8	classes	class	NOUN
cana-1906	85	9	;	;	PUNCT
cana-1906	85	10	supervised	supervise	VERB
cana-1906	85	11	,	,	PUNCT
cana-1906	85	12	unsupervised	unsupervised	ADJ
cana-1906	85	13	,	,	PUNCT
cana-1906	85	14	semi	semi	ADJ
cana-1906	85	15	-	-	ADJ
cana-1906	85	16	supervised	supervised	ADJ
cana-1906	85	17	,	,	PUNCT
cana-1906	85	18	and	and	CCONJ
cana-1906	85	19	reinforcement	reinforcement	NOUN
cana-1906	85	20	learning	learning	NOUN
cana-1906	85	21	algorithms	algorithm	NOUN
cana-1906	85	22	.	.	PUNCT
cana-1906	86	1	a.	a.	PROPN
cana-1906	86	2	supervised	supervised	PROPN
cana-1906	86	3	machine	machine	NOUN
cana-1906	86	4	learning	learning	NOUN
cana-1906	86	5	:	:	PUNCT
cana-1906	86	6	this	this	DET
cana-1906	86	7	machine	machine	NOUN
cana-1906	86	8	learning	learning	NOUN
cana-1906	86	9	will	will	AUX
cana-1906	86	10	make	make	VERB
cana-1906	86	11	use	use	NOUN
cana-1906	86	12	of	of	ADP
cana-1906	86	13	the	the	DET
cana-1906	86	14	two	two	NUM
cana-1906	86	15	sets	set	NOUN
cana-1906	86	16	of	of	ADP
cana-1906	86	17	data	datum	NOUN
cana-1906	86	18	—	—	PUNCT
cana-1906	86	19	training	training	NOUN
cana-1906	86	20	set	set	NOUN
cana-1906	86	21	and	and	CCONJ
cana-1906	86	22	test	test	NOUN
cana-1906	86	23	set	set	VERB
cana-1906	86	24	.	.	PUNCT
cana-1906	87	1	training	training	NOUN
cana-1906	87	2	set	set	NOUN
cana-1906	87	3	should	should	AUX
cana-1906	87	4	contain	contain	VERB
cana-1906	87	5	approximately	approximately	ADV
cana-1906	87	6	70	70	NUM
cana-1906	87	7	%	%	NOUN
cana-1906	87	8	or	or	CCONJ
cana-1906	87	9	80	80	NUM
cana-1906	87	10	%	%	NOUN
cana-1906	87	11	of	of	ADP
cana-1906	87	12	data	datum	NOUN
cana-1906	87	13	and	and	CCONJ
cana-1906	87	14	test	test	NOUN
cana-1906	87	15	set	set	NOUN
cana-1906	87	16	should	should	AUX
cana-1906	87	17	be	be	AUX
cana-1906	87	18	30	30	NUM
cana-1906	87	19	%	%	NOUN
cana-1906	87	20	or	or	CCONJ
cana-1906	87	21	20	20	NUM
cana-1906	87	22	%	%	NOUN
cana-1906	87	23	.	.	PUNCT
cana-1906	88	1	training	training	NOUN
cana-1906	88	2	set	set	NOUN
cana-1906	88	3	contains	contain	VERB
cana-1906	88	4	all	all	DET
cana-1906	88	5	the	the	DET
cana-1906	88	6	inputs	input	NOUN
cana-1906	88	7	and	and	CCONJ
cana-1906	88	8	outputs	output	NOUN
cana-1906	88	9	.	.	PUNCT
cana-1906	89	1	supervised	supervised	ADJ
cana-1906	89	2	learning	learning	NOUN
cana-1906	89	3	algorithms	algorithm	NOUN
cana-1906	89	4	represent	represent	VERB
cana-1906	89	5	the	the	DET
cana-1906	89	6	relation	relation	NOUN
cana-1906	89	7	between	between	ADP
cana-1906	89	8	the	the	DET
cana-1906	89	9	inputs	input	NOUN
cana-1906	89	10	and	and	CCONJ
cana-1906	89	11	outputs	output	NOUN
cana-1906	89	12	.	.	PUNCT
cana-1906	90	1	test	test	NOUN
cana-1906	90	2	data	datum	NOUN
cana-1906	90	3	are	be	AUX
cana-1906	90	4	applied	apply	VERB
cana-1906	90	5	on	on	ADP
cana-1906	90	6	these	these	DET
cana-1906	90	7	models	model	NOUN
cana-1906	90	8	to	to	PART
cana-1906	90	9	predict	predict	VERB
cana-1906	90	10	their	their	PRON
cana-1906	90	11	output	output	NOUN
cana-1906	90	12	.	.	PUNCT
cana-1906	91	1	then	then	ADV
cana-1906	91	2	the	the	DET
cana-1906	91	3	accuracy	accuracy	NOUN
cana-1906	91	4	of	of	ADP
cana-1906	91	5	the	the	DET
cana-1906	91	6	model	model	NOUN
cana-1906	91	7	is	be	AUX
cana-1906	91	8	tested	test	VERB
cana-1906	91	9	and	and	CCONJ
cana-1906	91	10	to	to	PART
cana-1906	91	11	improve	improve	VERB
cana-1906	91	12	the	the	DET
cana-1906	91	13	accuracy	accuracy	NOUN
cana-1906	91	14	certain	certain	ADJ
cana-1906	91	15	parameters	parameter	NOUN
cana-1906	91	16	are	be	AUX
cana-1906	91	17	adjusted	adjust	VERB
cana-1906	91	18	.	.	PUNCT
cana-1906	92	1	example	example	NOUN
cana-1906	92	2	,	,	PUNCT
cana-1906	92	3	if	if	SCONJ
cana-1906	92	4	we	we	PRON
cana-1906	92	5	have	have	VERB
cana-1906	92	6	events	event	NOUN
cana-1906	92	7	that	that	PRON
cana-1906	92	8	have	have	AUX
cana-1906	92	9	been	be	AUX
cana-1906	92	10	already	already	ADV
cana-1906	92	11	identified	identify	VERB
cana-1906	92	12	as	as	ADP
cana-1906	92	13	fraud	fraud	NOUN
cana-1906	92	14	,	,	PUNCT
cana-1906	92	15	then	then	ADV
cana-1906	92	16	machine	machine	NOUN
cana-1906	92	17	learning	learn	VERB
cana-1906	92	18	algorithm	algorithm	NOUN
cana-1906	92	19	determines	determine	VERB
cana-1906	92	20	correlation	correlation	NOUN
cana-1906	92	21	of	of	ADP
cana-1906	92	22	features	feature	NOUN
cana-1906	92	23	with	with	ADP
cana-1906	92	24	the	the	DET
cana-1906	92	25	result	result	NOUN
cana-1906	92	26	(	(	PUNCT
cana-1906	92	27	is	be	AUX
cana-1906	92	28	the	the	DET
cana-1906	92	29	event	event	NOUN
cana-1906	92	30	an	an	DET
cana-1906	92	31	fraud	fraud	NOUN
cana-1906	92	32	or	or	CCONJ
cana-1906	92	33	not	not	PART
cana-1906	92	34	)	)	PUNCT
cana-1906	92	35	.	.	PUNCT
cana-1906	93	1	regression	regression	NOUN
cana-1906	93	2	algorithms	algorithm	NOUN
cana-1906	93	3	,	,	PUNCT
cana-1906	93	4	classification	classification	NOUN
cana-1906	93	5	algorithms	algorithm	NOUN
cana-1906	93	6	fall	fall	VERB
cana-1906	93	7	in	in	ADP
cana-1906	93	8	this	this	DET
cana-1906	93	9	category	category	NOUN
cana-1906	93	10	.	.	PUNCT
cana-1906	94	1	b.	b.	PROPN
cana-1906	94	2	unsupervised	unsupervised	ADJ
cana-1906	94	3	machine	machine	NOUN
cana-1906	94	4	learning	learning	NOUN
cana-1906	94	5	:	:	PUNCT
cana-1906	94	6	unsupervised	unsupervised	ADJ
cana-1906	94	7	learning	learning	NOUN
cana-1906	94	8	does	do	AUX
cana-1906	94	9	not	not	PART
cana-1906	94	10	require	require	VERB
cana-1906	94	11	labeled	label	VERB
cana-1906	94	12	data	datum	NOUN
cana-1906	94	13	it	it	PRON
cana-1906	94	14	uses	use	VERB
cana-1906	94	15	data	datum	NOUN
cana-1906	94	16	in	in	ADP
cana-1906	94	17	which	which	PRON
cana-1906	94	18	output	output	NOUN
cana-1906	94	19	is	be	AUX
cana-1906	94	20	not	not	PART
cana-1906	94	21	specified	specify	VERB
cana-1906	94	22	..	..	PUNCT
cana-1906	94	23	clustering	cluster	VERB
cana-1906	94	24	is	be	AUX
cana-1906	94	25	an	an	DET
cana-1906	94	26	example	example	NOUN
cana-1906	94	27	of	of	ADP
cana-1906	94	28	unsupervised	unsupervised	ADJ
cana-1906	94	29	learning	learning	NOUN
cana-1906	94	30	.	.	PUNCT
cana-1906	95	1	in	in	ADP
cana-1906	95	2	clustering	cluster	VERB
cana-1906	95	3	similar	similar	ADJ
cana-1906	95	4	data	datum	NOUN
cana-1906	95	5	items(which	items(which	PRON
cana-1906	95	6	are	be	AUX
cana-1906	95	7	close	close	ADJ
cana-1906	95	8	)	)	PUNCT
cana-1906	95	9	falls	fall	VERB
cana-1906	95	10	in	in	ADP
cana-1906	95	11	one	one	NUM
cana-1906	95	12	group(cluster	group(cluster	NOUN
cana-1906	95	13	)	)	PUNCT
cana-1906	95	14	and	and	CCONJ
cana-1906	95	15	dissimilar	dissimilar	ADJ
cana-1906	95	16	in	in	ADP
cana-1906	95	17	another	another	PRON
cana-1906	95	18	.	.	PUNCT
cana-1906	96	1	example	example	NOUN
cana-1906	96	2	if	if	SCONJ
cana-1906	96	3	we	we	PRON
cana-1906	96	4	do	do	AUX
cana-1906	96	5	not	not	PART
cana-1906	96	6	have	have	VERB
cana-1906	96	7	events	event	NOUN
cana-1906	96	8	that	that	PRON
cana-1906	96	9	have	have	AUX
cana-1906	96	10	been	be	AUX
cana-1906	96	11	already	already	ADV
cana-1906	96	12	identified	identify	VERB
cana-1906	96	13	as	as	ADP
cana-1906	96	14	fraud	fraud	NOUN
cana-1906	96	15	,	,	PUNCT
cana-1906	96	16	and	and	CCONJ
cana-1906	96	17	then	then	ADV
cana-1906	96	18	unsupervised	unsupervised	ADJ
cana-1906	96	19	learning	learning	NOUN
cana-1906	96	20	algorithms	algorithm	NOUN
cana-1906	96	21	can	can	AUX
cana-1906	96	22	be	be	AUX
cana-1906	96	23	used	use	VERB
cana-1906	96	24	.	.	PUNCT
cana-1906	97	1	this	this	DET
cana-1906	97	2	means	mean	VERB
cana-1906	97	3	,	,	PUNCT
cana-1906	97	4	algorithm	algorithm	PROPN
cana-1906	97	5	learns	learn	VERB
cana-1906	97	6	from	from	ADP
cana-1906	97	7	the	the	DET
cana-1906	97	8	data	datum	NOUN
cana-1906	97	9	than	than	SCONJ
cana-1906	97	10	has	have	AUX
cana-1906	97	11	not	not	PART
cana-1906	97	12	been	be	AUX
cana-1906	97	13	labeled	label	VERB
cana-1906	97	14	.	.	PUNCT
cana-1906	98	1	these	these	DET
cana-1906	98	2	algorithms	algorithm	NOUN
cana-1906	98	3	ca	can	AUX
cana-1906	98	4	n’t	not	PART
cana-1906	98	5	detect	detect	VERB
cana-1906	98	6	if	if	SCONJ
cana-1906	98	7	the	the	DET
cana-1906	98	8	authentication	authentication	NOUN
cana-1906	98	9	is	be	AUX
cana-1906	98	10	fraud	fraud	NOUN
cana-1906	98	11	or	or	CCONJ
cana-1906	98	12	not	not	PART
cana-1906	98	13	,	,	PUNCT
cana-1906	98	14	but	but	CCONJ
cana-1906	98	15	they	they	PRON
cana-1906	98	16	can	can	AUX
cana-1906	98	17	detect	detect	VERB
cana-1906	98	18	anomalies	anomaly	NOUN
cana-1906	98	19	,	,	PUNCT
cana-1906	98	20	that	that	PRON
cana-1906	98	21	potentially	potentially	ADV
cana-1906	98	22	could	could	AUX
cana-1906	98	23	be	be	AUX
cana-1906	98	24	fraud	fraud	NOUN
cana-1906	98	25	.	.	PUNCT
cana-1906	99	1	c.	c.	NOUN
cana-1906	99	2	semi	semi	ADJ
cana-1906	99	3	-	-	ADJ
cana-1906	99	4	supervised	supervised	ADJ
cana-1906	99	5	machine	machine	NOUN
cana-1906	99	6	learning	learning	NOUN
cana-1906	99	7	:	:	PUNCT
cana-1906	99	8	supervised	supervise	VERB
cana-1906	99	9	ml	ml	NOUN
cana-1906	99	10	makes	make	VERB
cana-1906	99	11	use	use	NOUN
cana-1906	99	12	of	of	ADP
cana-1906	99	13	labeled	label	VERB
cana-1906	99	14	data	datum	NOUN
cana-1906	99	15	.	.	PUNCT
cana-1906	100	1	labeled	label	VERB
cana-1906	100	2	data	datum	NOUN
cana-1906	100	3	will	will	AUX
cana-1906	100	4	take	take	VERB
cana-1906	100	5	more	more	ADJ
cana-1906	100	6	time	time	NOUN
cana-1906	100	7	to	to	PART
cana-1906	100	8	get	get	VERB
cana-1906	100	9	ready	ready	ADJ
cana-1906	100	10	so	so	SCONJ
cana-1906	100	11	it	it	PRON
cana-1906	100	12	increases	increase	VERB
cana-1906	100	13	computational	computational	ADJ
cana-1906	100	14	cost	cost	NOUN
cana-1906	100	15	,	,	PUNCT
cana-1906	100	16	time	time	NOUN
cana-1906	100	17	,	,	PUNCT
cana-1906	100	18	and	and	CCONJ
cana-1906	100	19	human	human	ADJ
cana-1906	100	20	efforts	effort	NOUN
cana-1906	100	21	.	.	PUNCT
cana-1906	101	1	unsupervised	unsupervised	ADJ
cana-1906	101	2	ml	ml	AUX
cana-1906	101	3	uses	use	VERB
cana-1906	101	4	unlabeled	unlabeled	ADJ
cana-1906	101	5	data	datum	NOUN
cana-1906	101	6	so	so	SCONJ
cana-1906	101	7	it	it	PRON
cana-1906	101	8	is	be	AUX
cana-1906	101	9	less	less	ADV
cana-1906	101	10	expensive	expensive	ADJ
cana-1906	101	11	but	but	CCONJ
cana-1906	101	12	its	its	PRON
cana-1906	101	13	processing	processing	NOUN
cana-1906	101	14	is	be	AUX
cana-1906	101	15	not	not	PART
cana-1906	101	16	much	much	ADV
cana-1906	101	17	accurate	accurate	ADJ
cana-1906	101	18	.	.	PUNCT
cana-1906	102	1	a	a	DET
cana-1906	102	2	semi	semi	ADJ
cana-1906	102	3	-	-	ADJ
cana-1906	102	4	supervised	supervised	ADJ
cana-1906	102	5	ml	ml	NOUN
cana-1906	102	6	technique	technique	NOUN
cana-1906	102	7	is	be	AUX
cana-1906	102	8	combination	combination	NOUN
cana-1906	102	9	of	of	ADP
cana-1906	102	10	both	both	PRON
cana-1906	102	11	.	.	PUNCT
cana-1906	103	1	it	it	PRON
cana-1906	103	2	is	be	AUX
cana-1906	103	3	intended	intend	VERB
cana-1906	103	4	to	to	PART
cana-1906	103	5	solve	solve	VERB
cana-1906	103	6	the	the	DET
cana-1906	103	7	problem	problem	NOUN
cana-1906	103	8	of	of	ADP
cana-1906	103	9	training	train	VERB
cana-1906	103	10	huge	huge	ADJ
cana-1906	103	11	data	datum	NOUN
cana-1906	103	12	for	for	ADP
cana-1906	103	13	supervised	supervised	ADJ
cana-1906	103	14	ml	ml	NOUN
cana-1906	103	15	algorithms	algorithm	NOUN
cana-1906	103	16	by	by	ADP
cana-1906	103	17	joining	join	VERB
cana-1906	103	18	unlabeled	unlabeled	ADJ
cana-1906	103	19	data	datum	NOUN
cana-1906	103	20	.	.	PUNCT
cana-1906	104	1	it	it	PRON
cana-1906	104	2	seems	seem	VERB
cana-1906	104	3	like	like	ADP
cana-1906	104	4	semi	semi	ADJ
cana-1906	104	5	-	-	ADJ
cana-1906	104	6	supervised	supervised	ADJ
cana-1906	104	7	ml	ml	NOUN
cana-1906	104	8	will	will	AUX
cana-1906	104	9	perform	perform	VERB
cana-1906	104	10	the	the	DET
cana-1906	104	11	best	good	ADJ
cana-1906	104	12	but	but	CCONJ
cana-1906	104	13	the	the	DET
cana-1906	104	14	accuracy	accuracy	NOUN
cana-1906	104	15	and	and	CCONJ
cana-1906	104	16	robustness	robustness	NOUN
cana-1906	104	17	of	of	ADP
cana-1906	104	18	semi	semi	ADJ
cana-1906	104	19	-	-	ADJ
cana-1906	104	20	supervised	supervised	ADJ
cana-1906	104	21	ml	ml	NOUN
cana-1906	104	22	are	be	AUX
cana-1906	104	23	still	still	ADV
cana-1906	104	24	lower	low	ADJ
cana-1906	104	25	than	than	ADP
cana-1906	104	26	that	that	PRON
cana-1906	104	27	of	of	ADP
cana-1906	104	28	supervised	supervised	ADJ
cana-1906	104	29	ml	ml	NOUN
cana-1906	104	30	.	.	PUNCT
cana-1906	105	1	communications	communication	NOUN
cana-1906	105	2	on	on	ADP
cana-1906	105	3	applied	apply	VERB
cana-1906	105	4	nonlinear	nonlinear	ADJ
cana-1906	105	5	analysis	analysis	NOUN
cana-1906	105	6	issn	issn	NOUN
cana-1906	105	7	:	:	PUNCT
cana-1906	105	8	1074	1074	NUM
cana-1906	105	9	-	-	PUNCT
cana-1906	105	10	133x	133x	NUM
cana-1906	105	11	vol	vol	NOUN
cana-1906	105	12	32	32	NUM
cana-1906	105	13	no	no	NOUN
cana-1906	105	14	.	.	NOUN
cana-1906	105	15	2	2	NUM
cana-1906	105	16	(	(	PUNCT
cana-1906	105	17	2025	2025	NUM
cana-1906	105	18	)	)	PUNCT
cana-1906	105	19	45	45	NUM
cana-1906	105	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	105	21	d.	d.	PROPN
cana-1906	105	22	reinforcement	reinforcement	NOUN
cana-1906	105	23	machine	machine	NOUN
cana-1906	105	24	learning	learning	NOUN
cana-1906	105	25	(	(	PUNCT
cana-1906	105	26	rl	rl	X
cana-1906	105	27	):	):	PUNCT
cana-1906	105	28	rl	rl	NOUN
cana-1906	105	29	models	model	NOUN
cana-1906	105	30	learn	learn	VERB
cana-1906	105	31	from	from	ADP
cana-1906	105	32	their	their	PRON
cana-1906	105	33	own	own	ADJ
cana-1906	105	34	experience	experience	NOUN
cana-1906	105	35	,	,	PUNCT
cana-1906	105	36	their	their	PRON
cana-1906	105	37	surroundings	surrounding	NOUN
cana-1906	105	38	and	and	CCONJ
cana-1906	105	39	environment	environment	NOUN
cana-1906	105	40	.	.	PUNCT
cana-1906	106	1	they	they	PRON
cana-1906	106	2	are	be	AUX
cana-1906	106	3	used	use	VERB
cana-1906	106	4	to	to	PART
cana-1906	106	5	train	train	VERB
cana-1906	106	6	themselves	themselves	PRON
cana-1906	106	7	.	.	PUNCT
cana-1906	107	1	rl	rl	ADP
cana-1906	107	2	model	model	PROPN
cana-1906	107	3	makes	make	VERB
cana-1906	107	4	use	use	NOUN
cana-1906	107	5	of	of	ADP
cana-1906	107	6	inputted	inputte	VERB
cana-1906	107	7	data	datum	NOUN
cana-1906	107	8	only	only	ADV
cana-1906	107	9	and	and	CCONJ
cana-1906	107	10	then	then	ADV
cana-1906	107	11	the	the	DET
cana-1906	107	12	corresponding	corresponding	ADJ
cana-1906	107	13	action	action	NOUN
cana-1906	107	14	is	be	AUX
cana-1906	107	15	taken	take	VERB
cana-1906	107	16	depending	depend	VERB
cana-1906	107	17	upon	upon	SCONJ
cana-1906	107	18	the	the	DET
cana-1906	107	19	situation	situation	NOUN
cana-1906	107	20	without	without	ADP
cana-1906	107	21	having	have	VERB
cana-1906	107	22	prior	prior	ADJ
cana-1906	107	23	knowledge	knowledge	NOUN
cana-1906	107	24	.	.	PUNCT
cana-1906	108	1	feedback	feedback	NOUN
cana-1906	108	2	is	be	AUX
cana-1906	108	3	given	give	VERB
cana-1906	108	4	to	to	ADP
cana-1906	108	5	themselves	themselves	PRON
cana-1906	108	6	only	only	ADV
cana-1906	108	7	to	to	PART
cana-1906	108	8	improve	improve	VERB
cana-1906	108	9	its	its	PRON
cana-1906	108	10	accuracy	accuracy	NOUN
cana-1906	108	11	.	.	PUNCT
cana-1906	109	1	an	an	DET
cana-1906	109	2	rl	rl	NOUN
cana-1906	109	3	technique	technique	NOUN
cana-1906	109	4	is	be	AUX
cana-1906	109	5	of	of	ADP
cana-1906	109	6	much	much	ADJ
cana-1906	109	7	interest	interest	NOUN
cana-1906	109	8	in	in	ADP
cana-1906	109	9	the	the	DET
cana-1906	109	10	authentication	authentication	NOUN
cana-1906	109	11	domain.the	domain.the	DET
cana-1906	109	12	figure	figure	NOUN
cana-1906	109	13	3	3	NUM
cana-1906	109	14	shows	show	VERB
cana-1906	109	15	the	the	DET
cana-1906	109	16	various	various	ADJ
cana-1906	109	17	machine	machine	NOUN
cana-1906	109	18	algorithms	algorithm	NOUN
cana-1906	109	19	and	and	CCONJ
cana-1906	109	20	their	their	PRON
cana-1906	109	21	applications	application	NOUN
cana-1906	109	22	in	in	ADP
cana-1906	109	23	the	the	DET
cana-1906	109	24	security	security	NOUN
cana-1906	109	25	domain	domain	NOUN
cana-1906	109	26	.	.	PUNCT
cana-1906	110	1	figure	figure	VERB
cana-1906	110	2	4	4	NUM
cana-1906	110	3	:	:	PUNCT
cana-1906	110	4	machine	machine	NOUN
cana-1906	110	5	learning	learn	VERB
cana-1906	110	6	algorithms	algorithm	NOUN
cana-1906	110	7	in	in	ADP
cana-1906	110	8	security	security	NOUN
cana-1906	110	9	domain	domain	NOUN
cana-1906	110	10	next	next	ADP
cana-1906	110	11	the	the	DET
cana-1906	110	12	analysis	analysis	NOUN
cana-1906	110	13	of	of	ADP
cana-1906	110	14	various	various	ADJ
cana-1906	110	15	supervised	supervised	ADJ
cana-1906	110	16	learning	learning	NOUN
cana-1906	110	17	models	model	NOUN
cana-1906	110	18	and	and	CCONJ
cana-1906	110	19	unsupervised	unsupervised	ADJ
cana-1906	110	20	learning	learning	NOUN
cana-1906	110	21	models	model	NOUN
cana-1906	110	22	for	for	ADP
cana-1906	110	23	adaptive	adaptive	ADJ
cana-1906	110	24	authentication	authentication	NOUN
cana-1906	110	25	is	be	AUX
cana-1906	110	26	done	do	VERB
cana-1906	110	27	.	.	PUNCT
cana-1906	111	1	a	a	DET
cana-1906	111	2	)	)	PUNCT
cana-1906	111	3	support	support	NOUN
cana-1906	111	4	vector	vector	NOUN
cana-1906	111	5	machines	machine	NOUN
cana-1906	111	6	(	(	PUNCT
cana-1906	111	7	svm	svm	PROPN
cana-1906	111	8	):	):	PUNCT
cana-1906	111	9	the	the	DET
cana-1906	111	10	svms	svms	NOUN
cana-1906	111	11	are	be	AUX
cana-1906	111	12	supervised	supervised	ADJ
cana-1906	111	13	models	model	NOUN
cana-1906	111	14	and	and	CCONJ
cana-1906	111	15	is	be	AUX
cana-1906	111	16	a	a	DET
cana-1906	111	17	classification	classification	NOUN
cana-1906	111	18	technique	technique	NOUN
cana-1906	111	19	.	.	PUNCT
cana-1906	112	1	the	the	DET
cana-1906	112	2	data	data	NOUN
cana-1906	112	3	attributes	attribute	NOUN
cana-1906	112	4	are	be	AUX
cana-1906	112	5	divided	divide	VERB
cana-1906	112	6	into	into	ADP
cana-1906	112	7	two	two	NUM
cana-1906	112	8	or	or	CCONJ
cana-1906	112	9	more	more	ADJ
cana-1906	112	10	classes	class	NOUN
cana-1906	112	11	by	by	ADP
cana-1906	112	12	a	a	DET
cana-1906	112	13	hyper	hyper	ADJ
cana-1906	112	14	plane	plane	NOUN
cana-1906	112	15	in	in	ADP
cana-1906	112	16	such	such	DET
cana-1906	112	17	a	a	DET
cana-1906	112	18	way	way	NOUN
cana-1906	112	19	that	that	SCONJ
cana-1906	112	20	there	there	PRON
cana-1906	112	21	is	be	VERB
cana-1906	112	22	maximum	maximum	ADJ
cana-1906	112	23	gap	gap	NOUN
cana-1906	112	24	between	between	ADP
cana-1906	112	25	the	the	DET
cana-1906	112	26	two	two	NUM
cana-1906	112	27	classes	class	NOUN
cana-1906	112	28	[	[	X
cana-1906	112	29	7	7	NUM
cana-1906	112	30	]	]	PUNCT
cana-1906	112	31	.	.	PUNCT
cana-1906	113	1	the	the	DET
cana-1906	113	2	svms	svms	NOUN
cana-1906	113	3	are	be	AUX
cana-1906	113	4	notable	notable	ADJ
cana-1906	113	5	for	for	ADP
cana-1906	113	6	their	their	PRON
cana-1906	113	7	prediction	prediction	NOUN
cana-1906	113	8	model	model	NOUN
cana-1906	113	9	accuracy	accuracy	NOUN
cana-1906	113	10	while	while	SCONJ
cana-1906	113	11	dealing	deal	VERB
cana-1906	113	12	with	with	ADP
cana-1906	113	13	the	the	DET
cana-1906	113	14	visual	visual	ADJ
cana-1906	113	15	data	datum	NOUN
cana-1906	113	16	[	[	X
cana-1906	113	17	8	8	NUM
cana-1906	113	18	]	]	PUNCT
cana-1906	113	19	.	.	PUNCT
cana-1906	114	1	svms	svms	NOUN
cana-1906	114	2	are	be	AUX
cana-1906	114	3	mostly	mostly	ADV
cana-1906	114	4	used	use	VERB
cana-1906	114	5	for	for	ADP
cana-1906	114	6	the	the	DET
cana-1906	114	7	dataset	dataset	NOUN
cana-1906	114	8	with	with	ADP
cana-1906	114	9	fewer	few	ADJ
cana-1906	114	10	data	datum	NOUN
cana-1906	114	11	samples	sample	NOUN
cana-1906	114	12	but	but	CCONJ
cana-1906	114	13	a	a	DET
cana-1906	114	14	large	large	ADJ
cana-1906	114	15	number	number	NOUN
cana-1906	114	16	of	of	ADP
cana-1906	114	17	data	data	NOUN
cana-1906	114	18	features	feature	NOUN
cana-1906	114	19	.	.	PUNCT
cana-1906	115	1	svm	svm	PROPN
cana-1906	115	2	is	be	AUX
cana-1906	115	3	used	use	VERB
cana-1906	115	4	in	in	ADP
cana-1906	115	5	security	security	NOUN
cana-1906	115	6	applications	application	NOUN
cana-1906	115	7	to	to	PART
cana-1906	115	8	detect	detect	VERB
cana-1906	115	9	network	network	NOUN
cana-1906	115	10	intrusion	intrusion	NOUN
cana-1906	116	1	[	[	X
cana-1906	116	2	9	9	X
cana-1906	116	3	]	]	PUNCT
cana-1906	116	4	and	and	CCONJ
cana-1906	116	5	spoofing	spoof	VERB
cana-1906	116	6	attacks	attack	NOUN
cana-1906	116	7	.	.	PUNCT
cana-1906	117	1	b	b	X
cana-1906	117	2	)	)	PUNCT
cana-1906	117	3	bayesian	bayesian	NOUN
cana-1906	117	4	algorithms	algorithm	NOUN
cana-1906	117	5	:	:	PUNCT
cana-1906	117	6	bayesian	bayesian	NOUN
cana-1906	117	7	algorithms	algorithm	NOUN
cana-1906	117	8	are	be	AUX
cana-1906	117	9	based	base	VERB
cana-1906	117	10	on	on	ADP
cana-1906	117	11	the	the	DET
cana-1906	117	12	bayes	bayes	NOUN
cana-1906	117	13	’	'	PUNCT
cana-1906	117	14	theorem	theorem	VERB
cana-1906	117	15	.	.	PUNCT
cana-1906	118	1	it	it	PRON
cana-1906	118	2	is	be	AUX
cana-1906	118	3	statistical	statistical	ADJ
cana-1906	118	4	model	model	NOUN
cana-1906	118	5	that	that	PRON
cana-1906	118	6	calculates	calculate	VERB
cana-1906	118	7	the	the	DET
cana-1906	118	8	probability	probability	NOUN
cana-1906	118	9	of	of	ADP
cana-1906	118	10	the	the	DET
cana-1906	118	11	event	event	NOUN
cana-1906	118	12	by	by	ADP
cana-1906	118	13	considering	consider	VERB
cana-1906	118	14	the	the	DET
cana-1906	118	15	previous	previous	ADJ
cana-1906	118	16	behavior	behavior	NOUN
cana-1906	118	17	of	of	ADP
cana-1906	118	18	that	that	DET
cana-1906	118	19	event	event	NOUN
cana-1906	118	20	.	.	PUNCT
cana-1906	119	1	the	the	DET
cana-1906	119	2	most	most	ADV
cana-1906	119	3	common	common	ADJ
cana-1906	119	4	ml	ml	NOUN
cana-1906	119	5	algorithm	algorithm	NOUN
cana-1906	119	6	based	base	VERB
cana-1906	119	7	on	on	ADP
cana-1906	119	8	the	the	DET
cana-1906	119	9	bayesian	bayesian	NOUN
cana-1906	119	10	theorem	theorem	NOUN
cana-1906	119	11	is	be	AUX
cana-1906	119	12	the	the	DET
cana-1906	119	13	naïve	naïve	ADJ
cana-1906	119	14	bayes	bayes	NOUN
cana-1906	119	15	(	(	PUNCT
cana-1906	119	16	nb	nb	NOUN
cana-1906	119	17	)	)	PUNCT
cana-1906	119	18	algorithm	algorithm	NOUN
cana-1906	119	19	.	.	PUNCT
cana-1906	120	1	the	the	DET
cana-1906	120	2	nb	nb	PROPN
cana-1906	120	3	algorithm	algorithm	PROPN
cana-1906	120	4	is	be	AUX
cana-1906	120	5	notable	notable	ADJ
cana-1906	120	6	for	for	ADP
cana-1906	120	7	its	its	PRON
cana-1906	120	8	simplicity	simplicity	NOUN
cana-1906	120	9	.	.	PUNCT
cana-1906	121	1	it	it	PRON
cana-1906	121	2	calculates	calculate	VERB
cana-1906	121	3	posterior	posterior	ADJ
cana-1906	121	4	probability	probability	NOUN
cana-1906	121	5	and	and	CCONJ
cana-1906	121	6	then	then	ADV
cana-1906	121	7	uses	use	VERB
cana-1906	121	8	the	the	DET
cana-1906	121	9	bayesian	bayesian	NOUN
cana-1906	121	10	theorem	theorem	VERB
cana-1906	121	11	,	,	PUNCT
cana-1906	121	12	to	to	PART
cana-1906	121	13	label	label	VERB
cana-1906	121	14	an	an	DET
cana-1906	121	15	unlabeled	unlabeled	ADJ
cana-1906	121	16	input	input	NOUN
cana-1906	121	17	.	.	PUNCT
cana-1906	122	1	nb	nb	INTJ
cana-1906	122	2	algorithm	algorithm	PROPN
cana-1906	122	3	i	i	PRON
cana-1906	122	4	can	can	AUX
cana-1906	122	5	be	be	AUX
cana-1906	122	6	used	use	VERB
cana-1906	122	7	in	in	ADP
cana-1906	122	8	network	network	NOUN
cana-1906	122	9	intrusion	intrusion	NOUN
cana-1906	122	10	detection	detection	NOUN
cana-1906	123	1	[	[	X
cana-1906	123	2	10	10	NUM
cana-1906	123	3	]	]	PUNCT
cana-1906	123	4	.	.	PUNCT
cana-1906	124	1	c	c	X
cana-1906	124	2	)	)	PUNCT
cana-1906	124	3	k	k	NOUN
cana-1906	124	4	-	-	PUNCT
cana-1906	124	5	nearest	near	ADJ
cana-1906	124	6	neighbors	neighbor	NOUN
cana-1906	124	7	(	(	PUNCT
cana-1906	124	8	knn	knn	PROPN
cana-1906	124	9	):	):	PUNCT
cana-1906	124	10	knn	knn	PROPN
cana-1906	124	11	is	be	AUX
cana-1906	124	12	a	a	DET
cana-1906	124	13	simplified	simplify	VERB
cana-1906	124	14	supervised	supervised	ADJ
cana-1906	124	15	ml	ml	NOUN
cana-1906	124	16	algorithm	algorithm	NOUN
cana-1906	124	17	that	that	PRON
cana-1906	124	18	can	can	AUX
cana-1906	124	19	perform	perform	VERB
cana-1906	124	20	both	both	DET
cana-1906	124	21	classification	classification	NOUN
cana-1906	124	22	and	and	CCONJ
cana-1906	124	23	regression	regression	NOUN
cana-1906	124	24	.	.	PUNCT
cana-1906	125	1	in	in	ADP
cana-1906	125	2	this	this	DET
cana-1906	125	3	algorithm	algorithm	NOUN
cana-1906	125	4	nearest	near	ADJ
cana-1906	125	5	neighbor	neighbor	NOUN
cana-1906	125	6	samples	sample	NOUN
cana-1906	125	7	are	be	AUX
cana-1906	125	8	assigned	assign	VERB
cana-1906	125	9	one	one	NUM
cana-1906	125	10	class	class	NOUN
cana-1906	125	11	comparing	compare	VERB
cana-1906	125	12	with	with	ADP
cana-1906	125	13	the	the	DET
cana-1906	125	14	unknown	unknown	ADJ
cana-1906	125	15	data.knn	data.knn	PROPN
cana-1906	125	16	algorithms	algorithm	NOUN
cana-1906	125	17	are	be	AUX
cana-1906	125	18	notable	notable	ADJ
cana-1906	125	19	for	for	ADP
cana-1906	125	20	dealing	deal	VERB
cana-1906	125	21	with	with	ADP
cana-1906	125	22	large	large	ADJ
cana-1906	125	23	datasets	dataset	NOUN
cana-1906	125	24	.	.	PUNCT
cana-1906	126	1	knn	knn	PROPN
cana-1906	126	2	is	be	AUX
cana-1906	126	3	used	use	VERB
cana-1906	126	4	to	to	PART
cana-1906	126	5	detect	detect	VERB
cana-1906	126	6	network	network	NOUN
cana-1906	126	7	intrusion	intrusion	NOUN
cana-1906	127	1	[	[	X
cana-1906	127	2	11	11	NUM
cana-1906	127	3	]	]	PUNCT
cana-1906	127	4	and	and	CCONJ
cana-1906	127	5	malware	malware	NOUN
cana-1906	127	6	[	[	X
cana-1906	127	7	12	12	NUM
cana-1906	127	8	]	]	PUNCT
cana-1906	127	9	detection	detection	NOUN
cana-1906	127	10	.	.	PUNCT
cana-1906	128	1	d	d	X
cana-1906	128	2	)	)	PUNCT
cana-1906	128	3	artificial	artificial	ADJ
cana-1906	128	4	neural	neural	ADJ
cana-1906	128	5	network	network	NOUN
cana-1906	128	6	(	(	PUNCT
cana-1906	128	7	ann	ann	PROPN
cana-1906	128	8	):	):	PUNCT
cana-1906	128	9	anns	anns	PROPN
cana-1906	128	10	are	be	AUX
cana-1906	128	11	the	the	DET
cana-1906	128	12	interconnection	interconnection	NOUN
cana-1906	128	13	of	of	ADP
cana-1906	128	14	numerous	numerous	ADJ
cana-1906	128	15	processing	processing	NOUN
cana-1906	128	16	elements	element	NOUN
cana-1906	128	17	like	like	ADP
cana-1906	128	18	the	the	DET
cana-1906	128	19	biological	biological	ADJ
cana-1906	128	20	neural	neural	ADJ
cana-1906	128	21	network	network	NOUN
cana-1906	128	22	of	of	ADP
cana-1906	128	23	the	the	DET
cana-1906	128	24	brain	brain	NOUN
cana-1906	128	25	.	.	PUNCT
cana-1906	129	1	it	it	PRON
cana-1906	129	2	consists	consist	VERB
cana-1906	129	3	of	of	ADP
cana-1906	129	4	an	an	DET
cana-1906	129	5	input	input	NOUN
cana-1906	129	6	layer	layer	NOUN
cana-1906	129	7	,	,	PUNCT
cana-1906	129	8	an	an	DET
cana-1906	129	9	output	output	NOUN
cana-1906	129	10	layer	layer	NOUN
cana-1906	129	11	,	,	PUNCT
cana-1906	129	12	and	and	CCONJ
cana-1906	129	13	any	any	DET
cana-1906	129	14	number	number	NOUN
cana-1906	129	15	of	of	ADP
cana-1906	129	16	hidden	hidden	ADJ
cana-1906	129	17	layers	layer	NOUN
cana-1906	129	18	in	in	ADP
cana-1906	129	19	the	the	DET
cana-1906	129	20	network	network	NOUN
cana-1906	129	21	,	,	PUNCT
cana-1906	129	22	it	it	PRON
cana-1906	129	23	creates	create	VERB
cana-1906	129	24	the	the	DET
cana-1906	129	25	classes	class	NOUN
cana-1906	129	26	of	of	ADP
cana-1906	129	27	input	input	NOUN
cana-1906	129	28	data	datum	NOUN
cana-1906	129	29	based	base	VERB
cana-1906	129	30	on	on	ADP
cana-1906	129	31	the	the	DET
cana-1906	129	32	bias	bias	NOUN
cana-1906	129	33	.	.	PUNCT
cana-1906	130	1	the	the	DET
cana-1906	130	2	researchers	researcher	NOUN
cana-1906	130	3	of	of	ADP
cana-1906	130	4	[	[	X
cana-1906	130	5	13	13	NUM
cana-1906	130	6	]	]	PUNCT
cana-1906	130	7	proposed	propose	VERB
cana-1906	130	8	the	the	DET
cana-1906	130	9	ann	ann	PROPN
cana-1906	130	10	approach	approach	NOUN
cana-1906	130	11	to	to	PART
cana-1906	130	12	secure	secure	VERB
cana-1906	130	13	iot	iot	ADJ
cana-1906	130	14	communications	communication	NOUN
cana-1906	130	15	.	.	PUNCT
cana-1906	131	1	communications	communication	NOUN
cana-1906	131	2	on	on	ADP
cana-1906	131	3	applied	apply	VERB
cana-1906	131	4	nonlinear	nonlinear	ADJ
cana-1906	131	5	analysis	analysis	NOUN
cana-1906	131	6	issn	issn	NOUN
cana-1906	131	7	:	:	PUNCT
cana-1906	131	8	1074	1074	NUM
cana-1906	131	9	-	-	PUNCT
cana-1906	131	10	133x	133x	NUM
cana-1906	131	11	vol	vol	NOUN
cana-1906	131	12	32	32	NUM
cana-1906	131	13	no	no	NOUN
cana-1906	131	14	.	.	NOUN
cana-1906	131	15	2	2	NUM
cana-1906	131	16	(	(	PUNCT
cana-1906	131	17	2025	2025	NUM
cana-1906	131	18	)	)	PUNCT
cana-1906	132	1	46	46	NUM
cana-1906	132	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	132	3	e	e	X
cana-1906	132	4	)	)	PUNCT
cana-1906	132	5	ensemble	ensemble	ADJ
cana-1906	132	6	learning	learning	NOUN
cana-1906	132	7	(	(	PUNCT
cana-1906	132	8	el	el	NOUN
cana-1906	132	9	):	):	PUNCT
cana-1906	132	10	ensemble	ensemble	ADJ
cana-1906	132	11	learning	learning	NOUN
cana-1906	132	12	is	be	AUX
cana-1906	132	13	the	the	DET
cana-1906	132	14	most	most	ADV
cana-1906	132	15	used	used	ADJ
cana-1906	132	16	ml	ml	NOUN
cana-1906	132	17	techniques	technique	NOUN
cana-1906	132	18	nowadays	nowadays	ADV
cana-1906	132	19	.	.	PUNCT
cana-1906	133	1	el	el	PROPN
cana-1906	133	2	produces	produce	VERB
cana-1906	133	3	a	a	DET
cana-1906	133	4	collective	collective	ADJ
cana-1906	133	5	output	output	NOUN
cana-1906	133	6	by	by	ADP
cana-1906	133	7	combining	combine	VERB
cana-1906	133	8	a	a	DET
cana-1906	133	9	lot	lot	NOUN
cana-1906	133	10	of	of	ADP
cana-1906	133	11	classification	classification	NOUN
cana-1906	133	12	and	and	CCONJ
cana-1906	133	13	regression	regression	NOUN
cana-1906	133	14	models	model	NOUN
cana-1906	133	15	to	to	PART
cana-1906	133	16	enhance	enhance	VERB
cana-1906	133	17	the	the	DET
cana-1906	133	18	performance	performance	NOUN
cana-1906	133	19	and	and	CCONJ
cana-1906	133	20	accuracy	accuracy	NOUN
cana-1906	133	21	of	of	ADP
cana-1906	133	22	result	result	NOUN
cana-1906	133	23	[	[	X
cana-1906	133	24	14	14	NUM
cana-1906	133	25	]	]	PUNCT
cana-1906	133	26	.	.	PUNCT
cana-1906	134	1	each	each	DET
cana-1906	134	2	algorithm	algorithm	NOUN
cana-1906	134	3	in	in	ADP
cana-1906	134	4	ml	ml	PROPN
cana-1906	134	5	has	have	VERB
cana-1906	134	6	limited	limit	VERB
cana-1906	134	7	accuracy	accuracy	NOUN
cana-1906	134	8	and	and	CCONJ
cana-1906	134	9	suitable	suitable	ADJ
cana-1906	134	10	for	for	ADP
cana-1906	134	11	specific	specific	ADJ
cana-1906	134	12	types	type	NOUN
cana-1906	134	13	of	of	ADP
cana-1906	134	14	applications	application	NOUN
cana-1906	134	15	and	and	CCONJ
cana-1906	134	16	specific	specific	ADJ
cana-1906	134	17	datasets	dataset	NOUN
cana-1906	134	18	.	.	PUNCT
cana-1906	135	1	ensemble	ensemble	ADJ
cana-1906	135	2	learning	learning	NOUN
cana-1906	135	3	takes	take	VERB
cana-1906	135	4	advantage	advantage	NOUN
cana-1906	135	5	of	of	ADP
cana-1906	135	6	all	all	PRON
cana-1906	135	7	by	by	ADP
cana-1906	135	8	combining	combine	VERB
cana-1906	135	9	different	different	ADJ
cana-1906	135	10	algorithms	algorithm	NOUN
cana-1906	135	11	together	together	ADV
cana-1906	135	12	to	to	PART
cana-1906	135	13	cover	cover	VERB
cana-1906	135	14	most	most	ADJ
cana-1906	135	15	of	of	ADP
cana-1906	135	16	the	the	DET
cana-1906	135	17	aspects	aspect	NOUN
cana-1906	135	18	and	and	CCONJ
cana-1906	135	19	achieve	achieve	VERB
cana-1906	135	20	greater	great	ADJ
cana-1906	135	21	accuracy	accuracy	NOUN
cana-1906	135	22	.	.	PUNCT
cana-1906	136	1	researchers	researcher	NOUN
cana-1906	136	2	are	be	AUX
cana-1906	136	3	using	use	VERB
cana-1906	136	4	ensemble	ensemble	ADJ
cana-1906	136	5	learning	learning	NOUN
cana-1906	136	6	models	model	NOUN
cana-1906	136	7	to	to	PART
cana-1906	136	8	achieve	achieve	VERB
cana-1906	136	9	greater	great	ADJ
cana-1906	136	10	accuracy	accuracy	NOUN
cana-1906	136	11	in	in	ADP
cana-1906	136	12	their	their	PRON
cana-1906	136	13	models	model	NOUN
cana-1906	136	14	.	.	PUNCT
cana-1906	137	1	f	f	X
cana-1906	137	2	)	)	PUNCT
cana-1906	137	3	principal	principal	ADJ
cana-1906	137	4	component	component	NOUN
cana-1906	137	5	analysis	analysis	NOUN
cana-1906	137	6	(	(	PUNCT
cana-1906	137	7	pca	pca	NOUN
cana-1906	137	8	)	)	PUNCT
cana-1906	137	9	pca	pca	PROPN
cana-1906	137	10	is	be	AUX
cana-1906	137	11	a	a	DET
cana-1906	137	12	dimensionality	dimensionality	NOUN
cana-1906	137	13	(	(	PUNCT
cana-1906	137	14	feature	feature	NOUN
cana-1906	137	15	)	)	PUNCT
cana-1906	137	16	reduction	reduction	NOUN
cana-1906	137	17	tool	tool	NOUN
cana-1906	137	18	which	which	PRON
cana-1906	137	19	can	can	AUX
cana-1906	137	20	be	be	AUX
cana-1906	137	21	applied	apply	VERB
cana-1906	137	22	to	to	ADP
cana-1906	137	23	a	a	DET
cana-1906	137	24	large	large	ADJ
cana-1906	137	25	dataset	dataset	NOUN
cana-1906	137	26	of	of	ADP
cana-1906	137	27	different	different	ADJ
cana-1906	137	28	features	feature	NOUN
cana-1906	137	29	to	to	PART
cana-1906	137	30	reduce	reduce	VERB
cana-1906	137	31	them	they	PRON
cana-1906	137	32	without	without	ADP
cana-1906	137	33	losing	lose	VERB
cana-1906	137	34	the	the	DET
cana-1906	137	35	original	original	ADJ
cana-1906	137	36	information	information	NOUN
cana-1906	137	37	.	.	PUNCT
cana-1906	138	1	pca	pca	PROPN
cana-1906	138	2	uses	use	VERB
cana-1906	138	3	the	the	DET
cana-1906	138	4	orthogonality	orthogonality	NOUN
cana-1906	138	5	method	method	NOUN
cana-1906	138	6	to	to	PART
cana-1906	138	7	make	make	VERB
cana-1906	138	8	input	input	NOUN
cana-1906	138	9	vectors	vector	NOUN
cana-1906	138	10	uncorrelated	uncorrelate	VERB
cana-1906	138	11	with	with	ADP
cana-1906	138	12	each	each	DET
cana-1906	138	13	other	other	ADJ
cana-1906	138	14	.	.	PUNCT
cana-1906	139	1	it	it	PRON
cana-1906	139	2	removes	remove	VERB
cana-1906	139	3	the	the	DET
cana-1906	139	4	vectors	vector	NOUN
cana-1906	139	5	which	which	PRON
cana-1906	139	6	are	be	AUX
cana-1906	139	7	rarely	rarely	ADV
cana-1906	139	8	needed	need	VERB
cana-1906	139	9	.	.	PUNCT
cana-1906	140	1	it	it	PRON
cana-1906	140	2	involves	involve	VERB
cana-1906	140	3	the	the	DET
cana-1906	140	4	conversion	conversion	NOUN
cana-1906	140	5	of	of	ADP
cana-1906	140	6	correlated	correlate	VERB
cana-1906	140	7	features	feature	NOUN
cana-1906	140	8	into	into	ADP
cana-1906	140	9	reduced	reduced	ADJ
cana-1906	140	10	and	and	CCONJ
cana-1906	140	11	uncorrelated	uncorrelated	ADJ
cana-1906	140	12	features	feature	NOUN
cana-1906	140	13	[	[	X
cana-1906	140	14	15	15	NUM
cana-1906	140	15	]	]	PUNCT
cana-1906	140	16	.	.	PUNCT
cana-1906	141	1	these	these	DET
cana-1906	141	2	uncorrelated	uncorrelated	ADJ
cana-1906	141	3	features	feature	NOUN
cana-1906	141	4	are	be	AUX
cana-1906	141	5	called	call	VERB
cana-1906	141	6	principal	principal	ADJ
cana-1906	141	7	components	component	NOUN
cana-1906	141	8	.	.	PUNCT
cana-1906	142	1	researchers	researcher	NOUN
cana-1906	142	2	use	use	VERB
cana-1906	142	3	the	the	DET
cana-1906	142	4	pca	pca	NOUN
cana-1906	142	5	technique	technique	NOUN
cana-1906	142	6	tin	tin	NOUN
cana-1906	142	7	realtime	realtime	NOUN
cana-1906	142	8	applications	application	NOUN
cana-1906	142	9	for	for	ADP
cana-1906	142	10	intrusion	intrusion	NOUN
cana-1906	142	11	detection	detection	NOUN
cana-1906	142	12	.	.	PUNCT
cana-1906	143	1	g	g	NOUN
cana-1906	143	2	)	)	PUNCT
cana-1906	143	3	k	k	NOUN
cana-1906	143	4	-	-	PUNCT
cana-1906	143	5	means	mean	VERB
cana-1906	143	6	clustering	clustering	NOUN
cana-1906	143	7	:	:	PUNCT
cana-1906	143	8	k	k	X
cana-1906	143	9	-	-	PUNCT
cana-1906	143	10	means	mean	VERB
cana-1906	143	11	clustering	clustering	NOUN
cana-1906	143	12	is	be	AUX
cana-1906	143	13	the	the	DET
cana-1906	143	14	most	most	ADV
cana-1906	143	15	common	common	ADJ
cana-1906	143	16	approach	approach	NOUN
cana-1906	143	17	of	of	ADP
cana-1906	143	18	unsupervised	unsupervised	ADJ
cana-1906	143	19	ml	ml	NOUN
cana-1906	143	20	.	.	PUNCT
cana-1906	144	1	this	this	DET
cana-1906	144	2	technique	technique	NOUN
cana-1906	144	3	creates	create	VERB
cana-1906	144	4	k	k	PROPN
cana-1906	144	5	clusters	cluster	NOUN
cana-1906	144	6	for	for	ADP
cana-1906	144	7	data	datum	NOUN
cana-1906	144	8	items	item	NOUN
cana-1906	144	9	.	.	PUNCT
cana-1906	145	1	the	the	DET
cana-1906	145	2	clusters	cluster	NOUN
cana-1906	145	3	are	be	AUX
cana-1906	145	4	generally	generally	ADV
cana-1906	145	5	distance	distance	NOUN
cana-1906	145	6	-	-	PUNCT
cana-1906	145	7	based	base	VERB
cana-1906	145	8	.	.	PUNCT
cana-1906	146	1	the	the	DET
cana-1906	146	2	k	k	NOUN
cana-1906	146	3	-	-	PUNCT
cana-1906	146	4	means	means	NOUN
cana-1906	146	5	clustering	clustering	NOUN
cana-1906	146	6	can	can	AUX
cana-1906	146	7	be	be	AUX
cana-1906	146	8	used	use	VERB
cana-1906	146	9	for	for	ADP
cana-1906	146	10	anomaly	anomaly	NOUN
cana-1906	146	11	detection	detection	NOUN
cana-1906	146	12	which	which	PRON
cana-1906	146	13	can	can	AUX
cana-1906	146	14	be	be	AUX
cana-1906	146	15	done	do	VERB
cana-1906	146	16	by	by	ADP
cana-1906	146	17	distinguishing	distinguish	VERB
cana-1906	146	18	between	between	ADP
cana-1906	146	19	abnormal	abnormal	ADJ
cana-1906	146	20	and	and	CCONJ
cana-1906	146	21	normal	normal	ADJ
cana-1906	146	22	behavior	behavior	NOUN
cana-1906	146	23	of	of	ADP
cana-1906	146	24	data	datum	NOUN
cana-1906	146	25	using	use	VERB
cana-1906	146	26	numbers	number	NOUN
cana-1906	146	27	of	of	ADP
cana-1906	146	28	similar	similar	ADJ
cana-1906	146	29	features	feature	NOUN
cana-1906	146	30	.	.	PUNCT
cana-1906	147	1	however	however	ADV
cana-1906	147	2	,	,	PUNCT
cana-1906	147	3	the	the	DET
cana-1906	147	4	performance	performance	NOUN
cana-1906	147	5	of	of	ADP
cana-1906	147	6	k	k	NOUN
cana-1906	147	7	-	-	PUNCT
cana-1906	147	8	means	mean	VERB
cana-1906	147	9	clustering	clustering	NOUN
cana-1906	147	10	is	be	AUX
cana-1906	147	11	not	not	PART
cana-1906	147	12	so	so	ADV
cana-1906	147	13	effective	effective	ADJ
cana-1906	147	14	as	as	SCONJ
cana-1906	147	15	compared	compare	VERB
cana-1906	147	16	to	to	ADP
cana-1906	147	17	supervised	supervised	ADJ
cana-1906	147	18	ml	ml	NOUN
cana-1906	147	19	models	model	NOUN
cana-1906	147	20	[	[	X
cana-1906	147	21	16	16	NUM
cana-1906	147	22	]	]	PUNCT
cana-1906	147	23	.	.	PUNCT
cana-1906	148	1	generally	generally	ADV
cana-1906	148	2	,	,	PUNCT
cana-1906	148	3	the	the	DET
cana-1906	148	4	unsupervised	unsupervised	ADJ
cana-1906	148	5	ml	ml	NOUN
cana-1906	148	6	models	model	NOUN
cana-1906	148	7	are	be	AUX
cana-1906	148	8	used	use	VERB
cana-1906	148	9	where	where	SCONJ
cana-1906	148	10	the	the	DET
cana-1906	148	11	labeling	labeling	NOUN
cana-1906	148	12	of	of	ADP
cana-1906	148	13	input	input	NOUN
cana-1906	148	14	data	datum	NOUN
cana-1906	148	15	is	be	AUX
cana-1906	148	16	almost	almost	ADV
cana-1906	148	17	impossible	impossible	ADJ
cana-1906	148	18	.	.	PUNCT
cana-1906	149	1	the	the	DET
cana-1906	149	2	working	work	VERB
cana-1906	149	3	principle	principle	NOUN
cana-1906	149	4	,	,	PUNCT
cana-1906	149	5	advantages	advantage	NOUN
cana-1906	149	6	,	,	PUNCT
cana-1906	149	7	disadvantages	disadvantage	NOUN
cana-1906	149	8	and	and	CCONJ
cana-1906	149	9	applications	application	NOUN
cana-1906	149	10	of	of	ADP
cana-1906	149	11	above	above	ADP
cana-1906	149	12	mentioned	mention	VERB
cana-1906	149	13	learning	learn	VERB
cana-1906	149	14	algorithms	algorithm	NOUN
cana-1906	149	15	are	be	AUX
cana-1906	149	16	represented	represent	VERB
cana-1906	149	17	in	in	ADP
cana-1906	149	18	tabular	tabular	NOUN
cana-1906	149	19	form	form	NOUN
cana-1906	149	20	in	in	ADP
cana-1906	149	21	table	table	NOUN
cana-1906	149	22	2.and	2.and	NUM
cana-1906	149	23	table	table	NOUN
cana-1906	149	24	3	3	NUM
cana-1906	149	25	.	.	PUNCT
cana-1906	149	26	table	table	NOUN
cana-1906	149	27	2	2	NUM
cana-1906	149	28	:	:	PUNCT
cana-1906	149	29	machine	machine	NOUN
cana-1906	149	30	learning	learn	VERB
cana-1906	149	31	algorithms	algorithms	NOUN
cana-1906	149	32	models	model	NOUN
cana-1906	149	33	supervised	supervise	VERB
cana-1906	149	34	and	and	CCONJ
cana-1906	149	35	unsupervised	unsupervised	ADJ
cana-1906	149	36	learning	learn	VERB
cana-1906	149	37	working	work	VERB
cana-1906	149	38	principle	principle	ADJ
cana-1906	149	39	advantages	advantage	NOUN
cana-1906	149	40	disadvantages	disadvantage	NOUN
cana-1906	149	41	svm	svm	PROPN
cana-1906	149	42	generates	generate	VERB
cana-1906	149	43	the	the	DET
cana-1906	149	44	classified	classified	ADJ
cana-1906	149	45	data	datum	NOUN
cana-1906	149	46	by	by	ADP
cana-1906	149	47	generating	generate	VERB
cana-1906	149	48	a	a	DET
cana-1906	149	49	hyperplane	hyperplane	NOUN
cana-1906	149	50	in	in	ADP
cana-1906	149	51	such	such	DET
cana-1906	149	52	a	a	DET
cana-1906	149	53	way	way	NOUN
cana-1906	149	54	that	that	PRON
cana-1906	149	55	distance	distance	NOUN
cana-1906	149	56	of	of	ADP
cana-1906	149	57	support	support	NOUN
cana-1906	149	58	vectors	vector	NOUN
cana-1906	149	59	with	with	ADP
cana-1906	149	60	hyperplane	hyperplane	NOUN
cana-1906	149	61	is	be	AUX
cana-1906	149	62	maximum	maximum	ADJ
cana-1906	149	63	.	.	PUNCT
cana-1906	150	1	notable	notable	ADJ
cana-1906	150	2	for	for	ADP
cana-1906	150	3	prediction	prediction	NOUN
cana-1906	150	4	of	of	ADP
cana-1906	150	5	visual	visual	ADJ
cana-1906	150	6	data	datum	NOUN
cana-1906	150	7	.	.	PUNCT
cana-1906	151	1	generalization	generalization	NOUN
cana-1906	151	2	capabilities	capability	NOUN
cana-1906	151	3	.	.	PUNCT
cana-1906	152	1	suitable	suitable	ADJ
cana-1906	152	2	for	for	ADP
cana-1906	152	3	data	datum	NOUN
cana-1906	152	4	with	with	ADP
cana-1906	152	5	more	more	ADJ
cana-1906	152	6	dimensions	dimension	NOUN
cana-1906	152	7	but	but	CCONJ
cana-1906	152	8	fewer	few	ADJ
cana-1906	152	9	data	datum	NOUN
cana-1906	152	10	points	point	NOUN
cana-1906	152	11	.	.	PUNCT
cana-1906	153	1	difficult	difficult	ADJ
cana-1906	153	2	to	to	PART
cana-1906	153	3	select	select	VERB
cana-1906	153	4	kernel	kernel	PROPN
cana-1906	153	5	version	version	NOUN
cana-1906	153	6	for	for	ADP
cana-1906	153	7	a	a	DET
cana-1906	153	8	specific	specific	ADJ
cana-1906	153	9	task	task	NOUN
cana-1906	153	10	.	.	PUNCT
cana-1906	154	1	difficult	difficult	ADJ
cana-1906	154	2	to	to	PART
cana-1906	154	3	comprehend	comprehend	VERB
cana-1906	154	4	.	.	PUNCT
cana-1906	155	1	nb	nb	PROPN
cana-1906	155	2	based	base	VERB
cana-1906	155	3	on	on	ADP
cana-1906	155	4	bayes	bayes	PROPN
cana-1906	155	5	theorem	theorem	VERB
cana-1906	155	6	posterior	posterior	ADJ
cana-1906	155	7	probability	probability	NOUN
cana-1906	155	8	is	be	AUX
cana-1906	155	9	calculated	calculate	VERB
cana-1906	155	10	to	to	PART
cana-1906	155	11	predict	predict	VERB
cana-1906	155	12	possibility	possibility	NOUN
cana-1906	155	13	of	of	ADP
cana-1906	155	14	a	a	DET
cana-1906	155	15	particular	particular	ADJ
cana-1906	155	16	feature	feature	NOUN
cana-1906	155	17	set	set	VERB
cana-1906	155	18	.	.	PUNCT
cana-1906	156	1	simple	simple	ADJ
cana-1906	156	2	less	less	ADJ
cana-1906	156	3	training	training	NOUN
cana-1906	156	4	data	datum	NOUN
cana-1906	156	5	sets	set	NOUN
cana-1906	156	6	are	be	AUX
cana-1906	156	7	required	require	VERB
cana-1906	156	8	.	.	PUNCT
cana-1906	157	1	assumes	assume	VERB
cana-1906	157	2	all	all	DET
cana-1906	157	3	features	feature	NOUN
cana-1906	157	4	are	be	AUX
cana-1906	157	5	independent	independent	ADJ
cana-1906	157	6	.	.	PUNCT
cana-1906	158	1	zero	zero	NUM
cana-1906	158	2	-	-	PUNCT
cana-1906	158	3	frequency	frequency	NOUN
cana-1906	158	4	problem	problem	NOUN
cana-1906	158	5	knn	knn	PROPN
cana-1906	158	6	distance	distance	NOUN
cana-1906	158	7	-	-	PUNCT
cana-1906	158	8	based	base	VERB
cana-1906	158	9	algorithm	algorithm	NOUN
cana-1906	158	10	.	.	PUNCT
cana-1906	159	1	lazy	lazy	ADJ
cana-1906	159	2	learner	learner	NOUN
cana-1906	159	3	easy	easy	ADJ
cana-1906	159	4	to	to	PART
cana-1906	159	5	implement	implement	VERB
cana-1906	159	6	does	do	AUX
cana-1906	159	7	not	not	PART
cana-1906	159	8	work	work	VERB
cana-1906	159	9	well	well	ADV
cana-1906	159	10	with	with	ADP
cana-1906	159	11	large	large	ADJ
cana-1906	159	12	data	datum	NOUN
cana-1906	159	13	set	set	VERB
cana-1906	159	14	and	and	CCONJ
cana-1906	159	15	communications	communication	NOUN
cana-1906	159	16	on	on	ADP
cana-1906	159	17	applied	apply	VERB
cana-1906	159	18	nonlinear	nonlinear	ADJ
cana-1906	159	19	analysis	analysis	NOUN
cana-1906	159	20	issn	issn	NOUN
cana-1906	159	21	:	:	PUNCT
cana-1906	159	22	1074	1074	NUM
cana-1906	159	23	-	-	PUNCT
cana-1906	159	24	133x	133x	NUM
cana-1906	159	25	vol	vol	NOUN
cana-1906	159	26	32	32	NUM
cana-1906	159	27	no	no	NOUN
cana-1906	159	28	.	.	NOUN
cana-1906	159	29	2	2	NUM
cana-1906	159	30	(	(	PUNCT
cana-1906	159	31	2025	2025	NUM
cana-1906	159	32	)	)	PUNCT
cana-1906	159	33	47	47	NUM
cana-1906	159	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	159	35	works	work	VERB
cana-1906	159	36	on	on	ADP
cana-1906	159	37	votes	vote	NOUN
cana-1906	159	38	for	for	ADP
cana-1906	159	39	the	the	DET
cana-1906	159	40	most	most	ADV
cana-1906	159	41	frequent	frequent	ADJ
cana-1906	159	42	label	label	NOUN
cana-1906	159	43	can	can	AUX
cana-1906	159	44	easily	easily	ADV
cana-1906	159	45	identify	identify	VERB
cana-1906	159	46	the	the	DET
cana-1906	159	47	intruder	intruder	NOUN
cana-1906	159	48	attack	attack	PROPN
cana-1906	159	49	high	high	ADJ
cana-1906	159	50	dimensions	dimension	NOUN
cana-1906	159	51	.	.	PUNCT
cana-1906	160	1	difficult	difficult	ADJ
cana-1906	160	2	to	to	PART
cana-1906	160	3	determine	determine	VERB
cana-1906	160	4	the	the	DET
cana-1906	160	5	optimal	optimal	ADJ
cana-1906	160	6	value	value	NOUN
cana-1906	160	7	of	of	ADP
cana-1906	160	8	k.	k.	PROPN
cana-1906	160	9	ann	ann	PROPN
cana-1906	160	10	attempt	attempt	NOUN
cana-1906	160	11	to	to	PART
cana-1906	160	12	simulate	simulate	VERB
cana-1906	160	13	the	the	DET
cana-1906	160	14	network	network	NOUN
cana-1906	160	15	of	of	ADP
cana-1906	160	16	neurons	neuron	NOUN
cana-1906	160	17	that	that	PRON
cana-1906	160	18	make	make	VERB
cana-1906	160	19	a	a	DET
cana-1906	160	20	human	human	ADJ
cana-1906	160	21	brain	brain	NOUN
cana-1906	160	22	creates	create	VERB
cana-1906	160	23	classes	class	NOUN
cana-1906	160	24	of	of	ADP
cana-1906	160	25	data	datum	NOUN
cana-1906	160	26	based	base	VERB
cana-1906	160	27	on	on	ADP
cana-1906	160	28	weight	weight	NOUN
cana-1906	160	29	and	and	CCONJ
cana-1906	160	30	bias	bias	NOUN
cana-1906	160	31	.	.	PUNCT
cana-1906	161	1	can	can	AUX
cana-1906	161	2	be	be	AUX
cana-1906	161	3	used	use	VERB
cana-1906	161	4	to	to	PART
cana-1906	161	5	model	model	VERB
cana-1906	161	6	non	non	ADJ
cana-1906	161	7	-	-	ADJ
cana-1906	161	8	linear	linear	ADJ
cana-1906	161	9	and	and	CCONJ
cana-1906	161	10	complex	complex	ADJ
cana-1906	161	11	relationships	relationship	NOUN
cana-1906	161	12	can	can	AUX
cana-1906	161	13	predict	predict	VERB
cana-1906	161	14	on	on	ADP
cana-1906	161	15	unseen	unseen	ADJ
cana-1906	161	16	data	datum	NOUN
cana-1906	161	17	more	more	ADV
cana-1906	161	18	hidden	hide	VERB
cana-1906	161	19	layers	layer	NOUN
cana-1906	161	20	require	require	VERB
cana-1906	161	21	more	more	ADJ
cana-1906	161	22	processing	processing	NOUN
cana-1906	161	23	power	power	NOUN
cana-1906	161	24	.	.	PUNCT
cana-1906	162	1	prediction	prediction	NOUN
cana-1906	162	2	problems	problem	NOUN
cana-1906	162	3	are	be	AUX
cana-1906	162	4	untraceable	untraceable	ADJ
cana-1906	162	5	el	el	PROPN
cana-1906	162	6	to	to	PART
cana-1906	162	7	group	group	NOUN
cana-1906	162	8	weak	weak	ADJ
cana-1906	162	9	learners	learner	NOUN
cana-1906	162	10	together	together	ADV
cana-1906	162	11	to	to	PART
cana-1906	162	12	form	form	VERB
cana-1906	162	13	a	a	DET
cana-1906	162	14	strong	strong	ADJ
cana-1906	162	15	learner	learner	NOUN
cana-1906	162	16	improves	improve	VERB
cana-1906	162	17	accuracy	accuracy	NOUN
cana-1906	162	18	difficult	difficult	ADJ
cana-1906	162	19	to	to	PART
cana-1906	162	20	interpret	interpret	VERB
cana-1906	162	21	increases	increase	NOUN
cana-1906	162	22	cost	cost	NOUN
cana-1906	162	23	pca	pca	PROPN
cana-1906	162	24	converts	convert	NOUN
cana-1906	162	25	the	the	DET
cana-1906	162	26	correlated	correlate	VERB
cana-1906	162	27	features	feature	NOUN
cana-1906	162	28	into	into	ADP
cana-1906	162	29	reduced	reduced	ADJ
cana-1906	162	30	number	number	NOUN
cana-1906	162	31	of	of	ADP
cana-1906	162	32	uncorrelated	uncorrelated	ADJ
cana-1906	162	33	features(principle	features(principle	PROPN
cana-1906	162	34	components	component	NOUN
cana-1906	162	35	)	)	PUNCT
cana-1906	162	36	reduces	reduce	VERB
cana-1906	162	37	overfitting	overfitting	NOUN
cana-1906	162	38	improves	improve	VERB
cana-1906	162	39	visualization	visualization	NOUN
cana-1906	162	40	information	information	NOUN
cana-1906	162	41	loss	loss	NOUN
cana-1906	162	42	may	may	AUX
cana-1906	162	43	happen	happen	VERB
cana-1906	162	44	needs	need	VERB
cana-1906	162	45	another	another	DET
cana-1906	162	46	ml	ml	NOUN
cana-1906	162	47	technique	technique	NOUN
cana-1906	162	48	to	to	PART
cana-1906	162	49	work	work	VERB
cana-1906	162	50	with	with	ADP
cana-1906	162	51	k	k	NOUN
cana-1906	162	52	-	-	PUNCT
cana-1906	162	53	means	means	NOUN
cana-1906	162	54	makes	make	VERB
cana-1906	162	55	clusters	cluster	NOUN
cana-1906	162	56	on	on	ADP
cana-1906	162	57	feature	feature	NOUN
cana-1906	162	58	similarity	similarity	NOUN
cana-1906	162	59	can	can	AUX
cana-1906	162	60	easily	easily	ADV
cana-1906	162	61	detect	detect	VERB
cana-1906	162	62	intrusion	intrusion	NOUN
cana-1906	162	63	because	because	SCONJ
cana-1906	162	64	of	of	ADP
cana-1906	162	65	separate	separate	ADJ
cana-1906	162	66	clusters	cluster	NOUN
cana-1906	162	67	.	.	PUNCT
cana-1906	163	1	not	not	PART
cana-1906	163	2	suitable	suitable	ADJ
cana-1906	163	3	to	to	PART
cana-1906	163	4	identify	identify	VERB
cana-1906	163	5	clusters	cluster	NOUN
cana-1906	163	6	with	with	ADP
cana-1906	163	7	nonconvex	nonconvex	NOUN
cana-1906	163	8	shapes	shape	NOUN
cana-1906	163	9	.	.	PUNCT
cana-1906	164	1	table	table	NOUN
cana-1906	164	2	3	3	NUM
cana-1906	164	3	:	:	PUNCT
cana-1906	164	4	machine	machine	NOUN
cana-1906	164	5	learning	learn	VERB
cana-1906	164	6	algorithms	algorithms	NOUN
cana-1906	164	7	applications	application	NOUN
cana-1906	164	8	models	model	NOUN
cana-1906	164	9	applications	application	NOUN
cana-1906	164	10	in	in	ADP
cana-1906	164	11	security	security	NOUN
cana-1906	164	12	svm	svm	NOUN
cana-1906	164	13	detection	detection	NOUN
cana-1906	164	14	of	of	ADP
cana-1906	164	15	malware	malware	NOUN
cana-1906	164	16	attacks	attack	NOUN
cana-1906	164	17	in	in	ADP
cana-1906	164	18	a	a	DET
cana-1906	164	19	smart	smart	ADJ
cana-1906	164	20	environment	environment	NOUN
cana-1906	164	21	.	.	PUNCT
cana-1906	165	1	network	network	NOUN
cana-1906	165	2	intrusion	intrusion	PROPN
cana-1906	165	3	detection	detection	PROPN
cana-1906	165	4	nb	nb	PROPN
cana-1906	165	5	intrusion	intrusion	NOUN
cana-1906	165	6	detection	detection	NOUN
cana-1906	165	7	in	in	ADP
cana-1906	165	8	networks	network	NOUN
cana-1906	165	9	knn	knn	PROPN
cana-1906	165	10	intrusion	intrusion	PROPN
cana-1906	165	11	detection	detection	NOUN
cana-1906	165	12	and	and	CCONJ
cana-1906	165	13	anomaly	anomaly	NOUN
cana-1906	165	14	detection	detection	NOUN
cana-1906	165	15	ann	ann	PROPN
cana-1906	165	16	detection	detection	NOUN
cana-1906	165	17	of	of	ADP
cana-1906	165	18	various	various	ADJ
cana-1906	165	19	classified	classified	ADJ
cana-1906	165	20	attacks	attack	NOUN
cana-1906	165	21	with	with	ADP
cana-1906	165	22	greater	great	ADJ
cana-1906	165	23	accuracy	accuracy	NOUN
cana-1906	165	24	el	el	PROPN
cana-1906	165	25	enhanced	enhanced	ADJ
cana-1906	165	26	detection	detection	NOUN
cana-1906	165	27	of	of	ADP
cana-1906	165	28	intrusion	intrusion	NOUN
cana-1906	165	29	,	,	PUNCT
cana-1906	165	30	anomaly	anomaly	NOUN
cana-1906	165	31	,	,	PUNCT
cana-1906	165	32	malware	malware	NOUN
cana-1906	165	33	pca	pca	NOUN
cana-1906	165	34	real	real	ADJ
cana-1906	165	35	-	-	PUNCT
cana-1906	165	36	time	time	NOUN
cana-1906	165	37	detection	detection	NOUN
cana-1906	165	38	systems	system	NOUN
cana-1906	165	39	in	in	ADP
cana-1906	165	40	iot	iot	PROPN
cana-1906	165	41	networks	network	NOUN
cana-1906	165	42	.	.	PUNCT
cana-1906	166	1	k	k	X
cana-1906	166	2	-	-	PUNCT
cana-1906	166	3	means	means	NOUN
cana-1906	166	4	distinguish	distinguish	VERB
cana-1906	166	5	between	between	ADP
cana-1906	166	6	normal	normal	ADJ
cana-1906	166	7	and	and	CCONJ
cana-1906	166	8	abnormal	abnormal	ADJ
cana-1906	166	9	networks	network	NOUN
cana-1906	166	10	.	.	PUNCT
cana-1906	167	1	biometric	biometric	ADJ
cana-1906	167	2	authentication	authentication	NOUN
cana-1906	167	3	which	which	PRON
cana-1906	167	4	performs	perform	VERB
cana-1906	167	5	the	the	DET
cana-1906	167	6	verification	verification	NOUN
cana-1906	167	7	by	by	ADP
cana-1906	167	8	checking	check	VERB
cana-1906	167	9	distinctive	distinctive	ADJ
cana-1906	167	10	biological	biological	ADJ
cana-1906	167	11	or	or	CCONJ
cana-1906	167	12	behavioral	behavioral	ADJ
cana-1906	167	13	characteristics	characteristic	NOUN
cana-1906	167	14	is	be	AUX
cana-1906	167	15	generally	generally	ADV
cana-1906	167	16	applied	apply	VERB
cana-1906	167	17	as	as	ADP
cana-1906	167	18	an	an	DET
cana-1906	167	19	additional	additional	ADJ
cana-1906	167	20	security	security	NOUN
cana-1906	167	21	layer	layer	NOUN
cana-1906	167	22	.	.	PUNCT
cana-1906	168	1	as	as	SCONJ
cana-1906	168	2	touch	touch	NOUN
cana-1906	168	3	dynamics	dynamic	NOUN
cana-1906	168	4	is	be	AUX
cana-1906	168	5	one	one	NUM
cana-1906	168	6	of	of	ADP
cana-1906	168	7	the	the	DET
cana-1906	168	8	important	important	ADJ
cana-1906	168	9	behavioral	behavioral	ADJ
cana-1906	168	10	biometrics	biometric	NOUN
cana-1906	168	11	authenticator	authenticator	NOUN
cana-1906	168	12	,	,	PUNCT
cana-1906	168	13	the	the	DET
cana-1906	168	14	analysis	analysis	NOUN
cana-1906	168	15	of	of	ADP
cana-1906	168	16	it	it	PRON
cana-1906	168	17	using	use	VERB
cana-1906	168	18	different	different	ADJ
cana-1906	168	19	classifiers	classifier	NOUN
cana-1906	168	20	by	by	ADP
cana-1906	168	21	different	different	ADJ
cana-1906	168	22	researchers	researcher	NOUN
cana-1906	168	23	is	be	AUX
cana-1906	168	24	presented	present	VERB
cana-1906	168	25	here	here	ADV
cana-1906	168	26	.	.	PUNCT
cana-1906	169	1	touch	touch	NOUN
cana-1906	169	2	dynamics	dynamic	NOUN
cana-1906	169	3	biometrics	biometric	NOUN
cana-1906	169	4	refers	refer	VERB
cana-1906	169	5	to	to	ADP
cana-1906	169	6	the	the	DET
cana-1906	169	7	process	process	NOUN
cana-1906	169	8	of	of	ADP
cana-1906	169	9	measuring	measure	VERB
cana-1906	169	10	and	and	CCONJ
cana-1906	169	11	assessing	assess	VERB
cana-1906	169	12	human	human	ADJ
cana-1906	169	13	touch	touch	NOUN
cana-1906	169	14	rhythm	rhythm	NOUN
cana-1906	169	15	on	on	ADP
cana-1906	169	16	touch	touch	NOUN
cana-1906	169	17	screen	screen	NOUN
cana-1906	169	18	devices	device	NOUN
cana-1906	169	19	(	(	PUNCT
cana-1906	169	20	e.g.	e.g.	ADV
cana-1906	169	21	smart	smart	ADJ
cana-1906	169	22	phones	phone	NOUN
cana-1906	169	23	)	)	PUNCT
cana-1906	169	24	.	.	PUNCT
cana-1906	170	1	a	a	DET
cana-1906	170	2	form	form	NOUN
cana-1906	170	3	of	of	ADP
cana-1906	170	4	digital	digital	ADJ
cana-1906	170	5	signatures	signature	NOUN
cana-1906	170	6	is	be	AUX
cana-1906	170	7	generated	generate	VERB
cana-1906	170	8	upon	upon	SCONJ
cana-1906	170	9	human	human	ADJ
cana-1906	170	10	communications	communication	NOUN
cana-1906	170	11	on	on	ADP
cana-1906	170	12	applied	apply	VERB
cana-1906	170	13	nonlinear	nonlinear	ADJ
cana-1906	170	14	analysis	analysis	NOUN
cana-1906	170	15	issn	issn	NOUN
cana-1906	170	16	:	:	PUNCT
cana-1906	170	17	1074	1074	NUM
cana-1906	170	18	-	-	PUNCT
cana-1906	170	19	133x	133x	NUM
cana-1906	170	20	vol	vol	NOUN
cana-1906	170	21	32	32	NUM
cana-1906	170	22	no	no	NOUN
cana-1906	170	23	.	.	NOUN
cana-1906	170	24	2	2	NUM
cana-1906	170	25	(	(	PUNCT
cana-1906	170	26	2025	2025	NUM
cana-1906	170	27	)	)	PUNCT
cana-1906	170	28	48	48	NUM
cana-1906	170	29	https://internationalpubls.com	https://internationalpubls.com	NOUN
cana-1906	170	30	interactions	interaction	NOUN
cana-1906	170	31	with	with	ADP
cana-1906	170	32	these	these	DET
cana-1906	170	33	devices	device	NOUN
cana-1906	170	34	.	.	PUNCT
cana-1906	171	1	these	these	DET
cana-1906	171	2	signatures	signature	NOUN
cana-1906	171	3	are	be	AUX
cana-1906	171	4	discriminator	discriminator	NOUN
cana-1906	171	5	and	and	CCONJ
cana-1906	171	6	unique	unique	ADJ
cana-1906	171	7	for	for	ADP
cana-1906	171	8	each	each	DET
cana-1906	171	9	individual	individual	NOUN
cana-1906	171	10	,	,	PUNCT
cana-1906	171	11	so	so	ADV
cana-1906	171	12	may	may	AUX
cana-1906	171	13	be	be	AUX
cana-1906	171	14	used	use	VERB
cana-1906	171	15	as	as	ADP
cana-1906	171	16	a	a	DET
cana-1906	171	17	personal	personal	ADJ
cana-1906	171	18	identifier	identifier	NOUN
cana-1906	171	19	.	.	PUNCT
cana-1906	172	1	touch	touch	NOUN
cana-1906	172	2	dynamics	dynamic	NOUN
cana-1906	172	3	authentication	authentication	NOUN
cana-1906	172	4	system	system	NOUN
cana-1906	172	5	can	can	AUX
cana-1906	172	6	be	be	AUX
cana-1906	172	7	deployed	deploy	VERB
cana-1906	172	8	in	in	ADP
cana-1906	172	9	one	one	NUM
cana-1906	172	10	of	of	ADP
cana-1906	172	11	the	the	DET
cana-1906	172	12	two	two	NUM
cana-1906	172	13	modes	mode	NOUN
cana-1906	172	14	verification	verification	NOUN
cana-1906	172	15	mode	mode	NOUN
cana-1906	172	16	and	and	CCONJ
cana-1906	172	17	identification	identification	NOUN
cana-1906	172	18	mode	mode	NOUN
cana-1906	172	19	.	.	PUNCT
cana-1906	173	1	these	these	DET
cana-1906	173	2	modes	mode	NOUN
cana-1906	173	3	serve	serve	VERB
cana-1906	173	4	different	different	ADJ
cana-1906	173	5	purposes	purpose	NOUN
cana-1906	173	6	and	and	CCONJ
cana-1906	173	7	usage	usage	NOUN
cana-1906	173	8	scenarios	scenario	NOUN
cana-1906	173	9	.	.	PUNCT
cana-1906	174	1	the	the	DET
cana-1906	174	2	verification	verification	NOUN
cana-1906	174	3	mode	mode	NOUN
cana-1906	174	4	is	be	AUX
cana-1906	174	5	used	use	VERB
cana-1906	174	6	to	to	PART
cana-1906	174	7	verify	verify	VERB
cana-1906	174	8	a	a	DET
cana-1906	174	9	claimed	claim	VERB
cana-1906	174	10	identity	identity	NOUN
cana-1906	174	11	.	.	PUNCT
cana-1906	175	1	it	it	PRON
cana-1906	175	2	is	be	AUX
cana-1906	175	3	used	use	VERB
cana-1906	175	4	to	to	PART
cana-1906	175	5	answer	answer	VERB
cana-1906	175	6	the	the	DET
cana-1906	175	7	question	question	NOUN
cana-1906	175	8	“	"	PUNCT
cana-1906	175	9	is	be	AUX
cana-1906	175	10	this	this	DET
cana-1906	175	11	person	person	NOUN
cana-1906	175	12	whom	whom	PRON
cana-1906	175	13	he	he	PRON
cana-1906	175	14	/	/	SYM
cana-1906	175	15	she	she	PRON
cana-1906	175	16	claims	claim	VERB
cana-1906	175	17	to	to	PART
cana-1906	175	18	be	be	AUX
cana-1906	175	19	”	"	PUNCT
cana-1906	175	20	.	.	PUNCT
cana-1906	176	1	example	example	NOUN
cana-1906	176	2	,	,	PUNCT
cana-1906	176	3	authentication	authentication	NOUN
cana-1906	176	4	of	of	ADP
cana-1906	176	5	a	a	DET
cana-1906	176	6	mobile	mobile	ADJ
cana-1906	176	7	user	user	NOUN
cana-1906	176	8	.	.	PUNCT
cana-1906	177	1	the	the	DET
cana-1906	177	2	identification	identification	NOUN
cana-1906	177	3	mode	mode	NOUN
cana-1906	177	4	,	,	PUNCT
cana-1906	177	5	on	on	ADP
cana-1906	177	6	the	the	DET
cana-1906	177	7	other	other	ADJ
cana-1906	177	8	hand	hand	NOUN
cana-1906	177	9	,	,	PUNCT
cana-1906	177	10	is	be	AUX
cana-1906	177	11	used	use	VERB
cana-1906	177	12	to	to	PART
cana-1906	177	13	classify	classify	VERB
cana-1906	177	14	and	and	CCONJ
cana-1906	177	15	identify	identify	VERB
cana-1906	177	16	some	some	DET
cana-1906	177	17	unknown	unknown	ADJ
cana-1906	177	18	identity	identity	NOUN
cana-1906	177	19	.	.	PUNCT
cana-1906	178	1	it	it	PRON
cana-1906	178	2	is	be	AUX
cana-1906	178	3	used	use	VERB
cana-1906	178	4	to	to	PART
cana-1906	178	5	answer	answer	VERB
cana-1906	178	6	questions	question	NOUN
cana-1906	178	7	such	such	ADJ
cana-1906	178	8	as	as	ADP
cana-1906	178	9	“	"	PUNCT
cana-1906	178	10	who	who	PRON
cana-1906	178	11	is	be	AUX
cana-1906	178	12	this	this	DET
cana-1906	178	13	person	person	NOUN
cana-1906	178	14	”	"	PUNCT
cana-1906	178	15	or	or	CCONJ
cana-1906	178	16	“	"	PUNCT
cana-1906	178	17	is	be	AUX
cana-1906	178	18	this	this	DET
cana-1906	178	19	person	person	NOUN
cana-1906	178	20	in	in	ADP
cana-1906	178	21	the	the	DET
cana-1906	178	22	database	database	NOUN
cana-1906	178	23	.	.	PUNCT
cana-1906	179	1	here	here	ADV
cana-1906	179	2	the	the	DET
cana-1906	179	3	analysis	analysis	NOUN
cana-1906	179	4	is	be	AUX
cana-1906	179	5	on	on	ADP
cana-1906	179	6	the	the	DET
cana-1906	179	7	verification	verification	NOUN
cana-1906	179	8	mode	mode	NOUN
cana-1906	179	9	.	.	PUNCT
cana-1906	180	1	to	to	PART
cana-1906	180	2	assess	assess	VERB
cana-1906	180	3	the	the	DET
cana-1906	180	4	suitability	suitability	NOUN
cana-1906	180	5	of	of	ADP
cana-1906	180	6	a	a	DET
cana-1906	180	7	biometrics	biometric	NOUN
cana-1906	180	8	authentication	authentication	NOUN
cana-1906	180	9	method	method	NOUN
cana-1906	180	10	to	to	ADP
cana-1906	180	11	real	real	ADJ
cana-1906	180	12	-	-	PUNCT
cana-1906	180	13	world	world	NOUN
cana-1906	180	14	applications	application	NOUN
cana-1906	180	15	,	,	PUNCT
cana-1906	180	16	major	major	ADJ
cana-1906	180	17	criteria	criterion	NOUN
cana-1906	180	18	to	to	PART
cana-1906	180	19	evaluate	evaluate	VERB
cana-1906	180	20	the	the	DET
cana-1906	180	21	system	system	NOUN
cana-1906	180	22	is	be	AUX
cana-1906	180	23	verification	verification	NOUN
cana-1906	180	24	accuracy	accuracy	NOUN
cana-1906	180	25	.	.	PUNCT
cana-1906	181	1	the	the	DET
cana-1906	181	2	metrics	metric	NOUN
cana-1906	181	3	that	that	PRON
cana-1906	181	4	are	be	AUX
cana-1906	181	5	commonly	commonly	ADV
cana-1906	181	6	used	use	VERB
cana-1906	181	7	to	to	PART
cana-1906	181	8	evaluate	evaluate	VERB
cana-1906	181	9	the	the	DET
cana-1906	181	10	verification	verification	NOUN
cana-1906	181	11	accuracy	accuracy	NOUN
cana-1906	181	12	of	of	ADP
cana-1906	181	13	a	a	DET
cana-1906	181	14	biometrics	biometric	NOUN
cana-1906	181	15	authentication	authentication	NOUN
cana-1906	181	16	method	method	NOUN
cana-1906	181	17	are	be	AUX
cana-1906	181	18	the	the	DET
cana-1906	181	19	false	false	ADJ
cana-1906	181	20	rejection	rejection	NOUN
cana-1906	181	21	rate	rate	NOUN
cana-1906	181	22	(	(	PUNCT
cana-1906	181	23	frr	frr	PROPN
cana-1906	181	24	)	)	PUNCT
cana-1906	181	25	,	,	PUNCT
cana-1906	181	26	false	false	ADJ
cana-1906	181	27	acceptance	acceptance	NOUN
cana-1906	181	28	rate	rate	NOUN
cana-1906	181	29	(	(	PUNCT
cana-1906	181	30	far	far	ADV
cana-1906	181	31	)	)	PUNCT
cana-1906	181	32	and	and	CCONJ
cana-1906	181	33	equal	equal	ADJ
cana-1906	181	34	error	error	NOUN
cana-1906	181	35	rate	rate	NOUN
cana-1906	181	36	(	(	PUNCT
cana-1906	181	37	eer	eer	PROPN
cana-1906	181	38	)	)	PUNCT
cana-1906	181	39	.	.	PUNCT
cana-1906	182	1	false	false	ADJ
cana-1906	182	2	rejection	rejection	NOUN
cana-1906	182	3	rate	rate	NOUN
cana-1906	182	4	(	(	PUNCT
cana-1906	182	5	frr	frr	PROPN
cana-1906	182	6	)	)	PUNCT
cana-1906	182	7	is	be	AUX
cana-1906	182	8	the	the	DET
cana-1906	182	9	percentage	percentage	NOUN
cana-1906	182	10	ratio	ratio	NOUN
cana-1906	182	11	of	of	ADP
cana-1906	182	12	the	the	DET
cana-1906	182	13	number	number	NOUN
cana-1906	182	14	of	of	ADP
cana-1906	182	15	legitimate	legitimate	ADJ
cana-1906	182	16	users	user	NOUN
cana-1906	182	17	who	who	PRON
cana-1906	182	18	are	be	AUX
cana-1906	182	19	falsely	falsely	ADV
cana-1906	182	20	rejected	reject	VERB
cana-1906	182	21	against	against	ADP
cana-1906	182	22	the	the	DET
cana-1906	182	23	total	total	ADJ
cana-1906	182	24	number	number	NOUN
cana-1906	182	25	of	of	ADP
cana-1906	182	26	legitimate	legitimate	ADJ
cana-1906	182	27	user	user	NOUN
cana-1906	182	28	trials	trial	NOUN
cana-1906	182	29	.	.	PUNCT
cana-1906	183	1	other	other	ADJ
cana-1906	183	2	terms	term	NOUN
cana-1906	183	3	used	use	VERB
cana-1906	183	4	for	for	ADP
cana-1906	183	5	frr	frr	PROPN
cana-1906	183	6	are	be	AUX
cana-1906	183	7	false	false	ADJ
cana-1906	183	8	alarm	alarm	NOUN
cana-1906	183	9	rate	rate	NOUN
cana-1906	183	10	,	,	PUNCT
cana-1906	183	11	false	false	ADJ
cana-1906	183	12	negative	negative	ADJ
cana-1906	183	13	rate	rate	NOUN
cana-1906	183	14	,	,	PUNCT
cana-1906	183	15	false	false	ADJ
cana-1906	183	16	non	non	ADJ
cana-1906	183	17	-	-	ADJ
cana-1906	183	18	match	match	ADJ
cana-1906	183	19	rate	rate	NOUN
cana-1906	183	20	,	,	PUNCT
cana-1906	183	21	or	or	CCONJ
cana-1906	183	22	type	type	NOUN
cana-1906	183	23	ii	ii	NOUN
cana-1906	183	24	error	error	NOUN
cana-1906	183	25	.	.	PUNCT
cana-1906	184	1	false	false	ADJ
cana-1906	184	2	acceptance	acceptance	NOUN
cana-1906	184	3	rate	rate	NOUN
cana-1906	184	4	(	(	PUNCT
cana-1906	184	5	far	far	ADV
cana-1906	184	6	)	)	PUNCT
cana-1906	184	7	is	be	AUX
cana-1906	184	8	the	the	DET
cana-1906	184	9	percentage	percentage	NOUN
cana-1906	184	10	ratio	ratio	NOUN
cana-1906	184	11	of	of	ADP
cana-1906	184	12	the	the	DET
cana-1906	184	13	number	number	NOUN
cana-1906	184	14	of	of	ADP
cana-1906	184	15	illegitimate	illegitimate	ADJ
cana-1906	184	16	users	user	NOUN
cana-1906	184	17	who	who	PRON
cana-1906	184	18	are	be	AUX
cana-1906	184	19	falsely	falsely	ADV
cana-1906	184	20	accepted	accept	VERB
cana-1906	184	21	against	against	ADP
cana-1906	184	22	the	the	DET
cana-1906	184	23	total	total	ADJ
cana-1906	184	24	number	number	NOUN
cana-1906	184	25	of	of	ADP
cana-1906	184	26	illegitimate	illegitimate	ADJ
cana-1906	184	27	user	user	NOUN
cana-1906	184	28	trials	trial	NOUN
cana-1906	184	29	.	.	PUNCT
cana-1906	185	1	lower	low	ADJ
cana-1906	185	2	far	far	ADJ
cana-1906	185	3	value	value	NOUN
cana-1906	185	4	will	will	AUX
cana-1906	185	5	indicate	indicate	VERB
cana-1906	185	6	that	that	SCONJ
cana-1906	185	7	the	the	DET
cana-1906	185	8	system	system	NOUN
cana-1906	185	9	has	have	VERB
cana-1906	185	10	a	a	DET
cana-1906	185	11	higher	high	ADJ
cana-1906	185	12	security	security	NOUN
cana-1906	185	13	level	level	NOUN
cana-1906	185	14	.	.	PUNCT
cana-1906	186	1	far	far	ADV
cana-1906	186	2	is	be	AUX
cana-1906	186	3	also	also	ADV
cana-1906	186	4	referred	refer	VERB
cana-1906	186	5	to	to	ADP
cana-1906	186	6	as	as	SCONJ
cana-1906	186	7	miss	miss	VERB
cana-1906	186	8	alarm	alarm	NOUN
cana-1906	186	9	rate	rate	NOUN
cana-1906	186	10	,	,	PUNCT
cana-1906	186	11	false	false	ADJ
cana-1906	186	12	positive	positive	ADJ
cana-1906	186	13	rate	rate	NOUN
cana-1906	186	14	,	,	PUNCT
cana-1906	186	15	false	false	ADJ
cana-1906	186	16	match	match	NOUN
cana-1906	186	17	rate	rate	NOUN
cana-1906	186	18	,	,	PUNCT
cana-1906	186	19	or	or	CCONJ
cana-1906	186	20	type	type	NOUN
cana-1906	186	21	i	i	PRON
cana-1906	186	22	error	error	NOUN
cana-1906	186	23	.	.	PUNCT
cana-1906	187	1	equal	equal	ADJ
cana-1906	187	2	error	error	NOUN
cana-1906	187	3	rate	rate	NOUN
cana-1906	187	4	(	(	PUNCT
cana-1906	187	5	eer	eer	PROPN
cana-1906	187	6	):	):	PUNCT
cana-1906	187	7	eer	eer	PROPN
cana-1906	187	8	is	be	AUX
cana-1906	187	9	a	a	DET
cana-1906	187	10	single	single	ADJ
cana-1906	187	11	-	-	PUNCT
cana-1906	187	12	number	number	NOUN
cana-1906	187	13	performance	performance	NOUN
cana-1906	187	14	metric	metric	NOUN
cana-1906	187	15	,	,	PUNCT
cana-1906	187	16	which	which	PRON
cana-1906	187	17	is	be	AUX
cana-1906	187	18	commonly	commonly	ADV
cana-1906	187	19	used	use	VERB
cana-1906	187	20	to	to	PART
cana-1906	187	21	measure	measure	VERB
cana-1906	187	22	and	and	CCONJ
cana-1906	187	23	compare	compare	VERB
cana-1906	187	24	the	the	DET
cana-1906	187	25	overall	overall	ADJ
cana-1906	187	26	accuracy	accuracy	NOUN
cana-1906	187	27	level	level	NOUN
cana-1906	187	28	of	of	ADP
cana-1906	187	29	different	different	ADJ
cana-1906	187	30	biometrics	biometric	NOUN
cana-1906	187	31	authentication	authentication	NOUN
cana-1906	187	32	method	method	NOUN
cana-1906	187	33	.	.	PUNCT
cana-1906	188	1	it	it	PRON
cana-1906	188	2	is	be	AUX
cana-1906	188	3	also	also	ADV
cana-1906	188	4	known	know	VERB
cana-1906	188	5	as	as	ADP
cana-1906	188	6	crossover	crossover	ADP
cana-1906	188	7	error	error	NOUN
cana-1906	188	8	rate	rate	NOUN
cana-1906	188	9	(	(	PUNCT
cana-1906	188	10	cer	cer	NOUN
cana-1906	188	11	)	)	PUNCT
cana-1906	188	12	.	.	PUNCT
cana-1906	189	1	in	in	ADP
cana-1906	189	2	reallife	reallife	PROPN
cana-1906	189	3	applications	application	NOUN
cana-1906	189	4	,	,	PUNCT
cana-1906	189	5	frr	frr	PROPN
cana-1906	189	6	and	and	CCONJ
cana-1906	189	7	far	far	ADV
cana-1906	189	8	are	be	AUX
cana-1906	189	9	usually	usually	ADV
cana-1906	189	10	adjusted	adjust	VERB
cana-1906	189	11	and	and	CCONJ
cana-1906	189	12	determined	determine	VERB
cana-1906	189	13	based	base	VERB
cana-1906	189	14	on	on	ADP
cana-1906	189	15	the	the	DET
cana-1906	189	16	security	security	NOUN
cana-1906	189	17	and	and	CCONJ
cana-1906	189	18	usability	usability	NOUN
cana-1906	189	19	requirements	requirement	NOUN
cana-1906	189	20	of	of	ADP
cana-1906	189	21	the	the	DET
cana-1906	189	22	applications	application	NOUN
cana-1906	189	23	.	.	PUNCT
cana-1906	190	1	the	the	DET
cana-1906	190	2	term	term	NOUN
cana-1906	190	3	‘	'	PUNCT
cana-1906	190	4	accuracy	accuracy	NOUN
cana-1906	190	5	’	'	PUNCT
cana-1906	190	6	,	,	PUNCT
cana-1906	190	7	can	can	AUX
cana-1906	190	8	also	also	ADV
cana-1906	190	9	be	be	AUX
cana-1906	190	10	used	use	VERB
cana-1906	190	11	for	for	ADP
cana-1906	190	12	eer	eer	NOUN
cana-1906	190	13	,	,	PUNCT
cana-1906	190	14	which	which	PRON
cana-1906	190	15	is	be	AUX
cana-1906	190	16	an	an	DET
cana-1906	190	17	accuracy	accuracy	NOUN
cana-1906	190	18	performance	performance	NOUN
cana-1906	190	19	metric	metric	NOUN
cana-1906	190	20	.	.	PUNCT
cana-1906	191	1	review	review	NOUN
cana-1906	191	2	of	of	ADP
cana-1906	191	3	different	different	ADJ
cana-1906	191	4	researchers	researcher	NOUN
cana-1906	191	5	:	:	PUNCT
cana-1906	191	6	feng	feng	PROPN
cana-1906	191	7	et.al[19	et.al[19	PROPN
cana-1906	191	8	]	]	PUNCT
cana-1906	191	9	proposed	propose	VERB
cana-1906	191	10	fast	fast	ADV
cana-1906	191	11	,	,	PUNCT
cana-1906	191	12	a	a	DET
cana-1906	191	13	touch	touch	NOUN
cana-1906	191	14	based	base	VERB
cana-1906	191	15	user	user	NOUN
cana-1906	191	16	authentication	authentication	NOUN
cana-1906	191	17	mechanism	mechanism	NOUN
cana-1906	191	18	,	,	PUNCT
cana-1906	191	19	they	they	PRON
cana-1906	191	20	then	then	ADV
cana-1906	191	21	constructed	construct	VERB
cana-1906	191	22	53	53	NUM
cana-1906	191	23	features	feature	NOUN
cana-1906	191	24	for	for	ADP
cana-1906	191	25	each	each	DET
cana-1906	191	26	touch	touch	NOUN
cana-1906	191	27	gesture	gesture	NOUN
cana-1906	191	28	.	.	PUNCT
cana-1906	192	1	in	in	ADP
cana-1906	192	2	the	the	DET
cana-1906	192	3	user	user	NOUN
cana-1906	192	4	study	study	NOUN
cana-1906	192	5	with	with	ADP
cana-1906	192	6	a	a	DET
cana-1906	192	7	total	total	NOUN
cana-1906	192	8	of	of	ADP
cana-1906	192	9	40	40	NUM
cana-1906	192	10	participants	participant	NOUN
cana-1906	192	11	,	,	PUNCT
cana-1906	192	12	they	they	PRON
cana-1906	192	13	achieved	achieve	VERB
cana-1906	192	14	a	a	DET
cana-1906	192	15	false	false	ADJ
cana-1906	192	16	accept	accept	NOUN
cana-1906	192	17	rate	rate	NOUN
cana-1906	192	18	(	(	PUNCT
cana-1906	192	19	far	far	ADV
cana-1906	192	20	)	)	PUNCT
cana-1906	192	21	of	of	ADP
cana-1906	192	22	4.66	4.66	NUM
cana-1906	192	23	%	%	NOUN
cana-1906	192	24	and	and	CCONJ
cana-1906	192	25	false	false	ADJ
cana-1906	192	26	reject	reject	NOUN
cana-1906	192	27	rate	rate	NOUN
cana-1906	192	28	of	of	ADP
cana-1906	192	29	0.13	0.13	NUM
cana-1906	192	30	%	%	NOUN
cana-1906	192	31	in	in	ADP
cana-1906	192	32	the	the	DET
cana-1906	192	33	login	login	NOUN
cana-1906	192	34	phase	phase	NOUN
cana-1906	192	35	.	.	PUNCT
cana-1906	193	1	in	in	ADP
cana-1906	193	2	the	the	DET
cana-1906	193	3	same	same	ADJ
cana-1906	193	4	year	year	NOUN
cana-1906	193	5	,	,	PUNCT
cana-1906	193	6	meng	meng	PROPN
cana-1906	193	7	et	et	PROPN
cana-1906	193	8	al	al	PROPN
cana-1906	193	9	.	.	PUNCT
cana-1906	194	1	[	[	X
cana-1906	194	2	20	20	NUM
cana-1906	194	3	]	]	PUNCT
cana-1906	194	4	presented	present	VERB
cana-1906	194	5	the	the	DET
cana-1906	194	6	concept	concept	NOUN
cana-1906	194	7	of	of	ADP
cana-1906	194	8	touch	touch	NOUN
cana-1906	194	9	dynamics	dynamic	NOUN
cana-1906	194	10	and	and	CCONJ
cana-1906	194	11	particularly	particularly	ADV
cana-1906	194	12	extracted	extract	VERB
cana-1906	194	13	21	21	NUM
cana-1906	194	14	different	different	ADJ
cana-1906	194	15	features	feature	NOUN
cana-1906	194	16	using	use	VERB
cana-1906	194	17	svm	svm	PROPN
cana-1906	194	18	classifier.in	classifier.in	ADV
cana-1906	194	19	the	the	DET
cana-1906	194	20	study	study	NOUN
cana-1906	194	21	,	,	PUNCT
cana-1906	194	22	they	they	PRON
cana-1906	194	23	have	have	VERB
cana-1906	194	24	20	20	NUM
cana-1906	194	25	participants	participant	NOUN
cana-1906	194	26	and	and	CCONJ
cana-1906	194	27	designed	design	VERB
cana-1906	194	28	a	a	DET
cana-1906	194	29	hybrid	hybrid	NOUN
cana-1906	194	30	classifier	classifier	NOUN
cana-1906	194	31	called	call	VERB
cana-1906	194	32	psorbfn	psorbfn	NOUN
cana-1906	194	33	.	.	PUNCT
cana-1906	195	1	with	with	ADP
cana-1906	195	2	this	this	DET
cana-1906	195	3	classifier	classifier	NOUN
cana-1906	195	4	,	,	PUNCT
cana-1906	195	5	they	they	PRON
cana-1906	195	6	could	could	AUX
cana-1906	195	7	achieve	achieve	VERB
cana-1906	195	8	an	an	DET
cana-1906	195	9	average	average	ADJ
cana-1906	195	10	error	error	NOUN
cana-1906	195	11	rate	rate	NOUN
cana-1906	195	12	of	of	ADP
cana-1906	195	13	2.92	2.92	NUM
cana-1906	195	14	%	%	NOUN
cana-1906	195	15	(	(	PUNCT
cana-1906	195	16	far	far	ADV
cana-1906	195	17	of	of	ADP
cana-1906	195	18	2.5	2.5	NUM
cana-1906	195	19	%	%	NOUN
cana-1906	195	20	and	and	CCONJ
cana-1906	195	21	frr	frr	NOUN
cana-1906	195	22	of	of	ADP
cana-1906	195	23	3.34	3.34	NUM
cana-1906	195	24	%	%	NOUN
cana-1906	195	25	)	)	PUNCT
cana-1906	195	26	.	.	PUNCT
cana-1906	196	1	frank	frank	PROPN
cana-1906	196	2	et	et	PROPN
cana-1906	196	3	al	al	PROPN
cana-1906	196	4	.	.	PUNCT
cana-1906	197	1	[	[	X
cana-1906	197	2	17	17	NUM
cana-1906	197	3	]	]	PUNCT
cana-1906	197	4	designed	design	VERB
cana-1906	197	5	a	a	DET
cana-1906	197	6	proof	proof	NOUN
cana-1906	197	7	-	-	PUNCT
cana-1906	197	8	of	of	ADP
cana-1906	197	9	-	-	PUNCT
cana-1906	197	10	concept	concept	NOUN
cana-1906	197	11	classification	classification	NOUN
cana-1906	197	12	framework	framework	NOUN
cana-1906	197	13	to	to	PART
cana-1906	197	14	collect	collect	VERB
cana-1906	197	15	a	a	DET
cana-1906	197	16	set	set	NOUN
cana-1906	197	17	of	of	ADP
cana-1906	197	18	30	30	NUM
cana-1906	197	19	behavioral	behavioral	ADJ
cana-1906	197	20	features	feature	NOUN
cana-1906	197	21	that	that	PRON
cana-1906	197	22	can	can	AUX
cana-1906	197	23	be	be	AUX
cana-1906	197	24	extracted	extract	VERB
cana-1906	197	25	from	from	ADP
cana-1906	197	26	the	the	DET
cana-1906	197	27	touch	touch	NOUN
cana-1906	197	28	screen	screen	NOUN
cana-1906	197	29	input	input	NOUN
cana-1906	197	30	using	use	VERB
cana-1906	197	31	a	a	DET
cana-1906	197	32	nearest	near	ADJ
cana-1906	197	33	neighbor	neighbor	NOUN
cana-1906	197	34	classifier	classifier	NOUN
cana-1906	197	35	and	and	CCONJ
cana-1906	197	36	a	a	DET
cana-1906	197	37	gaussian	gaussian	ADJ
cana-1906	197	38	rbf	rbf	PROPN
cana-1906	197	39	kernel	kernel	PROPN
cana-1906	197	40	support	support	PROPN
cana-1906	197	41	vector	vector	NOUN
cana-1906	197	42	machine	machine	NOUN
cana-1906	197	43	(	(	PUNCT
cana-1906	197	44	svm	svm	PROPN
cana-1906	197	45	)	)	PUNCT
cana-1906	197	46	.	.	PUNCT
cana-1906	198	1	these	these	DET
cana-1906	198	2	classifiers	classifier	NOUN
cana-1906	198	3	could	could	AUX
cana-1906	198	4	achieve	achieve	VERB
cana-1906	198	5	robust	robust	ADJ
cana-1906	198	6	authentication	authentication	NOUN
cana-1906	198	7	results	result	NOUN
cana-1906	198	8	,	,	PUNCT
cana-1906	198	9	with	with	ADP
cana-1906	198	10	equal	equal	ADJ
cana-1906	198	11	error	error	NOUN
cana-1906	198	12	rates	rate	NOUN
cana-1906	198	13	(	(	PUNCT
cana-1906	198	14	eers	eer	NOUN
cana-1906	198	15	)	)	PUNCT
cana-1906	198	16	between	between	ADP
cana-1906	198	17	0	0	NUM
cana-1906	198	18	and	and	CCONJ
cana-1906	198	19	4	4	NUM
cana-1906	198	20	%	%	NOUN
cana-1906	198	21	,	,	PUNCT
cana-1906	198	22	depending	depend	VERB
cana-1906	198	23	on	on	ADP
cana-1906	198	24	the	the	DET
cana-1906	198	25	application	application	NOUN
cana-1906	198	26	scenario	scenario	NOUN
cana-1906	198	27	.	.	PUNCT
cana-1906	199	1	li	li	PROPN
cana-1906	199	2	et	et	PROPN
cana-1906	199	3	al	al	PROPN
cana-1906	199	4	.	.	PUNCT
cana-1906	200	1	[	[	X
cana-1906	200	2	18	18	NUM
cana-1906	200	3	]	]	PUNCT
cana-1906	200	4	presented	present	VERB
cana-1906	200	5	a	a	DET
cana-1906	200	6	re	re	NOUN
cana-1906	200	7	-	-	NOUN
cana-1906	200	8	authentication	authentication	NOUN
cana-1906	200	9	system	system	NOUN
cana-1906	200	10	based	base	VERB
cana-1906	200	11	on	on	ADP
cana-1906	200	12	users	user	NOUN
cana-1906	200	13	’	'	PUNCT
cana-1906	200	14	finger	finger	NOUN
cana-1906	200	15	movements	movement	NOUN
cana-1906	200	16	.	.	PUNCT
cana-1906	201	1	in	in	ADP
cana-1906	201	2	particular	particular	ADJ
cana-1906	201	3	,	,	PUNCT
cana-1906	201	4	they	they	PRON
cana-1906	201	5	used	use	VERB
cana-1906	201	6	13	13	NUM
cana-1906	201	7	metrics	metric	NOUN
cana-1906	201	8	to	to	PART
cana-1906	201	9	measure	measure	VERB
cana-1906	201	10	a	a	DET
cana-1906	201	11	sliding	slide	VERB
cana-1906	201	12	gesture	gesture	NOUN
cana-1906	201	13	such	such	ADJ
cana-1906	201	14	as	as	ADP
cana-1906	201	15	first	first	ADJ
cana-1906	201	16	touch	touch	NOUN
cana-1906	201	17	position	position	NOUN
cana-1906	201	18	,	,	PUNCT
cana-1906	201	19	first	first	ADJ
cana-1906	201	20	touch	touch	NOUN
cana-1906	201	21	pressure	pressure	NOUN
cana-1906	201	22	,	,	PUNCT
cana-1906	201	23	first	first	ADJ
cana-1906	201	24	touch	touch	NOUN
cana-1906	201	25	area	area	NOUN
cana-1906	201	26	,	,	PUNCT
cana-1906	201	27	and	and	CCONJ
cana-1906	201	28	first	first	ADV
cana-1906	201	29	moving	move	VERB
cana-1906	201	30	direction	direction	NOUN
cana-1906	201	31	.	.	PUNCT
cana-1906	201	32	.	.	PUNCT
cana-1906	202	1	they	they	PRON
cana-1906	202	2	then	then	ADV
cana-1906	202	3	conducted	conduct	VERB
cana-1906	202	4	a	a	DET
cana-1906	202	5	study	study	NOUN
cana-1906	202	6	with	with	ADP
cana-1906	202	7	75	75	NUM
cana-1906	202	8	users	user	NOUN
cana-1906	202	9	.	.	PUNCT
cana-1906	203	1	with	with	ADP
cana-1906	203	2	svm	svm	PROPN
cana-1906	203	3	classifier	classifier	NOUN
cana-1906	203	4	,	,	PUNCT
cana-1906	203	5	they	they	PRON
cana-1906	203	6	could	could	AUX
cana-1906	203	7	achieve	achieve	VERB
cana-1906	203	8	the	the	DET
cana-1906	203	9	best	good	ADJ
cana-1906	203	10	accuracy	accuracy	NOUN
cana-1906	203	11	of	of	ADP
cana-1906	203	12	95.78	95.78	NUM
cana-1906	203	13	%	%	NOUN
cana-1906	203	14	for	for	ADP
cana-1906	203	15	sliding	slide	VERB
cana-1906	203	16	up	up	ADP
cana-1906	203	17	gestures	gesture	NOUN
cana-1906	203	18	.	.	PUNCT
cana-1906	204	1	meng	meng	PROPN
cana-1906	204	2	et	et	PROPN
cana-1906	204	3	al	al	PROPN
cana-1906	204	4	.	.	PUNCT
cana-1906	205	1	[	[	X
cana-1906	205	2	21	21	NUM
cana-1906	205	3	,	,	PUNCT
cana-1906	205	4	22	22	NUM
cana-1906	205	5	]	]	PUNCT
cana-1906	205	6	then	then	ADV
cana-1906	205	7	identified	identify	VERB
cana-1906	205	8	that	that	SCONJ
cana-1906	205	9	the	the	DET
cana-1906	205	10	selection	selection	NOUN
cana-1906	205	11	of	of	ADP
cana-1906	205	12	classifiers	classifier	NOUN
cana-1906	205	13	may	may	AUX
cana-1906	205	14	impact	impact	VERB
cana-1906	205	15	the	the	DET
cana-1906	205	16	authentication	authentication	NOUN
cana-1906	205	17	performance	performance	NOUN
cana-1906	205	18	,	,	PUNCT
cana-1906	205	19	so	so	SCONJ
cana-1906	205	20	they	they	PRON
cana-1906	205	21	designed	design	VERB
cana-1906	205	22	an	an	DET
cana-1906	205	23	adaptive	adaptive	ADJ
cana-1906	205	24	mechanism	mechanism	NOUN
cana-1906	205	25	that	that	PRON
cana-1906	205	26	can	can	AUX
cana-1906	205	27	periodically	periodically	ADV
cana-1906	205	28	select	select	VERB
cana-1906	205	29	a	a	DET
cana-1906	205	30	better	well	ADJ
cana-1906	205	31	classifier	classifier	NOUN
cana-1906	205	32	to	to	PART
cana-1906	205	33	maintain	maintain	VERB
cana-1906	205	34	the	the	DET
cana-1906	205	35	authentication	authentication	NOUN
cana-1906	205	36	accuracy	accuracy	NOUN
cana-1906	205	37	during	during	ADP
cana-1906	205	38	user	user	NOUN
cana-1906	205	39	authentication	authentication	NOUN
cana-1906	205	40	.	.	PUNCT
cana-1906	206	1	they	they	PRON
cana-1906	206	2	evaluated	evaluate	VERB
cana-1906	206	3	with	with	ADP
cana-1906	206	4	50	50	NUM
cana-1906	206	5	participants	participant	NOUN
cana-1906	206	6	,	,	PUNCT
cana-1906	206	7	the	the	DET
cana-1906	206	8	experimental	experimental	ADJ
cana-1906	206	9	results	result	NOUN
cana-1906	206	10	demonstrated	demonstrate	VERB
cana-1906	206	11	that	that	SCONJ
cana-1906	206	12	the	the	DET
cana-1906	206	13	adaptive	adaptive	ADJ
cana-1906	206	14	authentication	authentication	NOUN
cana-1906	206	15	scheme	scheme	NOUN
cana-1906	206	16	can	can	AUX
cana-1906	206	17	communications	communication	NOUN
cana-1906	206	18	on	on	ADP
cana-1906	206	19	applied	apply	VERB
cana-1906	206	20	nonlinear	nonlinear	ADJ
cana-1906	206	21	analysis	analysis	NOUN
cana-1906	206	22	issn	issn	NOUN
cana-1906	206	23	:	:	PUNCT
cana-1906	206	24	1074	1074	NUM
cana-1906	206	25	-	-	PUNCT
cana-1906	206	26	133x	133x	NUM
cana-1906	206	27	vol	vol	NOUN
cana-1906	206	28	32	32	NUM
cana-1906	206	29	no	no	NOUN
cana-1906	206	30	.	.	NOUN
cana-1906	206	31	2	2	NUM
cana-1906	206	32	(	(	PUNCT
cana-1906	206	33	2025	2025	NUM
cana-1906	206	34	)	)	PUNCT
cana-1906	206	35	49	49	NUM
cana-1906	206	36	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	206	37	achieve	achieve	VERB
cana-1906	206	38	an	an	DET
cana-1906	206	39	average	average	ADJ
cana-1906	206	40	error	error	NOUN
cana-1906	206	41	rate	rate	NOUN
cana-1906	206	42	of	of	ADP
cana-1906	206	43	2.46	2.46	NUM
cana-1906	206	44	%	%	NOUN
cana-1906	206	45	.	.	PUNCT
cana-1906	207	1	meng	meng	PROPN
cana-1906	207	2	et	et	PROPN
cana-1906	207	3	al	al	PROPN
cana-1906	207	4	.	.	PUNCT
cana-1906	208	1	[	[	X
cana-1906	208	2	23	23	NUM
cana-1906	208	3	]	]	PUNCT
cana-1906	208	4	further	far	ADV
cana-1906	208	5	took	take	VERB
cana-1906	208	6	the	the	DET
cana-1906	208	7	authentication	authentication	NOUN
cana-1906	208	8	system	system	NOUN
cana-1906	208	9	to	to	ADP
cana-1906	208	10	a	a	DET
cana-1906	208	11	good	good	ADJ
cana-1906	208	12	level	level	NOUN
cana-1906	208	13	by	by	ADP
cana-1906	208	14	developing	develop	VERB
cana-1906	208	15	a	a	DET
cana-1906	208	16	touch	touch	NOUN
cana-1906	208	17	movementbased	movementbase	VERB
cana-1906	208	18	security	security	NOUN
cana-1906	208	19	mechanism	mechanism	NOUN
cana-1906	208	20	,	,	PUNCT
cana-1906	208	21	called	call	VERB
cana-1906	208	22	tmguard	tmguard	ADV
cana-1906	208	23	,	,	PUNCT
cana-1906	208	24	to	to	PART
cana-1906	208	25	enhance	enhance	VERB
cana-1906	208	26	the	the	DET
cana-1906	208	27	authentication	authentication	NOUN
cana-1906	208	28	security	security	NOUN
cana-1906	208	29	by	by	ADP
cana-1906	208	30	evaluating	evaluate	VERB
cana-1906	208	31	75	75	NUM
cana-1906	208	32	participants	participant	NOUN
cana-1906	208	33	.	.	PUNCT
cana-1906	209	1	they	they	PRON
cana-1906	209	2	found	find	VERB
cana-1906	209	3	that	that	SCONJ
cana-1906	209	4	taking	take	VERB
cana-1906	209	5	9	9	NUM
cana-1906	209	6	-	-	PUNCT
cana-1906	209	7	dot	dot	NOUN
cana-1906	209	8	patterns	pattern	NOUN
cana-1906	209	9	as	as	ADP
cana-1906	209	10	an	an	DET
cana-1906	209	11	example	example	NOUN
cana-1906	209	12	,	,	PUNCT
cana-1906	209	13	the	the	DET
cana-1906	209	14	successful	successful	ADJ
cana-1906	209	15	rate	rate	NOUN
cana-1906	209	16	is	be	AUX
cana-1906	209	17	decreased	decrease	VERB
cana-1906	209	18	from	from	ADP
cana-1906	209	19	97.8	97.8	NUM
cana-1906	209	20	%	%	NOUN
cana-1906	209	21	to	to	ADP
cana-1906	209	22	91.1	91.1	NUM
cana-1906	209	23	%	%	NOUN
cana-1906	209	24	for	for	ADP
cana-1906	209	25	males	male	NOUN
cana-1906	209	26	and	and	CCONJ
cana-1906	209	27	from	from	ADP
cana-1906	209	28	97.8	97.8	NUM
cana-1906	209	29	%	%	NOUN
cana-1906	209	30	to	to	ADP
cana-1906	209	31	88.9	88.9	NUM
cana-1906	209	32	%	%	NOUN
cana-1906	209	33	for	for	ADP
cana-1906	209	34	females	female	NOUN
cana-1906	209	35	,	,	PUNCT
cana-1906	209	36	respectively	respectively	ADV
cana-1906	209	37	.	.	PUNCT
cana-1906	210	1	a	a	DET
cana-1906	210	2	summary	summary	NOUN
cana-1906	210	3	of	of	ADP
cana-1906	210	4	touch	touch	NOUN
cana-1906	210	5	dynamics	dynamic	NOUN
cana-1906	210	6	-	-	PUNCT
cana-1906	210	7	based	base	VERB
cana-1906	210	8	user	user	NOUN
cana-1906	210	9	authentication	authentication	NOUN
cana-1906	210	10	schemes	scheme	NOUN
cana-1906	210	11	is	be	AUX
cana-1906	210	12	represented	represent	VERB
cana-1906	210	13	in	in	ADP
cana-1906	210	14	the	the	DET
cana-1906	210	15	tabular	tabular	ADJ
cana-1906	210	16	form	form	NOUN
cana-1906	210	17	in	in	ADP
cana-1906	210	18	table	table	NOUN
cana-1906	210	19	4	4	NUM
cana-1906	210	20	.	.	PUNCT
cana-1906	210	21	table	table	NOUN
cana-1906	210	22	4	4	NUM
cana-1906	210	23	:	:	PUNCT
cana-1906	210	24	touch	touch	NOUN
cana-1906	210	25	dynamics	dynamic	NOUN
cana-1906	210	26	-	-	PUNCT
cana-1906	210	27	based	base	VERB
cana-1906	210	28	user	user	NOUN
cana-1906	210	29	authentication	authentication	NOUN
cana-1906	210	30	schemes	scheme	NOUN
cana-1906	210	31	study	study	NOUN
cana-1906	210	32	classifiers	classifier	NOUN
cana-1906	210	33	no.of	no.of	ADJ
cana-1906	210	34	users	user	NOUN
cana-1906	210	35	mechanism	mechanism	NOUN
cana-1906	210	36	with	with	ADP
cana-1906	210	37	features	feature	NOUN
cana-1906	210	38	performance	performance	NOUN
cana-1906	210	39	feng	feng	PROPN
cana-1906	210	40	et	et	PROPN
cana-1906	210	41	al	al	PROPN
cana-1906	210	42	.	.	PUNCT
cana-1906	211	1	[	[	X
cana-1906	211	2	19	19	NUM
cana-1906	211	3	]	]	PUNCT
cana-1906	211	4	in	in	ADP
cana-1906	211	5	2012	2012	NUM
cana-1906	211	6	random	random	ADJ
cana-1906	211	7	forest	forest	NOUN
cana-1906	211	8	,	,	PUNCT
cana-1906	211	9	bayes	bayes	PROPN
cana-1906	211	10	net	net	ADJ
cana-1906	211	11	40	40	NUM
cana-1906	211	12	fast	fast	ADV
cana-1906	211	13	with	with	ADP
cana-1906	211	14	53	53	NUM
cana-1906	211	15	features	feature	NOUN
cana-1906	211	16	far	far	ADV
cana-1906	211	17	:	:	PUNCT
cana-1906	211	18	4.66	4.66	NUM
cana-1906	211	19	%	%	NOUN
cana-1906	211	20	frr	frr	NOUN
cana-1906	211	21	:	:	PUNCT
cana-1906	211	22	0.13	0.13	NUM
cana-1906	211	23	%	%	NOUN
cana-1906	211	24	meng	meng	PROPN
cana-1906	211	25	et	et	PROPN
cana-1906	211	26	al	al	PROPN
cana-1906	211	27	.	.	PUNCT
cana-1906	212	1	[	[	X
cana-1906	212	2	20	20	NUM
cana-1906	212	3	]	]	PUNCT
cana-1906	212	4	in	in	ADP
cana-1906	212	5	2012	2012	NUM
cana-1906	212	6	svm	svm	PROPN
cana-1906	212	7	20	20	NUM
cana-1906	212	8	a	a	DET
cana-1906	212	9	touch	touch	NOUN
cana-1906	212	10	dynamics	dynamic	NOUN
cana-1906	212	11	-	-	PUNCT
cana-1906	212	12	based	base	VERB
cana-1906	212	13	authentication	authentication	NOUN
cana-1906	212	14	scheme	scheme	NOUN
cana-1906	212	15	with	with	ADP
cana-1906	212	16	21	21	NUM
cana-1906	212	17	features	feature	NOUN
cana-1906	212	18	far	far	ADV
cana-1906	212	19	:	:	PUNCT
cana-1906	212	20	2.5	2.5	NUM
cana-1906	212	21	%	%	NOUN
cana-1906	212	22	frr	frr	NOUN
cana-1906	212	23	:	:	PUNCT
cana-1906	212	24	3.34	3.34	NUM
cana-1906	212	25	%	%	NOUN
cana-1906	212	26	frank	frank	PROPN
cana-1906	212	27	et	et	PROPN
cana-1906	212	28	al	al	PROPN
cana-1906	212	29	.	.	PUNCT
cana-1906	213	1	[	[	X
cana-1906	213	2	17	17	NUM
cana-1906	213	3	]	]	PUNCT
cana-1906	213	4	in	in	ADP
cana-1906	213	5	2013	2013	NUM
cana-1906	213	6	svm	svm	VERB
cana-1906	213	7	41	41	NUM
cana-1906	213	8	touchalytics	touchalytic	NOUN
cana-1906	213	9	with	with	ADP
cana-1906	213	10	30	30	NUM
cana-1906	213	11	features	feature	NOUN
cana-1906	213	12	err	err	NOUN
cana-1906	213	13	:	:	PUNCT
cana-1906	213	14	nearly	nearly	ADV
cana-1906	213	15	4	4	NUM
cana-1906	213	16	%	%	NOUN
cana-1906	213	17	li	li	PROPN
cana-1906	213	18	et	et	PROPN
cana-1906	213	19	al	al	PROPN
cana-1906	213	20	.	.	PUNCT
cana-1906	214	1	[	[	X
cana-1906	214	2	18	18	NUM
cana-1906	214	3	]	]	PUNCT
cana-1906	214	4	in	in	ADP
cana-1906	214	5	20	20	NUM
cana-1906	214	6	13	13	NUM
cana-1906	214	7	svm	svm	NOUN
cana-1906	214	8	75	75	NUM
cana-1906	214	9	sliding	slide	VERB
cana-1906	214	10	gesture	gesture	NOUN
cana-1906	214	11	with	with	ADP
cana-1906	214	12	13	13	NUM
cana-1906	214	13	features	feature	NOUN
cana-1906	214	14	best	good	ADJ
cana-1906	214	15	acc	acc	PROPN
cana-1906	214	16	.	.	PUNCT
cana-1906	214	17	:	:	PUNCT
cana-1906	215	1	95.78	95.78	NUM
cana-1906	215	2	%	%	NOUN
cana-1906	215	3	for	for	ADP
cana-1906	215	4	sliding	slide	VERB
cana-1906	215	5	up	up	ADP
cana-1906	215	6	meng	meng	PROPN
cana-1906	215	7	et	et	PROPN
cana-1906	215	8	al	al	PROPN
cana-1906	215	9	.	.	PUNCT
cana-1906	216	1	[	[	X
cana-1906	216	2	21	21	NUM
cana-1906	216	3	]	]	PUNCT
cana-1906	216	4	in	in	ADP
cana-1906	216	5	2014	2014	NUM
cana-1906	216	6	50	50	NUM
cana-1906	216	7	adaptive	adaptive	ADJ
cana-1906	216	8	authentication	authentication	NOUN
cana-1906	216	9	scheme	scheme	NOUN
cana-1906	216	10	with	with	ADP
cana-1906	216	11	eight	eight	NUM
cana-1906	216	12	features	feature	NOUN
cana-1906	216	13	far	far	ADV
cana-1906	216	14	:	:	PUNCT
cana-1906	216	15	2.55	2.55	NUM
cana-1906	216	16	%	%	NOUN
cana-1906	216	17	frr	frr	NOUN
cana-1906	216	18	:	:	PUNCT
cana-1906	216	19	2.37	2.37	NUM
cana-1906	216	20	%	%	NOUN
cana-1906	216	21	meng	meng	PROPN
cana-1906	216	22	et	et	PROPN
cana-1906	216	23	al	al	PROPN
cana-1906	216	24	.	.	PUNCT
cana-1906	217	1	[	[	X
cana-1906	217	2	23	23	NUM
cana-1906	217	3	]	]	X
cana-1906	217	4	in	in	ADP
cana-1906	217	5	2016	2016	NUM
cana-1906	217	6	75	75	NUM
cana-1906	217	7	tmguard	tmguard	NOUN
cana-1906	217	8	eer	eer	NOUN
cana-1906	217	9	:	:	PUNCT
cana-1906	217	10	1–3	1–3	NUM
cana-1906	217	11	%	%	NOUN
cana-1906	217	12	vi	vi	PROPN
cana-1906	217	13	.	.	PUNCT
cana-1906	217	14	limitations	limitation	NOUN
cana-1906	217	15	of	of	ADP
cana-1906	217	16	machine	machine	NOUN
cana-1906	217	17	learning	learn	VERB
cana-1906	217	18	in	in	ADP
cana-1906	217	19	security	security	NOUN
cana-1906	217	20	in	in	ADP
cana-1906	217	21	ml	ml	ADP
cana-1906	217	22	training	training	NOUN
cana-1906	217	23	,	,	PUNCT
cana-1906	217	24	accurate	accurate	ADJ
cana-1906	217	25	results	result	NOUN
cana-1906	217	26	can	can	AUX
cana-1906	217	27	be	be	AUX
cana-1906	217	28	achieved	achieve	VERB
cana-1906	217	29	when	when	SCONJ
cana-1906	217	30	training	training	NOUN
cana-1906	217	31	is	be	AUX
cana-1906	217	32	performed	perform	VERB
cana-1906	217	33	with	with	ADP
cana-1906	217	34	a	a	DET
cana-1906	217	35	bulk	bulk	NOUN
cana-1906	217	36	of	of	ADP
cana-1906	217	37	initial	initial	ADJ
cana-1906	217	38	dataset	dataset	NOUN
cana-1906	217	39	before	before	ADP
cana-1906	217	40	subjecting	subject	VERB
cana-1906	217	41	the	the	DET
cana-1906	217	42	algorithm	algorithm	NOUN
cana-1906	217	43	for	for	ADP
cana-1906	217	44	classification	classification	NOUN
cana-1906	217	45	purposes	purpose	NOUN
cana-1906	217	46	.	.	PUNCT
cana-1906	218	1	there	there	PRON
cana-1906	218	2	is	be	VERB
cana-1906	218	3	a	a	DET
cana-1906	218	4	bulk	bulk	NOUN
cana-1906	218	5	of	of	ADP
cana-1906	218	6	data	datum	NOUN
cana-1906	218	7	available	available	ADJ
cana-1906	218	8	from	from	ADP
cana-1906	218	9	various	various	ADJ
cana-1906	218	10	types	type	NOUN
cana-1906	218	11	of	of	ADP
cana-1906	218	12	devices	device	NOUN
cana-1906	218	13	;	;	PUNCT
cana-1906	218	14	the	the	DET
cana-1906	218	15	security	security	NOUN
cana-1906	218	16	-	-	PUNCT
cana-1906	218	17	related	relate	VERB
cana-1906	218	18	data	datum	NOUN
cana-1906	218	19	is	be	AUX
cana-1906	218	20	not	not	PART
cana-1906	218	21	available	available	ADJ
cana-1906	218	22	in	in	ADP
cana-1906	218	23	a	a	DET
cana-1906	218	24	sufficient	sufficient	ADJ
cana-1906	218	25	amount	amount	NOUN
cana-1906	218	26	.	.	PUNCT
cana-1906	219	1	moreover	moreover	ADV
cana-1906	219	2	,	,	PUNCT
cana-1906	219	3	there	there	PRON
cana-1906	219	4	is	be	VERB
cana-1906	219	5	an	an	DET
cana-1906	219	6	issue	issue	NOUN
cana-1906	219	7	in	in	ADP
cana-1906	219	8	using	use	VERB
cana-1906	219	9	some	some	DET
cana-1906	219	10	confidential	confidential	ADJ
cana-1906	219	11	data	datum	NOUN
cana-1906	219	12	for	for	ADP
cana-1906	219	13	every	every	DET
cana-1906	219	14	algorithm	algorithm	NOUN
cana-1906	219	15	to	to	PART
cana-1906	219	16	train	train	VERB
cana-1906	219	17	.	.	PUNCT
cana-1906	220	1	so	so	ADV
cana-1906	220	2	,	,	PUNCT
cana-1906	220	3	there	there	PRON
cana-1906	220	4	is	be	VERB
cana-1906	220	5	a	a	DET
cana-1906	220	6	need	need	NOUN
cana-1906	220	7	to	to	PART
cana-1906	220	8	develop	develop	VERB
cana-1906	220	9	a	a	DET
cana-1906	220	10	crowd	crowd	NOUN
cana-1906	220	11	-	-	PUNCT
cana-1906	220	12	sourcing	source	VERB
cana-1906	220	13	platform	platform	NOUN
cana-1906	220	14	to	to	PART
cana-1906	220	15	create	create	VERB
cana-1906	220	16	different	different	ADJ
cana-1906	220	17	datasets	dataset	NOUN
cana-1906	220	18	for	for	ADP
cana-1906	220	19	different	different	ADJ
cana-1906	220	20	security	security	NOUN
cana-1906	220	21	tasks	task	NOUN
cana-1906	220	22	.	.	PUNCT
cana-1906	221	1	these	these	DET
cana-1906	221	2	datasets	dataset	NOUN
cana-1906	221	3	should	should	AUX
cana-1906	221	4	include	include	VERB
cana-1906	221	5	all	all	DET
cana-1906	221	6	authentication	authentication	NOUN
cana-1906	221	7	types	type	NOUN
cana-1906	221	8	and	and	CCONJ
cana-1906	221	9	attack	attack	NOUN
cana-1906	221	10	patterns	pattern	NOUN
cana-1906	221	11	so	so	SCONJ
cana-1906	221	12	that	that	SCONJ
cana-1906	221	13	the	the	DET
cana-1906	221	14	ml	ml	PROPN
cana-1906	221	15	algorithms	algorithm	NOUN
cana-1906	221	16	can	can	AUX
cana-1906	221	17	be	be	AUX
cana-1906	221	18	easily	easily	ADV
cana-1906	221	19	trained	train	VERB
cana-1906	221	20	.	.	PUNCT
cana-1906	222	1	this	this	PRON
cana-1906	222	2	will	will	AUX
cana-1906	222	3	also	also	ADV
cana-1906	222	4	help	help	VERB
cana-1906	222	5	to	to	PART
cana-1906	222	6	set	set	VERB
cana-1906	222	7	the	the	DET
cana-1906	222	8	standards	standard	NOUN
cana-1906	222	9	of	of	ADP
cana-1906	222	10	classifiers	classifier	NOUN
cana-1906	222	11	by	by	ADP
cana-1906	222	12	testing	test	VERB
cana-1906	222	13	them	they	PRON
cana-1906	222	14	on	on	ADP
cana-1906	222	15	that	that	DET
cana-1906	222	16	dataset	dataset	NOUN
cana-1906	222	17	.	.	PUNCT
cana-1906	223	1	there	there	PRON
cana-1906	223	2	should	should	AUX
cana-1906	223	3	also	also	ADV
cana-1906	223	4	continuously	continuously	ADV
cana-1906	223	5	monitor	monitor	VERB
cana-1906	223	6	and	and	CCONJ
cana-1906	223	7	patterns	pattern	NOUN
cana-1906	223	8	for	for	ADP
cana-1906	223	9	new	new	ADJ
cana-1906	223	10	attacks	attack	NOUN
cana-1906	223	11	that	that	PRON
cana-1906	223	12	should	should	AUX
cana-1906	223	13	be	be	AUX
cana-1906	223	14	added	add	VERB
cana-1906	223	15	in	in	ADP
cana-1906	223	16	datasets	dataset	NOUN
cana-1906	223	17	.	.	PUNCT
cana-1906	224	1	as	as	SCONJ
cana-1906	224	2	data	datum	NOUN
cana-1906	224	3	is	be	AUX
cana-1906	224	4	collected	collect	VERB
cana-1906	224	5	from	from	ADP
cana-1906	224	6	heterogeneous	heterogeneous	ADJ
cana-1906	224	7	devices	device	NOUN
cana-1906	224	8	,	,	PUNCT
cana-1906	224	9	data	datum	NOUN
cana-1906	224	10	is	be	AUX
cana-1906	224	11	not	not	PART
cana-1906	224	12	cleaned	clean	VERB
cana-1906	224	13	.	.	PUNCT
cana-1906	225	1	this	this	DET
cana-1906	225	2	low	low	ADJ
cana-1906	225	3	-	-	PUNCT
cana-1906	225	4	level	level	NOUN
cana-1906	225	5	data	datum	NOUN
cana-1906	225	6	can	can	AUX
cana-1906	225	7	be	be	AUX
cana-1906	225	8	noisy	noisy	ADJ
cana-1906	225	9	data	datum	NOUN
cana-1906	225	10	or	or	CCONJ
cana-1906	225	11	corrupted	corrupted	ADJ
cana-1906	225	12	data	datum	NOUN
cana-1906	225	13	which	which	PRON
cana-1906	225	14	can	can	AUX
cana-1906	225	15	affect	affect	VERB
cana-1906	225	16	the	the	DET
cana-1906	225	17	ml	ml	PROPN
cana-1906	225	18	model	model	NOUN
cana-1906	225	19	while	while	SCONJ
cana-1906	225	20	training	training	NOUN
cana-1906	225	21	.	.	PUNCT
cana-1906	226	1	so	so	ADV
cana-1906	226	2	,	,	PUNCT
cana-1906	226	3	there	there	PRON
cana-1906	226	4	should	should	AUX
cana-1906	226	5	be	be	AUX
cana-1906	226	6	filtration	filtration	NOUN
cana-1906	226	7	of	of	ADP
cana-1906	226	8	data	datum	NOUN
cana-1906	226	9	that	that	PRON
cana-1906	226	10	can	can	AUX
cana-1906	226	11	be	be	AUX
cana-1906	226	12	sent	send	VERB
cana-1906	226	13	to	to	ADP
cana-1906	226	14	the	the	DET
cana-1906	226	15	ml	ml	PROPN
cana-1906	226	16	model	model	NOUN
cana-1906	226	17	to	to	PART
cana-1906	226	18	train	train	VERB
cana-1906	226	19	in	in	ADP
cana-1906	226	20	real	real	ADJ
cana-1906	226	21	-	-	PUNCT
cana-1906	226	22	time	time	NOUN
cana-1906	226	23	.	.	PUNCT
cana-1906	227	1	vii	vii	PROPN
cana-1906	227	2	.	.	PROPN
cana-1906	227	3	conclusion	conclusion	PROPN
cana-1906	227	4	most	most	ADJ
cana-1906	227	5	risk	risk	NOUN
cana-1906	227	6	-	-	PUNCT
cana-1906	227	7	based	base	VERB
cana-1906	227	8	authentication	authentication	NOUN
cana-1906	227	9	solutions	solution	NOUN
cana-1906	227	10	use	use	VERB
cana-1906	227	11	machine	machine	NOUN
cana-1906	227	12	learning	learning	NOUN
cana-1906	227	13	.	.	PUNCT
cana-1906	228	1	in	in	ADP
cana-1906	228	2	adaptive	adaptive	ADJ
cana-1906	228	3	authentication	authentication	NOUN
cana-1906	228	4	,	,	PUNCT
cana-1906	228	5	one	one	PRON
cana-1906	228	6	has	have	VERB
cana-1906	228	7	to	to	PART
cana-1906	228	8	regulate	regulate	VERB
cana-1906	228	9	the	the	DET
cana-1906	228	10	parameter	parameter	NOUN
cana-1906	228	11	weight	weight	NOUN
cana-1906	228	12	for	for	ADP
cana-1906	228	13	the	the	DET
cana-1906	228	14	risk	risk	NOUN
cana-1906	228	15	score	score	NOUN
cana-1906	228	16	by	by	ADP
cana-1906	228	17	introducing	introduce	VERB
cana-1906	228	18	static	static	ADJ
cana-1906	228	19	policies	policy	NOUN
cana-1906	228	20	according	accord	VERB
cana-1906	228	21	to	to	ADP
cana-1906	228	22	factors	factor	NOUN
cana-1906	228	23	gathered	gather	VERB
cana-1906	228	24	from	from	ADP
cana-1906	228	25	the	the	DET
cana-1906	228	26	user	user	NOUN
cana-1906	228	27	.	.	PUNCT
cana-1906	229	1	these	these	DET
cana-1906	229	2	algorithms	algorithm	NOUN
cana-1906	229	3	help	help	VERB
cana-1906	229	4	to	to	PART
cana-1906	229	5	monitor	monitor	VERB
cana-1906	229	6	in	in	ADP
cana-1906	229	7	real	real	ADJ
cana-1906	229	8	time	time	NOUN
cana-1906	229	9	and	and	CCONJ
cana-1906	229	10	to	to	PART
cana-1906	229	11	identify	identify	VERB
cana-1906	229	12	anomalies	anomaly	NOUN
cana-1906	229	13	in	in	ADP
cana-1906	229	14	50	50	NUM
cana-1906	229	15	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	229	16	user	user	NOUN
cana-1906	229	17	’s	’s	PART
cana-1906	229	18	authentication	authentication	NOUN
cana-1906	229	19	pattern	pattern	NOUN
cana-1906	229	20	or	or	CCONJ
cana-1906	229	21	even	even	ADV
cana-1906	229	22	threats	threat	NOUN
cana-1906	229	23	in	in	ADP
cana-1906	229	24	the	the	DET
cana-1906	229	25	authentication	authentication	NOUN
cana-1906	229	26	path	path	NOUN
cana-1906	229	27	(	(	PUNCT
cana-1906	229	28	such	such	ADJ
cana-1906	229	29	as	as	ADP
cana-1906	229	30	compromised	compromise	VERB
cana-1906	229	31	networks	network	NOUN
cana-1906	229	32	)	)	PUNCT
cana-1906	229	33	.	.	PUNCT
cana-1906	230	1	this	this	DET
cana-1906	230	2	paper	paper	NOUN
cana-1906	230	3	presented	present	VERB
cana-1906	230	4	an	an	DET
cana-1906	230	5	overview	overview	NOUN
cana-1906	230	6	of	of	ADP
cana-1906	230	7	adaptive	adaptive	ADJ
cana-1906	230	8	authentication	authentication	NOUN
cana-1906	230	9	using	use	VERB
cana-1906	230	10	machine	machine	NOUN
cana-1906	230	11	learning	learn	VERB
cana-1906	230	12	algorithms	algorithm	NOUN
cana-1906	230	13	which	which	PRON
cana-1906	230	14	included	include	VERB
cana-1906	230	15	behavioral	behavioral	ADJ
cana-1906	230	16	,	,	PUNCT
cana-1906	230	17	physiological	physiological	ADJ
cana-1906	230	18	methods	method	NOUN
cana-1906	230	19	.	.	PUNCT
cana-1906	231	1	we	we	PRON
cana-1906	231	2	have	have	AUX
cana-1906	231	3	tried	try	VERB
cana-1906	231	4	to	to	PART
cana-1906	231	5	focus	focus	VERB
cana-1906	231	6	on	on	ADP
cana-1906	231	7	comparing	compare	VERB
cana-1906	231	8	different	different	ADJ
cana-1906	231	9	supervised	supervised	ADJ
cana-1906	231	10	and	and	CCONJ
cana-1906	231	11	unsupervised	unsupervised	ADJ
cana-1906	231	12	learning	learning	NOUN
cana-1906	231	13	methods	method	NOUN
cana-1906	231	14	on	on	ADP
cana-1906	231	15	their	their	PRON
cana-1906	231	16	applications	application	NOUN
cana-1906	231	17	in	in	ADP
cana-1906	231	18	authentication	authentication	NOUN
cana-1906	231	19	,	,	PUNCT
cana-1906	231	20	advantages	advantage	NOUN
cana-1906	231	21	,	,	PUNCT
cana-1906	231	22	disadvantages	disadvantage	VERB
cana-1906	231	23	.	.	PUNCT
cana-1906	232	1	we	we	PRON
cana-1906	232	2	have	have	AUX
cana-1906	232	3	also	also	ADV
cana-1906	232	4	compiled	compile	VERB
cana-1906	232	5	the	the	DET
cana-1906	232	6	basics	basic	NOUN
cana-1906	232	7	information	information	NOUN
cana-1906	232	8	about	about	ADP
cana-1906	232	9	types	type	NOUN
cana-1906	232	10	of	of	ADP
cana-1906	232	11	learning	learn	VERB
cana-1906	232	12	like	like	INTJ
cana-1906	232	13	supervised	supervised	ADJ
cana-1906	232	14	,	,	PUNCT
cana-1906	232	15	unsupervised	unsupervised	ADJ
cana-1906	232	16	,	,	PUNCT
cana-1906	232	17	and	and	CCONJ
cana-1906	232	18	reinforcement	reinforcement	NOUN
cana-1906	232	19	learning	learning	NOUN
cana-1906	232	20	and	and	CCONJ
cana-1906	232	21	provide	provide	VERB
cana-1906	232	22	a	a	DET
cana-1906	232	23	short	short	ADJ
cana-1906	232	24	insight	insight	NOUN
cana-1906	232	25	of	of	ADP
cana-1906	232	26	them	they	PRON
cana-1906	232	27	.	.	PUNCT
cana-1906	233	1	we	we	PRON
cana-1906	233	2	also	also	ADV
cana-1906	233	3	have	have	AUX
cana-1906	233	4	shed	shed	VERB
cana-1906	233	5	light	light	NOUN
cana-1906	233	6	on	on	ADP
cana-1906	233	7	the	the	DET
cana-1906	233	8	limitations	limitation	NOUN
cana-1906	233	9	of	of	ADP
cana-1906	233	10	using	use	VERB
cana-1906	233	11	ml	ml	NOUN
cana-1906	233	12	in	in	ADP
cana-1906	233	13	security	security	NOUN
cana-1906	233	14	.	.	PUNCT
cana-1906	234	1	different	different	ADJ
cana-1906	234	2	authentication	authentication	NOUN
cana-1906	234	3	methods	method	NOUN
cana-1906	234	4	are	be	AUX
cana-1906	234	5	discussed	discuss	VERB
cana-1906	234	6	but	but	CCONJ
cana-1906	234	7	more	more	ADJ
cana-1906	234	8	work	work	NOUN
cana-1906	234	9	can	can	AUX
cana-1906	234	10	be	be	AUX
cana-1906	234	11	done	do	VERB
cana-1906	234	12	on	on	ADP
cana-1906	234	13	it	it	PRON
cana-1906	234	14	and	and	CCONJ
cana-1906	234	15	authentication	authentication	NOUN
cana-1906	234	16	schemes	scheme	NOUN
cana-1906	234	17	can	can	AUX
cana-1906	234	18	be	be	AUX
cana-1906	234	19	re	re	VERB
cana-1906	234	20	-	-	VERB
cana-1906	234	21	designed	design	VERB
cana-1906	234	22	to	to	PART
cana-1906	234	23	be	be	AUX
cana-1906	234	24	lightweight	lightweight	ADJ
cana-1906	234	25	,	,	PUNCT
cana-1906	234	26	collaborative	collaborative	ADJ
cana-1906	234	27	and	and	CCONJ
cana-1906	234	28	flexible	flexible	ADJ
cana-1906	234	29	.	.	PUNCT
cana-1906	235	1	to	to	PART
cana-1906	235	2	fulfill	fulfill	VERB
cana-1906	235	3	the	the	DET
cana-1906	235	4	critical	critical	ADJ
cana-1906	235	5	requirements	requirement	NOUN
cana-1906	235	6	for	for	ADP
cana-1906	235	7	security	security	NOUN
cana-1906	235	8	,	,	PUNCT
cana-1906	235	9	hybrid	hybrid	ADJ
cana-1906	235	10	approach	approach	NOUN
cana-1906	235	11	instead	instead	ADV
cana-1906	235	12	of	of	ADP
cana-1906	235	13	either	either	CCONJ
cana-1906	235	14	centralized	centralized	ADJ
cana-1906	235	15	or	or	CCONJ
cana-1906	235	16	only	only	ADV
cana-1906	235	17	distributed	distribute	VERB
cana-1906	235	18	approach	approach	NOUN
cana-1906	235	19	can	can	AUX
cana-1906	235	20	be	be	AUX
cana-1906	235	21	used	use	VERB
cana-1906	235	22	along	along	ADP
cana-1906	235	23	with	with	ADP
cana-1906	235	24	ml	ml	NOUN
cana-1906	235	25	for	for	ADP
cana-1906	235	26	authentication	authentication	NOUN
cana-1906	235	27	.	.	PUNCT
cana-1906	236	1	viii	viii	PROPN
cana-1906	236	2	.	.	PUNCT
cana-1906	237	1	references	reference	NOUN
cana-1906	237	2	[	[	X
cana-1906	237	3	1	1	X
cana-1906	237	4	]	]	PUNCT
cana-1906	237	5	k.	k.	PROPN
cana-1906	237	6	a.	a.	PROPN
cana-1906	237	7	a.	a.	PROPN
cana-1906	237	8	bakar	bakar	PROPN
cana-1906	237	9	and	and	CCONJ
cana-1906	237	10	g.	g.	PROPN
cana-1906	237	11	r.	r.	PROPN
cana-1906	237	12	haron	haron	PROPN
cana-1906	237	13	,	,	PUNCT
cana-1906	237	14	"	"	PUNCT
cana-1906	237	15	adaptive	adaptive	ADJ
cana-1906	237	16	authentication	authentication	NOUN
cana-1906	237	17	:	:	PUNCT
cana-1906	237	18	issues	issue	NOUN
cana-1906	237	19	and	and	CCONJ
cana-1906	237	20	challenges	challenge	NOUN
cana-1906	237	21	,	,	PUNCT
cana-1906	237	22	"	"	PUNCT
cana-1906	237	23	2013	2013	NUM
cana-1906	237	24	world	world	NOUN
cana-1906	237	25	congress	congress	PROPN
cana-1906	237	26	on	on	ADP
cana-1906	237	27	computer	computer	NOUN
cana-1906	237	28	and	and	CCONJ
cana-1906	237	29	information	information	NOUN
cana-1906	237	30	technology	technology	NOUN
cana-1906	237	31	(	(	PUNCT
cana-1906	237	32	wccit	wccit	PROPN
cana-1906	237	33	)	)	PUNCT
cana-1906	237	34	,	,	PUNCT
cana-1906	237	35	2013	2013	NUM
cana-1906	237	36	,	,	PUNCT
cana-1906	237	37	pp	pp	ADJ
cana-1906	237	38	.	.	PUNCT
cana-1906	238	1	1	1	NUM
cana-1906	238	2	-	-	SYM
cana-1906	238	3	6	6	NUM
cana-1906	238	4	.	.	PUNCT
cana-1906	239	1	[	[	X
cana-1906	239	2	2	2	NUM
cana-1906	239	3	]	]	PUNCT
cana-1906	239	4	c.	c.	PROPN
cana-1906	239	5	rocha	rocha	PROPN
cana-1906	239	6	,	,	PUNCT
cana-1906	239	7	j.	j.	PROPN
cana-1906	239	8	c.	c.	PROPN
cana-1906	239	9	d.	d.	PROPN
cana-1906	239	10	lima	lima	PROPN
cana-1906	239	11	,	,	PUNCT
cana-1906	239	12	m.	m.	NOUN
cana-1906	239	13	a.	a.	PROPN
cana-1906	239	14	r.	r.	PROPN
cana-1906	239	15	dantas	dantas	PROPN
cana-1906	239	16	and	and	CCONJ
cana-1906	239	17	i.	i.	PROPN
cana-1906	239	18	augustin	augustin	PROPN
cana-1906	239	19	,	,	PUNCT
cana-1906	239	20	"	"	PUNCT
cana-1906	239	21	a2best	a2b	ADJ
cana-1906	239	22	:	:	PUNCT
cana-1906	239	23	an	an	DET
cana-1906	239	24	adaptive	adaptive	ADJ
cana-1906	239	25	authentication	authentication	NOUN
cana-1906	239	26	service	service	NOUN
cana-1906	239	27	based	base	VERB
cana-1906	239	28	on	on	ADP
cana-1906	239	29	mobile	mobile	ADJ
cana-1906	239	30	user	user	NOUN
cana-1906	239	31	's	's	PART
cana-1906	239	32	behavior	behavior	NOUN
cana-1906	239	33	and	and	CCONJ
cana-1906	239	34	spatio	spatio	PROPN
cana-1906	239	35	-	-	PUNCT
cana-1906	239	36	temporal	temporal	ADJ
cana-1906	239	37	context	context	NOUN
cana-1906	239	38	,	,	PUNCT
cana-1906	239	39	"	"	PUNCT
cana-1906	239	40	2011	2011	NUM
cana-1906	239	41	ieee	ieee	NOUN
cana-1906	239	42	symposium	symposium	NOUN
cana-1906	239	43	on	on	ADP
cana-1906	239	44	computers	computer	NOUN
cana-1906	239	45	and	and	CCONJ
cana-1906	239	46	communications	communication	NOUN
cana-1906	239	47	(	(	PUNCT
cana-1906	239	48	iscc	iscc	PROPN
cana-1906	239	49	)	)	PUNCT
cana-1906	239	50	,	,	PUNCT
cana-1906	239	51	2011	2011	NUM
cana-1906	239	52	,	,	PUNCT
cana-1906	239	53	pp	pp	ADJ
cana-1906	239	54	.	.	PUNCT
cana-1906	240	1	771	771	NUM
cana-1906	240	2	-	-	SYM
cana-1906	240	3	774	774	NUM
cana-1906	240	4	.	.	PUNCT
cana-1906	241	1	[	[	X
cana-1906	241	2	3	3	NUM
cana-1906	241	3	]	]	PUNCT
cana-1906	241	4	a.	a.	NOUN
cana-1906	241	5	moss	moss	NOUN
cana-1906	241	6	,	,	PUNCT
cana-1906	241	7	s.	s.	PROPN
cana-1906	241	8	liu	liu	PROPN
cana-1906	241	9	and	and	CCONJ
cana-1906	241	10	r.	r.	PROPN
cana-1906	241	11	richard	richard	PROPN
cana-1906	241	12	,	,	PUNCT
cana-1906	241	13	"	"	PUNCT
cana-1906	241	14	a	a	DET
cana-1906	241	15	unified	unified	ADJ
cana-1906	241	16	authentication	authentication	NOUN
cana-1906	241	17	framework	framework	NOUN
cana-1906	241	18	for	for	ADP
cana-1906	241	19	accessing	access	VERB
cana-1906	241	20	heterogeneous	heterogeneous	ADJ
cana-1906	241	21	web	web	NOUN
cana-1906	241	22	services	service	NOUN
cana-1906	241	23	,	,	PUNCT
cana-1906	241	24	"	"	PUNCT
cana-1906	241	25	2008	2008	NUM
cana-1906	241	26	4th	4th	ADJ
cana-1906	241	27	international	international	ADJ
cana-1906	241	28	conference	conference	NOUN
cana-1906	241	29	on	on	ADP
cana-1906	241	30	next	next	ADJ
cana-1906	241	31	generation	generation	NOUN
cana-1906	241	32	web	web	NOUN
cana-1906	241	33	services	service	NOUN
cana-1906	241	34	practices	practice	NOUN
cana-1906	241	35	,	,	PUNCT
cana-1906	241	36	2008	2008	NUM
cana-1906	241	37	,	,	PUNCT
cana-1906	241	38	pp	pp	ADJ
cana-1906	241	39	.	.	PUNCT
cana-1906	242	1	117	117	NUM
cana-1906	242	2	-	-	SYM
cana-1906	242	3	122	122	NUM
cana-1906	242	4	.	.	PUNCT
cana-1906	243	1	[	[	X
cana-1906	243	2	4	4	X
cana-1906	243	3	]	]	X
cana-1906	243	4	abu	abu	PROPN
cana-1906	243	5	bakar	bakar	PROPN
cana-1906	243	6	,	,	PUNCT
cana-1906	243	7	khairul	khairul	PROPN
cana-1906	243	8	azmi	azmi	PROPN
cana-1906	243	9	,	,	PUNCT
cana-1906	243	10	haron	haron	PROPN
cana-1906	243	11	,	,	PUNCT
cana-1906	243	12	galoh	galoh	ADJ
cana-1906	243	13	“	"	PUNCT
cana-1906	243	14	adaptive	adaptive	ADJ
cana-1906	243	15	authentication	authentication	NOUN
cana-1906	243	16	based	base	VERB
cana-1906	243	17	on	on	ADP
cana-1906	243	18	analysis	analysis	NOUN
cana-1906	243	19	of	of	ADP
cana-1906	243	20	user	user	NOUN
cana-1906	243	21	behavior	behavior	NOUN
cana-1906	243	22	”	"	PUNCT
cana-1906	243	23	,	,	PUNCT
cana-1906	243	24	proceedings	proceeding	NOUN
cana-1906	243	25	of	of	ADP
cana-1906	243	26	2014	2014	NUM
cana-1906	243	27	science	science	NOUN
cana-1906	243	28	and	and	CCONJ
cana-1906	243	29	information	information	NOUN
cana-1906	243	30	conference	conference	NOUN
cana-1906	243	31	,	,	PUNCT
cana-1906	243	32	2014	2014	NUM
cana-1906	243	33	.	.	PUNCT
cana-1906	244	1	[	[	X
cana-1906	244	2	5	5	X
cana-1906	244	3	]	]	X
cana-1906	244	4	elaine	elaine	PROPN
cana-1906	244	5	shi	shi	PROPN
cana-1906	244	6	,	,	PUNCT
cana-1906	244	7	yuan	yuan	PROPN
cana-1906	244	8	niu	niu	PROPN
cana-1906	244	9	,	,	PUNCT
cana-1906	244	10	markus	markus	PROPN
cana-1906	244	11	jakobsson	jakobsson	PROPN
cana-1906	244	12	,	,	PUNCT
cana-1906	244	13	richard	richard	PROPN
cana-1906	244	14	chow	chow	PROPN
cana-1906	244	15	“	"	PUNCT
cana-1906	244	16	implicit	implicit	ADJ
cana-1906	244	17	authentication	authentication	NOUN
cana-1906	244	18	through	through	ADP
cana-1906	244	19	learning	learn	VERB
cana-1906	244	20	user	user	NOUN
cana-1906	244	21	behavior	behavior	NOUN
cana-1906	244	22	”	"	PUNCT
cana-1906	244	23	in	in	ADP
cana-1906	244	24	proceedings	proceeding	NOUN
cana-1906	244	25	of	of	ADP
cana-1906	244	26	the	the	DET
cana-1906	244	27	13th	13th	ADJ
cana-1906	244	28	international	international	ADJ
cana-1906	244	29	conference	conference	NOUN
cana-1906	244	30	on	on	ADP
cana-1906	244	31	information	information	NOUN
cana-1906	244	32	security	security	NOUN
cana-1906	244	33	,	,	PUNCT
cana-1906	244	34	2011	2011	NUM
cana-1906	244	35	,	,	PUNCT
cana-1906	244	36	pp	pp	ADJ
cana-1906	244	37	.	.	PUNCT
cana-1906	245	1	99–113	99–113	NUM
cana-1906	245	2	.	.	PUNCT
cana-1906	246	1	[	[	X
cana-1906	246	2	6	6	NUM
cana-1906	246	3	]	]	X
cana-1906	246	4	c.	c.	PROPN
cana-1906	246	5	krupitzer	krupitzer	PROPN
cana-1906	246	6	,	,	PUNCT
cana-1906	246	7	f.	f.	PROPN
cana-1906	246	8	m.	m.	PROPN
cana-1906	246	9	roth	roth	PROPN
cana-1906	246	10	,	,	PUNCT
cana-1906	246	11	s.	s.	PROPN
cana-1906	246	12	vansyckel	vansyckel	PROPN
cana-1906	246	13	,	,	PUNCT
cana-1906	246	14	g.	g.	PROPN
cana-1906	246	15	schiele	schiele	PROPN
cana-1906	246	16	,	,	PUNCT
cana-1906	246	17	and	and	CCONJ
cana-1906	246	18	c.	c.	PROPN
cana-1906	246	19	becker	becker	PROPN
cana-1906	246	20	.	.	PUNCT
cana-1906	247	1	a	a	DET
cana-1906	247	2	survey	survey	NOUN
cana-1906	247	3	on	on	ADP
cana-1906	247	4	engineering	engineering	NOUN
cana-1906	247	5	approaches	approach	NOUN
cana-1906	247	6	for	for	ADP
cana-1906	247	7	selfadaptive	selfadaptive	ADJ
cana-1906	247	8	systems	system	NOUN
cana-1906	247	9	.	.	PUNCT
cana-1906	248	1	pervasive	pervasive	ADJ
cana-1906	248	2	and	and	CCONJ
cana-1906	248	3	mobile	mobile	ADJ
cana-1906	248	4	computing	computing	NOUN
cana-1906	248	5	,	,	PUNCT
cana-1906	248	6	17:184–206	17:184–206	PROPN
cana-1906	248	7	,	,	PUNCT
cana-1906	248	8	2015	2015	NUM
cana-1906	248	9	.	.	PUNCT
cana-1906	249	1	[	[	X
cana-1906	249	2	7	7	X
cana-1906	249	3	]	]	X
cana-1906	249	4	s.	s.	PROPN
cana-1906	249	5	tong	tong	PROPN
cana-1906	249	6	and	and	CCONJ
cana-1906	249	7	d.	d.	PROPN
cana-1906	249	8	koller	koller	PROPN
cana-1906	249	9	,	,	PUNCT
cana-1906	249	10	support	support	VERB
cana-1906	249	11	vector	vector	NOUN
cana-1906	249	12	machine	machine	NOUN
cana-1906	249	13	active	active	ADJ
cana-1906	249	14	learning	learning	NOUN
cana-1906	249	15	with	with	ADP
cana-1906	249	16	applications	application	NOUN
cana-1906	249	17	to	to	PART
cana-1906	249	18	text	text	VERB
cana-1906	249	19	classification	classification	NOUN
cana-1906	249	20	,	,	PUNCT
cana-1906	249	21	journal	journal	NOUN
cana-1906	249	22	of	of	ADP
cana-1906	249	23	machine	machine	NOUN
cana-1906	249	24	learning	learn	VERB
cana-1906	249	25	research	research	NOUN
cana-1906	249	26	,	,	PUNCT
cana-1906	249	27	vol	vol	NOUN
cana-1906	249	28	.	.	PROPN
cana-1906	249	29	2	2	NUM
cana-1906	249	30	,	,	PUNCT
cana-1906	249	31	no	no	INTJ
cana-1906	249	32	.	.	PUNCT
cana-1906	250	1	nov	nov	NOUN
cana-1906	250	2	,	,	PUNCT
cana-1906	250	3	pp	pp	PROPN
cana-1906	250	4	.	.	PUNCT
cana-1906	251	1	45	45	NUM
cana-1906	251	2	-	-	SYM
cana-1906	251	3	66	66	NUM
cana-1906	251	4	,	,	PUNCT
cana-1906	251	5	2001	2001	NUM
cana-1906	251	6	.	.	PUNCT
cana-1906	252	1	[	[	X
cana-1906	252	2	8	8	NUM
cana-1906	252	3	]	]	PUNCT
cana-1906	252	4	a.	a.	PROPN
cana-1906	252	5	qureshi	qureshi	PROPN
cana-1906	252	6	,	,	PUNCT
cana-1906	252	7	k.	k.	PROPN
cana-1906	252	8	b.	b.	PROPN
cana-1906	252	9	khan	khan	PROPN
cana-1906	252	10	,	,	PUNCT
cana-1906	252	11	h.	h.	PROPN
cana-1906	252	12	a.	a.	PROPN
cana-1906	252	13	haider	haider	PROPN
cana-1906	252	14	,	,	PUNCT
cana-1906	252	15	r	r	NOUN
cana-1906	252	16	ensemble	ensemble	ADJ
cana-1906	252	17	classification	classification	NOUN
cana-1906	252	18	-	-	PUNCT
cana-1906	252	19	based	base	VERB
cana-1906	252	20	methodology	methodology	NOUN
cana-1906	252	21	applied	apply	VERB
cana-1906	252	22	to	to	ADP
cana-1906	252	23	mri	mri	NOUN
cana-1906	252	24	brain	brain	NOUN
cana-1906	252	25	technologies	technology	NOUN
cana-1906	252	26	and	and	CCONJ
cana-1906	252	27	applications	application	NOUN
cana-1906	252	28	(	(	PUNCT
cana-1906	252	29	intap	intap	NOUN
cana-1906	252	30	)	)	PUNCT
cana-1906	252	31	,	,	PUNCT
cana-1906	252	32	pp	pp	ADP
cana-1906	252	33	606	606	NUM
cana-1906	252	34	-	-	SYM
cana-1906	252	35	615	615	NUM
cana-1906	252	36	,	,	PUNCT
cana-1906	252	37	2020	2020	NUM
cana-1906	252	38	.	.	PUNCT
cana-1906	253	1	[	[	X
cana-1906	253	2	9	9	NUM
cana-1906	253	3	]	]	PUNCT
cana-1906	253	4	m.	m.	NOUN
cana-1906	253	5	abu	abu	PROPN
cana-1906	253	6	alsheikh	alsheikh	PROPN
cana-1906	253	7	,	,	PUNCT
cana-1906	253	8	s.	s.	PROPN
cana-1906	253	9	lin	lin	PROPN
cana-1906	253	10	,	,	PUNCT
cana-1906	253	11	d.	d.	PROPN
cana-1906	253	12	niyato	niyato	PROPN
cana-1906	253	13	,	,	PUNCT
cana-1906	253	14	and	and	CCONJ
cana-1906	253	15	h.	h.	PROPN
cana-1906	253	16	p.	p.	PROPN
cana-1906	253	17	tan	tan	PROPN
cana-1906	253	18	,	,	PUNCT
cana-1906	253	19	“	"	PUNCT
cana-1906	253	20	machine	machine	NOUN
cana-1906	253	21	learning	learning	NOUN
cana-1906	253	22	in	in	ADP
cana-1906	253	23	wireless	wireless	ADJ
cana-1906	253	24	sensor	sensor	NOUN
cana-1906	253	25	networks	network	NOUN
cana-1906	253	26	:	:	PUNCT
cana-1906	253	27	algorithms	algorithm	NOUN
cana-1906	253	28	,	,	PUNCT
cana-1906	253	29	strategies	strategy	NOUN
cana-1906	253	30	,	,	PUNCT
cana-1906	253	31	and	and	CCONJ
cana-1906	253	32	applications	application	NOUN
cana-1906	253	33	,	,	PUNCT
cana-1906	253	34	”	"	PUNCT
cana-1906	253	35	ieee	ieee	NOUN
cana-1906	253	36	commun	commun	PROPN
cana-1906	253	37	.	.	PUNCT
cana-1906	254	1	surveys	survey	NOUN
cana-1906	254	2	and	and	CCONJ
cana-1906	254	3	tutorials	tutorial	NOUN
cana-1906	254	4	,	,	PUNCT
cana-1906	254	5	vol	vol	NOUN
cana-1906	254	6	.	.	PROPN
cana-1906	254	7	16	16	NUM
cana-1906	254	8	,	,	PUNCT
cana-1906	254	9	no	no	INTJ
cana-1906	254	10	.	.	NOUN
cana-1906	254	11	4	4	NUM
cana-1906	254	12	,	,	PUNCT
cana-1906	254	13	pp	pp	ADJ
cana-1906	254	14	.	.	PUNCT
cana-1906	255	1	1996–2018	1996–2018	NUM
cana-1906	255	2	,	,	PUNCT
cana-1906	255	3	apr	apr	PROPN
cana-1906	255	4	.	.	PROPN
cana-1906	255	5	2014	2014	NUM
cana-1906	255	6	.	.	PUNCT
cana-1906	256	1	[	[	X
cana-1906	256	2	10	10	NUM
cana-1906	256	3	]	]	PUNCT
cana-1906	256	4	z.	z.	PROPN
cana-1906	256	5	tan	tan	PROPN
cana-1906	256	6	,	,	PUNCT
cana-1906	256	7	a.	a.	NOUN
cana-1906	256	8	jamdagni	jamdagni	PROPN
cana-1906	256	9	,	,	PUNCT
cana-1906	256	10	x.	x.	NOUN
cana-1906	257	1	he	he	PRON
cana-1906	257	2	,	,	PUNCT
cana-1906	257	3	p.	p.	NOUN
cana-1906	257	4	nanda	nanda	NOUN
cana-1906	257	5	,	,	PUNCT
cana-1906	257	6	and	and	CCONJ
cana-1906	257	7	r.	r.	PROPN
cana-1906	257	8	p.	p.	PROPN
cana-1906	257	9	liu	liu	PROPN
cana-1906	257	10	,	,	PUNCT
cana-1906	257	11	“	"	PUNCT
cana-1906	257	12	a	a	DET
cana-1906	257	13	system	system	NOUN
cana-1906	257	14	for	for	ADP
cana-1906	257	15	denial	denial	NOUN
cana-1906	257	16	-	-	PUNCT
cana-1906	257	17	of	of	ADP
cana-1906	257	18	-	-	PUNCT
cana-1906	257	19	service	service	NOUN
cana-1906	257	20	attack	attack	NOUN
cana-1906	257	21	detection	detection	NOUN
cana-1906	257	22	based	base	VERB
cana-1906	257	23	on	on	ADP
cana-1906	257	24	multivariate	multivariate	NOUN
cana-1906	257	25	correlation	correlation	NOUN
cana-1906	257	26	analysis	analysis	NOUN
cana-1906	257	27	,	,	PUNCT
cana-1906	257	28	”	"	PUNCT
cana-1906	257	29	ieee	ieee	NOUN
cana-1906	257	30	trans	tran	NOUN
cana-1906	257	31	.	.	PUNCT
cana-1906	258	1	parallel	parallel	ADJ
cana-1906	258	2	and	and	CCONJ
cana-1906	258	3	distributed	distributed	ADJ
cana-1906	258	4	systems	system	NOUN
cana-1906	258	5	,	,	PUNCT
cana-1906	258	6	vol	vol	NOUN
cana-1906	258	7	.	.	PROPN
cana-1906	258	8	25	25	NUM
cana-1906	258	9	,	,	PUNCT
cana-1906	258	10	no	no	INTJ
cana-1906	258	11	.	.	NOUN
cana-1906	258	12	2	2	NUM
cana-1906	258	13	,	,	PUNCT
cana-1906	258	14	pp	pp	ADJ
cana-1906	258	15	.	.	PUNCT
cana-1906	259	1	447–456	447–456	NUM
cana-1906	259	2	,	,	PUNCT
cana-1906	259	3	may	may	AUX
cana-1906	259	4	2013	2013	NUM
cana-1906	259	5	.	.	PUNCT
cana-1906	260	1	[	[	X
cana-1906	260	2	11	11	NUM
cana-1906	260	3	]	]	X
cana-1906	260	4	j.w	j.w	PROPN
cana-1906	260	5	.	.	PROPN
cana-1906	260	6	branch	branch	PROPN
cana-1906	260	7	,	,	PUNCT
cana-1906	260	8	c.	c.	PROPN
cana-1906	260	9	giannella	giannella	PROPN
cana-1906	260	10	,	,	PUNCT
cana-1906	260	11	b.	b.	PROPN
cana-1906	260	12	szymanski	szymanski	PROPN
cana-1906	260	13	,	,	PUNCT
cana-1906	260	14	r.	r.	PROPN
cana-1906	260	15	wolff	wolff	PROPN
cana-1906	260	16	,	,	PUNCT
cana-1906	260	17	and	and	CCONJ
cana-1906	260	18	h.	h.	PROPN
cana-1906	260	19	kargupta	kargupta	PROPN
cana-1906	260	20	,	,	PUNCT
cana-1906	260	21	“	"	PUNCT
cana-1906	260	22	in	in	ADP
cana-1906	260	23	-	-	PUNCT
cana-1906	260	24	network	network	NOUN
cana-1906	260	25	outlier	outlier	NOUN
cana-1906	260	26	detection	detection	NOUN
cana-1906	260	27	in	in	ADP
cana-1906	260	28	wireless	wireless	ADJ
cana-1906	260	29	sensor	sensor	NOUN
cana-1906	260	30	networks	network	NOUN
cana-1906	260	31	,	,	PUNCT
cana-1906	260	32	”	"	PUNCT
cana-1906	260	33	knowledge	knowledge	NOUN
cana-1906	260	34	and	and	CCONJ
cana-1906	260	35	information	information	NOUN
cana-1906	260	36	systems	system	NOUN
cana-1906	260	37	,	,	PUNCT
cana-1906	260	38	vol	vol	NOUN
cana-1906	260	39	.	.	PROPN
cana-1906	261	1	34	34	NUM
cana-1906	261	2	,	,	PUNCT
cana-1906	261	3	no	no	INTJ
cana-1906	261	4	.	.	NOUN
cana-1906	261	5	1	1	NUM
cana-1906	261	6	,	,	PUNCT
cana-1906	261	7	pp	pp	ADJ
cana-1906	261	8	.	.	PUNCT
cana-1906	262	1	23–54	23–54	NUM
cana-1906	262	2	,	,	PUNCT
cana-1906	262	3	jan	jan	PROPN
cana-1906	262	4	.	.	PROPN
cana-1906	262	5	2013	2013	NUM
cana-1906	262	6	.	.	PUNCT
cana-1906	263	1	[	[	X
cana-1906	263	2	12	12	NUM
cana-1906	263	3	]	]	PUNCT
cana-1906	263	4	f.	f.	PROPN
cana-1906	263	5	a.	a.	PROPN
cana-1906	263	6	narudin	narudin	PROPN
cana-1906	263	7	,	,	PUNCT
cana-1906	263	8	a.	a.	NOUN
cana-1906	263	9	feizollah	feizollah	PROPN
cana-1906	263	10	,	,	PUNCT
cana-1906	263	11	n.	n.	PROPN
cana-1906	263	12	b.	b.	PROPN
cana-1906	263	13	anuar	anuar	PROPN
cana-1906	263	14	,	,	PUNCT
cana-1906	263	15	and	and	CCONJ
cana-1906	263	16	a.	a.	NOUN
cana-1906	263	17	gani	gani	PROPN
cana-1906	263	18	,	,	PUNCT
cana-1906	263	19	“	"	PUNCT
cana-1906	263	20	evaluation	evaluation	NOUN
cana-1906	263	21	of	of	ADP
cana-1906	263	22	machine	machine	NOUN
cana-1906	263	23	learning	learn	VERB
cana-1906	263	24	classifiers	classifier	NOUN
cana-1906	263	25	for	for	ADP
cana-1906	263	26	mobile	mobile	ADJ
cana-1906	263	27	malware	malware	NOUN
cana-1906	263	28	detection	detection	NOUN
cana-1906	263	29	,	,	PUNCT
cana-1906	263	30	”	"	PUNCT
cana-1906	263	31	soft	soft	ADJ
cana-1906	263	32	computing	computing	NOUN
cana-1906	263	33	,	,	PUNCT
cana-1906	263	34	vol	vol	NOUN
cana-1906	263	35	.	.	PROPN
cana-1906	263	36	20	20	NUM
cana-1906	263	37	,	,	PUNCT
cana-1906	263	38	no	no	INTJ
cana-1906	263	39	.	.	NOUN
cana-1906	263	40	1	1	NUM
cana-1906	263	41	,	,	PUNCT
cana-1906	263	42	pp	pp	ADJ
cana-1906	263	43	.	.	PUNCT
cana-1906	264	1	343–357	343–357	NUM
cana-1906	264	2	,	,	PUNCT
cana-1906	264	3	jan	jan	PROPN
cana-1906	264	4	.	.	PROPN
cana-1906	264	5	2016	2016	NUM
cana-1906	264	6	.	.	PUNCT
cana-1906	265	1	[	[	X
cana-1906	265	2	13	13	NUM
cana-1906	265	3	]	]	PUNCT
cana-1906	265	4	m.	m.	NOUN
cana-1906	265	5	a.	a.	PROPN
cana-1906	265	6	aref	aref	PROPN
cana-1906	265	7	,	,	PUNCT
cana-1906	265	8	s.	s.	PROPN
cana-1906	265	9	k.	k.	PROPN
cana-1906	265	10	jayaweera	jayaweera	PROPN
cana-1906	265	11	,	,	PUNCT
cana-1906	265	12	and	and	CCONJ
cana-1906	265	13	s.	s.	PROPN
cana-1906	265	14	machuzak	machuzak	PROPN
cana-1906	265	15	,	,	PUNCT
cana-1906	265	16	“	"	PUNCT
cana-1906	265	17	multi	multi	ADJ
cana-1906	265	18	-	-	ADJ
cana-1906	265	19	agent	agent	ADJ
cana-1906	265	20	reinforcement	reinforcement	NOUN
cana-1906	265	21	learning	learning	NOUN
cana-1906	265	22	based	base	VERB
cana-1906	265	23	cognitive	cognitive	ADJ
cana-1906	265	24	anti	anti	ADJ
cana-1906	265	25	jamming	jamming	NOUN
cana-1906	265	26	,	,	PUNCT
cana-1906	265	27	”	"	PUNCT
cana-1906	265	28	in	in	ADP
cana-1906	265	29	proc	proc	NOUN
cana-1906	265	30	.	.	PUNCT
cana-1906	266	1	ieee	ieee	PROPN
cana-1906	266	2	wireless	wireless	PROPN
cana-1906	266	3	commun	commun	PROPN
cana-1906	266	4	.	.	PUNCT
cana-1906	267	1	and	and	CCONJ
cana-1906	267	2	networking	network	VERB
cana-1906	267	3	conf	conf	NOUN
cana-1906	267	4	(	(	PUNCT
cana-1906	267	5	wcnc	wcnc	PROPN
cana-1906	267	6	)	)	PUNCT
cana-1906	267	7	,	,	PUNCT
cana-1906	267	8	pp	pp	ADP
cana-1906	267	9	.	.	PUNCT
cana-1906	268	1	1–6	1–6	NUM
cana-1906	268	2	,	,	PUNCT
cana-1906	268	3	san	san	PROPN
cana-1906	268	4	francisco	francisco	PROPN
cana-1906	268	5	,	,	PUNCT
cana-1906	268	6	ca	ca	PROPN
cana-1906	268	7	,	,	PUNCT
cana-1906	268	8	mar	mar	PROPN
cana-1906	268	9	.	.	PROPN
cana-1906	268	10	2017	2017	NUM
cana-1906	268	11	.	.	PUNCT
cana-1906	269	1	[	[	X
cana-1906	269	2	14	14	NUM
cana-1906	269	3	]	]	X
cana-1906	269	4	wozniak	wozniak	PROPN
cana-1906	269	5	,	,	PUNCT
cana-1906	269	6	michal	michal	PROPN
cana-1906	269	7	graña	graña	PROPN
cana-1906	269	8	,	,	PUNCT
cana-1906	269	9	corchado	corchado	NOUN
cana-1906	269	10	emilio	emilio	PROPN
cana-1906	269	11	"	"	PUNCT
cana-1906	269	12	a	a	DET
cana-1906	269	13	survey	survey	NOUN
cana-1906	269	14	of	of	ADP
cana-1906	269	15	multiple	multiple	ADJ
cana-1906	269	16	classifier	classifier	NOUN
cana-1906	269	17	systems	system	NOUN
cana-1906	269	18	as	as	ADP
cana-1906	269	19	hybrid	hybrid	NOUN
cana-1906	269	20	systems	system	NOUN
cana-1906	269	21	"	"	PUNCT
cana-1906	269	22	,	,	PUNCT
cana-1906	269	23	information	information	NOUN
cana-1906	269	24	fusion	fusion	NOUN
cana-1906	269	25	,	,	PUNCT
cana-1906	269	26	vol	vol	NOUN
cana-1906	269	27	.	.	PROPN
cana-1906	269	28	16	16	NUM
cana-1906	269	29	,	,	PUNCT
cana-1906	269	30	pp	pp	ADJ
cana-1906	269	31	.	.	PUNCT
cana-1906	269	32	3	3	NUM
cana-1906	269	33	-	-	SYM
cana-1906	269	34	17	17	NUM
cana-1906	269	35	,	,	PUNCT
cana-1906	269	36	2014	2014	NUM
cana-1906	269	37	.	.	PUNCT
cana-1906	270	1	[	[	X
cana-1906	270	2	15	15	NUM
cana-1906	270	3	]	]	X
cana-1906	270	4	g.	g.	PROPN
cana-1906	270	5	han	han	PROPN
cana-1906	270	6	,	,	PUNCT
cana-1906	270	7	l.	l.	PROPN
cana-1906	270	8	xiao	xiao	PROPN
cana-1906	270	9	,	,	PUNCT
cana-1906	270	10	and	and	CCONJ
cana-1906	270	11	h.	h.	PROPN
cana-1906	270	12	v.	v.	ADP
cana-1906	270	13	poor	poor	ADJ
cana-1906	270	14	,	,	PUNCT
cana-1906	270	15	“	"	PUNCT
cana-1906	270	16	two	two	NUM
cana-1906	270	17	-	-	PUNCT
cana-1906	270	18	dimensional	dimensional	ADJ
cana-1906	270	19	anti	anti	ADJ
cana-1906	270	20	-	-	ADJ
cana-1906	270	21	jamming	jamming	ADJ
cana-1906	270	22	communication	communication	NOUN
cana-1906	270	23	based	base	VERB
cana-1906	270	24	on	on	ADP
cana-1906	270	25	deep	deep	ADJ
cana-1906	270	26	reinforcement	reinforcement	NOUN
cana-1906	270	27	learning	learning	NOUN
cana-1906	270	28	,	,	PUNCT
cana-1906	270	29	”	"	PUNCT
cana-1906	270	30	in	in	ADP
cana-1906	270	31	ieee	ieee	NOUN
cana-1906	270	32	int’l	int’l	NUM
cana-1906	270	33	conf	conf	NOUN
cana-1906	270	34	.	.	PUNCT
cana-1906	271	1	acoustics	acoustic	NOUN
cana-1906	271	2	,	,	PUNCT
cana-1906	271	3	speech	speech	NOUN
cana-1906	271	4	and	and	CCONJ
cana-1906	271	5	signal	signal	NOUN
cana-1906	271	6	processing	processing	NOUN
cana-1906	271	7	,	,	PUNCT
cana-1906	271	8	pp	pp	ADJ
cana-1906	271	9	.	.	PUNCT
cana-1906	271	10	2087–2091	2087–2091	NUM
cana-1906	271	11	,	,	PUNCT
cana-1906	271	12	new	new	PROPN
cana-1906	271	13	orleans	orleans	PROPN
cana-1906	271	14	,	,	PUNCT
cana-1906	271	15	la	la	PROPN
cana-1906	271	16	,	,	PUNCT
cana-1906	271	17	mar	mar	PROPN
cana-1906	271	18	.	.	PROPN
cana-1906	271	19	2017	2017	NUM
cana-1906	271	20	.	.	PUNCT
cana-1906	272	1	[	[	X
cana-1906	272	2	16	16	NUM
cana-1906	272	3	]	]	X
cana-1906	272	4	c.	c.	PROPN
cana-1906	272	5	shi	shi	PROPN
cana-1906	272	6	,	,	PUNCT
cana-1906	272	7	j.	j.	PROPN
cana-1906	272	8	liu	liu	PROPN
cana-1906	272	9	,	,	PUNCT
cana-1906	272	10	h.	h.	PROPN
cana-1906	272	11	liu	liu	PROPN
cana-1906	272	12	,	,	PUNCT
cana-1906	272	13	and	and	CCONJ
cana-1906	272	14	y.	y.	PROPN
cana-1906	272	15	chen	chen	PROPN
cana-1906	272	16	,	,	PUNCT
cana-1906	272	17	“	"	PUNCT
cana-1906	272	18	smart	smart	ADJ
cana-1906	272	19	user	user	NOUN
cana-1906	272	20	authentication	authentication	NOUN
cana-1906	272	21	through	through	ADP
cana-1906	272	22	actuation	actuation	NOUN
cana-1906	272	23	of	of	ADP
cana-1906	272	24	daily	daily	ADJ
cana-1906	272	25	activities	activity	NOUN
cana-1906	272	26	leveraging	leverage	VERB
cana-1906	272	27	wifi	wifi	NOUN
cana-1906	272	28	-	-	PUNCT
cana-1906	272	29	enabled	enable	VERB
cana-1906	272	30	iot	iot	NOUN
cana-1906	272	31	,	,	PUNCT
cana-1906	272	32	”	"	PUNCT
cana-1906	272	33	in	in	ADP
cana-1906	272	34	proc	proc	PROPN
cana-1906	272	35	.	.	PUNCT
cana-1906	272	36	acm	acm	PROPN
cana-1906	272	37	int	int	NOUN
cana-1906	272	38	symposium	symposium	NOUN
cana-1906	272	39	on	on	ADP
cana-1906	272	40	mobile	mobile	ADJ
cana-1906	272	41	ad	ad	X
cana-1906	272	42	hoc	hoc	X
cana-1906	272	43	networking	networking	NOUN
cana-1906	272	44	and	and	CCONJ
cana-1906	272	45	computing	computing	NOUN
cana-1906	272	46	(	(	PUNCT
cana-1906	272	47	mobihoc	mobihoc	PROPN
cana-1906	272	48	)	)	PUNCT
cana-1906	272	49	,	,	PUNCT
cana-1906	272	50	pp	pp	PROPN
cana-1906	272	51	.	.	PUNCT
cana-1906	273	1	1–10	1–10	NOUN
cana-1906	273	2	,	,	PUNCT
cana-1906	273	3	chennai	chennai	PROPN
cana-1906	273	4	,	,	PUNCT
cana-1906	273	5	india	india	PROPN
cana-1906	273	6	,	,	PUNCT
cana-1906	273	7	jul	jul	PROPN
cana-1906	273	8	.	.	PROPN
cana-1906	273	9	2017	2017	NUM
cana-1906	273	10	.	.	PUNCT
cana-1906	274	1	[	[	X
cana-1906	274	2	17	17	NUM
cana-1906	274	3	]	]	PUNCT
cana-1906	274	4	m.	m.	NOUN
cana-1906	274	5	frank	frank	PROPN
cana-1906	274	6	,	,	PUNCT
cana-1906	274	7	r.	r.	PROPN
cana-1906	274	8	biedert	biedert	PROPN
cana-1906	274	9	,	,	PUNCT
cana-1906	274	10	e.	e.	PROPN
cana-1906	274	11	ma	ma	PROPN
cana-1906	274	12	,	,	PUNCT
cana-1906	274	13	i.	i.	PROPN
cana-1906	274	14	martinovic	martinovic	PROPN
cana-1906	274	15	,	,	PUNCT
cana-1906	274	16	and	and	CCONJ
cana-1906	274	17	d.	d.	PROPN
cana-1906	274	18	song	song	PROPN
cana-1906	274	19	,	,	PUNCT
cana-1906	274	20	“	"	PUNCT
cana-1906	274	21	touch	touch	VERB
cana-1906	274	22	analytic	analytic	ADJ
cana-1906	274	23	:	:	PUNCT
cana-1906	274	24	on	on	ADP
cana-1906	274	25	the	the	DET
cana-1906	274	26	applicability	applicability	NOUN
cana-1906	274	27	of	of	ADP
cana-1906	274	28	touchscreen	touchscreen	ADJ
cana-1906	274	29	input	input	NOUN
cana-1906	274	30	as	as	ADP
cana-1906	274	31	a	a	DET
cana-1906	274	32	behavioral	behavioral	ADJ
cana-1906	274	33	biometric	biometric	NOUN
cana-1906	274	34	for	for	ADP
cana-1906	274	35	continuous	continuous	ADJ
cana-1906	274	36	authentication	authentication	NOUN
cana-1906	274	37	,	,	PUNCT
cana-1906	274	38	”	"	PUNCT
cana-1906	274	39	ieee	ieee	NOUN
cana-1906	274	40	transactions	transaction	NOUN
cana-1906	274	41	on	on	ADP
cana-1906	274	42	information	information	NOUN
cana-1906	274	43	forensics	forensic	NOUN
cana-1906	274	44	and	and	CCONJ
cana-1906	274	45	security	security	NOUN
cana-1906	274	46	,	,	PUNCT
cana-1906	274	47	vol	vol	NOUN
cana-1906	274	48	.	.	PROPN
cana-1906	274	49	8	8	NUM
cana-1906	274	50	,	,	PUNCT
cana-1906	274	51	no	no	INTJ
cana-1906	274	52	.	.	NOUN
cana-1906	274	53	1	1	NUM
cana-1906	274	54	,	,	PUNCT
cana-1906	274	55	pp	pp	ADJ
cana-1906	274	56	.	.	PUNCT
cana-1906	275	1	136–148	136–148	NUM
cana-1906	275	2	,	,	PUNCT
cana-1906	275	3	jan	jan	PROPN
cana-1906	275	4	2013	2013	NUM
cana-1906	275	5	.	.	PUNCT
cana-1906	276	1	[	[	X
cana-1906	276	2	18	18	NUM
cana-1906	276	3	]	]	X
cana-1906	276	4	l.	l.	PROPN
cana-1906	276	5	li	li	PROPN
cana-1906	276	6	,	,	PUNCT
cana-1906	276	7	x.	x.	PROPN
cana-1906	276	8	zhao	zhao	PROPN
cana-1906	276	9	,	,	PUNCT
cana-1906	276	10	and	and	CCONJ
cana-1906	276	11	g.	g.	PROPN
cana-1906	276	12	xue	xue	PROPN
cana-1906	276	13	,	,	PUNCT
cana-1906	276	14	“	"	PUNCT
cana-1906	276	15	unobservable	unobservable	ADJ
cana-1906	276	16	reauthentication	reauthentication	NOUN
cana-1906	276	17	for	for	ADP
cana-1906	276	18	smart	smart	ADJ
cana-1906	276	19	phones	phone	NOUN
cana-1906	276	20	,	,	PUNCT
cana-1906	276	21	”	"	PUNCT
cana-1906	276	22	in	in	ADP
cana-1906	276	23	proceedings	proceeding	NOUN
cana-1906	276	24	of	of	ADP
cana-1906	276	25	the	the	DET
cana-1906	276	26	20th	20th	ADJ
cana-1906	276	27	network	network	NOUN
cana-1906	276	28	and	and	CCONJ
cana-1906	276	29	distributed	distribute	VERB
cana-1906	276	30	system	system	NOUN
cana-1906	276	31	security	security	NOUN
cana-1906	276	32	symposium	symposium	NOUN
cana-1906	276	33	,	,	PUNCT
cana-1906	276	34	2014	2014	NUM
cana-1906	276	35	.	.	PUNCT
cana-1906	277	1	[	[	X
cana-1906	277	2	19	19	NUM
cana-1906	277	3	]	]	PUNCT
cana-1906	277	4	t.	t.	PROPN
cana-1906	277	5	feng	feng	PROPN
cana-1906	277	6	,	,	PUNCT
cana-1906	277	7	z.	z.	PROPN
cana-1906	277	8	liu	liu	PROPN
cana-1906	277	9	,	,	PUNCT
cana-1906	277	10	k.-a	k.-a	PROPN
cana-1906	277	11	.	.	PUNCT
cana-1906	277	12	kwon	kwon	PROPN
cana-1906	277	13	,	,	PUNCT
cana-1906	277	14	w.	w.	PROPN
cana-1906	277	15	shi	shi	PROPN
cana-1906	277	16	,	,	PUNCT
cana-1906	277	17	b.	b.	PROPN
cana-1906	277	18	carbunar	carbunar	PROPN
cana-1906	277	19	,	,	PUNCT
cana-1906	277	20	y.	y.	PROPN
cana-1906	277	21	jiang	jiang	PROPN
cana-1906	277	22	,	,	PUNCT
cana-1906	277	23	and	and	CCONJ
cana-1906	277	24	n.	n.	PROPN
cana-1906	277	25	nguyen	nguyen	NOUN
cana-1906	277	26	,	,	PUNCT
cana-1906	277	27	“	"	PUNCT
cana-1906	277	28	continuous	continuous	ADJ
cana-1906	277	29	mobile	mobile	ADJ
cana-1906	277	30	authentication	authentication	NOUN
cana-1906	277	31	using	use	VERB
cana-1906	277	32	touchscreen	touchscreen	ADJ
cana-1906	277	33	gestures	gesture	NOUN
cana-1906	277	34	,	,	PUNCT
cana-1906	277	35	”	"	PUNCT
cana-1906	277	36	in	in	ADP
cana-1906	277	37	ieee	ieee	NOUN
cana-1906	277	38	conference	conference	NOUN
cana-1906	277	39	on	on	ADP
cana-1906	277	40	technologies	technology	NOUN
cana-1906	277	41	for	for	ADP
cana-1906	277	42	homeland	homeland	NOUN
cana-1906	277	43	security	security	NOUN
cana-1906	277	44	,	,	PUNCT
cana-1906	277	45	nov	nov	PROPN
cana-1906	277	46	2012	2012	NUM
cana-1906	277	47	,	,	PUNCT
cana-1906	277	48	pp	pp	ADV
cana-1906	277	49	.	.	PUNCT
cana-1906	278	1	451–456	451–456	NUM
cana-1906	278	2	.	.	PUNCT
cana-1906	279	1	[	[	X
cana-1906	279	2	20	20	NUM
cana-1906	279	3	]	]	X
cana-1906	279	4	y.	y.	PROPN
cana-1906	279	5	meng	meng	PROPN
cana-1906	279	6	,	,	PUNCT
cana-1906	279	7	d.s	d.s	PROPN
cana-1906	279	8	.	.	PROPN
cana-1906	279	9	wong	wong	PROPN
cana-1906	279	10	,	,	PUNCT
cana-1906	279	11	r.	r.	PROPN
cana-1906	279	12	schlegel	schlegel	PROPN
cana-1906	279	13	,	,	PUNCT
cana-1906	279	14	l.-f	l.-f	NOUN
cana-1906	279	15	.	.	PUNCT
cana-1906	280	1	kwok	kwok	NOUN
cana-1906	280	2	,	,	PUNCT
cana-1906	280	3	touch	touch	VERB
cana-1906	280	4	gestures	gesture	NOUN
cana-1906	280	5	based	base	VERB
cana-1906	280	6	biometric	biometric	ADJ
cana-1906	280	7	authentication	authentication	NOUN
cana-1906	280	8	scheme	scheme	NOUN
cana-1906	280	9	for	for	ADP
cana-1906	280	10	51	51	NUM
cana-1906	280	11	https://internationalpubls.com	https://internationalpubls.com	X
cana-1906	280	12	touchscreen	touchscreen	NOUN
cana-1906	280	13	mobile	mobile	ADJ
cana-1906	280	14	phones	phone	NOUN
cana-1906	280	15	,	,	PUNCT
cana-1906	280	16	in	in	ADP
cana-1906	280	17	proceedings	proceeding	NOUN
cana-1906	280	18	of	of	ADP
cana-1906	280	19	the	the	DET
cana-1906	280	20	8th	8th	ADJ
cana-1906	280	21	china	china	PROPN
cana-1906	280	22	international	international	ADJ
cana-1906	280	23	conference	conference	NOUN
cana-1906	280	24	on	on	ADP
cana-1906	280	25	information	information	NOUN
cana-1906	280	26	security	security	NOUN
cana-1906	280	27	and	and	CCONJ
cana-1906	280	28	cryptology	cryptology	NOUN
cana-1906	280	29	(	(	PUNCT
cana-1906	280	30	inscrypt	inscrypt	PROPN
cana-1906	280	31	)	)	PUNCT
cana-1906	280	32	.	.	PUNCT
cana-1906	281	1	lecture	lecture	NOUN
cana-1906	281	2	notes	note	NOUN
cana-1906	281	3	in	in	ADP
cana-1906	281	4	computer	computer	NOUN
cana-1906	281	5	science	science	NOUN
cana-1906	281	6	,	,	PUNCT
cana-1906	281	7	vol	vol	NOUN
cana-1906	281	8	.	.	PUNCT
cana-1906	282	1	7763	7763	NUM
cana-1906	282	2	(	(	PUNCT
cana-1906	282	3	springer	springer	NOUN
cana-1906	282	4	,	,	PUNCT
cana-1906	282	5	2012	2012	NUM
cana-1906	282	6	)	)	PUNCT
cana-1906	282	7	,	,	PUNCT
cana-1906	282	8	pp	pp	ADP
cana-1906	282	9	.	.	PUNCT
cana-1906	283	1	331–350	331–350	NUM
cana-1906	283	2	,	,	PUNCT
cana-1906	283	3	beijing	beijing	PROPN
cana-1906	284	1	[	[	X
cana-1906	284	2	21	21	NUM
cana-1906	284	3	]	]	X
cana-1906	284	4	y.	y.	PROPN
cana-1906	284	5	meng	meng	PROPN
cana-1906	284	6	,	,	PUNCT
cana-1906	284	7	d.s	d.s	PROPN
cana-1906	284	8	.	.	PROPN
cana-1906	284	9	wong	wong	PROPN
cana-1906	284	10	,	,	PUNCT
cana-1906	284	11	l.f	l.f	PROPN
cana-1906	284	12	.	.	PROPN
cana-1906	284	13	kwok	kwok	PROPN
cana-1906	284	14	,	,	PUNCT
cana-1906	284	15	design	design	NOUN
cana-1906	284	16	of	of	ADP
cana-1906	284	17	touch	touch	NOUN
cana-1906	284	18	dynamics	dynamic	NOUN
cana-1906	284	19	based	base	VERB
cana-1906	284	20	user	user	NOUN
cana-1906	284	21	authentication	authentication	NOUN
cana-1906	284	22	with	with	ADP
cana-1906	284	23	an	an	DET
cana-1906	284	24	adaptive	adaptive	ADJ
cana-1906	284	25	mechanism	mechanism	NOUN
cana-1906	284	26	on	on	ADP
cana-1906	284	27	mobile	mobile	ADJ
cana-1906	284	28	phones	phone	NOUN
cana-1906	284	29	,	,	PUNCT
cana-1906	284	30	in	in	ADP
cana-1906	284	31	proceedings	proceeding	NOUN
cana-1906	284	32	of	of	ADP
cana-1906	284	33	the	the	DET
cana-1906	284	34	29th	29th	ADJ
cana-1906	284	35	annual	annual	ADJ
cana-1906	284	36	acm	acm	NOUN
cana-1906	284	37	symposium	symposium	NOUN
cana-1906	284	38	on	on	ADP
cana-1906	284	39	applied	apply	VERB
cana-1906	284	40	computing	computing	NOUN
cana-1906	284	41	(	(	PUNCT
cana-1906	284	42	acm	acm	NOUN
cana-1906	284	43	sac	sac	NOUN
cana-1906	284	44	)	)	PUNCT
cana-1906	284	45	,	,	PUNCT
cana-1906	284	46	gyeongju	gyeongju	NOUN
cana-1906	284	47	(	(	PUNCT
cana-1906	284	48	2014	2014	NUM
cana-1906	284	49	)	)	PUNCT
cana-1906	284	50	,	,	PUNCT
cana-1906	284	51	pp	pp	ADP
cana-1906	284	52	.	.	PUNCT
cana-1906	285	1	1680–1687	1680–1687	NUM
cana-1906	285	2	[	[	X
cana-1906	285	3	22	22	NUM
cana-1906	285	4	]	]	PUNCT
cana-1906	285	5	w.	w.	PROPN
cana-1906	285	6	meng	meng	PROPN
cana-1906	285	7	,	,	PUNCT
cana-1906	285	8	d.s	d.s	PROPN
cana-1906	285	9	.	.	PROPN
cana-1906	285	10	wong	wong	PROPN
cana-1906	285	11	,	,	PUNCT
cana-1906	285	12	l.f	l.f	PROPN
cana-1906	285	13	.	.	PROPN
cana-1906	285	14	kwok	kwok	PROPN
cana-1906	285	15	,	,	PUNCT
cana-1906	285	16	the	the	DET
cana-1906	285	17	effect	effect	NOUN
cana-1906	285	18	of	of	ADP
cana-1906	285	19	adaptive	adaptive	ADJ
cana-1906	285	20	mechanism	mechanism	NOUN
cana-1906	285	21	on	on	ADP
cana-1906	285	22	behavioural	behavioural	ADJ
cana-1906	285	23	biometric	biometric	ADJ
cana-1906	285	24	based	base	VERB
cana-1906	285	25	mobile	mobile	ADJ
cana-1906	285	26	phone	phone	NOUN
cana-1906	285	27	authentication	authentication	NOUN
cana-1906	285	28	.	.	PUNCT
cana-1906	286	1	inf	inf	PROPN
cana-1906	286	2	.	.	PUNCT
cana-1906	286	3	manage	manage	VERB
cana-1906	286	4	.	.	PUNCT
cana-1906	287	1	comput	comput	NOUN
cana-1906	287	2	.	.	PUNCT
cana-1906	288	1	secur	secur	PROPN
cana-1906	288	2	.	.	PUNCT
cana-1906	289	1	22(2	22(2	VERB
cana-1906	289	2	)	)	PUNCT
cana-1906	289	3	,	,	PUNCT
cana-1906	290	1	155–166	155–166	NUM
cana-1906	290	2	(	(	PUNCT
cana-1906	290	3	2014	2014	NUM
cana-1906	290	4	)	)	PUNCT
cana-1906	291	1	[	[	X
cana-1906	291	2	23	23	NUM
cana-1906	291	3	]	]	X
cana-1906	291	4	w.	w.	PROPN
cana-1906	291	5	meng	meng	PROPN
cana-1906	291	6	,	,	PUNCT
cana-1906	291	7	w.	w.	PROPN
cana-1906	291	8	li	li	PROPN
cana-1906	291	9	,	,	PUNCT
cana-1906	291	10	d.s	d.s	PROPN
cana-1906	291	11	.	.	PROPN
cana-1906	291	12	wong	wong	PROPN
cana-1906	291	13	,	,	PUNCT
cana-1906	291	14	j.	j.	PROPN
cana-1906	291	15	zhou	zhou	PROPN
cana-1906	291	16	,	,	PUNCT
cana-1906	291	17	tmguard	tmguard	NOUN
cana-1906	291	18	:	:	PUNCT
cana-1906	291	19	a	a	DET
cana-1906	291	20	touch	touch	NOUN
cana-1906	291	21	movement	movement	NOUN
cana-1906	291	22	-	-	PUNCT
cana-1906	291	23	based	base	VERB
cana-1906	291	24	security	security	NOUN
cana-1906	291	25	mechanism	mechanism	NOUN
cana-1906	291	26	for	for	ADP
cana-1906	291	27	screen	screen	NOUN
cana-1906	291	28	unlock	unlock	NOUN
cana-1906	291	29	patterns	pattern	NOUN
cana-1906	291	30	on	on	ADP
cana-1906	291	31	smartphones	smartphone	NOUN
cana-1906	291	32	,	,	PUNCT
cana-1906	291	33	in	in	ADP
cana-1906	291	34	proceedings	proceeding	NOUN
cana-1906	291	35	of	of	ADP
cana-1906	291	36	the	the	DET
cana-1906	291	37	14th	14th	ADJ
cana-1906	291	38	international	international	ADJ
cana-1906	291	39	conference	conference	NOUN
cana-1906	291	40	on	on	ADP
cana-1906	291	41	applied	apply	VERB
cana-1906	291	42	cryptography	cryptography	NOUN
cana-1906	291	43	and	and	CCONJ
cana-1906	291	44	network	network	NOUN
cana-1906	291	45	security	security	NOUN
cana-1906	291	46	(	(	PUNCT
cana-1906	291	47	acns	acns	PROPN
cana-1906	291	48	2016	2016	NUM
cana-1906	291	49	)	)	PUNCT
cana-1906	291	50	,	,	PUNCT
cana-1906	291	51	guildford	guildford	PROPN
cana-1906	291	52	(	(	PUNCT
cana-1906	291	53	2016	2016	NUM
cana-1906	291	54	)	)	PUNCT
cana-1906	291	55	,	,	PUNCT
cana-1906	291	56	pp	pp	ADP
cana-1906	291	57	.	.	PUNCT
cana-1906	292	1	629–647	629–647	NUM
cana-1906	292	2	[	[	X
cana-1906	292	3	24	24	NUM
cana-1906	292	4	]	]	PUNCT
cana-1906	292	5	v.	v.	ADP
cana-1906	292	6	m.	m.	PROPN
cana-1906	292	7	patel	patel	PROPN
cana-1906	292	8	,	,	PUNCT
cana-1906	292	9	r.	r.	PROPN
cana-1906	292	10	chellappa	chellappa	PROPN
cana-1906	292	11	,	,	PUNCT
cana-1906	292	12	d.	d.	PROPN
cana-1906	292	13	chandra	chandra	PROPN
cana-1906	292	14	and	and	CCONJ
cana-1906	292	15	b.	b.	PROPN
cana-1906	292	16	barbello	barbello	PROPN
cana-1906	292	17	,	,	PUNCT
cana-1906	292	18	"	"	PUNCT
cana-1906	292	19	continuous	continuous	ADJ
cana-1906	292	20	user	user	NOUN
cana-1906	292	21	authentication	authentication	NOUN
cana-1906	292	22	on	on	ADP
cana-1906	292	23	mobile	mobile	ADJ
cana-1906	292	24	devices	device	NOUN
cana-1906	292	25	:	:	PUNCT
cana-1906	292	26	recent	recent	ADJ
cana-1906	292	27	progress	progress	NOUN
cana-1906	292	28	and	and	CCONJ
cana-1906	292	29	remaining	remain	VERB
cana-1906	292	30	challenges	challenge	NOUN
cana-1906	292	31	,	,	PUNCT
cana-1906	292	32	"	"	PUNCT
cana-1906	292	33	in	in	ADP
cana-1906	292	34	ieee	ieee	NOUN
cana-1906	292	35	signal	signal	NOUN
cana-1906	292	36	processing	processing	NOUN
cana-1906	292	37	magazine	magazine	NOUN
cana-1906	292	38	,	,	PUNCT
cana-1906	292	39	vol	vol	NOUN
cana-1906	292	40	.	.	PROPN
cana-1906	292	41	33	33	NUM
cana-1906	292	42	,	,	PUNCT
cana-1906	292	43	no	no	INTJ
cana-1906	292	44	.	.	NOUN
cana-1906	292	45	4	4	NUM
cana-1906	292	46	,	,	PUNCT
cana-1906	292	47	pp	pp	ADJ
cana-1906	292	48	.	.	PUNCT
cana-1906	293	1	49	49	NUM
cana-1906	293	2	-	-	SYM
cana-1906	293	3	61	61	NUM
cana-1906	293	4	,	,	PUNCT
cana-1906	293	5	july	july	PROPN
cana-1906	293	6	2016	2016	NUM
cana-1906	294	1	[	[	X
cana-1906	294	2	25	25	NUM
cana-1906	294	3	]	]	PUNCT
cana-1906	294	4	t.	t.	PROPN
cana-1906	294	5	neal	neal	PROPN
cana-1906	294	6	,	,	PUNCT
cana-1906	294	7	d.	d.	PROPN
cana-1906	294	8	woodard	woodard	PROPN
cana-1906	294	9	,	,	PUNCT
cana-1906	294	10	and	and	CCONJ
cana-1906	294	11	a.	a.	NOUN
cana-1906	294	12	striegel	striegel	NOUN
cana-1906	294	13	,	,	PUNCT
cana-1906	294	14	“	"	PUNCT
cana-1906	294	15	mobile	mobile	ADJ
cana-1906	294	16	device	device	NOUN
cana-1906	294	17	application	application	NOUN
cana-1906	294	18	,	,	PUNCT
cana-1906	294	19	bluetooth	bluetooth	PROPN
cana-1906	294	20	,	,	PUNCT
cana-1906	294	21	and	and	CCONJ
cana-1906	294	22	wi	wi	PROPN
cana-1906	294	23	-	-	PUNCT
cana-1906	294	24	fi	fi	NOUN
cana-1906	294	25	usage	usage	NOUN
cana-1906	294	26	data	datum	NOUN
cana-1906	294	27	as	as	ADP
cana-1906	294	28	behavioral	behavioral	ADJ
cana-1906	294	29	biometric	biometric	ADJ
cana-1906	294	30	traits	trait	NOUN
cana-1906	294	31	,	,	PUNCT
cana-1906	294	32	”	"	PUNCT
cana-1906	294	33	in	in	ADP
cana-1906	294	34	ieee	ieee	PROPN
cana-1906	294	35	international	international	ADJ
cana-1906	294	36	conference	conference	NOUN
cana-1906	294	37	on	on	ADP
cana-1906	294	38	biometrics	biometric	NOUN
cana-1906	294	39	theory	theory	NOUN
cana-1906	294	40	,	,	PUNCT
cana-1906	294	41	applications	application	NOUN
cana-1906	294	42	and	and	CCONJ
cana-1906	294	43	systems	system	NOUN
cana-1906	294	44	,	,	PUNCT
cana-1906	294	45	sept	sept	PROPN
cana-1906	294	46	2015	2015	NUM
cana-1906	294	47	,	,	PUNCT
cana-1906	294	48	pp	pp	ADV
cana-1906	294	49	.	.	PUNCT
cana-1906	295	1	1–6	1–6	X
cana-1906	295	2	.	.	PUNCT
cana-1906	296	1	[	[	X
cana-1906	296	2	26	26	NUM
cana-1906	296	3	]	]	X
cana-1906	296	4	https://www.chakray.com/what-is-adaptive-authentication-and-what-are-its-challenges/	https://www.chakray.com/what-is-adaptive-authentication-and-what-are-its-challenges/	X
cana-1906	296	5	https://www.chakray.com/what-is-adaptive-authentication-and-what-are-its-challenges/	https://www.chakray.com/what-is-adaptive-authentication-and-what-are-its-challenges/	VERB