id	sid	tid	token	lemma	pos
cana-1243	1	1	communications	communication	NOUN
cana-1243	1	2	on	on	ADP
cana-1243	1	3	applied	apply	VERB
cana-1243	1	4	nonlinear	nonlinear	ADJ
cana-1243	1	5	analysis	analysis	NOUN
cana-1243	1	6	issn	issn	NOUN
cana-1243	1	7	:	:	PUNCT
cana-1243	1	8	1074	1074	NUM
cana-1243	1	9	-	-	PUNCT
cana-1243	1	10	133x	133x	NUM
cana-1243	1	11	vol	vol	NOUN
cana-1243	1	12	31	31	NUM
cana-1243	1	13	no	no	NOUN
cana-1243	1	14	.	.	PUNCT
cana-1243	2	1	6s	6s	NUM
cana-1243	2	2	(	(	PUNCT
cana-1243	2	3	2024	2024	NUM
cana-1243	2	4	)	)	PUNCT
cana-1243	2	5	554	554	NUM
cana-1243	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	2	7	an	an	DET
cana-1243	2	8	improved	improve	VERB
cana-1243	2	9	collaborative	collaborative	ADJ
cana-1243	2	10	user	user	NOUN
cana-1243	2	11	product	product	NOUN
cana-1243	2	12	recommendation	recommendation	NOUN
cana-1243	2	13	system	system	NOUN
cana-1243	2	14	using	use	VERB
cana-1243	2	15	computational	computational	ADJ
cana-1243	2	16	intelligence	intelligence	NOUN
cana-1243	2	17	with	with	ADP
cana-1243	2	18	association	association	NOUN
cana-1243	2	19	rules	rule	VERB
cana-1243	2	20	r.	r.	PROPN
cana-1243	2	21	renukadevi1	renukadevi1	PROPN
cana-1243	2	22	,	,	PUNCT
cana-1243	2	23	m.	m.	NOUN
cana-1243	2	24	ramalingam2	ramalingam2	PROPN
cana-1243	2	25	,	,	PUNCT
cana-1243	2	26	k.	k.	PROPN
cana-1243	2	27	sathishkumar3	sathishkumar3	PROPN
cana-1243	2	28	,	,	PUNCT
cana-1243	2	29	e.	e.	PROPN
cana-1243	2	30	boopathi	boopathi	PROPN
cana-1243	2	31	kumar4	kumar4	PROPN
cana-1243	2	32	,	,	PUNCT
cana-1243	2	33	s.	s.	PROPN
cana-1243	2	34	janarthanam5	janarthanam5	PROPN
cana-1243	2	35	,	,	PUNCT
cana-1243	3	1	6azimov	6azimov	PROPN
cana-1243	3	2	abdikhamidullo	abdikhamidullo	NOUN
cana-1243	3	3	kholmanovich	kholmanovich	PROPN
cana-1243	3	4	1research	1research	NUM
cana-1243	3	5	scholar	scholar	NOUN
cana-1243	3	6	,	,	PUNCT
cana-1243	3	7	dept	dept	NOUN
cana-1243	3	8	.	.	PROPN
cana-1243	3	9	of	of	ADP
cana-1243	3	10	computer	computer	NOUN
cana-1243	3	11	science	science	NOUN
cana-1243	3	12	,	,	PUNCT
cana-1243	3	13	gobi	gobi	PROPN
cana-1243	3	14	arts	arts	PROPN
cana-1243	3	15	&	&	CCONJ
cana-1243	3	16	science	science	PROPN
cana-1243	3	17	college	college	PROPN
cana-1243	3	18	,	,	PUNCT
cana-1243	3	19	gobichettipalayam	gobichettipalayam	NOUN
cana-1243	3	20	.	.	PUNCT
cana-1243	4	1	renukadevi.r125@gmail.com	renukadevi.r125@gmail.com	X
cana-1243	5	1	2assistant	2assistant	NUM
cana-1243	5	2	professor	professor	NOUN
cana-1243	5	3	,	,	PUNCT
cana-1243	5	4	dept	dept	NOUN
cana-1243	5	5	.	.	PROPN
cana-1243	5	6	of	of	ADP
cana-1243	5	7	computer	computer	NOUN
cana-1243	5	8	science	science	NOUN
cana-1243	5	9	,	,	PUNCT
cana-1243	5	10	gobi	gobi	PROPN
cana-1243	5	11	arts	arts	PROPN
cana-1243	5	12	&	&	CCONJ
cana-1243	5	13	science	science	PROPN
cana-1243	5	14	college	college	PROPN
cana-1243	5	15	,	,	PUNCT
cana-1243	5	16	gobichettipalayam	gobichettipalayam	NOUN
cana-1243	5	17	.	.	PUNCT
cana-1243	6	1	ramsgobi@gmail.com	ramsgobi@gmail.com	X
cana-1243	7	1	3assistant	3assistant	NUM
cana-1243	7	2	professor	professor	NOUN
cana-1243	7	3	,	,	PUNCT
cana-1243	7	4	dept	dept	NOUN
cana-1243	7	5	.	.	PROPN
cana-1243	7	6	of	of	ADP
cana-1243	7	7	computer	computer	NOUN
cana-1243	7	8	science	science	NOUN
cana-1243	7	9	,	,	PUNCT
cana-1243	7	10	erode	erode	NOUN
cana-1243	7	11	arts	art	NOUN
cana-1243	7	12	and	and	CCONJ
cana-1243	7	13	science	science	PROPN
cana-1243	7	14	college	college	PROPN
cana-1243	7	15	,	,	PUNCT
cana-1243	7	16	erode	erode	VERB
cana-1243	7	17	.	.	PUNCT
cana-1243	8	1	sathishmsc.vlp@gmail.com	sathishmsc.vlp@gmail.com	PROPN
cana-1243	9	1	4guest	4guest	NUM
cana-1243	9	2	faculty	faculty	NOUN
cana-1243	9	3	,	,	PUNCT
cana-1243	9	4	dept	dept	NOUN
cana-1243	9	5	.	.	PROPN
cana-1243	9	6	of	of	ADP
cana-1243	9	7	information	information	NOUN
cana-1243	9	8	technology	technology	NOUN
cana-1243	9	9	,	,	PUNCT
cana-1243	9	10	bharathiar	bharathiar	PROPN
cana-1243	9	11	university	university	PROPN
cana-1243	9	12	,	,	PUNCT
cana-1243	9	13	coimbatore	coimbatore	PROPN
cana-1243	9	14	,	,	PUNCT
cana-1243	9	15	india	india	PROPN
cana-1243	9	16	.	.	PUNCT
cana-1243	9	17	edboopathikumar@gmail.com	edboopathikumar@gmail.com	X
cana-1243	10	1	5associate	5associate	NUM
cana-1243	10	2	professor	professor	NOUN
cana-1243	10	3	,	,	PUNCT
cana-1243	10	4	dept	dept	NOUN
cana-1243	10	5	.	.	PROPN
cana-1243	10	6	of	of	ADP
cana-1243	10	7	information	information	NOUN
cana-1243	10	8	technology	technology	NOUN
cana-1243	10	9	,	,	PUNCT
cana-1243	10	10	school	school	NOUN
cana-1243	10	11	of	of	ADP
cana-1243	10	12	science	science	PROPN
cana-1243	10	13	&	&	CCONJ
cana-1243	10	14	computer	computer	PROPN
cana-1243	10	15	studies	study	NOUN
cana-1243	10	16	,	,	PUNCT
cana-1243	10	17	cmr	cmr	PROPN
cana-1243	10	18	university	university	PROPN
cana-1243	10	19	,	,	PUNCT
cana-1243	10	20	bangalore	bangalore	NOUN
cana-1243	10	21	.	.	PUNCT
cana-1243	11	1	professorjana@gmail.com	professorjana@gmail.com	X
cana-1243	12	1	6assistant	6assistant	NUM
cana-1243	12	2	professor	professor	NOUN
cana-1243	12	3	,	,	PUNCT
cana-1243	12	4	department	department	NOUN
cana-1243	12	5	manager	manager	NOUN
cana-1243	12	6	of	of	ADP
cana-1243	12	7	english	english	PROPN
cana-1243	12	8	in	in	ADP
cana-1243	12	9	faculties	faculty	NOUN
cana-1243	12	10	,	,	PUNCT
cana-1243	12	11	karshi	karshi	PROPN
cana-1243	12	12	state	state	PROPN
cana-1243	12	13	university	university	PROPN
cana-1243	12	14	,	,	PUNCT
cana-1243	12	15	karshi	karshi	PROPN
cana-1243	12	16	,	,	PUNCT
cana-1243	12	17	uzbekistan	uzbekistan	PROPN
cana-1243	12	18	.	.	PUNCT
cana-1243	13	1	email	email	NOUN
cana-1243	13	2	:	:	PUNCT
cana-1243	14	1	abdikhamidulloazimov@gmail.com	abdikhamidulloazimov@gmail.com	X
cana-1243	14	2	article	article	NOUN
cana-1243	14	3	history	history	NOUN
cana-1243	14	4	:	:	PUNCT
cana-1243	14	5	received	receive	VERB
cana-1243	14	6	:	:	PUNCT
cana-1243	14	7	22	22	NUM
cana-1243	14	8	-	-	SYM
cana-1243	14	9	06	06	NUM
cana-1243	14	10	-	-	PUNCT
cana-1243	14	11	2024	2024	NUM
cana-1243	14	12	revised	revise	VERB
cana-1243	14	13	:	:	PUNCT
cana-1243	14	14	26	26	NUM
cana-1243	14	15	-	-	SYM
cana-1243	14	16	07	07	NUM
cana-1243	14	17	-	-	PUNCT
cana-1243	14	18	2024	2024	NUM
cana-1243	14	19	accepted	accept	VERB
cana-1243	14	20	:	:	PUNCT
cana-1243	14	21	07	07	NUM
cana-1243	14	22	-	-	SYM
cana-1243	14	23	08	08	NUM
cana-1243	14	24	-	-	PUNCT
cana-1243	14	25	2024	2024	NUM
cana-1243	14	26	abstract	abstract	NOUN
cana-1243	14	27	:	:	PUNCT
cana-1243	14	28	in	in	ADP
cana-1243	14	29	order	order	NOUN
cana-1243	14	30	to	to	PART
cana-1243	14	31	address	address	VERB
cana-1243	14	32	the	the	DET
cana-1243	14	33	issue	issue	NOUN
cana-1243	14	34	of	of	ADP
cana-1243	14	35	information	information	NOUN
cana-1243	14	36	overload	overload	NOUN
cana-1243	14	37	,	,	PUNCT
cana-1243	14	38	recommendation	recommendation	NOUN
cana-1243	14	39	systems	system	NOUN
cana-1243	14	40	have	have	AUX
cana-1243	14	41	grown	grow	VERB
cana-1243	14	42	in	in	ADP
cana-1243	14	43	popularity	popularity	NOUN
cana-1243	14	44	in	in	ADP
cana-1243	14	45	recent	recent	ADJ
cana-1243	14	46	years	year	NOUN
cana-1243	14	47	.	.	PUNCT
cana-1243	15	1	they	they	PRON
cana-1243	15	2	do	do	VERB
cana-1243	15	3	this	this	PRON
cana-1243	15	4	by	by	ADP
cana-1243	15	5	presenting	present	VERB
cana-1243	15	6	users	user	NOUN
cana-1243	15	7	with	with	ADP
cana-1243	15	8	the	the	DET
cana-1243	15	9	most	most	ADV
cana-1243	15	10	relevant	relevant	ADJ
cana-1243	15	11	products	product	NOUN
cana-1243	15	12	from	from	ADP
cana-1243	15	13	a	a	DET
cana-1243	15	14	vast	vast	ADJ
cana-1243	15	15	quantity	quantity	NOUN
cana-1243	15	16	of	of	ADP
cana-1243	15	17	data	datum	NOUN
cana-1243	15	18	.	.	PUNCT
cana-1243	16	1	online	online	ADJ
cana-1243	16	2	collaborative	collaborative	ADJ
cana-1243	16	3	product	product	NOUN
cana-1243	16	4	recommendations	recommendation	NOUN
cana-1243	16	5	aim	aim	VERB
cana-1243	16	6	to	to	PART
cana-1243	16	7	help	help	VERB
cana-1243	16	8	people	people	NOUN
cana-1243	16	9	find	find	VERB
cana-1243	16	10	their	their	PRON
cana-1243	16	11	favorite	favorite	ADJ
cana-1243	16	12	products	product	NOUN
cana-1243	16	13	by	by	ADP
cana-1243	16	14	identifying	identify	VERB
cana-1243	16	15	exactly	exactly	ADV
cana-1243	16	16	identical	identical	ADJ
cana-1243	16	17	neighbors	neighbor	NOUN
cana-1243	16	18	between	between	ADP
cana-1243	16	19	persons	person	NOUN
cana-1243	16	20	or	or	CCONJ
cana-1243	16	21	products	product	NOUN
cana-1243	16	22	based	base	VERB
cana-1243	16	23	on	on	ADP
cana-1243	16	24	their	their	PRON
cana-1243	16	25	shared	share	VERB
cana-1243	16	26	ratings	rating	NOUN
cana-1243	16	27	in	in	ADP
cana-1243	16	28	the	the	DET
cana-1243	16	29	past	past	NOUN
cana-1243	16	30	.	.	PUNCT
cana-1243	17	1	however	however	ADV
cana-1243	17	2	,	,	PUNCT
cana-1243	17	3	with	with	ADP
cana-1243	17	4	the	the	DET
cana-1243	17	5	rapidly	rapidly	ADV
cana-1243	17	6	growing	grow	VERB
cana-1243	17	7	number	number	NOUN
cana-1243	17	8	of	of	ADP
cana-1243	17	9	items	item	NOUN
cana-1243	17	10	and	and	CCONJ
cana-1243	17	11	users	user	NOUN
cana-1243	17	12	,	,	PUNCT
cana-1243	17	13	neighbor	neighbor	NOUN
cana-1243	17	14	selection	selection	NOUN
cana-1243	17	15	becomes	become	VERB
cana-1243	17	16	more	more	ADV
cana-1243	17	17	challenging	challenging	ADJ
cana-1243	17	18	due	due	ADJ
cana-1243	17	19	to	to	ADP
cana-1243	17	20	the	the	DET
cana-1243	17	21	scant	scant	ADJ
cana-1243	17	22	data	datum	NOUN
cana-1243	17	23	.	.	PUNCT
cana-1243	18	1	this	this	DET
cana-1243	18	2	research	research	NOUN
cana-1243	18	3	proposes	propose	VERB
cana-1243	18	4	a	a	DET
cana-1243	18	5	hybrid	hybrid	NOUN
cana-1243	18	6	modelbased	modelbase	VERB
cana-1243	18	7	product	product	NOUN
cana-1243	18	8	recommendation	recommendation	NOUN
cana-1243	18	9	system	system	NOUN
cana-1243	18	10	that	that	PRON
cana-1243	18	11	divides	divide	VERB
cana-1243	18	12	transformed	transform	VERB
cana-1243	18	13	user	user	NOUN
cana-1243	18	14	space	space	NOUN
cana-1243	18	15	using	use	VERB
cana-1243	18	16	the	the	DET
cana-1243	18	17	improved	improve	VERB
cana-1243	18	18	apriori	apriori	ADJ
cana-1243	18	19	algorithms	algorithm	NOUN
cana-1243	18	20	.	.	PUNCT
cana-1243	19	1	in	in	ADP
cana-1243	19	2	order	order	NOUN
cana-1243	19	3	to	to	PART
cana-1243	19	4	densely	densely	ADV
cana-1243	19	5	classify	classify	VERB
cana-1243	19	6	products	product	NOUN
cana-1243	19	7	,	,	PUNCT
cana-1243	19	8	it	it	PRON
cana-1243	19	9	uses	use	VERB
cana-1243	19	10	the	the	DET
cana-1243	19	11	principle	principle	ADJ
cana-1243	19	12	component	component	NOUN
cana-1243	19	13	analysis	analysis	NOUN
cana-1243	19	14	data	data	NOUN
cana-1243	19	15	reduction	reduction	NOUN
cana-1243	19	16	technique	technique	NOUN
cana-1243	19	17	,	,	PUNCT
cana-1243	19	18	which	which	PRON
cana-1243	19	19	may	may	AUX
cana-1243	19	20	also	also	ADV
cana-1243	19	21	lessen	lessen	VERB
cana-1243	19	22	the	the	DET
cana-1243	19	23	computational	computational	ADJ
cana-1243	19	24	complexity	complexity	NOUN
cana-1243	19	25	of	of	ADP
cana-1243	19	26	intelligent	intelligent	ADJ
cana-1243	19	27	product	product	NOUN
cana-1243	19	28	recommendations	recommendation	NOUN
cana-1243	19	29	.	.	PUNCT
cana-1243	20	1	when	when	SCONJ
cana-1243	20	2	compared	compare	VERB
cana-1243	20	3	to	to	ADP
cana-1243	20	4	the	the	DET
cana-1243	20	5	current	current	ADJ
cana-1243	20	6	methods	method	NOUN
cana-1243	20	7	,	,	PUNCT
cana-1243	20	8	the	the	DET
cana-1243	20	9	experiment	experiment	NOUN
cana-1243	20	10	findings	finding	NOUN
cana-1243	20	11	show	show	VERB
cana-1243	20	12	that	that	SCONJ
cana-1243	20	13	the	the	DET
cana-1243	20	14	suggested	suggest	VERB
cana-1243	20	15	strategy	strategy	NOUN
cana-1243	20	16	may	may	AUX
cana-1243	20	17	produce	produce	VERB
cana-1243	20	18	more	more	ADV
cana-1243	20	19	dependable	dependable	ADJ
cana-1243	20	20	and	and	CCONJ
cana-1243	20	21	customized	customized	ADJ
cana-1243	20	22	product	product	NOUN
cana-1243	20	23	recommendations	recommendation	NOUN
cana-1243	20	24	in	in	ADP
cana-1243	20	25	addition	addition	NOUN
cana-1243	20	26	to	to	ADP
cana-1243	20	27	offering	offer	VERB
cana-1243	20	28	excellent	excellent	ADJ
cana-1243	20	29	accuracy	accuracy	NOUN
cana-1243	20	30	performance	performance	NOUN
cana-1243	20	31	.	.	PUNCT
cana-1243	21	1	keywords	keyword	NOUN
cana-1243	21	2	:	:	PUNCT
cana-1243	21	3	product	product	NOUN
cana-1243	21	4	recommendation	recommendation	NOUN
cana-1243	21	5	,	,	PUNCT
cana-1243	21	6	collaborative	collaborative	ADJ
cana-1243	21	7	filtering	filtering	NOUN
cana-1243	21	8	,	,	PUNCT
cana-1243	21	9	apriori	apriori	ADV
cana-1243	21	10	algorithm	algorithm	NOUN
cana-1243	21	11	,	,	PUNCT
cana-1243	21	12	kmeans	kmean	NOUN
cana-1243	21	13	,	,	PUNCT
cana-1243	21	14	computational	computational	ADJ
cana-1243	21	15	intelligence	intelligence	NOUN
cana-1243	21	16	,	,	PUNCT
cana-1243	21	17	recommendation	recommendation	NOUN
cana-1243	21	18	system	system	NOUN
cana-1243	21	19	.	.	PUNCT
cana-1243	22	1	1	1	X
cana-1243	22	2	.	.	X
cana-1243	22	3	introduction	introduction	NOUN
cana-1243	22	4	over	over	ADP
cana-1243	22	5	the	the	DET
cana-1243	22	6	past	past	ADJ
cana-1243	22	7	ten	ten	NUM
cana-1243	22	8	years	year	NOUN
cana-1243	22	9	,	,	PUNCT
cana-1243	22	10	the	the	DET
cana-1243	22	11	amount	amount	NOUN
cana-1243	22	12	of	of	ADP
cana-1243	22	13	information	information	NOUN
cana-1243	22	14	available	available	ADJ
cana-1243	22	15	has	have	AUX
cana-1243	22	16	increased	increase	VERB
cana-1243	22	17	explosively	explosively	ADV
cana-1243	22	18	due	due	ADP
cana-1243	22	19	to	to	ADP
cana-1243	22	20	the	the	DET
cana-1243	22	21	internet	internet	NOUN
cana-1243	22	22	's	's	PART
cana-1243	22	23	rapid	rapid	ADJ
cana-1243	22	24	expansion	expansion	NOUN
cana-1243	22	25	.	.	PUNCT
cana-1243	23	1	one	one	NUM
cana-1243	23	2	of	of	ADP
cana-1243	23	3	the	the	DET
cana-1243	23	4	majority	majority	NOUN
cana-1243	23	5	fashionable	fashionable	ADJ
cana-1243	23	6	uses	use	NOUN
cana-1243	23	7	for	for	ADP
cana-1243	23	8	information	information	NOUN
cana-1243	23	9	filtering	filtering	NOUN
cana-1243	23	10	is	be	AUX
cana-1243	23	11	recommendation	recommendation	NOUN
cana-1243	23	12	systems	system	NOUN
cana-1243	23	13	,	,	PUNCT
cana-1243	23	14	which	which	PRON
cana-1243	23	15	has	have	AUX
cana-1243	23	16	materialized	materialize	VERB
cana-1243	23	17	as	as	ADP
cana-1243	23	18	a	a	DET
cana-1243	23	19	useful	useful	ADJ
cana-1243	23	20	method	method	NOUN
cana-1243	23	21	for	for	ADP
cana-1243	23	22	addressing	address	VERB
cana-1243	23	23	the	the	DET
cana-1243	23	24	issue	issue	NOUN
cana-1243	23	25	of	of	ADP
cana-1243	23	26	information	information	NOUN
cana-1243	23	27	overload	overload	NOUN
cana-1243	23	28	.	.	PUNCT
cana-1243	24	1	product	product	NOUN
cana-1243	24	2	recommender	recommender	NOUN
cana-1243	24	3	systems	system	NOUN
cana-1243	24	4	display	display	NOUN
cana-1243	24	5	products	product	NOUN
cana-1243	24	6	that	that	PRON
cana-1243	24	7	are	be	AUX
cana-1243	24	8	for	for	ADP
cana-1243	24	9	sale	sale	NOUN
cana-1243	24	10	on	on	ADP
cana-1243	24	11	websites	website	NOUN
cana-1243	24	12	,	,	PUNCT
cana-1243	24	13	in	in	ADP
cana-1243	24	14	emails	email	NOUN
cana-1243	24	15	,	,	PUNCT
cana-1243	24	16	on	on	ADP
cana-1243	24	17	mobile	mobile	ADJ
cana-1243	24	18	apps	app	NOUN
cana-1243	24	19	,	,	PUNCT
cana-1243	24	20	and	and	CCONJ
cana-1243	24	21	on	on	ADP
cana-1243	24	22	any	any	DET
cana-1243	24	23	screen	screen	NOUN
cana-1243	24	24	that	that	PRON
cana-1243	24	25	is	be	AUX
cana-1243	24	26	linked	link	VERB
cana-1243	24	27	,	,	PUNCT
cana-1243	24	28	including	include	VERB
cana-1243	24	29	kiosks	kiosk	NOUN
cana-1243	24	30	and	and	CCONJ
cana-1243	24	31	other	other	ADJ
cana-1243	24	32	internet	internet	NOUN
cana-1243	24	33	of	of	ADP
cana-1243	24	34	things	thing	NOUN
cana-1243	24	35	devices	device	NOUN
cana-1243	24	36	.	.	PUNCT
cana-1243	25	1	recommendations	recommendation	NOUN
cana-1243	25	2	,	,	PUNCT
cana-1243	25	3	one	one	NUM
cana-1243	25	4	of	of	ADP
cana-1243	25	5	the	the	DET
cana-1243	25	6	most	most	ADV
cana-1243	25	7	widely	widely	ADV
cana-1243	25	8	employed	employ	VERB
cana-1243	25	9	strategies	strategy	NOUN
cana-1243	25	10	by	by	ADP
cana-1243	25	11	merchants	merchant	NOUN
cana-1243	25	12	,	,	PUNCT
cana-1243	25	13	direct	direct	ADJ
cana-1243	25	14	communications	communication	NOUN
cana-1243	25	15	on	on	ADP
cana-1243	25	16	applied	apply	VERB
cana-1243	25	17	nonlinear	nonlinear	ADJ
cana-1243	25	18	analysis	analysis	NOUN
cana-1243	25	19	issn	issn	NOUN
cana-1243	25	20	:	:	PUNCT
cana-1243	25	21	1074	1074	NUM
cana-1243	25	22	-	-	PUNCT
cana-1243	25	23	133x	133x	NUM
cana-1243	25	24	vol	vol	NOUN
cana-1243	25	25	31	31	NUM
cana-1243	25	26	no	no	NOUN
cana-1243	25	27	.	.	PUNCT
cana-1243	26	1	6s	6s	NUM
cana-1243	26	2	(	(	PUNCT
cana-1243	26	3	2024	2024	NUM
cana-1243	26	4	)	)	PUNCT
cana-1243	26	5	555	555	NUM
cana-1243	26	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	26	7	customers	customer	NOUN
cana-1243	26	8	to	to	ADP
cana-1243	26	9	products	product	NOUN
cana-1243	26	10	they	they	PRON
cana-1243	26	11	are	be	AUX
cana-1243	26	12	probably	probably	ADV
cana-1243	26	13	interested	interested	ADJ
cana-1243	26	14	in	in	ADP
cana-1243	26	15	,	,	PUNCT
cana-1243	26	16	speeding	speed	VERB
cana-1243	26	17	up	up	ADP
cana-1243	26	18	their	their	PRON
cana-1243	26	19	search	search	NOUN
cana-1243	26	20	and	and	CCONJ
cana-1243	26	21	facilitating	facilitate	VERB
cana-1243	26	22	a	a	DET
cana-1243	26	23	more	more	ADV
cana-1243	26	24	efficient	efficient	ADJ
cana-1243	26	25	discovery	discovery	NOUN
cana-1243	26	26	process	process	NOUN
cana-1243	26	27	.	.	PUNCT
cana-1243	27	1	these	these	DET
cana-1243	27	2	days	day	NOUN
cana-1243	27	3	,	,	PUNCT
cana-1243	27	4	merchants	merchant	NOUN
cana-1243	27	5	frequently	frequently	ADV
cana-1243	27	6	stock	stock	VERB
cana-1243	27	7	thousands	thousand	NOUN
cana-1243	27	8	,	,	PUNCT
cana-1243	27	9	even	even	ADV
cana-1243	27	10	millions	million	NOUN
cana-1243	27	11	,	,	PUNCT
cana-1243	27	12	of	of	ADP
cana-1243	27	13	products	product	NOUN
cana-1243	27	14	,	,	PUNCT
cana-1243	27	15	making	make	VERB
cana-1243	27	16	it	it	PRON
cana-1243	27	17	challenging	challenge	VERB
cana-1243	27	18	for	for	ADP
cana-1243	27	19	clientele	clientele	NOUN
cana-1243	27	20	to	to	PART
cana-1243	27	21	discover	discover	VERB
cana-1243	27	22	exactly	exactly	ADV
cana-1243	27	23	what	what	PRON
cana-1243	27	24	they	they	PRON
cana-1243	27	25	're	be	AUX
cana-1243	27	26	looking	looking	AUX
cana-1243	27	27	intended	intend	VERB
cana-1243	27	28	for	for	ADP
cana-1243	27	29	.	.	PUNCT
cana-1243	28	1	additionally	additionally	ADV
cana-1243	28	2	,	,	PUNCT
cana-1243	28	3	brands	brand	NOUN
cana-1243	28	4	can	can	AUX
cana-1243	28	5	facilitate	facilitate	VERB
cana-1243	28	6	the	the	DET
cana-1243	28	7	easy	easy	ADJ
cana-1243	28	8	discovery	discovery	NOUN
cana-1243	28	9	of	of	ADP
cana-1243	28	10	relevant	relevant	ADJ
cana-1243	28	11	products	product	NOUN
cana-1243	28	12	for	for	ADP
cana-1243	28	13	customers	customer	NOUN
cana-1243	28	14	based	base	VERB
cana-1243	28	15	on	on	ADP
cana-1243	28	16	their	their	PRON
cana-1243	28	17	affinities	affinity	NOUN
cana-1243	28	18	,	,	PUNCT
cana-1243	28	19	trends	trend	NOUN
cana-1243	28	20	,	,	PUNCT
cana-1243	28	21	interests	interest	NOUN
cana-1243	28	22	,	,	PUNCT
cana-1243	28	23	and	and	CCONJ
cana-1243	28	24	behavior	behavior	NOUN
cana-1243	28	25	through	through	ADP
cana-1243	28	26	tailored	tailor	VERB
cana-1243	28	27	recommendations	recommendation	NOUN
cana-1243	28	28	,	,	PUNCT
cana-1243	28	29	ultimately	ultimately	ADV
cana-1243	28	30	increasing	increase	VERB
cana-1243	28	31	sales	sale	NOUN
cana-1243	28	32	,	,	PUNCT
cana-1243	28	33	upsells	upsell	NOUN
cana-1243	28	34	,	,	PUNCT
cana-1243	28	35	cross	cros	NOUN
cana-1243	28	36	-	-	ADJ
cana-1243	28	37	sells	sell	NOUN
cana-1243	28	38	,	,	PUNCT
cana-1243	28	39	cart	cart	NOUN
cana-1243	28	40	sizes	size	NOUN
cana-1243	28	41	,	,	PUNCT
cana-1243	28	42	and	and	CCONJ
cana-1243	28	43	average	average	ADJ
cana-1243	28	44	order	order	NOUN
cana-1243	28	45	values	value	NOUN
cana-1243	28	46	.	.	PUNCT
cana-1243	29	1	a	a	DET
cana-1243	29	2	product	product	NOUN
cana-1243	29	3	recommender	recommender	NOUN
cana-1243	29	4	system	system	NOUN
cana-1243	29	5	is	be	AUX
cana-1243	29	6	the	the	DET
cana-1243	29	7	technology	technology	NOUN
cana-1243	29	8	that	that	PRON
cana-1243	29	9	suggests	suggest	VERB
cana-1243	29	10	which	which	DET
cana-1243	29	11	products	product	NOUN
cana-1243	29	12	to	to	PART
cana-1243	29	13	present	present	VERB
cana-1243	29	14	to	to	ADP
cana-1243	29	15	users	user	NOUN
cana-1243	29	16	interacting	interact	VERB
cana-1243	29	17	with	with	ADP
cana-1243	29	18	a	a	DET
cana-1243	29	19	brand	brand	NOUN
cana-1243	29	20	's	's	PART
cana-1243	29	21	digital	digital	ADJ
cana-1243	29	22	properties	property	NOUN
cana-1243	29	23	.	.	PUNCT
cana-1243	30	1	it	it	PRON
cana-1243	30	2	is	be	AUX
cana-1243	30	3	powered	power	VERB
cana-1243	30	4	by	by	ADP
cana-1243	30	5	machine	machine	NOUN
cana-1243	30	6	learning	learning	NOUN
cana-1243	30	7	.	.	PUNCT
cana-1243	31	1	recommendation	recommendation	NOUN
cana-1243	31	2	algorithms	algorithm	NOUN
cana-1243	31	3	excavate	excavate	VERB
cana-1243	31	4	customer	customer	NOUN
cana-1243	31	5	,	,	PUNCT
cana-1243	31	6	manufactured	manufacture	VERB
cana-1243	31	7	goods	good	NOUN
cana-1243	31	8	,	,	PUNCT
cana-1243	31	9	and	and	CCONJ
cana-1243	31	10	appropriate	appropriate	ADJ
cana-1243	31	11	data	datum	NOUN
cana-1243	31	12	(	(	PUNCT
cana-1243	31	13	both	both	CCONJ
cana-1243	31	14	on	on	ADP
cana-1243	31	15	-	-	PUNCT
cana-1243	31	16	site	site	NOUN
cana-1243	31	17	and	and	CCONJ
cana-1243	31	18	offline	offline	ADJ
cana-1243	31	19	)	)	PUNCT
cana-1243	31	20	,	,	PUNCT
cana-1243	31	21	powered	power	VERB
cana-1243	31	22	by	by	ADP
cana-1243	31	23	several	several	ADJ
cana-1243	31	24	algorithmic	algorithmic	ADJ
cana-1243	31	25	decisions	decision	NOUN
cana-1243	31	26	,	,	PUNCT
cana-1243	31	27	to	to	PART
cana-1243	31	28	provide	provide	VERB
cana-1243	31	29	each	each	DET
cana-1243	31	30	user	user	NOUN
cana-1243	31	31	with	with	ADP
cana-1243	31	32	a	a	DET
cana-1243	31	33	customized	customized	ADJ
cana-1243	31	34	experience	experience	NOUN
cana-1243	31	35	.	.	PUNCT
cana-1243	32	1	enhancing	enhance	VERB
cana-1243	32	2	the	the	DET
cana-1243	32	3	process	process	NOUN
cana-1243	32	4	of	of	ADP
cana-1243	32	5	discovery	discovery	NOUN
cana-1243	32	6	,	,	PUNCT
cana-1243	32	7	this	this	PRON
cana-1243	32	8	aids	aid	VERB
cana-1243	32	9	consumers	consumer	NOUN
cana-1243	32	10	in	in	ADP
cana-1243	32	11	finding	find	VERB
cana-1243	32	12	the	the	DET
cana-1243	32	13	products	product	NOUN
cana-1243	32	14	they	they	PRON
cana-1243	32	15	seek	seek	VERB
cana-1243	32	16	and	and	CCONJ
cana-1243	32	17	occasionally	occasionally	ADV
cana-1243	32	18	,	,	PUNCT
cana-1243	32	19	things	thing	NOUN
cana-1243	32	20	they	they	PRON
cana-1243	32	21	are	be	AUX
cana-1243	32	22	n't	not	PART
cana-1243	32	23	even	even	ADV
cana-1243	32	24	aware	aware	ADJ
cana-1243	32	25	they	they	PRON
cana-1243	32	26	are	be	AUX
cana-1243	32	27	seeking	seek	VERB
cana-1243	32	28	for	for	ADP
cana-1243	32	29	.	.	PUNCT
cana-1243	33	1	by	by	ADP
cana-1243	33	2	doing	do	VERB
cana-1243	33	3	this	this	PRON
cana-1243	33	4	,	,	PUNCT
cana-1243	33	5	companies	company	NOUN
cana-1243	33	6	may	may	AUX
cana-1243	33	7	gain	gain	VERB
cana-1243	33	8	greater	great	ADJ
cana-1243	33	9	insight	insight	NOUN
cana-1243	33	10	into	into	ADP
cana-1243	33	11	the	the	DET
cana-1243	33	12	distinct	distinct	ADJ
cana-1243	33	13	interests	interest	NOUN
cana-1243	33	14	and	and	CCONJ
cana-1243	33	15	preferences	preference	NOUN
cana-1243	33	16	of	of	ADP
cana-1243	33	17	each	each	DET
cana-1243	33	18	user	user	NOUN
cana-1243	33	19	,	,	PUNCT
cana-1243	33	20	improving	improve	VERB
cana-1243	33	21	real	real	ADJ
cana-1243	33	22	-	-	PUNCT
cana-1243	33	23	time	time	NOUN
cana-1243	33	24	performance	performance	NOUN
cana-1243	33	25	and	and	CCONJ
cana-1243	33	26	long	long	ADJ
cana-1243	33	27	-	-	PUNCT
cana-1243	33	28	term	term	NOUN
cana-1243	33	29	testing	testing	NOUN
cana-1243	33	30	roadmaps	roadmap	NOUN
cana-1243	33	31	at	at	ADP
cana-1243	33	32	the	the	DET
cana-1243	33	33	same	same	ADJ
cana-1243	33	34	time	time	NOUN
cana-1243	33	35	.	.	PUNCT
cana-1243	34	1	recommendations	recommendation	NOUN
cana-1243	34	2	offer	offer	VERB
cana-1243	34	3	important	important	ADJ
cana-1243	34	4	information	information	NOUN
cana-1243	34	5	and	and	CCONJ
cana-1243	34	6	the	the	DET
cana-1243	34	7	chance	chance	NOUN
cana-1243	34	8	to	to	PART
cana-1243	34	9	learn	learn	VERB
cana-1243	34	10	more	more	ADJ
cana-1243	34	11	about	about	ADP
cana-1243	34	12	a	a	DET
cana-1243	34	13	client	client	NOUN
cana-1243	34	14	in	in	ADP
cana-1243	34	15	order	order	NOUN
cana-1243	34	16	to	to	PART
cana-1243	34	17	satisfy	satisfy	VERB
cana-1243	34	18	them	they	PRON
cana-1243	34	19	,	,	PUNCT
cana-1243	34	20	create	create	VERB
cana-1243	34	21	value	value	NOUN
cana-1243	34	22	,	,	PUNCT
cana-1243	34	23	and	and	CCONJ
cana-1243	34	24	strengthen	strengthen	VERB
cana-1243	34	25	the	the	DET
cana-1243	34	26	bond	bond	NOUN
cana-1243	34	27	between	between	ADP
cana-1243	34	28	them	they	PRON
cana-1243	34	29	and	and	CCONJ
cana-1243	34	30	a	a	DET
cana-1243	34	31	business	business	NOUN
cana-1243	34	32	.	.	PUNCT
cana-1243	35	1	there	there	PRON
cana-1243	35	2	are	be	VERB
cana-1243	35	3	also	also	ADV
cana-1243	35	4	three	three	NUM
cana-1243	35	5	main	main	ADJ
cana-1243	35	6	tiers	tier	NOUN
cana-1243	35	7	in	in	ADP
cana-1243	35	8	terms	term	NOUN
cana-1243	35	9	of	of	ADP
cana-1243	35	10	the	the	DET
cana-1243	35	11	strategies	strategy	NOUN
cana-1243	35	12	underlying	underlie	VERB
cana-1243	35	13	each	each	PRON
cana-1243	35	14	of	of	ADP
cana-1243	35	15	them	they	PRON
cana-1243	35	16	:	:	PUNCT
cana-1243	35	17	•	•	NUM
cana-1243	35	18	global	global	ADJ
cana-1243	35	19	recommendation	recommendation	NOUN
cana-1243	35	20	strategies	strategy	NOUN
cana-1243	35	21	•	•	ADP
cana-1243	35	22	contextual	contextual	ADJ
cana-1243	35	23	recommendation	recommendation	NOUN
cana-1243	35	24	strategies	strategy	NOUN
cana-1243	35	25	•	•	ADP
cana-1243	35	26	personalized	personalize	VERB
cana-1243	35	27	recommendation	recommendation	NOUN
cana-1243	35	28	strategies	strategy	NOUN
cana-1243	35	29	global	global	ADJ
cana-1243	35	30	recommendation	recommendation	NOUN
cana-1243	35	31	strategies	strategy	NOUN
cana-1243	35	32	:	:	PUNCT
cana-1243	35	33	these	these	DET
cana-1243	35	34	tactics	tactic	NOUN
cana-1243	35	35	are	be	AUX
cana-1243	35	36	typically	typically	ADV
cana-1243	35	37	the	the	DET
cana-1243	35	38	simplest	simple	ADJ
cana-1243	35	39	to	to	PART
cana-1243	35	40	put	put	VERB
cana-1243	35	41	into	into	ADP
cana-1243	35	42	practice	practice	NOUN
cana-1243	35	43	;	;	PUNCT
cana-1243	35	44	they	they	PRON
cana-1243	35	45	simply	simply	ADV
cana-1243	35	46	show	show	VERB
cana-1243	35	47	the	the	DET
cana-1243	35	48	most	most	ADV
cana-1243	35	49	popular	popular	ADJ
cana-1243	35	50	,	,	PUNCT
cana-1243	35	51	trending	trending	NOUN
cana-1243	35	52	,	,	PUNCT
cana-1243	35	53	or	or	CCONJ
cana-1243	35	54	frequently	frequently	ADV
cana-1243	35	55	bought	buy	VERB
cana-1243	35	56	products	product	NOUN
cana-1243	35	57	in	in	ADP
cana-1243	35	58	a	a	DET
cana-1243	35	59	recommendation	recommendation	NOUN
cana-1243	35	60	widget	widget	NOUN
cana-1243	35	61	to	to	ADP
cana-1243	35	62	any	any	DET
cana-1243	35	63	user	user	NOUN
cana-1243	35	64	,	,	PUNCT
cana-1243	35	65	known	know	VERB
cana-1243	35	66	or	or	CCONJ
cana-1243	35	67	unknown	unknown	ADJ
cana-1243	35	68	.	.	PUNCT
cana-1243	36	1	contextual	contextual	ADJ
cana-1243	36	2	recommendation	recommendation	NOUN
cana-1243	36	3	strategies	strategy	NOUN
cana-1243	36	4	:	:	PUNCT
cana-1243	36	5	these	these	DET
cana-1243	36	6	techniques	technique	NOUN
cana-1243	36	7	make	make	VERB
cana-1243	36	8	recommendations	recommendation	NOUN
cana-1243	36	9	to	to	ADP
cana-1243	36	10	customers	customer	NOUN
cana-1243	36	11	based	base	VERB
cana-1243	36	12	on	on	ADP
cana-1243	36	13	the	the	DET
cana-1243	36	14	context	context	NOUN
cana-1243	36	15	of	of	ADP
cana-1243	36	16	the	the	DET
cana-1243	36	17	product	product	NOUN
cana-1243	36	18	,	,	PUNCT
cana-1243	36	19	taking	take	VERB
cana-1243	36	20	into	into	ADP
cana-1243	36	21	account	account	NOUN
cana-1243	36	22	factors	factor	NOUN
cana-1243	36	23	like	like	ADP
cana-1243	36	24	color	color	NOUN
cana-1243	36	25	,	,	PUNCT
cana-1243	36	26	style	style	NOUN
cana-1243	36	27	,	,	PUNCT
cana-1243	36	28	category	category	NOUN
cana-1243	36	29	it	it	PRON
cana-1243	36	30	belongs	belong	VERB
cana-1243	36	31	in	in	ADP
cana-1243	36	32	,	,	PUNCT
cana-1243	36	33	and	and	CCONJ
cana-1243	36	34	how	how	SCONJ
cana-1243	36	35	often	often	ADV
cana-1243	36	36	it	it	PRON
cana-1243	36	37	is	be	AUX
cana-1243	36	38	bought	buy	VERB
cana-1243	36	39	alongside	alongside	ADP
cana-1243	36	40	other	other	ADJ
cana-1243	36	41	products	product	NOUN
cana-1243	36	42	.	.	PUNCT
cana-1243	37	1	personalized	personalize	VERB
cana-1243	37	2	recommendation	recommendation	NOUN
cana-1243	37	3	strategies	strategy	NOUN
cana-1243	37	4	:	:	PUNCT
cana-1243	37	5	the	the	DET
cana-1243	37	6	most	most	ADV
cana-1243	37	7	advanced	advanced	ADJ
cana-1243	37	8	layer	layer	NOUN
cana-1243	37	9	,	,	PUNCT
cana-1243	37	10	personalized	personalized	ADJ
cana-1243	37	11	strategies	strategy	NOUN
cana-1243	37	12	,	,	PUNCT
cana-1243	37	13	takes	take	VERB
cana-1243	37	14	into	into	ADP
cana-1243	37	15	account	account	NOUN
cana-1243	37	16	not	not	PART
cana-1243	37	17	just	just	ADV
cana-1243	37	18	the	the	DET
cana-1243	37	19	context	context	NOUN
cana-1243	37	20	but	but	CCONJ
cana-1243	37	21	also	also	ADV
cana-1243	37	22	the	the	DET
cana-1243	37	23	real	real	ADJ
cana-1243	37	24	-	-	PUNCT
cana-1243	37	25	time	time	NOUN
cana-1243	37	26	actions	action	NOUN
cana-1243	37	27	of	of	ADP
cana-1243	37	28	users	user	NOUN
cana-1243	37	29	.	.	PUNCT
cana-1243	38	1	to	to	PART
cana-1243	38	2	provide	provide	VERB
cana-1243	38	3	suitable	suitable	ADJ
cana-1243	38	4	recommendations	recommendation	NOUN
cana-1243	38	5	for	for	ADP
cana-1243	38	6	each	each	DET
cana-1243	38	7	user	user	NOUN
cana-1243	38	8	individually	individually	ADV
cana-1243	38	9	,	,	PUNCT
cana-1243	38	10	they	they	PRON
cana-1243	38	11	take	take	VERB
cana-1243	38	12	into	into	ADP
cana-1243	38	13	account	account	NOUN
cana-1243	38	14	the	the	DET
cana-1243	38	15	context	context	NOUN
cana-1243	38	16	of	of	ADP
cana-1243	38	17	the	the	DET
cana-1243	38	18	product	product	NOUN
cana-1243	38	19	and	and	CCONJ
cana-1243	38	20	the	the	DET
cana-1243	38	21	user	user	NOUN
cana-1243	38	22	data	datum	NOUN
cana-1243	38	23	that	that	PRON
cana-1243	38	24	is	be	AUX
cana-1243	38	25	currently	currently	ADV
cana-1243	38	26	available	available	ADJ
cana-1243	38	27	.	.	PUNCT
cana-1243	39	1	this	this	PRON
cana-1243	39	2	implies	imply	VERB
cana-1243	39	3	that	that	SCONJ
cana-1243	39	4	a	a	DET
cana-1243	39	5	brand	brand	NOUN
cana-1243	39	6	needs	need	VERB
cana-1243	39	7	access	access	NOUN
cana-1243	39	8	to	to	ADP
cana-1243	39	9	customer	customer	NOUN
cana-1243	39	10	behavioral	behavioral	ADJ
cana-1243	39	11	data	datum	NOUN
cana-1243	39	12	,	,	PUNCT
cana-1243	39	13	including	include	VERB
cana-1243	39	14	purchase	purchase	NOUN
cana-1243	39	15	narration	narration	NOUN
cana-1243	39	16	,	,	PUNCT
cana-1243	39	17	affinity	affinity	NOUN
cana-1243	39	18	,	,	PUNCT
cana-1243	39	19	clack	clack	VERB
cana-1243	39	20	,	,	PUNCT
cana-1243	39	21	add	add	VERB
cana-1243	39	22	-	-	PUNCT
cana-1243	39	23	to	to	ADP
cana-1243	39	24	-	-	PUNCT
cana-1243	39	25	carts	cart	NOUN
cana-1243	39	26	,	,	PUNCT
cana-1243	39	27	and	and	CCONJ
cana-1243	39	28	supplementary	supplementary	ADJ
cana-1243	39	29	,	,	PUNCT
cana-1243	39	30	in	in	ADP
cana-1243	39	31	order	order	NOUN
cana-1243	39	32	to	to	PART
cana-1243	39	33	implement	implement	VERB
cana-1243	39	34	them	they	PRON
cana-1243	39	35	successfully	successfully	ADV
cana-1243	39	36	.	.	PUNCT
cana-1243	40	1	section	section	NOUN
cana-1243	40	2	one	one	NUM
cana-1243	40	3	of	of	ADP
cana-1243	40	4	this	this	DET
cana-1243	40	5	research	research	NOUN
cana-1243	40	6	paper	paper	NOUN
cana-1243	40	7	provides	provide	VERB
cana-1243	40	8	a	a	DET
cana-1243	40	9	quick	quick	ADJ
cana-1243	40	10	review	review	NOUN
cana-1243	40	11	of	of	ADP
cana-1243	40	12	recommendation	recommendation	NOUN
cana-1243	40	13	systems	system	NOUN
cana-1243	40	14	.	.	PUNCT
cana-1243	41	1	a	a	DET
cana-1243	41	2	recommendation	recommendation	NOUN
cana-1243	41	3	system	system	NOUN
cana-1243	41	4	has	have	AUX
cana-1243	41	5	been	be	AUX
cana-1243	41	6	applied	apply	VERB
cana-1243	41	7	to	to	ADP
cana-1243	41	8	a	a	DET
cana-1243	41	9	number	number	NOUN
cana-1243	41	10	of	of	ADP
cana-1243	41	11	active	active	ADJ
cana-1243	41	12	research	research	NOUN
cana-1243	41	13	projects	project	NOUN
cana-1243	41	14	listed	list	VERB
cana-1243	41	15	in	in	ADP
cana-1243	41	16	the	the	DET
cana-1243	41	17	second	second	ADJ
cana-1243	41	18	section	section	NOUN
cana-1243	41	19	.	.	PUNCT
cana-1243	42	1	part	part	NOUN
cana-1243	42	2	three	three	NUM
cana-1243	42	3	included	include	VERB
cana-1243	42	4	a	a	DET
cana-1243	42	5	full	full	ADJ
cana-1243	42	6	discussion	discussion	NOUN
cana-1243	42	7	of	of	ADP
cana-1243	42	8	the	the	DET
cana-1243	42	9	suggested	suggest	VERB
cana-1243	42	10	methodology	methodology	NOUN
cana-1243	42	11	,	,	PUNCT
cana-1243	42	12	the	the	DET
cana-1243	42	13	proposed	propose	VERB
cana-1243	42	14	model	model	NOUN
cana-1243	42	15	's	's	PART
cana-1243	42	16	operation	operation	NOUN
cana-1243	42	17	,	,	PUNCT
cana-1243	42	18	and	and	CCONJ
cana-1243	42	19	the	the	DET
cana-1243	42	20	comparative	comparative	ADJ
cana-1243	42	21	metrics	metric	NOUN
cana-1243	42	22	.	.	PUNCT
cana-1243	43	1	the	the	DET
cana-1243	43	2	fourth	fourth	ADJ
cana-1243	43	3	section	section	NOUN
cana-1243	43	4	addresses	address	VERB
cana-1243	43	5	the	the	DET
cana-1243	43	6	argument	argument	NOUN
cana-1243	43	7	and	and	CCONJ
cana-1243	43	8	recommendations	recommendation	NOUN
cana-1243	43	9	with	with	ADP
cana-1243	43	10	some	some	PRON
cana-1243	43	11	of	of	ADP
cana-1243	43	12	the	the	DET
cana-1243	43	13	current	current	ADJ
cana-1243	43	14	approaches	approach	NOUN
cana-1243	43	15	in	in	ADP
cana-1243	43	16	these	these	DET
cana-1243	43	17	recommendation	recommendation	NOUN
cana-1243	43	18	systems	system	NOUN
cana-1243	43	19	.	.	PUNCT
cana-1243	44	1	the	the	DET
cana-1243	44	2	fifth	fifth	ADJ
cana-1243	44	3	communications	communication	NOUN
cana-1243	44	4	on	on	ADP
cana-1243	44	5	applied	apply	VERB
cana-1243	44	6	nonlinear	nonlinear	ADJ
cana-1243	44	7	analysis	analysis	NOUN
cana-1243	44	8	issn	issn	NOUN
cana-1243	44	9	:	:	PUNCT
cana-1243	44	10	1074	1074	NUM
cana-1243	44	11	-	-	PUNCT
cana-1243	44	12	133x	133x	NUM
cana-1243	44	13	vol	vol	NOUN
cana-1243	44	14	31	31	NUM
cana-1243	44	15	no	no	NOUN
cana-1243	44	16	.	.	PUNCT
cana-1243	45	1	6s	6s	NUM
cana-1243	45	2	(	(	PUNCT
cana-1243	45	3	2024	2024	NUM
cana-1243	45	4	)	)	PUNCT
cana-1243	45	5	556	556	NUM
cana-1243	45	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	45	7	and	and	CCONJ
cana-1243	45	8	final	final	ADJ
cana-1243	45	9	section	section	NOUN
cana-1243	45	10	,	,	PUNCT
cana-1243	45	11	the	the	DET
cana-1243	45	12	conclusion	conclusion	NOUN
cana-1243	45	13	,	,	PUNCT
cana-1243	45	14	addresses	address	VERB
cana-1243	45	15	the	the	DET
cana-1243	45	16	potential	potential	NOUN
cana-1243	45	17	and	and	CCONJ
cana-1243	45	18	expectations	expectation	NOUN
cana-1243	45	19	of	of	ADP
cana-1243	45	20	recommendations	recommendation	NOUN
cana-1243	45	21	and	and	CCONJ
cana-1243	45	22	extends	extend	VERB
cana-1243	45	23	to	to	ADP
cana-1243	45	24	future	future	ADJ
cana-1243	45	25	study	study	NOUN
cana-1243	45	26	information	information	NOUN
cana-1243	45	27	.	.	PUNCT
cana-1243	46	1	2	2	X
cana-1243	46	2	.	.	X
cana-1243	46	3	review	review	NOUN
cana-1243	46	4	of	of	ADP
cana-1243	46	5	related	related	ADJ
cana-1243	46	6	literature	literature	NOUN
cana-1243	46	7	based	base	VERB
cana-1243	46	8	on	on	ADP
cana-1243	46	9	the	the	DET
cana-1243	46	10	core	core	NOUN
cana-1243	46	11	concepts	concept	NOUN
cana-1243	46	12	included	include	VERB
cana-1243	46	13	into	into	ADP
cana-1243	46	14	their	their	PRON
cana-1243	46	15	operations	operation	NOUN
cana-1243	46	16	,	,	PUNCT
cana-1243	46	17	the	the	DET
cana-1243	46	18	current	current	ADJ
cana-1243	46	19	approaches	approach	NOUN
cana-1243	46	20	are	be	AUX
cana-1243	46	21	categorized	categorize	VERB
cana-1243	46	22	into	into	ADP
cana-1243	46	23	groups	group	NOUN
cana-1243	46	24	.	.	PUNCT
cana-1243	47	1	the	the	DET
cana-1243	47	2	concept	concept	NOUN
cana-1243	47	3	presented	present	VERB
cana-1243	47	4	by	by	ADP
cana-1243	47	5	the	the	DET
cana-1243	47	6	involved	involved	ADJ
cana-1243	47	7	authors	author	NOUN
cana-1243	47	8	,	,	PUNCT
cana-1243	47	9	the	the	DET
cana-1243	47	10	experimental	experimental	ADJ
cana-1243	47	11	methodology	methodology	NOUN
cana-1243	47	12	,	,	PUNCT
cana-1243	47	13	and	and	CCONJ
cana-1243	47	14	the	the	DET
cana-1243	47	15	performance	performance	NOUN
cana-1243	47	16	evaluation	evaluation	NOUN
cana-1243	47	17	standards	standard	NOUN
cana-1243	47	18	are	be	AUX
cana-1243	47	19	emphasized	emphasize	VERB
cana-1243	47	20	.	.	PUNCT
cana-1243	48	1	the	the	DET
cana-1243	48	2	researchers	researcher	NOUN
cana-1243	48	3	'	'	PART
cana-1243	48	4	claims	claim	NOUN
cana-1243	48	5	are	be	AUX
cana-1243	48	6	also	also	ADV
cana-1243	48	7	mentioned	mention	VERB
cana-1243	48	8	.	.	PUNCT
cana-1243	49	1	the	the	DET
cana-1243	49	2	shortcomings	shortcoming	NOUN
cana-1243	49	3	that	that	PRON
cana-1243	49	4	have	have	AUX
cana-1243	49	5	been	be	AUX
cana-1243	49	6	discovered	discover	VERB
cana-1243	49	7	are	be	AUX
cana-1243	49	8	emphasized	emphasize	VERB
cana-1243	49	9	together	together	ADV
cana-1243	49	10	with	with	ADP
cana-1243	49	11	our	our	PRON
cana-1243	49	12	findings	finding	NOUN
cana-1243	49	13	from	from	ADP
cana-1243	49	14	the	the	DET
cana-1243	49	15	extensive	extensive	ADJ
cana-1243	49	16	literature	literature	PROPN
cana-1243	49	17	review	review	NOUN
cana-1243	49	18	.	.	PUNCT
cana-1243	50	1	the	the	DET
cana-1243	50	2	authors	author	NOUN
cana-1243	50	3	'	'	PART
cana-1243	50	4	work	work	NOUN
cana-1243	50	5	is	be	AUX
cana-1243	50	6	essential	essential	ADJ
cana-1243	50	7	for	for	ADP
cana-1243	50	8	comparing	compare	VERB
cana-1243	50	9	various	various	ADJ
cana-1243	50	10	ai	ai	NOUN
cana-1243	50	11	-	-	PUNCT
cana-1243	50	12	based	base	VERB
cana-1243	50	13	product	product	NOUN
cana-1243	50	14	recommendation	recommendation	NOUN
cana-1243	50	15	systems	system	NOUN
cana-1243	50	16	,	,	PUNCT
cana-1243	50	17	an	an	DET
cana-1243	50	18	essential	essential	ADJ
cana-1243	50	19	first	first	ADJ
cana-1243	50	20	step	step	NOUN
cana-1243	50	21	before	before	ADP
cana-1243	50	22	addressing	address	VERB
cana-1243	50	23	related	related	ADJ
cana-1243	50	24	issues	issue	NOUN
cana-1243	50	25	.	.	PUNCT
cana-1243	51	1	after	after	ADP
cana-1243	51	2	conducting	conduct	VERB
cana-1243	51	3	a	a	DET
cana-1243	51	4	literature	literature	NOUN
cana-1243	51	5	analysis	analysis	NOUN
cana-1243	51	6	,	,	PUNCT
cana-1243	51	7	i	i	PRON
cana-1243	51	8	have	have	AUX
cana-1243	51	9	implemented	implement	VERB
cana-1243	51	10	a	a	DET
cana-1243	51	11	system	system	NOUN
cana-1243	51	12	that	that	PRON
cana-1243	51	13	makes	make	VERB
cana-1243	51	14	product	product	NOUN
cana-1243	51	15	recommendations	recommendation	NOUN
cana-1243	51	16	to	to	ADP
cana-1243	51	17	consumers	consumer	NOUN
cana-1243	51	18	.	.	PUNCT
cana-1243	52	1	the	the	DET
cana-1243	52	2	tool	tool	NOUN
cana-1243	52	3	makes	make	VERB
cana-1243	52	4	suggestions	suggestion	NOUN
cana-1243	52	5	for	for	ADP
cana-1243	52	6	products	product	NOUN
cana-1243	52	7	based	base	VERB
cana-1243	52	8	on	on	ADP
cana-1243	52	9	the	the	DET
cana-1243	52	10	preferences	preference	NOUN
cana-1243	52	11	of	of	ADP
cana-1243	52	12	a	a	DET
cana-1243	52	13	certain	certain	ADJ
cana-1243	52	14	user	user	NOUN
cana-1243	52	15	.	.	PUNCT
cana-1243	53	1	i	i	PRON
cana-1243	53	2	have	have	AUX
cana-1243	53	3	used	use	VERB
cana-1243	53	4	machine	machine	NOUN
cana-1243	53	5	learning	learn	VERB
cana-1243	53	6	techniques	technique	NOUN
cana-1243	53	7	to	to	PART
cana-1243	53	8	collect	collect	VERB
cana-1243	53	9	data	datum	NOUN
cana-1243	53	10	on	on	ADP
cana-1243	53	11	objects	object	NOUN
cana-1243	53	12	and	and	CCONJ
cana-1243	53	13	users	user	NOUN
cana-1243	53	14	.	.	PUNCT
cana-1243	54	1	the	the	DET
cana-1243	54	2	proposed	propose	VERB
cana-1243	54	3	approach	approach	NOUN
cana-1243	54	4	creates	create	VERB
cana-1243	54	5	a	a	DET
cana-1243	54	6	connection	connection	NOUN
cana-1243	54	7	between	between	ADP
cana-1243	54	8	the	the	DET
cana-1243	54	9	products	product	NOUN
cana-1243	54	10	and	and	CCONJ
cana-1243	54	11	the	the	DET
cana-1243	54	12	consumers	consumer	NOUN
cana-1243	54	13	[	[	X
cana-1243	54	14	7	7	NUM
cana-1243	54	15	]	]	PUNCT
cana-1243	54	16	.	.	PUNCT
cana-1243	55	1	users	user	NOUN
cana-1243	55	2	can	can	AUX
cana-1243	55	3	receive	receive	VERB
cana-1243	55	4	recommendations	recommendation	NOUN
cana-1243	55	5	from	from	ADP
cana-1243	55	6	a	a	DET
cana-1243	55	7	variety	variety	NOUN
cana-1243	55	8	of	of	ADP
cana-1243	55	9	recommender	recommender	NOUN
cana-1243	55	10	systems	system	NOUN
cana-1243	55	11	based	base	VERB
cana-1243	55	12	on	on	ADP
cana-1243	55	13	their	their	PRON
cana-1243	55	14	interests	interest	NOUN
cana-1243	55	15	.	.	PUNCT
cana-1243	56	1	recommendation	recommendation	NOUN
cana-1243	56	2	systems	system	NOUN
cana-1243	56	3	are	be	AUX
cana-1243	56	4	utilized	utilize	VERB
cana-1243	56	5	in	in	ADP
cana-1243	56	6	a	a	DET
cana-1243	56	7	number	number	NOUN
cana-1243	56	8	of	of	ADP
cana-1243	56	9	applications	application	NOUN
cana-1243	56	10	,	,	PUNCT
cana-1243	56	11	likely	likely	ADJ
cana-1243	56	12	e	e	NOUN
cana-1243	56	13	-	-	NOUN
cana-1243	56	14	commerce	commerce	NOUN
cana-1243	56	15	,	,	PUNCT
cana-1243	56	16	healthcare	healthcare	PROPN
cana-1243	56	17	,	,	PUNCT
cana-1243	56	18	and	and	CCONJ
cana-1243	56	19	markets	market	NOUN
cana-1243	56	20	.	.	PUNCT
cana-1243	57	1	the	the	DET
cana-1243	57	2	major	major	ADJ
cana-1243	57	3	intention	intention	NOUN
cana-1243	57	4	of	of	ADP
cana-1243	57	5	the	the	DET
cana-1243	57	6	author	author	NOUN
cana-1243	57	7	is	be	AUX
cana-1243	57	8	to	to	PART
cana-1243	57	9	demonstrate	demonstrate	VERB
cana-1243	57	10	different	different	ADJ
cana-1243	57	11	challenges	challenge	NOUN
cana-1243	57	12	with	with	ADP
cana-1243	57	13	the	the	DET
cana-1243	57	14	techniques	technique	NOUN
cana-1243	57	15	used	use	VERB
cana-1243	57	16	to	to	PART
cana-1243	57	17	provide	provide	VERB
cana-1243	57	18	recommendations	recommendation	NOUN
cana-1243	57	19	.	.	PUNCT
cana-1243	58	1	the	the	DET
cana-1243	58	2	objective	objective	NOUN
cana-1243	58	3	is	be	AUX
cana-1243	58	4	to	to	PART
cana-1243	58	5	use	use	VERB
cana-1243	58	6	historical	historical	ADJ
cana-1243	58	7	sales	sale	NOUN
cana-1243	58	8	data	datum	NOUN
cana-1243	58	9	to	to	PART
cana-1243	58	10	investigate	investigate	VERB
cana-1243	58	11	and	and	CCONJ
cana-1243	58	12	create	create	VERB
cana-1243	58	13	recommendation	recommendation	NOUN
cana-1243	58	14	systems	system	NOUN
cana-1243	58	15	.	.	PUNCT
cana-1243	59	1	it	it	PRON
cana-1243	59	2	goes	go	VERB
cana-1243	59	3	over	over	ADP
cana-1243	59	4	the	the	DET
cana-1243	59	5	concepts	concept	NOUN
cana-1243	59	6	of	of	ADP
cana-1243	59	7	shared	shared	ADJ
cana-1243	59	8	filtering	filtering	NOUN
cana-1243	59	9	,	,	PUNCT
cana-1243	59	10	relationship	relationship	NOUN
cana-1243	59	11	rules	rule	NOUN
cana-1243	59	12	for	for	ADP
cana-1243	59	13	commendation	commendation	NOUN
cana-1243	59	14	systems	system	NOUN
cana-1243	59	15	,	,	PUNCT
cana-1243	59	16	content	content	NOUN
cana-1243	59	17	-	-	PUNCT
cana-1243	59	18	based	base	VERB
cana-1243	59	19	filtering	filtering	NOUN
cana-1243	59	20	,	,	PUNCT
cana-1243	59	21	and	and	CCONJ
cana-1243	59	22	mixture	mixture	NOUN
cana-1243	59	23	representation	representation	NOUN
cana-1243	59	24	suggestion	suggestion	NOUN
cana-1243	59	25	.	.	PUNCT
cana-1243	60	1	three	three	NUM
cana-1243	60	2	methods	method	NOUN
cana-1243	60	3	are	be	AUX
cana-1243	60	4	utilized	utilize	VERB
cana-1243	60	5	for	for	ADP
cana-1243	60	6	product	product	NOUN
cana-1243	60	7	suggestion	suggestion	NOUN
cana-1243	60	8	:	:	PUNCT
cana-1243	60	9	the	the	DET
cana-1243	60	10	apriori	apriori	ADJ
cana-1243	60	11	algorithm	algorithm	NOUN
cana-1243	60	12	,	,	PUNCT
cana-1243	60	13	the	the	DET
cana-1243	60	14	numerous	numerous	ADJ
cana-1243	60	15	prototype	prototype	NOUN
cana-1243	60	16	augmentation	augmentation	NOUN
cana-1243	60	17	algorithms	algorithm	NOUN
cana-1243	60	18	,	,	PUNCT
cana-1243	60	19	and	and	CCONJ
cana-1243	60	20	the	the	DET
cana-1243	60	21	popularity	popularity	NOUN
cana-1243	60	22	manufactured	manufacture	VERB
cana-1243	60	23	goods	good	NOUN
cana-1243	60	24	commendation	commendation	NOUN
cana-1243	60	25	algorithm	algorithm	NOUN
cana-1243	60	26	.	.	PUNCT
cana-1243	61	1	the	the	DET
cana-1243	61	2	suggested	suggest	VERB
cana-1243	61	3	recommendation	recommendation	NOUN
cana-1243	61	4	methodology	methodology	NOUN
cana-1243	61	5	produces	produce	VERB
cana-1243	61	6	strong	strong	ADJ
cana-1243	61	7	recommendation	recommendation	NOUN
cana-1243	61	8	outcomes	outcome	NOUN
cana-1243	61	9	,	,	PUNCT
cana-1243	61	10	which	which	PRON
cana-1243	61	11	boost	boost	VERB
cana-1243	61	12	sales	sale	NOUN
cana-1243	61	13	and	and	CCONJ
cana-1243	61	14	market	market	NOUN
cana-1243	61	15	response	response	NOUN
cana-1243	61	16	.	.	PUNCT
cana-1243	62	1	it	it	PRON
cana-1243	62	2	also	also	ADV
cana-1243	62	3	recommends	recommend	VERB
cana-1243	62	4	certain	certain	ADJ
cana-1243	62	5	products	product	NOUN
cana-1243	62	6	to	to	ADP
cana-1243	62	7	prospective	prospective	ADJ
cana-1243	62	8	customers	customer	NOUN
cana-1243	62	9	.	.	PUNCT
cana-1243	63	1	the	the	DET
cana-1243	63	2	research	research	NOUN
cana-1243	63	3	atmosphere	atmosphere	NOUN
cana-1243	63	4	for	for	ADP
cana-1243	63	5	grocery	grocery	NOUN
cana-1243	63	6	shop	shop	NOUN
cana-1243	63	7	commendation	commendation	NOUN
cana-1243	63	8	systems	system	NOUN
cana-1243	63	9	is	be	AUX
cana-1243	63	10	described	describe	VERB
cana-1243	63	11	in	in	ADP
cana-1243	63	12	this	this	DET
cana-1243	63	13	study	study	NOUN
cana-1243	63	14	.	.	PUNCT
cana-1243	64	1	according	accord	VERB
cana-1243	64	2	to	to	ADP
cana-1243	64	3	the	the	DET
cana-1243	64	4	observed	observe	VERB
cana-1243	64	5	recommendation	recommendation	NOUN
cana-1243	64	6	models	model	NOUN
cana-1243	64	7	,	,	PUNCT
cana-1243	64	8	consumer	consumer	NOUN
cana-1243	64	9	analysis	analysis	NOUN
cana-1243	64	10	is	be	AUX
cana-1243	64	11	not	not	PART
cana-1243	64	12	necessary	necessary	ADJ
cana-1243	64	13	for	for	ADP
cana-1243	64	14	popular	popular	ADJ
cana-1243	64	15	product	product	NOUN
cana-1243	64	16	recommendation	recommendation	NOUN
cana-1243	64	17	.	.	PUNCT
cana-1243	65	1	because	because	SCONJ
cana-1243	65	2	of	of	ADP
cana-1243	65	3	its	its	PRON
cana-1243	65	4	quicker	quick	ADJ
cana-1243	65	5	execution	execution	NOUN
cana-1243	65	6	time	time	NOUN
cana-1243	65	7	than	than	ADP
cana-1243	65	8	the	the	DET
cana-1243	65	9	apriori	apriori	ADJ
cana-1243	65	10	model	model	NOUN
cana-1243	65	11	,	,	PUNCT
cana-1243	65	12	fp	fp	PRON
cana-1243	65	13	growth	growth	NOUN
cana-1243	65	14	outperforms	outperform	VERB
cana-1243	65	15	other	other	ADJ
cana-1243	65	16	models	model	NOUN
cana-1243	65	17	that	that	PRON
cana-1243	65	18	compare	compare	VERB
cana-1243	65	19	customer	customer	NOUN
cana-1243	65	20	behavior	behavior	NOUN
cana-1243	65	21	.	.	PUNCT
cana-1243	66	1	this	this	DET
cana-1243	66	2	study	study	NOUN
cana-1243	66	3	offered	offer	VERB
cana-1243	66	4	a	a	DET
cana-1243	66	5	highly	highly	ADV
cana-1243	66	6	applicable	applicable	ADJ
cana-1243	66	7	and	and	CCONJ
cana-1243	66	8	useful	useful	ADJ
cana-1243	66	9	business	business	NOUN
cana-1243	66	10	transformation	transformation	NOUN
cana-1243	66	11	scenario	scenario	NOUN
cana-1243	66	12	that	that	PRON
cana-1243	66	13	aids	aid	VERB
cana-1243	66	14	companies	company	NOUN
cana-1243	66	15	facing	face	VERB
cana-1243	66	16	similar	similar	ADJ
cana-1243	66	17	situations	situation	NOUN
cana-1243	66	18	in	in	ADP
cana-1243	66	19	altering	alter	VERB
cana-1243	66	20	their	their	PRON
cana-1243	66	21	business	business	NOUN
cana-1243	66	22	strategies	strategy	NOUN
cana-1243	66	23	[	[	X
cana-1243	66	24	8	8	NUM
cana-1243	66	25	]	]	PUNCT
cana-1243	66	26	.	.	PUNCT
cana-1243	67	1	consumers	consumer	NOUN
cana-1243	67	2	today	today	NOUN
cana-1243	67	3	are	be	AUX
cana-1243	67	4	presented	present	VERB
cana-1243	67	5	with	with	ADP
cana-1243	67	6	a	a	DET
cana-1243	67	7	wider	wide	ADJ
cana-1243	67	8	range	range	NOUN
cana-1243	67	9	of	of	ADP
cana-1243	67	10	goods	good	NOUN
cana-1243	67	11	and	and	CCONJ
cana-1243	67	12	information	information	NOUN
cana-1243	67	13	than	than	ADP
cana-1243	67	14	ever	ever	ADV
cana-1243	67	15	before	before	ADV
cana-1243	67	16	.	.	PUNCT
cana-1243	68	1	this	this	DET
cana-1243	68	2	results	result	VERB
cana-1243	68	3	in	in	ADP
cana-1243	68	4	a	a	DET
cana-1243	68	5	growing	grow	VERB
cana-1243	68	6	diversity	diversity	NOUN
cana-1243	68	7	of	of	ADP
cana-1243	68	8	consumer	consumer	NOUN
cana-1243	68	9	demands	demand	NOUN
cana-1243	68	10	,	,	PUNCT
cana-1243	68	11	making	make	VERB
cana-1243	68	12	it	it	PRON
cana-1243	68	13	more	more	ADV
cana-1243	68	14	difficult	difficult	ADJ
cana-1243	68	15	for	for	ADP
cana-1243	68	16	a	a	DET
cana-1243	68	17	retail	retail	ADJ
cana-1243	68	18	establishment	establishment	NOUN
cana-1243	68	19	to	to	PART
cana-1243	68	20	offer	offer	VERB
cana-1243	68	21	the	the	DET
cana-1243	68	22	appropriate	appropriate	ADJ
cana-1243	68	23	products	product	NOUN
cana-1243	68	24	in	in	ADP
cana-1243	68	25	accordance	accordance	NOUN
cana-1243	68	26	with	with	ADP
cana-1243	68	27	consumer	consumer	NOUN
cana-1243	68	28	preferences	preference	NOUN
cana-1243	68	29	.	.	PUNCT
cana-1243	69	1	recommender	recommender	NOUN
cana-1243	69	2	systems	system	NOUN
cana-1243	69	3	are	be	AUX
cana-1243	69	4	a	a	DET
cana-1243	69	5	tool	tool	NOUN
cana-1243	69	6	for	for	ADP
cana-1243	69	7	overcoming	overcome	VERB
cana-1243	69	8	this	this	DET
cana-1243	69	9	difficulty	difficulty	NOUN
cana-1243	69	10	;	;	PUNCT
cana-1243	69	11	by	by	ADP
cana-1243	69	12	offering	offer	VERB
cana-1243	69	13	products	product	NOUN
cana-1243	69	14	that	that	PRON
cana-1243	69	15	meet	meet	VERB
cana-1243	69	16	consumers	consumer	NOUN
cana-1243	69	17	'	'	PART
cana-1243	69	18	requirements	requirement	NOUN
cana-1243	69	19	and	and	CCONJ
cana-1243	69	20	expectations	expectation	NOUN
cana-1243	69	21	,	,	PUNCT
cana-1243	69	22	it	it	PRON
cana-1243	69	23	is	be	AUX
cana-1243	69	24	feasible	feasible	ADJ
cana-1243	69	25	to	to	PART
cana-1243	69	26	satisfy	satisfy	VERB
cana-1243	69	27	existing	exist	VERB
cana-1243	69	28	clientele	clientele	NOUN
cana-1243	69	29	while	while	SCONJ
cana-1243	69	30	drawing	draw	VERB
cana-1243	69	31	in	in	ADP
cana-1243	69	32	new	new	ADJ
cana-1243	69	33	ones	one	NOUN
cana-1243	69	34	.	.	PUNCT
cana-1243	70	1	however	however	ADV
cana-1243	70	2	,	,	PUNCT
cana-1243	70	3	the	the	DET
cana-1243	70	4	effectiveness	effectiveness	NOUN
cana-1243	70	5	and	and	CCONJ
cana-1243	70	6	caliber	caliber	NOUN
cana-1243	70	7	of	of	ADP
cana-1243	70	8	recommendations	recommendation	NOUN
cana-1243	70	9	are	be	AUX
cana-1243	70	10	diminished	diminish	VERB
cana-1243	70	11	by	by	ADP
cana-1243	70	12	the	the	DET
cana-1243	70	13	enormous	enormous	ADJ
cana-1243	70	14	quantity	quantity	NOUN
cana-1243	70	15	of	of	ADP
cana-1243	70	16	transactional	transactional	ADJ
cana-1243	70	17	databases	database	NOUN
cana-1243	70	18	that	that	PRON
cana-1243	70	19	are	be	AUX
cana-1243	70	20	characteristic	characteristic	ADJ
cana-1243	70	21	of	of	ADP
cana-1243	70	22	retail	retail	ADJ
cana-1243	70	23	businesses	business	NOUN
cana-1243	70	24	.	.	PUNCT
cana-1243	71	1	to	to	PART
cana-1243	71	2	overcome	overcome	VERB
cana-1243	71	3	these	these	DET
cana-1243	71	4	challenges	challenge	NOUN
cana-1243	71	5	,	,	PUNCT
cana-1243	71	6	a	a	DET
cana-1243	71	7	hybrid	hybrid	ADJ
cana-1243	71	8	recommendation	recommendation	NOUN
cana-1243	71	9	system	system	NOUN
cana-1243	71	10	that	that	PRON
cana-1243	71	11	blends	blend	VERB
cana-1243	71	12	data	datum	NOUN
cana-1243	71	13	mining	mining	NOUN
cana-1243	71	14	and	and	CCONJ
cana-1243	71	15	content	content	NOUN
cana-1243	71	16	-	-	PUNCT
cana-1243	71	17	based	base	VERB
cana-1243	71	18	collaborative	collaborative	ADJ
cana-1243	71	19	filtering	filtering	NOUN
cana-1243	71	20	communications	communication	NOUN
cana-1243	71	21	on	on	ADP
cana-1243	71	22	applied	apply	VERB
cana-1243	71	23	nonlinear	nonlinear	ADJ
cana-1243	71	24	analysis	analysis	NOUN
cana-1243	71	25	issn	issn	NOUN
cana-1243	71	26	:	:	PUNCT
cana-1243	71	27	1074	1074	NUM
cana-1243	71	28	-	-	PUNCT
cana-1243	71	29	133x	133x	NUM
cana-1243	71	30	vol	vol	NOUN
cana-1243	71	31	31	31	NUM
cana-1243	71	32	no	no	NOUN
cana-1243	71	33	.	.	PUNCT
cana-1243	72	1	6s	6s	NUM
cana-1243	72	2	(	(	PUNCT
cana-1243	72	3	2024	2024	NUM
cana-1243	72	4	)	)	PUNCT
cana-1243	72	5	557	557	NUM
cana-1243	73	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	73	2	approaches	approach	NOUN
cana-1243	73	3	is	be	AUX
cana-1243	73	4	presented	present	VERB
cana-1243	73	5	in	in	ADP
cana-1243	73	6	this	this	DET
cana-1243	73	7	study	study	NOUN
cana-1243	73	8	.	.	PUNCT
cana-1243	74	1	the	the	DET
cana-1243	74	2	recommendation	recommendation	NOUN
cana-1243	74	3	system	system	NOUN
cana-1243	74	4	uses	use	VERB
cana-1243	74	5	customer	customer	NOUN
cana-1243	74	6	lifetime	lifetime	NOUN
cana-1243	74	7	value	value	NOUN
cana-1243	74	8	to	to	PART
cana-1243	74	9	begin	begin	VERB
cana-1243	74	10	obtaining	obtain	VERB
cana-1243	74	11	similar	similar	ADJ
cana-1243	74	12	customer	customer	NOUN
cana-1243	74	13	groups	group	NOUN
cana-1243	74	14	.	.	PUNCT
cana-1243	75	1	subsequently	subsequently	ADV
cana-1243	75	2	,	,	PUNCT
cana-1243	75	3	an	an	DET
cana-1243	75	4	association	association	NOUN
cana-1243	75	5	rules	rule	VERB
cana-1243	75	6	mining	mining	NOUN
cana-1243	75	7	technique	technique	NOUN
cana-1243	75	8	is	be	AUX
cana-1243	75	9	employed	employ	VERB
cana-1243	75	10	,	,	PUNCT
cana-1243	75	11	which	which	PRON
cana-1243	75	12	is	be	AUX
cana-1243	75	13	predicated	predicate	VERB
cana-1243	75	14	on	on	ADP
cana-1243	75	15	comparable	comparable	ADJ
cana-1243	75	16	purchasing	purchasing	NOUN
cana-1243	75	17	baskets	basket	NOUN
cana-1243	75	18	of	of	ADP
cana-1243	75	19	clients	client	NOUN
cana-1243	75	20	belonging	belong	VERB
cana-1243	75	21	to	to	ADP
cana-1243	75	22	the	the	DET
cana-1243	75	23	same	same	ADJ
cana-1243	75	24	group	group	NOUN
cana-1243	75	25	,	,	PUNCT
cana-1243	75	26	during	during	ADP
cana-1243	75	27	a	a	DET
cana-1243	75	28	designated	designate	VERB
cana-1243	75	29	timeframe	timeframe	NOUN
cana-1243	75	30	,	,	PUNCT
cana-1243	75	31	to	to	PART
cana-1243	75	32	furnish	furnish	VERB
cana-1243	75	33	more	more	ADV
cana-1243	75	34	proactive	proactive	ADJ
cana-1243	75	35	and	and	CCONJ
cana-1243	75	36	tailored	tailor	VERB
cana-1243	75	37	customer	customer	NOUN
cana-1243	75	38	product	product	NOUN
cana-1243	75	39	recommendations	recommendation	NOUN
cana-1243	75	40	.	.	PUNCT
cana-1243	76	1	a	a	DET
cana-1243	76	2	chain	chain	NOUN
cana-1243	76	3	of	of	ADP
cana-1243	76	4	perfumeries	perfumery	NOUN
cana-1243	76	5	'	'	PART
cana-1243	76	6	worth	worth	NOUN
cana-1243	76	7	of	of	ADP
cana-1243	76	8	data	datum	NOUN
cana-1243	76	9	was	be	AUX
cana-1243	76	10	used	use	VERB
cana-1243	76	11	to	to	PART
cana-1243	76	12	test	test	VERB
cana-1243	76	13	the	the	DET
cana-1243	76	14	algorithm	algorithm	NOUN
cana-1243	76	15	.	.	PUNCT
cana-1243	77	1	the	the	DET
cana-1243	77	2	experimental	experimental	ADJ
cana-1243	77	3	findings	finding	NOUN
cana-1243	77	4	demonstrate	demonstrate	VERB
cana-1243	77	5	that	that	SCONJ
cana-1243	77	6	the	the	DET
cana-1243	77	7	suggested	suggest	VERB
cana-1243	77	8	algorithm	algorithm	NOUN
cana-1243	77	9	can	can	AUX
cana-1243	77	10	raise	raise	VERB
cana-1243	77	11	the	the	DET
cana-1243	77	12	value	value	NOUN
cana-1243	77	13	of	of	ADP
cana-1243	77	14	sales	sale	NOUN
cana-1243	77	15	without	without	ADP
cana-1243	77	16	sacrificing	sacrifice	VERB
cana-1243	77	17	suggestion	suggestion	NOUN
cana-1243	77	18	accuracy	accuracy	NOUN
cana-1243	77	19	when	when	SCONJ
cana-1243	77	20	compared	compare	VERB
cana-1243	77	21	to	to	ADP
cana-1243	77	22	a	a	DET
cana-1243	77	23	basic	basic	ADJ
cana-1243	77	24	recommendation	recommendation	NOUN
cana-1243	77	25	(	(	PUNCT
cana-1243	77	26	based	base	VERB
cana-1243	77	27	just	just	ADV
cana-1243	77	28	on	on	ADP
cana-1243	77	29	customers	customer	NOUN
cana-1243	77	30	'	'	PART
cana-1243	77	31	previous	previous	ADJ
cana-1243	77	32	purchases	purchase	NOUN
cana-1243	77	33	)	)	PUNCT
cana-1243	78	1	[	[	X
cana-1243	78	2	9	9	NUM
cana-1243	78	3	]	]	PUNCT
cana-1243	78	4	.	.	PUNCT
cana-1243	79	1	the	the	DET
cana-1243	79	2	use	use	NOUN
cana-1243	79	3	of	of	ADP
cana-1243	79	4	product	product	NOUN
cana-1243	79	5	recommendations	recommendation	NOUN
cana-1243	79	6	,	,	PUNCT
cana-1243	79	7	or	or	CCONJ
cana-1243	79	8	recommendation	recommendation	NOUN
cana-1243	79	9	systems	system	NOUN
cana-1243	79	10	,	,	PUNCT
cana-1243	79	11	is	be	AUX
cana-1243	79	12	becoming	become	VERB
cana-1243	79	13	more	more	ADV
cana-1243	79	14	and	and	CCONJ
cana-1243	79	15	more	more	ADV
cana-1243	79	16	commonplace	commonplace	ADJ
cana-1243	79	17	.	.	PUNCT
cana-1243	80	1	product	product	NOUN
cana-1243	80	2	suggestions	suggestion	NOUN
cana-1243	80	3	are	be	AUX
cana-1243	80	4	a	a	DET
cana-1243	80	5	kind	kind	NOUN
cana-1243	80	6	of	of	ADP
cana-1243	80	7	e	e	NOUN
cana-1243	80	8	-	-	NOUN
cana-1243	80	9	commerce	commerce	NOUN
cana-1243	80	10	customization	customization	NOUN
cana-1243	80	11	where	where	SCONJ
cana-1243	80	12	products	product	NOUN
cana-1243	80	13	are	be	AUX
cana-1243	80	14	constantly	constantly	ADV
cana-1243	80	15	made	make	VERB
cana-1243	80	16	for	for	ADP
cana-1243	80	17	a	a	DET
cana-1243	80	18	user	user	NOUN
cana-1243	80	19	on	on	ADP
cana-1243	80	20	a	a	DET
cana-1243	80	21	website	website	NOUN
cana-1243	80	22	,	,	PUNCT
cana-1243	80	23	app	app	PROPN
cana-1243	80	24	,	,	PUNCT
cana-1243	80	25	or	or	CCONJ
cana-1243	80	26	email	email	NOUN
cana-1243	80	27	based	base	VERB
cana-1243	80	28	on	on	ADP
cana-1243	80	29	information	information	NOUN
cana-1243	80	30	such	such	ADJ
cana-1243	80	31	user	user	NOUN
cana-1243	80	32	traits	trait	NOUN
cana-1243	80	33	,	,	PUNCT
cana-1243	80	34	browsing	browse	VERB
cana-1243	80	35	patterns	pattern	NOUN
cana-1243	80	36	,	,	PUNCT
cana-1243	80	37	or	or	CCONJ
cana-1243	80	38	situational	situational	ADJ
cana-1243	80	39	context	context	NOUN
cana-1243	80	40	.	.	PUNCT
cana-1243	81	1	this	this	PRON
cana-1243	81	2	creates	create	VERB
cana-1243	81	3	a	a	DET
cana-1243	81	4	customized	customize	VERB
cana-1243	81	5	shopping	shopping	NOUN
cana-1243	81	6	experience	experience	NOUN
cana-1243	81	7	.	.	PUNCT
cana-1243	82	1	the	the	DET
cana-1243	82	2	recommendation	recommendation	NOUN
cana-1243	82	3	system	system	NOUN
cana-1243	82	4	that	that	PRON
cana-1243	82	5	forecasts	forecast	NOUN
cana-1243	82	6	or	or	CCONJ
cana-1243	82	7	suggests	suggest	VERB
cana-1243	82	8	products	product	NOUN
cana-1243	82	9	based	base	VERB
cana-1243	82	10	on	on	ADP
cana-1243	82	11	user	user	NOUN
cana-1243	82	12	preferences	preference	NOUN
cana-1243	82	13	.	.	PUNCT
cana-1243	83	1	a	a	DET
cana-1243	83	2	variety	variety	NOUN
cana-1243	83	3	of	of	ADP
cana-1243	83	4	e	e	NOUN
cana-1243	83	5	-	-	NOUN
cana-1243	83	6	commerce	commerce	NOUN
cana-1243	83	7	websites	website	NOUN
cana-1243	83	8	employ	employ	VERB
cana-1243	83	9	product	product	NOUN
cana-1243	83	10	suggestion	suggestion	NOUN
cana-1243	83	11	systems	system	NOUN
cana-1243	83	12	these	these	DET
cana-1243	83	13	days	day	NOUN
cana-1243	83	14	.	.	PUNCT
cana-1243	84	1	the	the	DET
cana-1243	84	2	website	website	NOUN
cana-1243	84	3	that	that	PRON
cana-1243	84	4	eliminates	eliminate	VERB
cana-1243	84	5	needs	need	NOUN
cana-1243	84	6	for	for	SCONJ
cana-1243	84	7	customers	customer	NOUN
cana-1243	84	8	to	to	PART
cana-1243	84	9	visit	visit	VERB
cana-1243	84	10	actual	actual	ADJ
cana-1243	84	11	stores	store	NOUN
cana-1243	84	12	,	,	PUNCT
cana-1243	84	13	in	in	ADP
cana-1243	84	14	order	order	NOUN
cana-1243	84	15	to	to	PART
cana-1243	84	16	buy	buy	VERB
cana-1243	84	17	and	and	CCONJ
cana-1243	84	18	sell	sell	VERB
cana-1243	84	19	goods	good	NOUN
cana-1243	84	20	,	,	PUNCT
cana-1243	84	21	services	service	NOUN
cana-1243	84	22	,	,	PUNCT
cana-1243	84	23	and	and	CCONJ
cana-1243	84	24	digital	digital	ADJ
cana-1243	84	25	items	item	NOUN
cana-1243	84	26	.	.	PUNCT
cana-1243	85	1	an	an	DET
cana-1243	85	2	organization	organization	NOUN
cana-1243	85	3	can	can	AUX
cana-1243	85	4	handle	handle	VERB
cana-1243	85	5	orders	order	NOUN
cana-1243	85	6	,	,	PUNCT
cana-1243	85	7	payments	payment	NOUN
cana-1243	85	8	,	,	PUNCT
cana-1243	85	9	shipping	shipping	NOUN
cana-1243	85	10	&	&	CCONJ
cana-1243	85	11	logistics	logistic	NOUN
cana-1243	85	12	,	,	PUNCT
cana-1243	85	13	and	and	CCONJ
cana-1243	85	14	customer	customer	NOUN
cana-1243	85	15	support	support	NOUN
cana-1243	85	16	using	use	VERB
cana-1243	85	17	an	an	DET
cana-1243	85	18	e	e	NOUN
cana-1243	85	19	-	-	NOUN
cana-1243	85	20	commerce	commerce	NOUN
cana-1243	85	21	website	website	NOUN
cana-1243	85	22	.	.	PUNCT
cana-1243	86	1	there	there	PRON
cana-1243	86	2	are	be	VERB
cana-1243	86	3	many	many	ADJ
cana-1243	86	4	various	various	ADJ
cana-1243	86	5	platforms	platform	NOUN
cana-1243	86	6	that	that	PRON
cana-1243	86	7	offer	offer	VERB
cana-1243	86	8	recommendations	recommendation	NOUN
cana-1243	86	9	.	.	PUNCT
cana-1243	87	1	for	for	ADP
cana-1243	87	2	music	music	NOUN
cana-1243	87	3	,	,	PUNCT
cana-1243	87	4	there	there	PRON
cana-1243	87	5	is	be	VERB
cana-1243	87	6	spotify	spotify	NOUN
cana-1243	87	7	;	;	PUNCT
cana-1243	87	8	for	for	ADP
cana-1243	87	9	movies	movie	NOUN
cana-1243	87	10	,	,	PUNCT
cana-1243	87	11	netflix	netflix	NOUN
cana-1243	87	12	;	;	PUNCT
cana-1243	87	13	for	for	ADP
cana-1243	87	14	videos	video	NOUN
cana-1243	87	15	,	,	PUNCT
cana-1243	87	16	youtube	youtube	VERB
cana-1243	87	17	;	;	PUNCT
cana-1243	87	18	for	for	ADP
cana-1243	87	19	play	play	NOUN
cana-1243	87	20	stores	store	NOUN
cana-1243	87	21	(	(	PUNCT
cana-1243	87	22	different	different	ADJ
cana-1243	87	23	categories	category	NOUN
cana-1243	87	24	)	)	PUNCT
cana-1243	87	25	,	,	PUNCT
cana-1243	87	26	and	and	CCONJ
cana-1243	87	27	so	so	ADV
cana-1243	87	28	on	on	ADV
cana-1243	87	29	.	.	PUNCT
cana-1243	88	1	a	a	DET
cana-1243	88	2	variety	variety	NOUN
cana-1243	88	3	of	of	ADP
cana-1243	88	4	filtering	filter	VERB
cana-1243	88	5	techniques	technique	NOUN
cana-1243	88	6	and	and	CCONJ
cana-1243	88	7	algorithms	algorithm	NOUN
cana-1243	88	8	were	be	AUX
cana-1243	88	9	employed	employ	VERB
cana-1243	88	10	in	in	ADP
cana-1243	88	11	the	the	DET
cana-1243	88	12	product	product	NOUN
cana-1243	88	13	recommendation	recommendation	NOUN
cana-1243	88	14	process	process	NOUN
cana-1243	88	15	in	in	ADP
cana-1243	88	16	order	order	NOUN
cana-1243	88	17	to	to	PART
cana-1243	88	18	match	match	VERB
cana-1243	88	19	products	product	NOUN
cana-1243	88	20	to	to	ADP
cana-1243	88	21	the	the	DET
cana-1243	88	22	user	user	NOUN
cana-1243	88	23	's	's	PART
cana-1243	88	24	likeness	likeness	NOUN
cana-1243	88	25	.	.	PUNCT
cana-1243	89	1	the	the	DET
cana-1243	89	2	current	current	ADJ
cana-1243	89	3	state	state	NOUN
cana-1243	89	4	of	of	ADP
cana-1243	89	5	machine	machine	NOUN
cana-1243	89	6	learning	learn	VERB
cana-1243	89	7	techniques	technique	NOUN
cana-1243	89	8	(	(	PUNCT
cana-1243	89	9	mlt	mlt	PROPN
cana-1243	89	10	)	)	PUNCT
cana-1243	89	11	that	that	PRON
cana-1243	89	12	were	be	AUX
cana-1243	89	13	applied	apply	VERB
cana-1243	89	14	to	to	ADP
cana-1243	89	15	product	product	NOUN
cana-1243	89	16	recommendations	recommendation	NOUN
cana-1243	89	17	was	be	AUX
cana-1243	89	18	covered	cover	VERB
cana-1243	89	19	in	in	ADP
cana-1243	89	20	this	this	DET
cana-1243	89	21	study	study	NOUN
cana-1243	89	22	.	.	PUNCT
cana-1243	90	1	by	by	ADP
cana-1243	90	2	using	use	VERB
cana-1243	90	3	these	these	DET
cana-1243	90	4	methods	method	NOUN
cana-1243	90	5	,	,	PUNCT
cana-1243	90	6	the	the	DET
cana-1243	90	7	algorithm	algorithm	NOUN
cana-1243	90	8	is	be	AUX
cana-1243	90	9	able	able	ADJ
cana-1243	90	10	to	to	PART
cana-1243	90	11	forecast	forecast	VERB
cana-1243	90	12	or	or	CCONJ
cana-1243	90	13	suggest	suggest	VERB
cana-1243	90	14	goods	good	NOUN
cana-1243	90	15	based	base	VERB
cana-1243	90	16	on	on	ADP
cana-1243	90	17	the	the	DET
cana-1243	90	18	user	user	NOUN
cana-1243	90	19	's	's	PART
cana-1243	90	20	likeness	likeness	NOUN
cana-1243	90	21	and	and	CCONJ
cana-1243	90	22	information	information	NOUN
cana-1243	90	23	.	.	PUNCT
cana-1243	91	1	[	[	X
cana-1243	91	2	10	10	NUM
cana-1243	91	3	]	]	PUNCT
cana-1243	91	4	.	.	PUNCT
cana-1243	92	1	due	due	ADP
cana-1243	92	2	to	to	ADP
cana-1243	92	3	the	the	DET
cana-1243	92	4	mounting	mount	VERB
cana-1243	92	5	attractiveness	attractiveness	NOUN
cana-1243	92	6	of	of	ADP
cana-1243	92	7	the	the	DET
cana-1243	92	8	internet	internet	NOUN
cana-1243	92	9	,	,	PUNCT
cana-1243	92	10	personalization	personalization	NOUN
cana-1243	92	11	tendency	tendency	NOUN
cana-1243	92	12	,	,	PUNCT
cana-1243	92	13	and	and	CCONJ
cana-1243	92	14	the	the	DET
cana-1243	92	15	embryonic	embryonic	ADJ
cana-1243	92	16	behaviors	behavior	NOUN
cana-1243	92	17	of	of	ADP
cana-1243	92	18	pc	pc	NOUN
cana-1243	92	19	clients	client	NOUN
cana-1243	92	20	,	,	PUNCT
cana-1243	92	21	commendation	commendation	NOUN
cana-1243	92	22	systems	system	NOUN
cana-1243	92	23	are	be	AUX
cana-1243	92	24	efficient	efficient	ADJ
cana-1243	92	25	instruments	instrument	NOUN
cana-1243	92	26	for	for	ADP
cana-1243	92	27	transmission	transmission	NOUN
cana-1243	92	28	online	online	ADV
cana-1243	92	29	contented	contented	ADJ
cana-1243	92	30	.	.	PUNCT
cana-1243	93	1	while	while	SCONJ
cana-1243	93	2	contemporary	contemporary	ADJ
cana-1243	93	3	commendation	commendation	NOUN
cana-1243	93	4	systems	system	NOUN
cana-1243	93	5	are	be	AUX
cana-1243	93	6	exceptional	exceptional	ADJ
cana-1243	93	7	at	at	ADP
cana-1243	93	8	providing	provide	VERB
cana-1243	93	9	precise	precise	ADJ
cana-1243	93	10	recommendations	recommendation	NOUN
cana-1243	93	11	,	,	PUNCT
cana-1243	93	12	they	they	PRON
cana-1243	93	13	have	have	VERB
cana-1243	93	14	a	a	DET
cana-1243	93	15	quantity	quantity	NOUN
cana-1243	93	16	of	of	ADP
cana-1243	93	17	drawbacks	drawback	NOUN
cana-1243	93	18	and	and	CCONJ
cana-1243	93	19	involvedness	involvedness	NOUN
cana-1243	93	20	,	,	PUNCT
cana-1243	93	21	together	together	ADV
cana-1243	93	22	with	with	ADP
cana-1243	93	23	sparsity	sparsity	NOUN
cana-1243	93	24	,	,	PUNCT
cana-1243	93	25	cold	cold	ADJ
cana-1243	93	26	start	start	NOUN
cana-1243	93	27	,	,	PUNCT
cana-1243	93	28	scalability	scalability	NOUN
cana-1243	93	29	,	,	PUNCT
cana-1243	93	30	and	and	CCONJ
cana-1243	93	31	other	other	ADJ
cana-1243	93	32	concerns	concern	NOUN
cana-1243	93	33	.	.	PUNCT
cana-1243	94	1	because	because	SCONJ
cana-1243	94	2	there	there	PRON
cana-1243	94	3	are	be	VERB
cana-1243	94	4	so	so	ADV
cana-1243	94	5	many	many	ADJ
cana-1243	94	6	different	different	ADJ
cana-1243	94	7	approaches	approach	NOUN
cana-1243	94	8	available	available	ADJ
cana-1243	94	9	,	,	PUNCT
cana-1243	94	10	choosing	choose	VERB
cana-1243	94	11	one	one	NUM
cana-1243	94	12	to	to	PART
cana-1243	94	13	utilize	utilize	VERB
cana-1243	94	14	when	when	SCONJ
cana-1243	94	15	developing	develop	VERB
cana-1243	94	16	application	application	NOUN
cana-1243	94	17	-	-	PUNCT
cana-1243	94	18	focused	focus	VERB
cana-1243	94	19	recommender	recommender	NOUN
cana-1243	94	20	systems	system	NOUN
cana-1243	94	21	can	can	AUX
cana-1243	94	22	be	be	AUX
cana-1243	94	23	challenging	challenge	VERB
cana-1243	94	24	.	.	PUNCT
cana-1243	95	1	furthermore	furthermore	ADV
cana-1243	95	2	,	,	PUNCT
cana-1243	95	3	every	every	DET
cana-1243	95	4	technique	technique	NOUN
cana-1243	95	5	has	have	VERB
cana-1243	95	6	a	a	DET
cana-1243	95	7	unique	unique	ADJ
cana-1243	95	8	set	set	NOUN
cana-1243	95	9	of	of	ADP
cana-1243	95	10	benefits	benefit	NOUN
cana-1243	95	11	,	,	PUNCT
cana-1243	95	12	drawbacks	drawback	NOUN
cana-1243	95	13	,	,	PUNCT
cana-1243	95	14	and	and	CCONJ
cana-1243	95	15	features	feature	NOUN
cana-1243	95	16	,	,	PUNCT
cana-1243	95	17	which	which	PRON
cana-1243	95	18	creates	create	VERB
cana-1243	95	19	additional	additional	ADJ
cana-1243	95	20	issues	issue	NOUN
cana-1243	95	21	that	that	PRON
cana-1243	95	22	need	need	VERB
cana-1243	95	23	to	to	PART
cana-1243	95	24	be	be	AUX
cana-1243	95	25	resolved	resolve	VERB
cana-1243	95	26	.	.	PUNCT
cana-1243	96	1	with	with	ADP
cana-1243	96	2	an	an	DET
cana-1243	96	3	importance	importance	NOUN
cana-1243	96	4	on	on	ADP
cana-1243	96	5	an	an	DET
cana-1243	96	6	assortment	assortment	NOUN
cana-1243	96	7	of	of	ADP
cana-1243	96	8	applications	application	NOUN
cana-1243	96	9	such	such	ADJ
cana-1243	96	10	as	as	ADP
cana-1243	96	11	books	book	NOUN
cana-1243	96	12	,	,	PUNCT
cana-1243	96	13	movies	movie	NOUN
cana-1243	96	14	,	,	PUNCT
cana-1243	96	15	products	product	NOUN
cana-1243	96	16	,	,	PUNCT
cana-1243	96	17	etc	etc	X
cana-1243	96	18	.	.	X
cana-1243	96	19	,	,	PUNCT
cana-1243	96	20	this	this	DET
cana-1243	96	21	revision	revision	NOUN
cana-1243	96	22	attempts	attempt	VERB
cana-1243	96	23	to	to	PART
cana-1243	96	24	conduct	conduct	VERB
cana-1243	96	25	a	a	DET
cana-1243	96	26	systematic	systematic	ADJ
cana-1243	96	27	assessment	assessment	NOUN
cana-1243	96	28	of	of	ADP
cana-1243	96	29	numerous	numerous	ADJ
cana-1243	96	30	modern	modern	ADJ
cana-1243	96	31	advances	advance	NOUN
cana-1243	96	32	in	in	ADP
cana-1243	96	33	the	the	DET
cana-1243	96	34	field	field	NOUN
cana-1243	96	35	of	of	ADP
cana-1243	96	36	commendation	commendation	NOUN
cana-1243	96	37	systems	system	NOUN
cana-1243	96	38	.	.	PUNCT
cana-1243	97	1	the	the	DET
cana-1243	97	2	different	different	ADJ
cana-1243	97	3	uses	use	NOUN
cana-1243	97	4	for	for	ADP
cana-1243	97	5	each	each	DET
cana-1243	97	6	recommender	recommender	NOUN
cana-1243	97	7	system	system	NOUN
cana-1243	97	8	are	be	AUX
cana-1243	97	9	first	first	ADV
cana-1243	97	10	examined	examine	VERB
cana-1243	97	11	.	.	PUNCT
cana-1243	98	1	next	next	ADV
cana-1243	98	2	,	,	PUNCT
cana-1243	98	3	an	an	DET
cana-1243	98	4	algorithmic	algorithmic	ADJ
cana-1243	98	5	analysis	analysis	NOUN
cana-1243	98	6	of	of	ADP
cana-1243	98	7	different	different	ADJ
cana-1243	98	8	recommender	recommender	NOUN
cana-1243	98	9	systems	system	NOUN
cana-1243	98	10	is	be	AUX
cana-1243	98	11	carried	carry	VERB
cana-1243	98	12	out	out	ADP
cana-1243	98	13	,	,	PUNCT
cana-1243	98	14	and	and	CCONJ
cana-1243	98	15	a	a	DET
cana-1243	98	16	taxonomy	taxonomy	NOUN
cana-1243	98	17	that	that	PRON
cana-1243	98	18	takes	take	VERB
cana-1243	98	19	into	into	ADP
cana-1243	98	20	consideration	consideration	NOUN
cana-1243	98	21	the	the	DET
cana-1243	98	22	different	different	ADJ
cana-1243	98	23	elements	element	NOUN
cana-1243	98	24	needed	need	VERB
cana-1243	98	25	to	to	PART
cana-1243	98	26	create	create	VERB
cana-1243	98	27	an	an	DET
cana-1243	98	28	efficient	efficient	ADJ
cana-1243	98	29	recommender	recommender	NOUN
cana-1243	98	30	system	system	NOUN
cana-1243	98	31	is	be	AUX
cana-1243	98	32	framed	frame	VERB
cana-1243	98	33	.	.	PUNCT
cana-1243	99	1	furthermore	furthermore	ADV
cana-1243	99	2	,	,	PUNCT
cana-1243	99	3	each	each	DET
cana-1243	99	4	contribution	contribution	NOUN
cana-1243	99	5	's	's	PART
cana-1243	99	6	performance	performance	NOUN
cana-1243	99	7	metrics	metric	NOUN
cana-1243	99	8	,	,	PUNCT
cana-1243	99	9	simulation	simulation	NOUN
cana-1243	99	10	platform	platform	NOUN
cana-1243	99	11	,	,	PUNCT
cana-1243	99	12	and	and	CCONJ
cana-1243	99	13	collected	collect	VERB
cana-1243	99	14	datasets	dataset	NOUN
cana-1243	99	15	are	be	AUX
cana-1243	99	16	assessed	assess	VERB
cana-1243	99	17	and	and	CCONJ
cana-1243	99	18	documented	document	VERB
cana-1243	99	19	.	.	PUNCT
cana-1243	100	1	lastly	lastly	ADV
cana-1243	100	2	,	,	PUNCT
cana-1243	100	3	in	in	ADP
cana-1243	100	4	order	order	NOUN
cana-1243	100	5	to	to	PART
cana-1243	100	6	assist	assist	VERB
cana-1243	100	7	future	future	ADJ
cana-1243	100	8	researchers	researcher	NOUN
cana-1243	100	9	in	in	ADP
cana-1243	100	10	creating	create	VERB
cana-1243	100	11	an	an	DET
cana-1243	100	12	effective	effective	ADJ
cana-1243	100	13	recommender	recommender	NOUN
cana-1243	100	14	communications	communication	NOUN
cana-1243	100	15	on	on	ADP
cana-1243	100	16	applied	apply	VERB
cana-1243	100	17	nonlinear	nonlinear	ADJ
cana-1243	100	18	analysis	analysis	NOUN
cana-1243	100	19	issn	issn	NOUN
cana-1243	100	20	:	:	PUNCT
cana-1243	100	21	1074	1074	NUM
cana-1243	100	22	-	-	PUNCT
cana-1243	100	23	133x	133x	NUM
cana-1243	100	24	vol	vol	NOUN
cana-1243	100	25	31	31	NUM
cana-1243	100	26	no	no	NOUN
cana-1243	100	27	.	.	PUNCT
cana-1243	101	1	6s	6s	NUM
cana-1243	101	2	(	(	PUNCT
cana-1243	101	3	2024	2024	NUM
cana-1243	101	4	)	)	PUNCT
cana-1243	101	5	558	558	NUM
cana-1243	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	101	7	system	system	NOUN
cana-1243	101	8	,	,	PUNCT
cana-1243	101	9	this	this	DET
cana-1243	101	10	review	review	NOUN
cana-1243	101	11	highlights	highlight	VERB
cana-1243	101	12	the	the	DET
cana-1243	101	13	gaps	gap	NOUN
cana-1243	101	14	and	and	CCONJ
cana-1243	101	15	difficulties	difficulty	NOUN
cana-1243	101	16	in	in	ADP
cana-1243	101	17	the	the	DET
cana-1243	101	18	contemporary	contemporary	ADJ
cana-1243	101	19	situation	situation	NOUN
cana-1243	101	20	of	of	ADP
cana-1243	101	21	research	research	NOUN
cana-1243	101	22	in	in	ADP
cana-1243	101	23	this	this	DET
cana-1243	101	24	vicinity	vicinity	NOUN
cana-1243	101	25	[	[	X
cana-1243	101	26	11	11	NUM
cana-1243	101	27	]	]	PUNCT
cana-1243	101	28	.	.	PUNCT
cana-1243	102	1	because	because	SCONJ
cana-1243	102	2	product	product	NOUN
cana-1243	102	3	suggestion	suggestion	NOUN
cana-1243	102	4	systems	system	NOUN
cana-1243	102	5	give	give	VERB
cana-1243	102	6	customers	customer	NOUN
cana-1243	102	7	a	a	DET
cana-1243	102	8	better	well	ADJ
cana-1243	102	9	shopping	shopping	NOUN
cana-1243	102	10	experience	experience	NOUN
cana-1243	102	11	,	,	PUNCT
cana-1243	102	12	they	they	PRON
cana-1243	102	13	are	be	AUX
cana-1243	102	14	a	a	DET
cana-1243	102	15	significant	significant	ADJ
cana-1243	102	16	component	component	NOUN
cana-1243	102	17	of	of	ADP
cana-1243	102	18	the	the	DET
cana-1243	102	19	retail	retail	ADJ
cana-1243	102	20	industry	industry	NOUN
cana-1243	102	21	.	.	PUNCT
cana-1243	103	1	owing	owe	VERB
cana-1243	103	2	to	to	ADP
cana-1243	103	3	the	the	DET
cana-1243	103	4	large	large	ADJ
cana-1243	103	5	selection	selection	NOUN
cana-1243	103	6	of	of	ADP
cana-1243	103	7	goods	good	NOUN
cana-1243	103	8	that	that	PRON
cana-1243	103	9	shops	shop	NOUN
cana-1243	103	10	offer	offer	VERB
cana-1243	103	11	,	,	PUNCT
cana-1243	103	12	recommendation	recommendation	NOUN
cana-1243	103	13	systems	system	NOUN
cana-1243	103	14	give	give	VERB
cana-1243	103	15	the	the	DET
cana-1243	103	16	best	good	ADJ
cana-1243	103	17	method	method	NOUN
cana-1243	103	18	for	for	ADP
cana-1243	103	19	showing	show	VERB
cana-1243	103	20	clients	client	NOUN
cana-1243	103	21	the	the	DET
cana-1243	103	22	things	thing	NOUN
cana-1243	103	23	that	that	PRON
cana-1243	103	24	are	be	AUX
cana-1243	103	25	pertinent	pertinent	ADJ
cana-1243	103	26	to	to	ADP
cana-1243	103	27	them	they	PRON
cana-1243	103	28	by	by	ADP
cana-1243	103	29	creating	create	VERB
cana-1243	103	30	associations	association	NOUN
cana-1243	103	31	between	between	ADP
cana-1243	103	32	products	product	NOUN
cana-1243	103	33	.	.	PUNCT
cana-1243	104	1	however	however	ADV
cana-1243	104	2	,	,	PUNCT
cana-1243	104	3	it	it	PRON
cana-1243	104	4	's	be	AUX
cana-1243	104	5	also	also	ADV
cana-1243	104	6	critical	critical	ADJ
cana-1243	104	7	to	to	PART
cana-1243	104	8	comprehend	comprehend	VERB
cana-1243	104	9	the	the	DET
cana-1243	104	10	traits	trait	NOUN
cana-1243	104	11	of	of	ADP
cana-1243	104	12	consumers	consumer	NOUN
cana-1243	104	13	associated	associate	VERB
cana-1243	104	14	with	with	ADP
cana-1243	104	15	various	various	ADJ
cana-1243	104	16	product	product	NOUN
cana-1243	104	17	linkages	linkage	NOUN
cana-1243	104	18	.	.	PUNCT
cana-1243	105	1	conventional	conventional	ADJ
cana-1243	105	2	methods	method	NOUN
cana-1243	105	3	for	for	ADP
cana-1243	105	4	creating	create	VERB
cana-1243	105	5	product	product	NOUN
cana-1243	105	6	recommendation	recommendation	NOUN
cana-1243	105	7	systems	system	NOUN
cana-1243	105	8	use	use	VERB
cana-1243	105	9	unsupervised	unsupervised	ADJ
cana-1243	105	10	consumer	consumer	NOUN
cana-1243	105	11	classification	classification	NOUN
cana-1243	105	12	based	base	VERB
cana-1243	105	13	on	on	ADP
cana-1243	105	14	product	product	NOUN
cana-1243	105	15	ratings	rating	NOUN
cana-1243	105	16	and	and	CCONJ
cana-1243	105	17	association	association	NOUN
cana-1243	105	18	algorithms	algorithm	NOUN
cana-1243	105	19	.	.	PUNCT
cana-1243	106	1	it	it	PRON
cana-1243	106	2	is	be	AUX
cana-1243	106	3	unclear	unclear	ADJ
cana-1243	106	4	,	,	PUNCT
cana-1243	106	5	therefore	therefore	ADV
cana-1243	106	6	,	,	PUNCT
cana-1243	106	7	which	which	PRON
cana-1243	106	8	client	client	VERB
cana-1243	106	9	demographic	demographic	ADJ
cana-1243	106	10	traits	trait	NOUN
cana-1243	106	11	are	be	AUX
cana-1243	106	12	connected	connect	VERB
cana-1243	106	13	to	to	ADP
cana-1243	106	14	which	which	PRON
cana-1243	106	15	distinct	distinct	ADJ
cana-1243	106	16	product	product	NOUN
cana-1243	106	17	relationships	relationship	NOUN
cana-1243	106	18	.	.	PUNCT
cana-1243	107	1	this	this	DET
cana-1243	107	2	work	work	NOUN
cana-1243	107	3	implements	implement	VERB
cana-1243	107	4	a	a	DET
cana-1243	107	5	hybrid	hybrid	ADJ
cana-1243	107	6	coordination	coordination	NOUN
cana-1243	107	7	of	of	ADP
cana-1243	107	8	machine	machine	NOUN
cana-1243	107	9	learning	learning	NOUN
cana-1243	107	10	relationship	relationship	NOUN
cana-1243	107	11	and	and	CCONJ
cana-1243	107	12	clustering	clustering	ADJ
cana-1243	107	13	methods	method	NOUN
cana-1243	107	14	to	to	PART
cana-1243	107	15	display	display	VERB
cana-1243	107	16	associations	association	NOUN
cana-1243	107	17	found	find	VERB
cana-1243	107	18	in	in	ADP
cana-1243	107	19	products	product	NOUN
cana-1243	107	20	together	together	ADV
cana-1243	107	21	with	with	ADP
cana-1243	107	22	individual	individual	ADJ
cana-1243	107	23	customer	customer	NOUN
cana-1243	107	24	profiles	profile	NOUN
cana-1243	107	25	associated	associate	VERB
cana-1243	107	26	with	with	ADP
cana-1243	107	27	these	these	DET
cana-1243	107	28	associations	association	NOUN
cana-1243	107	29	[	[	X
cana-1243	107	30	12	12	NUM
cana-1243	107	31	]	]	PUNCT
cana-1243	107	32	.	.	PUNCT
cana-1243	108	1	3	3	X
cana-1243	108	2	.	.	X
cana-1243	108	3	methodology	methodology	NOUN
cana-1243	108	4	a	a	DET
cana-1243	108	5	thorough	thorough	ADJ
cana-1243	108	6	examination	examination	NOUN
cana-1243	108	7	or	or	CCONJ
cana-1243	108	8	analysis	analysis	NOUN
cana-1243	108	9	of	of	ADP
cana-1243	108	10	every	every	DET
cana-1243	108	11	research	research	NOUN
cana-1243	108	12	method	method	NOUN
cana-1243	108	13	is	be	AUX
cana-1243	108	14	called	call	VERB
cana-1243	108	15	methodology	methodology	NOUN
cana-1243	108	16	.	.	PUNCT
cana-1243	109	1	simply	simply	ADV
cana-1243	109	2	put	put	VERB
cana-1243	109	3	,	,	PUNCT
cana-1243	109	4	methods	method	NOUN
cana-1243	109	5	are	be	AUX
cana-1243	109	6	actions	action	NOUN
cana-1243	109	7	or	or	CCONJ
cana-1243	109	8	instruments	instrument	NOUN
cana-1243	109	9	used	use	VERB
cana-1243	109	10	to	to	PART
cana-1243	109	11	choose	choose	VERB
cana-1243	109	12	study	study	NOUN
cana-1243	109	13	approaches	approach	NOUN
cana-1243	109	14	.	.	PUNCT
cana-1243	110	1	the	the	DET
cana-1243	110	2	investigation	investigation	NOUN
cana-1243	110	3	or	or	CCONJ
cana-1243	110	4	study	study	NOUN
cana-1243	110	5	begins	begin	VERB
cana-1243	110	6	with	with	ADP
cana-1243	110	7	the	the	DET
cana-1243	110	8	application	application	NOUN
cana-1243	110	9	of	of	ADP
cana-1243	110	10	the	the	DET
cana-1243	110	11	methodology	methodology	NOUN
cana-1243	110	12	.	.	PUNCT
cana-1243	111	1	later	later	ADV
cana-1243	111	2	on	on	ADV
cana-1243	111	3	in	in	ADP
cana-1243	111	4	the	the	DET
cana-1243	111	5	study	study	NOUN
cana-1243	111	6	and	and	CCONJ
cana-1243	111	7	research	research	NOUN
cana-1243	111	8	process	process	NOUN
cana-1243	111	9	,	,	PUNCT
cana-1243	111	10	methods	method	NOUN
cana-1243	111	11	are	be	AUX
cana-1243	111	12	implemented	implement	VERB
cana-1243	111	13	and	and	CCONJ
cana-1243	111	14	used	use	VERB
cana-1243	111	15	.	.	PUNCT
cana-1243	112	1	3.1	3.1	NUM
cana-1243	112	2	.	.	PUNCT
cana-1243	112	3	recommending	recommend	VERB
cana-1243	112	4	top	top	ADJ
cana-1243	112	5	selling	selling	NOUN
cana-1243	112	6	items	item	NOUN
cana-1243	112	7	:	:	PUNCT
cana-1243	112	8	a	a	DET
cana-1243	112	9	user	user	NOUN
cana-1243	112	10	needs	need	VERB
cana-1243	112	11	to	to	PART
cana-1243	112	12	be	be	AUX
cana-1243	112	13	given	give	VERB
cana-1243	112	14	recommendations	recommendation	NOUN
cana-1243	112	15	for	for	ADP
cana-1243	112	16	a	a	DET
cana-1243	112	17	number	number	NOUN
cana-1243	112	18	of	of	ADP
cana-1243	112	19	best	well	ADV
cana-1243	112	20	-	-	PUNCT
cana-1243	112	21	selling	sell	VERB
cana-1243	112	22	comparable	comparable	ADJ
cana-1243	112	23	products	product	NOUN
cana-1243	112	24	when	when	SCONJ
cana-1243	112	25	they	they	PRON
cana-1243	112	26	attempt	attempt	VERB
cana-1243	112	27	to	to	PART
cana-1243	112	28	purchase	purchase	VERB
cana-1243	112	29	a	a	DET
cana-1243	112	30	product	product	NOUN
cana-1243	112	31	.	.	PUNCT
cana-1243	113	1	then	then	ADV
cana-1243	113	2	,	,	PUNCT
cana-1243	113	3	in	in	ADP
cana-1243	113	4	order	order	NOUN
cana-1243	113	5	to	to	PART
cana-1243	113	6	make	make	VERB
cana-1243	113	7	the	the	DET
cana-1243	113	8	greatest	great	ADJ
cana-1243	113	9	choice	choice	NOUN
cana-1243	113	10	possible	possible	ADJ
cana-1243	113	11	,	,	PUNCT
cana-1243	113	12	the	the	DET
cana-1243	113	13	customer	customer	NOUN
cana-1243	113	14	needs	need	VERB
cana-1243	113	15	to	to	PART
cana-1243	113	16	understand	understand	VERB
cana-1243	113	17	the	the	DET
cana-1243	113	18	nuances	nuance	NOUN
cana-1243	113	19	of	of	ADP
cana-1243	113	20	the	the	DET
cana-1243	113	21	best	well	ADV
cana-1243	113	22	-	-	PUNCT
cana-1243	113	23	selling	sell	VERB
cana-1243	113	24	products	product	NOUN
cana-1243	113	25	.	.	PUNCT
cana-1243	114	1	3.2	3.2	NUM
cana-1243	114	2	.	.	PUNCT
cana-1243	114	3	recommending	recommend	VERB
cana-1243	114	4	top	top	ADJ
cana-1243	114	5	purchased	purchase	VERB
cana-1243	114	6	items	item	NOUN
cana-1243	114	7	:	:	PUNCT
cana-1243	114	8	a	a	DET
cana-1243	114	9	pop	pop	VERB
cana-1243	114	10	-	-	PUNCT
cana-1243	114	11	up	up	ADP
cana-1243	114	12	window	window	NOUN
cana-1243	114	13	ought	ought	AUX
cana-1243	114	14	to	to	PART
cana-1243	114	15	show	show	VERB
cana-1243	114	16	up	up	ADP
cana-1243	114	17	when	when	SCONJ
cana-1243	114	18	the	the	DET
cana-1243	114	19	consumer	consumer	NOUN
cana-1243	114	20	tries	try	VERB
cana-1243	114	21	to	to	PART
cana-1243	114	22	buy	buy	VERB
cana-1243	114	23	the	the	DET
cana-1243	114	24	identical	identical	ADJ
cana-1243	114	25	item	item	NOUN
cana-1243	114	26	they	they	PRON
cana-1243	114	27	previously	previously	ADV
cana-1243	114	28	bought	buy	VERB
cana-1243	114	29	.	.	PUNCT
cana-1243	115	1	because	because	SCONJ
cana-1243	115	2	doing	do	VERB
cana-1243	115	3	something	something	PRON
cana-1243	115	4	new	new	ADJ
cana-1243	115	5	might	might	AUX
cana-1243	115	6	not	not	PART
cana-1243	115	7	provide	provide	VERB
cana-1243	115	8	them	they	PRON
cana-1243	115	9	with	with	ADP
cana-1243	115	10	enough	enough	ADJ
cana-1243	115	11	satisfaction	satisfaction	NOUN
cana-1243	115	12	or	or	CCONJ
cana-1243	115	13	stratification	stratification	NOUN
cana-1243	115	14	.	.	PUNCT
cana-1243	116	1	if	if	SCONJ
cana-1243	116	2	there	there	PRON
cana-1243	116	3	is	be	VERB
cana-1243	116	4	a	a	DET
cana-1243	116	5	review	review	NOUN
cana-1243	116	6	,	,	PUNCT
cana-1243	116	7	the	the	DET
cana-1243	116	8	user	user	NOUN
cana-1243	116	9	will	will	AUX
cana-1243	116	10	find	find	VERB
cana-1243	116	11	the	the	DET
cana-1243	116	12	material	material	NOUN
cana-1243	116	13	beneficial	beneficial	ADJ
cana-1243	116	14	in	in	ADP
cana-1243	116	15	making	make	VERB
cana-1243	116	16	a	a	DET
cana-1243	116	17	purchasing	purchasing	NOUN
cana-1243	116	18	decision	decision	NOUN
cana-1243	116	19	.	.	PUNCT
cana-1243	117	1	communications	communication	NOUN
cana-1243	117	2	on	on	ADP
cana-1243	117	3	applied	apply	VERB
cana-1243	117	4	nonlinear	nonlinear	ADJ
cana-1243	117	5	analysis	analysis	NOUN
cana-1243	117	6	issn	issn	NOUN
cana-1243	117	7	:	:	PUNCT
cana-1243	117	8	1074	1074	NUM
cana-1243	117	9	-	-	PUNCT
cana-1243	117	10	133x	133x	NUM
cana-1243	117	11	vol	vol	NOUN
cana-1243	117	12	31	31	NUM
cana-1243	117	13	no	no	NOUN
cana-1243	117	14	.	.	PUNCT
cana-1243	118	1	6s	6s	NUM
cana-1243	118	2	(	(	PUNCT
cana-1243	118	3	2024	2024	NUM
cana-1243	118	4	)	)	PUNCT
cana-1243	118	5	559	559	NUM
cana-1243	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	118	7	3.3	3.3	NUM
cana-1243	118	8	.	.	PUNCT
cana-1243	119	1	enhanced	enhance	VERB
cana-1243	119	2	methodology	methodology	NOUN
cana-1243	119	3	model	model	NOUN
cana-1243	119	4	figure.01	figure.01	ADJ
cana-1243	119	5	architecture	architecture	NOUN
cana-1243	119	6	of	of	ADP
cana-1243	119	7	proposed	propose	VERB
cana-1243	119	8	enhanced	enhanced	ADJ
cana-1243	119	9	model	model	NOUN
cana-1243	119	10	3.4	3.4	NUM
cana-1243	119	11	.	.	PUNCT
cana-1243	119	12	procedure	procedure	NOUN
cana-1243	119	13	for	for	ADP
cana-1243	119	14	enhanced	enhanced	ADJ
cana-1243	119	15	methodology	methodology	NOUN
cana-1243	119	16	model	model	NOUN
cana-1243	119	17	step	step	NOUN
cana-1243	119	18	1	1	NUM
cana-1243	119	19	:	:	PUNCT
cana-1243	119	20	start	start	VERB
cana-1243	119	21	the	the	DET
cana-1243	119	22	process	process	NOUN
cana-1243	119	23	step	step	NOUN
cana-1243	119	24	2	2	NUM
cana-1243	119	25	:	:	PUNCT
cana-1243	119	26	uk	uk	PROPN
cana-1243	119	27	:	:	PUNCT
cana-1243	119	28	user	user	NOUN
cana-1243	119	29	item	item	NOUN
cana-1243	119	30	set	set	VERB
cana-1243	119	31	of	of	ADP
cana-1243	119	32	size	size	NOUN
cana-1243	119	33	k	k	PROPN
cana-1243	119	34	step	step	NOUN
cana-1243	119	35	3	3	NUM
cana-1243	119	36	:	:	PUNCT
cana-1243	119	37	lk	lk	ADJ
cana-1243	119	38	:	:	PUNCT
cana-1243	119	39	frequent	frequent	ADJ
cana-1243	119	40	item	item	NOUN
cana-1243	119	41	set	set	VERB
cana-1243	119	42	of	of	ADP
cana-1243	119	43	size	size	NOUN
cana-1243	119	44	k	k	PROPN
cana-1243	119	45	step	step	NOUN
cana-1243	119	46	4	4	NUM
cana-1243	119	47	:	:	PUNCT
cana-1243	119	48	l1	l1	PROPN
cana-1243	119	49	=	=	PROPN
cana-1243	119	50	{	{	PUNCT
cana-1243	119	51	frequent	frequent	ADJ
cana-1243	119	52	items	item	NOUN
cana-1243	119	53	}	}	PUNCT
cana-1243	119	54	;	;	PUNCT
cana-1243	119	55	step	step	NOUN
cana-1243	119	56	5	5	NUM
cana-1243	119	57	:	:	PUNCT
cana-1243	119	58	for	for	ADP
cana-1243	119	59	(	(	PUNCT
cana-1243	119	60	k	k	NOUN
cana-1243	119	61	=	=	SYM
cana-1243	119	62	1	1	NUM
cana-1243	119	63	;	;	PUNCT
cana-1243	119	64	lk	lk	NOUN
cana-1243	119	65	!	!	PUNCT
cana-1243	120	1	=	=	NOUN
cana-1243	120	2	∅	∅	NOUN
cana-1243	120	3	;	;	PUNCT
cana-1243	120	4	k++	k++	NOUN
cana-1243	120	5	)	)	PUNCT
cana-1243	120	6	do	do	AUX
cana-1243	120	7	begin	begin	VERB
cana-1243	120	8	step	step	VERB
cana-1243	120	9	6	6	NUM
cana-1243	120	10	:	:	PUNCT
cana-1243	120	11	uk+1	uk+1	ADP
cana-1243	120	12	=	=	VERB
cana-1243	120	13	users	user	NOUN
cana-1243	120	14	generated	generate	VERB
cana-1243	120	15	from	from	ADP
cana-1243	120	16	lk	lk	NOUN
cana-1243	120	17	;	;	PUNCT
cana-1243	120	18	step	step	NOUN
cana-1243	120	19	7	7	NUM
cana-1243	120	20	:	:	PUNCT
cana-1243	120	21	for	for	ADP
cana-1243	120	22	each	each	DET
cana-1243	120	23	transaction	transaction	NOUN
cana-1243	120	24	t	t	PROPN
cana-1243	120	25	in	in	ADP
cana-1243	120	26	database	database	NOUN
cana-1243	120	27	do	do	AUX
cana-1243	120	28	step	step	VERB
cana-1243	120	29	8	8	NUM
cana-1243	120	30	increment	increment	VERB
cana-1243	120	31	the	the	DET
cana-1243	120	32	count	count	NOUN
cana-1243	120	33	of	of	ADP
cana-1243	120	34	all	all	DET
cana-1243	120	35	users	user	NOUN
cana-1243	120	36	in	in	ADP
cana-1243	120	37	uk+1	uk+1	NOUN
cana-1243	120	38	that	that	PRON
cana-1243	120	39	are	be	AUX
cana-1243	120	40	contained	contain	VERB
cana-1243	120	41	in	in	ADP
cana-1243	120	42	t	t	NOUN
cana-1243	120	43	step	step	NOUN
cana-1243	120	44	9	9	NUM
cana-1243	120	45	:	:	PUNCT
cana-1243	120	46	lk+1	lk+1	NUM
cana-1243	120	47	=	=	NOUN
cana-1243	120	48	users	user	NOUN
cana-1243	120	49	in	in	ADP
cana-1243	120	50	uk+1	uk+1	NOUN
cana-1243	120	51	with	with	ADP
cana-1243	120	52	min_support	min_support	NOUN
cana-1243	120	53	end	end	NOUN
cana-1243	120	54	step	step	NOUN
cana-1243	120	55	10	10	NUM
cana-1243	120	56	:	:	PUNCT
cana-1243	120	57	return	return	VERB
cana-1243	120	58	the	the	DET
cana-1243	120	59	value	value	NOUN
cana-1243	120	60	of	of	ADP
cana-1243	120	61	transaction	transaction	NOUN
cana-1243	120	62	to	to	PART
cana-1243	120	63	database	database	VERB
cana-1243	120	64	step	step	NOUN
cana-1243	120	65	11	11	NUM
cana-1243	120	66	:	:	PUNCT
cana-1243	120	67	return	return	VERB
cana-1243	120	68	∪k	∪k	PROPN
cana-1243	120	69	lk	lk	PROPN
cana-1243	120	70	;	;	PUNCT
cana-1243	120	71	step	step	NOUN
cana-1243	120	72	12	12	NUM
cana-1243	120	73	:	:	PUNCT
cana-1243	120	74	end	end	NOUN
cana-1243	120	75	process	process	NOUN
cana-1243	120	76	3.5	3.5	NUM
cana-1243	120	77	.	.	PUNCT
cana-1243	121	1	data	datum	NOUN
cana-1243	121	2	pre	pre	ADJ
cana-1243	121	3	-	-	ADJ
cana-1243	121	4	processing	processing	ADJ
cana-1243	121	5	following	follow	VERB
cana-1243	121	6	feature	feature	NOUN
cana-1243	121	7	selection	selection	NOUN
cana-1243	121	8	,	,	PUNCT
cana-1243	121	9	the	the	DET
cana-1243	121	10	data	data	NOUN
cana-1243	121	11	is	be	AUX
cana-1243	121	12	filtered	filter	VERB
cana-1243	121	13	to	to	PART
cana-1243	121	14	remove	remove	VERB
cana-1243	121	15	outliers	outlier	NOUN
cana-1243	121	16	and	and	CCONJ
cana-1243	121	17	records	record	NOUN
cana-1243	121	18	with	with	ADP
cana-1243	121	19	missing	miss	VERB
cana-1243	121	20	values	value	NOUN
cana-1243	121	21	.	.	PUNCT
cana-1243	122	1	this	this	PRON
cana-1243	122	2	is	be	AUX
cana-1243	122	3	done	do	VERB
cana-1243	122	4	since	since	SCONJ
cana-1243	122	5	both	both	CCONJ
cana-1243	122	6	missing	missing	ADJ
cana-1243	122	7	and	and	CCONJ
cana-1243	122	8	outlier	outlier	NOUN
cana-1243	122	9	values	value	NOUN
cana-1243	122	10	can	can	AUX
cana-1243	122	11	lower	lower	VERB
cana-1243	122	12	the	the	DET
cana-1243	122	13	forecasting	forecasting	NOUN
cana-1243	122	14	model	model	NOUN
cana-1243	122	15	's	's	PART
cana-1243	122	16	performance	performance	NOUN
cana-1243	122	17	and	and	CCONJ
cana-1243	122	18	result	result	NOUN
cana-1243	122	19	in	in	ADP
cana-1243	122	20	erroneous	erroneous	ADJ
cana-1243	122	21	forecasts	forecast	NOUN
cana-1243	122	22	.	.	PUNCT
cana-1243	123	1	communications	communication	NOUN
cana-1243	123	2	on	on	ADP
cana-1243	123	3	applied	apply	VERB
cana-1243	123	4	nonlinear	nonlinear	ADJ
cana-1243	123	5	analysis	analysis	NOUN
cana-1243	123	6	issn	issn	NOUN
cana-1243	123	7	:	:	PUNCT
cana-1243	123	8	1074	1074	NUM
cana-1243	123	9	-	-	PUNCT
cana-1243	123	10	133x	133x	NUM
cana-1243	123	11	vol	vol	NOUN
cana-1243	123	12	31	31	NUM
cana-1243	123	13	no	no	NOUN
cana-1243	123	14	.	.	PUNCT
cana-1243	124	1	6s	6s	NUM
cana-1243	124	2	(	(	PUNCT
cana-1243	124	3	2024	2024	NUM
cana-1243	124	4	)	)	PUNCT
cana-1243	124	5	560	560	NUM
cana-1243	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	124	7	3.6	3.6	NUM
cana-1243	124	8	.	.	PUNCT
cana-1243	125	1	creating	create	VERB
cana-1243	125	2	association	association	NOUN
cana-1243	125	3	rules	rule	NOUN
cana-1243	125	4	in	in	ADP
cana-1243	125	5	order	order	NOUN
cana-1243	125	6	to	to	PART
cana-1243	125	7	discover	discover	VERB
cana-1243	125	8	the	the	DET
cana-1243	125	9	most	most	ADV
cana-1243	125	10	significant	significant	ADJ
cana-1243	125	11	links	link	NOUN
cana-1243	125	12	,	,	PUNCT
cana-1243	125	13	criterion	criterion	NOUN
cana-1243	125	14	support	support	NOUN
cana-1243	125	15	and	and	CCONJ
cana-1243	125	16	confidence	confidence	NOUN
cana-1243	125	17	are	be	AUX
cana-1243	125	18	used	use	VERB
cana-1243	125	19	to	to	PART
cana-1243	125	20	search	search	VERB
cana-1243	125	21	the	the	DET
cana-1243	125	22	data	datum	NOUN
cana-1243	125	23	for	for	ADP
cana-1243	125	24	frequent	frequent	ADJ
cana-1243	125	25	if	if	SCONJ
cana-1243	125	26	-	-	PUNCT
cana-1243	125	27	then	then	ADV
cana-1243	125	28	patterns	pattern	NOUN
cana-1243	125	29	.	.	PUNCT
cana-1243	126	1	this	this	DET
cana-1243	126	2	process	process	NOUN
cana-1243	126	3	creates	create	VERB
cana-1243	126	4	association	association	NOUN
cana-1243	126	5	rules	rule	NOUN
cana-1243	126	6	.	.	PUNCT
cana-1243	127	1	the	the	DET
cana-1243	127	2	support	support	NOUN
cana-1243	127	3	column	column	NOUN
cana-1243	127	4	shows	show	VERB
cana-1243	127	5	the	the	DET
cana-1243	127	6	frequency	frequency	NOUN
cana-1243	127	7	of	of	ADP
cana-1243	127	8	an	an	DET
cana-1243	127	9	item	item	NOUN
cana-1243	127	10	in	in	ADP
cana-1243	127	11	the	the	DET
cana-1243	127	12	data	datum	NOUN
cana-1243	127	13	.	.	PUNCT
cana-1243	128	1	the	the	DET
cana-1243	128	2	number	number	NOUN
cana-1243	128	3	of	of	ADP
cana-1243	128	4	times	time	NOUN
cana-1243	128	5	the	the	DET
cana-1243	128	6	if	if	NOUN
cana-1243	128	7	-	-	PUNCT
cana-1243	128	8	then	then	ADV
cana-1243	128	9	statement	statement	NOUN
cana-1243	128	10	is	be	AUX
cana-1243	128	11	proven	prove	VERB
cana-1243	128	12	to	to	PART
cana-1243	128	13	be	be	AUX
cana-1243	128	14	true	true	ADJ
cana-1243	128	15	is	be	AUX
cana-1243	128	16	indicated	indicate	VERB
cana-1243	128	17	by	by	ADP
cana-1243	128	18	confidence	confidence	NOUN
cana-1243	128	19	.	.	PUNCT
cana-1243	129	1	3.7	3.7	NUM
cana-1243	129	2	.	.	PUNCT
cana-1243	130	1	training	training	NOUN
cana-1243	130	2	data	datum	NOUN
cana-1243	130	3	the	the	DET
cana-1243	130	4	information	information	NOUN
cana-1243	130	5	used	use	VERB
cana-1243	130	6	to	to	PART
cana-1243	130	7	educate	educate	VERB
cana-1243	130	8	an	an	DET
cana-1243	130	9	algorithm	algorithm	NOUN
cana-1243	130	10	or	or	CCONJ
cana-1243	130	11	machine	machine	NOUN
cana-1243	130	12	learning	learn	VERB
cana-1243	130	13	replica	replica	NOUN
cana-1243	130	14	to	to	PART
cana-1243	130	15	anticipate	anticipate	VERB
cana-1243	130	16	the	the	DET
cana-1243	130	17	result	result	NOUN
cana-1243	130	18	that	that	SCONJ
cana-1243	130	19	user	user	NOUN
cana-1243	130	20	have	have	AUX
cana-1243	130	21	designed	design	VERB
cana-1243	130	22	his	his	PRON
cana-1243	130	23	model	model	NOUN
cana-1243	130	24	to	to	PART
cana-1243	130	25	envisage	envisage	VERB
cana-1243	130	26	is	be	AUX
cana-1243	130	27	known	know	VERB
cana-1243	130	28	as	as	ADP
cana-1243	130	29	training	training	NOUN
cana-1243	130	30	information	information	NOUN
cana-1243	130	31	.	.	PUNCT
cana-1243	131	1	test	test	NOUN
cana-1243	131	2	information	information	NOUN
cana-1243	131	3	is	be	AUX
cana-1243	131	4	utilized	utilize	VERB
cana-1243	131	5	to	to	PART
cana-1243	131	6	gauge	gauge	VERB
cana-1243	131	7	how	how	SCONJ
cana-1243	131	8	well	well	ADV
cana-1243	131	9	the	the	DET
cana-1243	131	10	algorithm	algorithm	NOUN
cana-1243	131	11	the	the	DET
cana-1243	131	12	user	user	NOUN
cana-1243	131	13	using	use	VERB
cana-1243	131	14	to	to	PART
cana-1243	131	15	educate	educate	VERB
cana-1243	131	16	the	the	DET
cana-1243	131	17	mechanism	mechanism	NOUN
cana-1243	131	18	performs	perform	VERB
cana-1243	131	19	,	,	PUNCT
cana-1243	131	20	including	include	VERB
cana-1243	131	21	its	its	PRON
cana-1243	131	22	accuracy	accuracy	NOUN
cana-1243	131	23	and	and	CCONJ
cana-1243	131	24	efficiency	efficiency	NOUN
cana-1243	131	25	.	.	PUNCT
cana-1243	132	1	3.8	3.8	NUM
cana-1243	132	2	.	.	PUNCT
cana-1243	132	3	comparison	comparison	NOUN
cana-1243	132	4	metrics	metric	NOUN
cana-1243	132	5	:	:	PUNCT
cana-1243	133	1	3.8.1	3.8.1	X
cana-1243	133	2	.	.	PUNCT
cana-1243	133	3	precision	precision	VERB
cana-1243	133	4	a	a	DET
cana-1243	133	5	statistic	statistic	NOUN
cana-1243	133	6	called	call	VERB
cana-1243	133	7	precision	precision	NOUN
cana-1243	133	8	counts	count	VERB
cana-1243	133	9	how	how	SCONJ
cana-1243	133	10	many	many	ADJ
cana-1243	133	11	positive	positive	ADJ
cana-1243	133	12	,	,	PUNCT
cana-1243	133	13	accurate	accurate	ADJ
cana-1243	133	14	forecasts	forecast	NOUN
cana-1243	133	15	were	be	AUX
cana-1243	133	16	made	make	VERB
cana-1243	133	17	.	.	PUNCT
cana-1243	134	1	as	as	ADP
cana-1243	134	2	a	a	DET
cana-1243	134	3	result	result	NOUN
cana-1243	134	4	,	,	PUNCT
cana-1243	134	5	precision	precision	NOUN
cana-1243	134	6	determines	determine	VERB
cana-1243	134	7	the	the	DET
cana-1243	134	8	accuracy	accuracy	NOUN
cana-1243	134	9	for	for	ADP
cana-1243	134	10	the	the	DET
cana-1243	134	11	minority	minority	NOUN
cana-1243	134	12	class	class	NOUN
cana-1243	134	13	.	.	PUNCT
cana-1243	135	1	it	it	PRON
cana-1243	135	2	is	be	AUX
cana-1243	135	3	computed	compute	VERB
cana-1243	135	4	as	as	SCONJ
cana-1243	135	5	follows	follow	VERB
cana-1243	135	6	:	:	PUNCT
cana-1243	135	7	the	the	DET
cana-1243	135	8	ratio	ratio	NOUN
cana-1243	135	9	of	of	ADP
cana-1243	135	10	accurately	accurately	ADV
cana-1243	135	11	anticipated	anticipate	VERB
cana-1243	135	12	positive	positive	ADJ
cana-1243	135	13	examples	example	NOUN
cana-1243	135	14	to	to	ADP
cana-1243	135	15	the	the	DET
cana-1243	135	16	total	total	ADJ
cana-1243	135	17	number	number	NOUN
cana-1243	135	18	of	of	ADP
cana-1243	135	19	predicted	predict	VERB
cana-1243	135	20	positive	positive	ADJ
cana-1243	135	21	examples	example	NOUN
cana-1243	135	22	.	.	PUNCT
cana-1243	136	1	--------------------------------------------------------------------------------(1	--------------------------------------------------------------------------------(1	NOUN
cana-1243	136	2	)	)	PUNCT
cana-1243	136	3	3.8.2	3.8.2	NUM
cana-1243	136	4	.	.	PUNCT
cana-1243	136	5	recall	recall	VERB
cana-1243	136	6	a	a	DET
cana-1243	136	7	measure	measure	NOUN
cana-1243	136	8	known	know	VERB
cana-1243	136	9	as	as	ADP
cana-1243	136	10	recall	recall	NOUN
cana-1243	136	11	counts	count	VERB
cana-1243	136	12	the	the	DET
cana-1243	136	13	number	number	NOUN
cana-1243	136	14	of	of	ADP
cana-1243	136	15	accurate	accurate	ADJ
cana-1243	136	16	positive	positive	ADJ
cana-1243	136	17	predictions	prediction	NOUN
cana-1243	136	18	among	among	ADP
cana-1243	136	19	all	all	DET
cana-1243	136	20	possible	possible	ADJ
cana-1243	136	21	positive	positive	ADJ
cana-1243	136	22	predictions	prediction	NOUN
cana-1243	136	23	.	.	PUNCT
cana-1243	137	1	recall	recall	PROPN
cana-1243	137	2	gives	give	VERB
cana-1243	137	3	an	an	DET
cana-1243	137	4	indicator	indicator	NOUN
cana-1243	137	5	of	of	ADP
cana-1243	137	6	missed	miss	VERB
cana-1243	137	7	positive	positive	ADJ
cana-1243	137	8	predictions	prediction	NOUN
cana-1243	137	9	,	,	PUNCT
cana-1243	137	10	in	in	ADP
cana-1243	137	11	contrast	contrast	NOUN
cana-1243	137	12	to	to	ADP
cana-1243	137	13	precision	precision	NOUN
cana-1243	137	14	which	which	DET
cana-1243	137	15	only	only	ADV
cana-1243	137	16	comments	comment	NOUN
cana-1243	137	17	on	on	ADP
cana-1243	137	18	the	the	DET
cana-1243	137	19	right	right	ADJ
cana-1243	137	20	positive	positive	ADJ
cana-1243	137	21	predictions	prediction	NOUN
cana-1243	137	22	out	out	ADP
cana-1243	137	23	of	of	ADP
cana-1243	137	24	all	all	DET
cana-1243	137	25	positive	positive	ADJ
cana-1243	137	26	predictions	prediction	NOUN
cana-1243	137	27	.	.	PUNCT
cana-1243	138	1	recall	recall	PROPN
cana-1243	138	2	offers	offer	VERB
cana-1243	138	3	a	a	DET
cana-1243	138	4	sense	sense	NOUN
cana-1243	138	5	of	of	ADP
cana-1243	138	6	the	the	DET
cana-1243	138	7	positive	positive	ADJ
cana-1243	138	8	class	class	NOUN
cana-1243	138	9	's	's	PART
cana-1243	138	10	coverage	coverage	NOUN
cana-1243	138	11	in	in	ADP
cana-1243	138	12	this	this	DET
cana-1243	138	13	way	way	NOUN
cana-1243	138	14	.	.	PUNCT
cana-1243	139	1	--------------------------------------------------------------------------------(2	--------------------------------------------------------------------------------(2	INTJ
cana-1243	139	2	)	)	PUNCT
cana-1243	140	1	3.8.3	3.8.3	NUM
cana-1243	140	2	.	.	PUNCT
cana-1243	141	1	f	f	X
cana-1243	141	2	-	-	PUNCT
cana-1243	141	3	score	score	NOUN
cana-1243	141	4	since	since	SCONJ
cana-1243	141	5	classification	classification	NOUN
cana-1243	141	6	accuracy	accuracy	NOUN
cana-1243	141	7	is	be	AUX
cana-1243	141	8	a	a	DET
cana-1243	141	9	single	single	ADJ
cana-1243	141	10	metric	metric	NOUN
cana-1243	141	11	used	use	VERB
cana-1243	141	12	to	to	PART
cana-1243	141	13	sum	sum	VERB
cana-1243	141	14	up	up	ADP
cana-1243	141	15	model	model	NOUN
cana-1243	141	16	performance	performance	NOUN
cana-1243	141	17	,	,	PUNCT
cana-1243	141	18	it	it	PRON
cana-1243	141	19	is	be	AUX
cana-1243	141	20	commonly	commonly	ADV
cana-1243	141	21	employed	employ	VERB
cana-1243	141	22	.	.	PUNCT
cana-1243	142	1	recall	recall	NOUN
cana-1243	142	2	and	and	CCONJ
cana-1243	142	3	precision	precision	NOUN
cana-1243	142	4	can	can	AUX
cana-1243	142	5	be	be	AUX
cana-1243	142	6	combined	combine	VERB
cana-1243	142	7	into	into	ADP
cana-1243	142	8	a	a	DET
cana-1243	142	9	single	single	ADJ
cana-1243	142	10	measure	measure	NOUN
cana-1243	142	11	that	that	PRON
cana-1243	142	12	accounts	account	VERB
cana-1243	142	13	for	for	ADP
cana-1243	142	14	both	both	DET
cana-1243	142	15	attributes	attribute	NOUN
cana-1243	142	16	,	,	PUNCT
cana-1243	142	17	called	call	VERB
cana-1243	142	18	the	the	DET
cana-1243	142	19	f	f	NOUN
cana-1243	142	20	-	-	PUNCT
cana-1243	142	21	measure	measure	NOUN
cana-1243	142	22	.	.	PUNCT
cana-1243	143	1	recall	recall	NOUN
cana-1243	143	2	or	or	CCONJ
cana-1243	143	3	precision	precision	NOUN
cana-1243	143	4	by	by	ADP
cana-1243	143	5	themselves	themselves	PRON
cana-1243	143	6	do	do	AUX
cana-1243	143	7	n't	not	PART
cana-1243	143	8	provide	provide	VERB
cana-1243	143	9	the	the	DET
cana-1243	143	10	complete	complete	ADJ
cana-1243	143	11	picture	picture	NOUN
cana-1243	143	12	.	.	PUNCT
cana-1243	144	1	either	either	CCONJ
cana-1243	144	2	horrible	horrible	ADJ
cana-1243	144	3	precision	precision	NOUN
cana-1243	144	4	with	with	ADP
cana-1243	144	5	outstanding	outstanding	ADJ
cana-1243	144	6	memory	memory	NOUN
cana-1243	144	7	or	or	CCONJ
cana-1243	144	8	excellent	excellent	ADJ
cana-1243	144	9	precision	precision	NOUN
cana-1243	144	10	with	with	ADP
cana-1243	144	11	bad	bad	ADJ
cana-1243	144	12	recall	recall	NOUN
cana-1243	144	13	are	be	AUX
cana-1243	144	14	both	both	ADV
cana-1243	144	15	possible	possible	ADJ
cana-1243	144	16	.	.	PUNCT
cana-1243	145	1	a	a	DET
cana-1243	145	2	single	single	ADJ
cana-1243	145	3	score	score	NOUN
cana-1243	145	4	can	can	AUX
cana-1243	145	5	be	be	AUX
cana-1243	145	6	used	use	VERB
cana-1243	145	7	to	to	PART
cana-1243	145	8	indicate	indicate	VERB
cana-1243	145	9	both	both	DET
cana-1243	145	10	concerns	concern	NOUN
cana-1243	145	11	using	use	VERB
cana-1243	145	12	the	the	DET
cana-1243	145	13	f	f	NOUN
cana-1243	145	14	-	-	PUNCT
cana-1243	145	15	measure	measure	NOUN
cana-1243	145	16	.	.	PUNCT
cana-1243	146	1	for	for	ADP
cana-1243	146	2	a	a	DET
cana-1243	146	3	binary	binary	ADJ
cana-1243	146	4	or	or	CCONJ
cana-1243	146	5	multiclass	multiclass	ADJ
cana-1243	146	6	classification	classification	NOUN
cana-1243	146	7	task	task	NOUN
cana-1243	146	8	,	,	PUNCT
cana-1243	146	9	precision	precision	NOUN
cana-1243	146	10	and	and	CCONJ
cana-1243	146	11	recall	recall	NOUN
cana-1243	146	12	can	can	AUX
cana-1243	146	13	be	be	AUX
cana-1243	146	14	computed	compute	VERB
cana-1243	146	15	separately	separately	ADV
cana-1243	146	16	and	and	CCONJ
cana-1243	146	17	then	then	ADV
cana-1243	146	18	combined	combine	VERB
cana-1243	146	19	to	to	PART
cana-1243	146	20	get	get	VERB
cana-1243	146	21	the	the	DET
cana-1243	146	22	fmeasure	fmeasure	NOUN
cana-1243	146	23	.	.	PUNCT
cana-1243	147	1	-------------------------------------------------------(3	-------------------------------------------------------(3	NOUN
cana-1243	147	2	)	)	PUNCT
cana-1243	147	3	communications	communication	NOUN
cana-1243	147	4	on	on	ADP
cana-1243	147	5	applied	apply	VERB
cana-1243	147	6	nonlinear	nonlinear	ADJ
cana-1243	147	7	analysis	analysis	NOUN
cana-1243	147	8	issn	issn	NOUN
cana-1243	147	9	:	:	PUNCT
cana-1243	147	10	1074	1074	NUM
cana-1243	147	11	-	-	PUNCT
cana-1243	147	12	133x	133x	NUM
cana-1243	147	13	vol	vol	NOUN
cana-1243	147	14	31	31	NUM
cana-1243	147	15	no	no	NOUN
cana-1243	147	16	.	.	PUNCT
cana-1243	148	1	6s	6s	NUM
cana-1243	148	2	(	(	PUNCT
cana-1243	148	3	2024	2024	NUM
cana-1243	148	4	)	)	PUNCT
cana-1243	148	5	561	561	NUM
cana-1243	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	148	7	4	4	X
cana-1243	148	8	.	.	NOUN
cana-1243	148	9	results	result	NOUN
cana-1243	148	10	and	and	CCONJ
cana-1243	148	11	discussions	discussion	NOUN
cana-1243	148	12	table	table	NOUN
cana-1243	148	13	01	01	NUM
cana-1243	148	14	and	and	CCONJ
cana-1243	148	15	figure	figure	VERB
cana-1243	148	16	02	02	NUM
cana-1243	148	17	compare	compare	VERB
cana-1243	148	18	the	the	DET
cana-1243	148	19	precision	precision	NOUN
cana-1243	148	20	of	of	ADP
cana-1243	148	21	the	the	DET
cana-1243	148	22	four	four	NUM
cana-1243	148	23	distinct	distinct	ADJ
cana-1243	148	24	existing	exist	VERB
cana-1243	148	25	techniques	technique	NOUN
cana-1243	148	26	,	,	PUNCT
cana-1243	148	27	and	and	CCONJ
cana-1243	148	28	the	the	DET
cana-1243	148	29	results	result	NOUN
cana-1243	148	30	indicate	indicate	VERB
cana-1243	148	31	that	that	SCONJ
cana-1243	148	32	the	the	DET
cana-1243	148	33	enhanced	enhanced	ADJ
cana-1243	148	34	model	model	NOUN
cana-1243	148	35	performs	perform	VERB
cana-1243	148	36	better	well	ADV
cana-1243	148	37	in	in	ADP
cana-1243	148	38	the	the	DET
cana-1243	148	39	sparsity	sparsity	NOUN
cana-1243	148	40	levels	level	NOUN
cana-1243	148	41	of	of	ADP
cana-1243	148	42	0–20	0–20	PROPN
cana-1243	148	43	,	,	PUNCT
cana-1243	148	44	20–40	20–40	NUM
cana-1243	148	45	,	,	PUNCT
cana-1243	148	46	40–60	40–60	NUM
cana-1243	148	47	,	,	PUNCT
cana-1243	148	48	60	60	NUM
cana-1243	148	49	–	–	PUNCT
cana-1243	148	50	80	80	NUM
cana-1243	148	51	,	,	PUNCT
cana-1243	148	52	and	and	CCONJ
cana-1243	148	53	80–100	80–100	NUM
cana-1243	148	54	than	than	ADP
cana-1243	148	55	the	the	DET
cana-1243	148	56	other	other	ADJ
cana-1243	148	57	existing	exist	VERB
cana-1243	148	58	approaches	approach	NOUN
cana-1243	148	59	.	.	PUNCT
cana-1243	149	1	table.01	table.01	PROPN
cana-1243	149	2	.	.	PROPN
cana-1243	149	3	precision	precision	PROPN
cana-1243	149	4	comparison	comparison	PROPN
cana-1243	149	5	data	data	PROPN
cana-1243	149	6	sparcity	sparcity	NOUN
cana-1243	149	7	0	0	NUM
cana-1243	149	8	20	20	NUM
cana-1243	149	9	20	20	NUM
cana-1243	149	10	40	40	NUM
cana-1243	149	11	40	40	NUM
cana-1243	149	12	60	60	NUM
cana-1243	149	13	60	60	NUM
cana-1243	149	14	80	80	NUM
cana-1243	149	15	80	80	NUM
cana-1243	149	16	100	100	NUM
cana-1243	149	17	basic	basic	ADJ
cana-1243	149	18	cf	cf	NOUN
cana-1243	149	19	0.7012	0.7012	NUM
cana-1243	149	20	0.6999	0.6999	NUM
cana-1243	149	21	0.6756	0.6756	NUM
cana-1243	149	22	0.6083	0.6083	NUM
cana-1243	149	23	0.5978	0.5978	NUM
cana-1243	149	24	pca	pca	NOUN
cana-1243	149	25	+	+	CCONJ
cana-1243	149	26	kmeans	kmean	NOUN
cana-1243	149	27	0.7525	0.7525	NUM
cana-1243	150	1	0.7525	0.7525	NUM
cana-1243	150	2	0.7422	0.7422	NUM
cana-1243	150	3	0.7022	0.7022	NUM
cana-1243	150	4	0.6556	0.6556	NUM
cana-1243	150	5	trifac	trifac	NOUN
cana-1243	150	6	0.7214	0.7214	NUM
cana-1243	150	7	0.7189	0.7189	NUM
cana-1243	151	1	0.6978	0.6978	NUM
cana-1243	151	2	0.6578	0.6578	NUM
cana-1243	151	3	0.6078	0.6078	NUM
cana-1243	151	4	fp	fp	PROPN
cana-1243	151	5	-	-	PUNCT
cana-1243	151	6	g	g	NOUN
cana-1243	151	7	0.8177	0.8177	NUM
cana-1243	151	8	0.8177	0.8177	NUM
cana-1243	151	9	0.8077	0.8077	NUM
cana-1243	151	10	0.7887	0.7887	NUM
cana-1243	151	11	0.7787	0.7787	NUM
cana-1243	151	12	enhanced	enhanced	ADJ
cana-1243	151	13	model	model	NOUN
cana-1243	151	14	0.8265	0.8265	NUM
cana-1243	151	15	0.8267	0.8267	NUM
cana-1243	151	16	0.8198	0.8198	NUM
cana-1243	151	17	0.7982	0.7982	NUM
cana-1243	151	18	0.7869	0.7869	NUM
cana-1243	151	19	figure.02	figure.02	ADJ
cana-1243	151	20	.	.	PUNCT
cana-1243	151	21	precision	precision	PROPN
cana-1243	151	22	comparison	comparison	NOUN
cana-1243	151	23	table.02	table.02	PROPN
cana-1243	151	24	.	.	PUNCT
cana-1243	152	1	recall	recall	PROPN
cana-1243	152	2	comparison	comparison	PROPN
cana-1243	152	3	data	data	PROPN
cana-1243	152	4	sparcity	sparcity	NOUN
cana-1243	152	5	0	0	NUM
cana-1243	152	6	20	20	NUM
cana-1243	152	7	20	20	NUM
cana-1243	152	8	40	40	NUM
cana-1243	152	9	40	40	NUM
cana-1243	152	10	60	60	NUM
cana-1243	152	11	60	60	NUM
cana-1243	152	12	80	80	NUM
cana-1243	152	13	80	80	NUM
cana-1243	152	14	100	100	NUM
cana-1243	152	15	basic	basic	ADJ
cana-1243	152	16	cf	cf	NOUN
cana-1243	152	17	0.6877	0.6877	NUM
cana-1243	152	18	0.6755	0.6755	NUM
cana-1243	152	19	0.6522	0.6522	NUM
cana-1243	152	20	0.6066	0.6066	NUM
cana-1243	152	21	0.5898	0.5898	NUM
cana-1243	152	22	pca	pca	NOUN
cana-1243	152	23	+	+	CCONJ
cana-1243	152	24	kmeans	kmean	NOUN
cana-1243	152	25	0.7622	0.7622	NUM
cana-1243	152	26	0.7622	0.7622	NUM
cana-1243	152	27	0.7089	0.7089	NUM
cana-1243	152	28	0.7001	0.7001	NUM
cana-1243	152	29	0.7534	0.7534	NUM
cana-1243	152	30	trifac	trifac	NOUN
cana-1243	153	1	0.7123	0.7123	NUM
cana-1243	153	2	0.7033	0.7033	NUM
cana-1243	153	3	0.6933	0.6933	NUM
cana-1243	153	4	0.6733	0.6733	NUM
cana-1243	153	5	0.6833	0.6833	NUM
cana-1243	153	6	fp	fp	X
cana-1243	153	7	-	-	PUNCT
cana-1243	153	8	g	g	NOUN
cana-1243	153	9	0.8089	0.8089	NUM
cana-1243	153	10	0.8089	0.8089	NUM
cana-1243	153	11	0.7989	0.7989	NUM
cana-1243	153	12	0.7702	0.7702	NUM
cana-1243	153	13	0.7602	0.7602	NUM
cana-1243	153	14	enhanced	enhanced	ADJ
cana-1243	153	15	model	model	NOUN
cana-1243	153	16	0.8129	0.8129	NUM
cana-1243	153	17	0.8128	0.8128	NUM
cana-1243	153	18	0.8055	0.8055	NUM
cana-1243	153	19	0.7855	0.7855	NUM
cana-1243	153	20	0.7725	0.7725	NUM
cana-1243	153	21	communications	communication	NOUN
cana-1243	153	22	on	on	ADP
cana-1243	153	23	applied	apply	VERB
cana-1243	153	24	nonlinear	nonlinear	ADJ
cana-1243	153	25	analysis	analysis	NOUN
cana-1243	153	26	issn	issn	NOUN
cana-1243	153	27	:	:	PUNCT
cana-1243	153	28	1074	1074	NUM
cana-1243	153	29	-	-	PUNCT
cana-1243	153	30	133x	133x	NUM
cana-1243	153	31	vol	vol	NOUN
cana-1243	153	32	31	31	NUM
cana-1243	153	33	no	no	NOUN
cana-1243	153	34	.	.	PUNCT
cana-1243	154	1	6s	6s	NUM
cana-1243	154	2	(	(	PUNCT
cana-1243	154	3	2024	2024	NUM
cana-1243	154	4	)	)	PUNCT
cana-1243	154	5	562	562	NUM
cana-1243	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	154	7	figure.03	figure.03	ADJ
cana-1243	154	8	.	.	PUNCT
cana-1243	155	1	recall	recall	PROPN
cana-1243	155	2	comparison	comparison	NOUN
cana-1243	155	3	the	the	DET
cana-1243	155	4	recall	recall	NOUN
cana-1243	155	5	comparison	comparison	NOUN
cana-1243	155	6	between	between	ADP
cana-1243	155	7	the	the	DET
cana-1243	155	8	four	four	NUM
cana-1243	155	9	distinct	distinct	ADJ
cana-1243	155	10	existing	exist	VERB
cana-1243	155	11	techniques	technique	NOUN
cana-1243	155	12	is	be	AUX
cana-1243	155	13	depicted	depict	VERB
cana-1243	155	14	in	in	ADP
cana-1243	155	15	table	table	NOUN
cana-1243	155	16	02	02	NUM
cana-1243	155	17	and	and	CCONJ
cana-1243	155	18	figure	figure	NOUN
cana-1243	155	19	03	03	NUM
cana-1243	155	20	,	,	PUNCT
cana-1243	155	21	which	which	PRON
cana-1243	155	22	demonstrates	demonstrate	VERB
cana-1243	155	23	that	that	SCONJ
cana-1243	155	24	the	the	DET
cana-1243	155	25	enhanced	enhanced	ADJ
cana-1243	155	26	model	model	NOUN
cana-1243	155	27	outperforms	outperform	VERB
cana-1243	155	28	the	the	DET
cana-1243	155	29	other	other	ADJ
cana-1243	155	30	existing	exist	VERB
cana-1243	155	31	methodologies	methodology	NOUN
cana-1243	155	32	in	in	ADP
cana-1243	155	33	the	the	DET
cana-1243	155	34	sparsity	sparsity	NOUN
cana-1243	155	35	levels	level	NOUN
cana-1243	155	36	of	of	ADP
cana-1243	155	37	0–20	0–20	PROPN
cana-1243	155	38	,	,	PUNCT
cana-1243	155	39	20–40	20–40	NUM
cana-1243	155	40	,	,	PUNCT
cana-1243	155	41	40–60	40–60	PROPN
cana-1243	155	42	,	,	PUNCT
cana-1243	155	43	60–80	60–80	PROPN
cana-1243	155	44	,	,	PUNCT
cana-1243	155	45	and	and	CCONJ
cana-1243	156	1	80–100	80–100	NUM
cana-1243	156	2	.	.	PUNCT
cana-1243	157	1	table.03	table.03	NOUN
cana-1243	157	2	.	.	PUNCT
cana-1243	158	1	f	f	X
cana-1243	158	2	-	-	PUNCT
cana-1243	158	3	score	score	NOUN
cana-1243	158	4	comparison	comparison	NOUN
cana-1243	158	5	data	data	NOUN
cana-1243	158	6	sparcity	sparcity	NOUN
cana-1243	158	7	0	0	NUM
cana-1243	158	8	20	20	NUM
cana-1243	158	9	20	20	NUM
cana-1243	158	10	40	40	NUM
cana-1243	158	11	40	40	NUM
cana-1243	158	12	60	60	NUM
cana-1243	158	13	60	60	NUM
cana-1243	158	14	80	80	NUM
cana-1243	158	15	80	80	NUM
cana-1243	158	16	100	100	NUM
cana-1243	158	17	basic	basic	ADJ
cana-1243	158	18	cf	cf	NOUN
cana-1243	158	19	0.6943	0.6943	NUM
cana-1243	158	20	0.6874	0.6874	NUM
cana-1243	158	21	0.6312	0.6312	NUM
cana-1243	158	22	0.6074	0.6074	NUM
cana-1243	158	23	0.5937	0.5937	NUM
cana-1243	158	24	pca	pca	NOUN
cana-1243	158	25	+	+	CCONJ
cana-1243	158	26	kmeans	kmean	NOUN
cana-1243	158	27	0.7573	0.7573	NUM
cana-1243	158	28	0.7573	0.7573	NUM
cana-1243	158	29	0.7478	0.7478	NUM
cana-1243	158	30	0.7055	0.7055	NUM
cana-1243	158	31	0.6771	0.6771	NUM
cana-1243	158	32	trifac	trifac	NOUN
cana-1243	158	33	0.7168	0.7168	NUM
cana-1243	158	34	0.711	0.711	NUM
cana-1243	158	35	0.6955	0.6955	NUM
cana-1243	158	36	0.6655	0.6655	NUM
cana-1243	158	37	0.6433	0.6433	NUM
cana-1243	158	38	fp	fp	NOUN
cana-1243	158	39	-	-	PUNCT
cana-1243	158	40	g	g	NOUN
cana-1243	158	41	0.8099	0.8099	NUM
cana-1243	158	42	0.8099	0.8099	NUM
cana-1243	158	43	0.8032	0.8032	NUM
cana-1243	158	44	0.7793	0.7793	NUM
cana-1243	158	45	0.7693	0.7693	NUM
cana-1243	158	46	enhanced	enhanced	ADJ
cana-1243	158	47	model	model	NOUN
cana-1243	158	48	0.8185	0.8185	NUM
cana-1243	158	49	0.8187	0.8187	NUM
cana-1243	158	50	0.8155	0.8155	NUM
cana-1243	158	51	0.7897	0.7897	NUM
cana-1243	158	52	0.7792	0.7792	NUM
cana-1243	158	53	figure.04	figure.04	NOUN
cana-1243	158	54	.	.	PUNCT
cana-1243	159	1	f	f	X
cana-1243	159	2	-	-	PUNCT
cana-1243	159	3	score	score	NOUN
cana-1243	159	4	comparison	comparison	NOUN
cana-1243	159	5	table	table	NOUN
cana-1243	159	6	03	03	NUM
cana-1243	159	7	and	and	CCONJ
cana-1243	159	8	figure	figure	VERB
cana-1243	159	9	04	04	NUM
cana-1243	159	10	present	present	ADJ
cana-1243	159	11	a	a	DET
cana-1243	159	12	comparison	comparison	NOUN
cana-1243	159	13	of	of	ADP
cana-1243	159	14	the	the	DET
cana-1243	159	15	f	f	NOUN
cana-1243	159	16	-	-	PUNCT
cana-1243	159	17	scores	score	NOUN
cana-1243	159	18	of	of	ADP
cana-1243	159	19	the	the	DET
cana-1243	159	20	four	four	NUM
cana-1243	159	21	distinct	distinct	ADJ
cana-1243	159	22	existing	exist	VERB
cana-1243	159	23	techniques	technique	NOUN
cana-1243	159	24	.	.	PUNCT
cana-1243	160	1	the	the	DET
cana-1243	160	2	results	result	NOUN
cana-1243	160	3	indicate	indicate	VERB
cana-1243	160	4	that	that	SCONJ
cana-1243	160	5	the	the	DET
cana-1243	160	6	enhanced	enhanced	ADJ
cana-1243	160	7	model	model	NOUN
cana-1243	160	8	outperforms	outperform	VERB
cana-1243	160	9	the	the	DET
cana-1243	160	10	other	other	ADJ
cana-1243	160	11	approaches	approach	NOUN
cana-1243	160	12	in	in	ADP
cana-1243	160	13	the	the	DET
cana-1243	160	14	sparsity	sparsity	NOUN
cana-1243	160	15	levels	level	NOUN
cana-1243	160	16	of	of	ADP
cana-1243	160	17	0–20	0–20	PROPN
cana-1243	160	18	,	,	PUNCT
cana-1243	160	19	20–40	20–40	NUM
cana-1243	160	20	,	,	PUNCT
cana-1243	160	21	40–60	40–60	PROPN
cana-1243	160	22	,	,	PUNCT
cana-1243	160	23	60–80	60–80	PROPN
cana-1243	160	24	,	,	PUNCT
cana-1243	160	25	and	and	CCONJ
cana-1243	160	26	80–100	80–100	NUM
cana-1243	160	27	.	.	PUNCT
cana-1243	161	1	communications	communication	NOUN
cana-1243	161	2	on	on	ADP
cana-1243	161	3	applied	apply	VERB
cana-1243	161	4	nonlinear	nonlinear	ADJ
cana-1243	161	5	analysis	analysis	NOUN
cana-1243	161	6	issn	issn	NOUN
cana-1243	161	7	:	:	PUNCT
cana-1243	161	8	1074	1074	NUM
cana-1243	161	9	-	-	PUNCT
cana-1243	161	10	133x	133x	NUM
cana-1243	161	11	vol	vol	NOUN
cana-1243	161	12	31	31	NUM
cana-1243	161	13	no	no	NOUN
cana-1243	161	14	.	.	PUNCT
cana-1243	162	1	6s	6s	NUM
cana-1243	162	2	(	(	PUNCT
cana-1243	162	3	2024	2024	NUM
cana-1243	162	4	)	)	PUNCT
cana-1243	162	5	563	563	NUM
cana-1243	162	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	162	7	to	to	PART
cana-1243	162	8	assess	assess	VERB
cana-1243	162	9	the	the	DET
cana-1243	162	10	suggested	suggest	VERB
cana-1243	162	11	procedures	procedure	NOUN
cana-1243	162	12	,	,	PUNCT
cana-1243	162	13	two	two	NUM
cana-1243	162	14	techniques	technique	NOUN
cana-1243	162	15	were	be	AUX
cana-1243	162	16	chosen	choose	VERB
cana-1243	162	17	from	from	ADP
cana-1243	162	18	the	the	DET
cana-1243	162	19	literature	literature	PROPN
cana-1243	162	20	review	review	PROPN
cana-1243	162	21	.	.	PUNCT
cana-1243	163	1	the	the	DET
cana-1243	163	2	trial	trial	NOUN
cana-1243	163	3	's	's	PART
cana-1243	163	4	findings	finding	NOUN
cana-1243	163	5	demonstrate	demonstrate	VERB
cana-1243	163	6	that	that	SCONJ
cana-1243	163	7	the	the	DET
cana-1243	163	8	fp	fp	PROPN
cana-1243	163	9	-	-	PUNCT
cana-1243	163	10	g	g	NOUN
cana-1243	163	11	approach	approach	NOUN
cana-1243	163	12	improves	improve	VERB
cana-1243	163	13	recommendation	recommendation	NOUN
cana-1243	163	14	accuracy	accuracy	NOUN
cana-1243	163	15	in	in	ADP
cana-1243	163	16	terms	term	NOUN
cana-1243	163	17	of	of	ADP
cana-1243	163	18	f	f	NOUN
cana-1243	163	19	-	-	PUNCT
cana-1243	163	20	score	score	NOUN
cana-1243	163	21	,	,	PUNCT
cana-1243	163	22	precision	precision	NOUN
cana-1243	163	23	,	,	PUNCT
cana-1243	163	24	and	and	CCONJ
cana-1243	163	25	recall	recall	NOUN
cana-1243	163	26	.	.	PUNCT
cana-1243	164	1	other	other	ADJ
cana-1243	164	2	cf	cf	NOUN
cana-1243	164	3	-	-	PUNCT
cana-1243	164	4	based	base	VERB
cana-1243	164	5	methods	method	NOUN
cana-1243	164	6	are	be	AUX
cana-1243	164	7	contrasted	contrast	VERB
cana-1243	164	8	with	with	ADP
cana-1243	164	9	the	the	DET
cana-1243	164	10	fp	fp	PROPN
cana-1243	164	11	-	-	PUNCT
cana-1243	164	12	g	g	PROPN
cana-1243	164	13	method	method	NOUN
cana-1243	164	14	.	.	PUNCT
cana-1243	165	1	the	the	DET
cana-1243	165	2	existing	exist	VERB
cana-1243	165	3	work	work	NOUN
cana-1243	165	4	on	on	ADP
cana-1243	165	5	the	the	DET
cana-1243	165	6	pca	pca	PROPN
cana-1243	165	7	+	+	CCONJ
cana-1243	165	8	k	k	PROPN
cana-1243	165	9	means	mean	VERB
cana-1243	165	10	strategy	strategy	NOUN
cana-1243	165	11	uses	use	VERB
cana-1243	165	12	dimensionality	dimensionality	NOUN
cana-1243	165	13	reduction	reduction	NOUN
cana-1243	165	14	techniques	technique	NOUN
cana-1243	165	15	like	like	ADP
cana-1243	165	16	pca	pca	PROPN
cana-1243	165	17	to	to	PART
cana-1243	165	18	solve	solve	VERB
cana-1243	165	19	the	the	DET
cana-1243	165	20	problem	problem	NOUN
cana-1243	165	21	of	of	ADP
cana-1243	165	22	data	datum	NOUN
cana-1243	165	23	sparsity	sparsity	NOUN
cana-1243	165	24	and	and	CCONJ
cana-1243	165	25	anticipates	anticipate	VERB
cana-1243	165	26	the	the	DET
cana-1243	165	27	unknown	unknown	ADJ
cana-1243	165	28	preference	preference	NOUN
cana-1243	165	29	using	use	VERB
cana-1243	165	30	k	k	ADJ
cana-1243	165	31	-	-	PUNCT
cana-1243	165	32	means	mean	VERB
cana-1243	165	33	clustering	clustering	ADJ
cana-1243	165	34	approaches	approach	NOUN
cana-1243	165	35	.	.	PUNCT
cana-1243	166	1	using	use	VERB
cana-1243	166	2	association	association	NOUN
cana-1243	166	3	rules	rule	NOUN
cana-1243	166	4	and	and	CCONJ
cana-1243	166	5	pattern	pattern	NOUN
cana-1243	166	6	analysis	analysis	NOUN
cana-1243	166	7	,	,	PUNCT
cana-1243	166	8	it	it	PRON
cana-1243	166	9	forecasts	forecast	VERB
cana-1243	166	10	the	the	DET
cana-1243	166	11	user	user	NOUN
cana-1243	166	12	's	's	PART
cana-1243	166	13	unknown	unknown	ADJ
cana-1243	166	14	choice	choice	NOUN
cana-1243	166	15	.	.	PUNCT
cana-1243	167	1	the	the	DET
cana-1243	167	2	trifac	trifac	NOUN
cana-1243	167	3	model	model	NOUN
cana-1243	167	4	,	,	PUNCT
cana-1243	167	5	based	base	VERB
cana-1243	167	6	on	on	ADP
cana-1243	167	7	the	the	DET
cana-1243	167	8	probabilistic	probabilistic	ADJ
cana-1243	167	9	matrix	matrix	NOUN
cana-1243	167	10	factorization	factorization	NOUN
cana-1243	167	11	approach	approach	NOUN
cana-1243	167	12	,	,	PUNCT
cana-1243	167	13	determines	determine	VERB
cana-1243	167	14	correlations	correlation	NOUN
cana-1243	167	15	between	between	ADP
cana-1243	167	16	user	user	NOUN
cana-1243	167	17	,	,	PUNCT
cana-1243	167	18	item	item	NOUN
cana-1243	167	19	,	,	PUNCT
cana-1243	167	20	rating	rating	NOUN
cana-1243	167	21	,	,	PUNCT
cana-1243	167	22	and	and	CCONJ
cana-1243	167	23	tag	tag	NOUN
cana-1243	167	24	that	that	PRON
cana-1243	167	25	are	be	AUX
cana-1243	167	26	associated	associate	VERB
cana-1243	167	27	with	with	ADP
cana-1243	167	28	latent	latent	NOUN
cana-1243	167	29	variables	variable	NOUN
cana-1243	167	30	.	.	PUNCT
cana-1243	168	1	when	when	SCONJ
cana-1243	168	2	an	an	DET
cana-1243	168	3	object	object	NOUN
cana-1243	168	4	has	have	VERB
cana-1243	168	5	numerous	numerous	ADJ
cana-1243	168	6	tags	tag	NOUN
cana-1243	168	7	linked	link	VERB
cana-1243	168	8	to	to	ADP
cana-1243	168	9	it	it	PRON
cana-1243	168	10	,	,	PUNCT
cana-1243	168	11	the	the	DET
cana-1243	168	12	overlapping	overlap	VERB
cana-1243	168	13	issue	issue	NOUN
cana-1243	168	14	can	can	AUX
cana-1243	168	15	not	not	PART
cana-1243	168	16	be	be	AUX
cana-1243	168	17	resolved	resolve	VERB
cana-1243	168	18	by	by	ADP
cana-1243	168	19	this	this	DET
cana-1243	168	20	method	method	NOUN
cana-1243	168	21	.	.	PUNCT
cana-1243	169	1	even	even	ADV
cana-1243	169	2	with	with	ADP
cana-1243	169	3	its	its	PRON
cana-1243	169	4	limitations	limitation	NOUN
cana-1243	169	5	(	(	PUNCT
cana-1243	169	6	limited	limited	ADJ
cana-1243	169	7	suggestions	suggestion	NOUN
cana-1243	169	8	;	;	PUNCT
cana-1243	169	9	for	for	ADP
cana-1243	169	10	example	example	NOUN
cana-1243	169	11	)	)	PUNCT
cana-1243	169	12	,	,	PUNCT
cana-1243	169	13	the	the	DET
cana-1243	169	14	fp	fp	PROPN
cana-1243	169	15	-	-	PUNCT
cana-1243	169	16	g	g	PROPN
cana-1243	169	17	method	method	NOUN
cana-1243	169	18	works	work	VERB
cana-1243	169	19	well	well	ADV
cana-1243	169	20	for	for	ADP
cana-1243	169	21	both	both	DET
cana-1243	169	22	overlapping	overlap	VERB
cana-1243	169	23	criteria	criterion	NOUN
cana-1243	169	24	and	and	CCONJ
cana-1243	169	25	items	item	NOUN
cana-1243	169	26	with	with	ADP
cana-1243	169	27	multiple	multiple	ADJ
cana-1243	169	28	tags	tag	NOUN
cana-1243	169	29	.	.	PUNCT
cana-1243	170	1	by	by	ADP
cana-1243	170	2	providing	provide	VERB
cana-1243	170	3	the	the	DET
cana-1243	170	4	most	most	ADJ
cana-1243	170	5	suggestions	suggestion	NOUN
cana-1243	170	6	to	to	ADP
cana-1243	170	7	the	the	DET
cana-1243	170	8	customers	customer	NOUN
cana-1243	170	9	,	,	PUNCT
cana-1243	170	10	the	the	DET
cana-1243	170	11	enhanced	enhanced	ADJ
cana-1243	170	12	model	model	NOUN
cana-1243	170	13	will	will	AUX
cana-1243	170	14	surpass	surpass	VERB
cana-1243	170	15	the	the	DET
cana-1243	170	16	minimal	minimal	ADJ
cana-1243	170	17	suggestions	suggestion	NOUN
cana-1243	170	18	and	and	CCONJ
cana-1243	170	19	increase	increase	VERB
cana-1243	170	20	user	user	NOUN
cana-1243	170	21	satisfaction	satisfaction	NOUN
cana-1243	170	22	.	.	PUNCT
cana-1243	171	1	the	the	DET
cana-1243	171	2	findings	finding	NOUN
cana-1243	171	3	indicate	indicate	VERB
cana-1243	171	4	that	that	SCONJ
cana-1243	171	5	it	it	PRON
cana-1243	171	6	is	be	AUX
cana-1243	171	7	critical	critical	ADJ
cana-1243	171	8	to	to	PART
cana-1243	171	9	fully	fully	ADV
cana-1243	171	10	explore	explore	VERB
cana-1243	171	11	the	the	DET
cana-1243	171	12	underlying	underlie	VERB
cana-1243	171	13	pattern	pattern	NOUN
cana-1243	171	14	knowledge	knowledge	NOUN
cana-1243	171	15	in	in	ADP
cana-1243	171	16	addition	addition	NOUN
cana-1243	171	17	to	to	ADP
cana-1243	171	18	relying	rely	VERB
cana-1243	171	19	user	user	NOUN
cana-1243	171	20	choice	choice	NOUN
cana-1243	171	21	on	on	ADP
cana-1243	171	22	rating	rating	NOUN
cana-1243	171	23	scores	score	NOUN
cana-1243	171	24	.	.	PUNCT
cana-1243	172	1	5	5	X
cana-1243	172	2	.	.	X
cana-1243	172	3	conclusion	conclusion	NOUN
cana-1243	172	4	and	and	CCONJ
cana-1243	172	5	future	future	ADJ
cana-1243	172	6	enhancement	enhancement	NOUN
cana-1243	172	7	in	in	ADP
cana-1243	172	8	this	this	DET
cana-1243	172	9	study	study	NOUN
cana-1243	172	10	,	,	PUNCT
cana-1243	172	11	the	the	DET
cana-1243	172	12	research	research	NOUN
cana-1243	172	13	section	section	NOUN
cana-1243	172	14	created	create	VERB
cana-1243	172	15	an	an	DET
cana-1243	172	16	enhanced	enhanced	ADJ
cana-1243	172	17	model	model	NOUN
cana-1243	172	18	based	base	VERB
cana-1243	172	19	on	on	ADP
cana-1243	172	20	a	a	DET
cana-1243	172	21	hybrid	hybrid	ADJ
cana-1243	172	22	model	model	NOUN
cana-1243	172	23	that	that	PRON
cana-1243	172	24	combines	combine	VERB
cana-1243	172	25	a	a	DET
cana-1243	172	26	clustering	clustering	ADJ
cana-1243	172	27	method	method	NOUN
cana-1243	172	28	and	and	CCONJ
cana-1243	172	29	dimensional	dimensional	ADJ
cana-1243	172	30	reduction	reduction	NOUN
cana-1243	172	31	technique	technique	NOUN
cana-1243	172	32	to	to	PART
cana-1243	172	33	give	give	VERB
cana-1243	172	34	product	product	NOUN
cana-1243	172	35	recommendations	recommendation	NOUN
cana-1243	172	36	.	.	PUNCT
cana-1243	173	1	choosing	choose	VERB
cana-1243	173	2	a	a	DET
cana-1243	173	3	"	"	PUNCT
cana-1243	173	4	like	like	ADJ
cana-1243	173	5	-	-	PUNCT
cana-1243	173	6	minded	minded	ADJ
cana-1243	173	7	"	"	PUNCT
cana-1243	173	8	neighborhood	neighborhood	NOUN
cana-1243	173	9	based	base	VERB
cana-1243	173	10	on	on	ADP
cana-1243	173	11	shared	share	VERB
cana-1243	173	12	ratings	rating	NOUN
cana-1243	173	13	is	be	AUX
cana-1243	173	14	a	a	DET
cana-1243	173	15	crucial	crucial	ADJ
cana-1243	173	16	step	step	NOUN
cana-1243	173	17	in	in	ADP
cana-1243	173	18	producing	produce	VERB
cana-1243	173	19	highquality	highquality	NOUN
cana-1243	173	20	movie	movie	NOUN
cana-1243	173	21	suggestions	suggestion	NOUN
cana-1243	173	22	in	in	ADP
cana-1243	173	23	an	an	DET
cana-1243	173	24	environment	environment	NOUN
cana-1243	173	25	with	with	ADP
cana-1243	173	26	scant	scant	ADJ
cana-1243	173	27	data	datum	NOUN
cana-1243	173	28	.	.	PUNCT
cana-1243	174	1	this	this	DET
cana-1243	174	2	study	study	NOUN
cana-1243	174	3	optimizes	optimize	VERB
cana-1243	174	4	the	the	DET
cana-1243	174	5	k	k	NOUN
cana-1243	174	6	-	-	PUNCT
cana-1243	174	7	means	means	NOUN
cana-1243	174	8	technique	technique	NOUN
cana-1243	174	9	to	to	PART
cana-1243	174	10	cluster	cluster	VERB
cana-1243	174	11	similar	similar	ADJ
cana-1243	174	12	users	user	NOUN
cana-1243	174	13	using	use	VERB
cana-1243	174	14	apriori	apriori	ADV
cana-1243	174	15	algorithms	algorithm	NOUN
cana-1243	174	16	.	.	PUNCT
cana-1243	175	1	when	when	SCONJ
cana-1243	175	2	compared	compare	VERB
cana-1243	175	3	to	to	ADP
cana-1243	175	4	the	the	DET
cana-1243	175	5	current	current	ADJ
cana-1243	175	6	clustering	clustering	NOUN
cana-1243	175	7	-	-	PUNCT
cana-1243	175	8	based	base	VERB
cana-1243	175	9	cfs	cfs	PROPN
cana-1243	175	10	,	,	PUNCT
cana-1243	175	11	the	the	DET
cana-1243	175	12	experimental	experimental	ADJ
cana-1243	175	13	evaluation	evaluation	NOUN
cana-1243	175	14	of	of	ADP
cana-1243	175	15	the	the	DET
cana-1243	175	16	suggested	suggest	VERB
cana-1243	175	17	approach	approach	NOUN
cana-1243	175	18	demonstrated	demonstrate	VERB
cana-1243	175	19	its	its	PRON
cana-1243	175	20	ability	ability	NOUN
cana-1243	175	21	to	to	PART
cana-1243	175	22	provide	provide	VERB
cana-1243	175	23	high	high	ADJ
cana-1243	175	24	prediction	prediction	NOUN
cana-1243	175	25	accuracy	accuracy	NOUN
cana-1243	175	26	and	and	CCONJ
cana-1243	175	27	more	more	ADV
cana-1243	175	28	dependable	dependable	ADJ
cana-1243	175	29	movie	movie	NOUN
cana-1243	175	30	suggestions	suggestion	NOUN
cana-1243	175	31	for	for	ADP
cana-1243	175	32	users	user	NOUN
cana-1243	175	33	'	'	PART
cana-1243	175	34	preferences	preference	NOUN
cana-1243	175	35	based	base	VERB
cana-1243	175	36	on	on	ADP
cana-1243	175	37	the	the	DET
cana-1243	175	38	product	product	NOUN
cana-1243	175	39	dataset	dataset	VERB
cana-1243	175	40	.	.	PUNCT
cana-1243	176	1	regarding	regard	VERB
cana-1243	176	2	the	the	DET
cana-1243	176	3	cold	cold	ADJ
cana-1243	176	4	-	-	PUNCT
cana-1243	176	5	start	start	NOUN
cana-1243	176	6	issue	issue	NOUN
cana-1243	176	7	,	,	PUNCT
cana-1243	176	8	the	the	DET
cana-1243	176	9	experiment	experiment	NOUN
cana-1243	176	10	also	also	ADV
cana-1243	176	11	showed	show	VERB
cana-1243	176	12	that	that	SCONJ
cana-1243	176	13	the	the	DET
cana-1243	176	14	suggested	suggest	VERB
cana-1243	176	15	method	method	NOUN
cana-1243	176	16	may	may	AUX
cana-1243	176	17	produce	produce	VERB
cana-1243	176	18	accurate	accurate	ADJ
cana-1243	176	19	movie	movie	NOUN
cana-1243	176	20	ratings	rating	NOUN
cana-1243	176	21	estimates	estimate	NOUN
cana-1243	176	22	for	for	ADP
cana-1243	176	23	first	first	ADJ
cana-1243	176	24	-	-	PUNCT
cana-1243	176	25	time	time	NOUN
cana-1243	176	26	users	user	NOUN
cana-1243	176	27	through	through	ADP
cana-1243	176	28	conventional	conventional	ADJ
cana-1243	176	29	movie	movie	NOUN
cana-1243	176	30	recommendation	recommendation	NOUN
cana-1243	176	31	systems	system	NOUN
cana-1243	176	32	.	.	PUNCT
cana-1243	177	1	recommendation	recommendation	NOUN
cana-1243	177	2	algorithms	algorithm	NOUN
cana-1243	177	3	are	be	AUX
cana-1243	177	4	often	often	ADV
cana-1243	177	5	developed	develop	VERB
cana-1243	177	6	and	and	CCONJ
cana-1243	177	7	improved	improve	VERB
cana-1243	177	8	to	to	PART
cana-1243	177	9	provide	provide	VERB
cana-1243	177	10	recommendations	recommendation	NOUN
cana-1243	177	11	based	base	VERB
cana-1243	177	12	on	on	ADP
cana-1243	177	13	popular	popular	ADJ
cana-1243	177	14	products	product	NOUN
cana-1243	177	15	.	.	PUNCT
cana-1243	178	1	that	that	PRON
cana-1243	178	2	should	should	AUX
cana-1243	178	3	n't	not	PART
cana-1243	178	4	be	be	AUX
cana-1243	178	5	the	the	DET
cana-1243	178	6	only	only	ADJ
cana-1243	178	7	application	application	NOUN
cana-1243	178	8	,	,	PUNCT
cana-1243	178	9	though	though	ADV
cana-1243	178	10	.	.	PUNCT
cana-1243	179	1	variety	variety	NOUN
cana-1243	179	2	is	be	AUX
cana-1243	179	3	essential	essential	ADJ
cana-1243	179	4	since	since	SCONJ
cana-1243	179	5	repeat	repeat	NOUN
cana-1243	179	6	clients	client	NOUN
cana-1243	179	7	could	could	AUX
cana-1243	179	8	grow	grow	VERB
cana-1243	179	9	bored	bored	ADJ
cana-1243	179	10	with	with	ADP
cana-1243	179	11	the	the	DET
cana-1243	179	12	same	same	ADJ
cana-1243	179	13	old	old	ADJ
cana-1243	179	14	offerings	offering	NOUN
cana-1243	179	15	.	.	PUNCT
cana-1243	180	1	as	as	ADP
cana-1243	180	2	a	a	DET
cana-1243	180	3	result	result	NOUN
cana-1243	180	4	,	,	PUNCT
cana-1243	180	5	products	product	NOUN
cana-1243	180	6	and	and	CCONJ
cana-1243	180	7	judgments	judgment	NOUN
cana-1243	180	8	based	base	VERB
cana-1243	180	9	on	on	ADP
cana-1243	180	10	products	product	NOUN
cana-1243	180	11	may	may	AUX
cana-1243	180	12	be	be	AUX
cana-1243	180	13	subject	subject	ADJ
cana-1243	180	14	to	to	ADP
cana-1243	180	15	greater	great	ADJ
cana-1243	180	16	precision	precision	NOUN
cana-1243	180	17	.	.	PUNCT
cana-1243	181	1	references	reference	NOUN
cana-1243	181	2	[	[	X
cana-1243	181	3	1	1	NUM
cana-1243	181	4	]	]	X
cana-1243	181	5	shailesh	shailesh	PROPN
cana-1243	181	6	d.	d.	PROPN
cana-1243	181	7	kalkar	kalkar	PROPN
cana-1243	181	8	,	,	PUNCT
cana-1243	181	9	prof	prof	PROPN
cana-1243	181	10	.	.	PROPN
cana-1243	181	11	pramila	pramila	PROPN
cana-1243	181	12	m.	m.	PROPN
cana-1243	181	13	chawan	chawan	PROPN
cana-1243	181	14	,	,	PUNCT
cana-1243	181	15	“	"	PUNCT
cana-1243	181	16	recommendation	recommendation	NOUN
cana-1243	181	17	system	system	NOUN
cana-1243	181	18	using	use	VERB
cana-1243	181	19	machine	machine	NOUN
cana-1243	181	20	learning	learn	VERB
cana-1243	181	21	techniques	technique	NOUN
cana-1243	181	22	”	"	PUNCT
cana-1243	181	23	,	,	PUNCT
cana-1243	181	24	international	international	ADJ
cana-1243	181	25	research	research	NOUN
cana-1243	181	26	journal	journal	NOUN
cana-1243	181	27	of	of	ADP
cana-1243	181	28	engineering	engineering	NOUN
cana-1243	181	29	and	and	CCONJ
cana-1243	181	30	technology	technology	NOUN
cana-1243	181	31	(	(	PUNCT
cana-1243	181	32	irjet	irjet	NOUN
cana-1243	181	33	)	)	PUNCT
cana-1243	181	34	,	,	PUNCT
cana-1243	181	35	vol	vol	NOUN
cana-1243	181	36	.	.	PROPN
cana-1243	181	37	09	09	NUM
cana-1243	181	38	,	,	PUNCT
cana-1243	181	39	no	no	INTJ
cana-1243	181	40	.	.	NOUN
cana-1243	181	41	09	09	NUM
cana-1243	181	42	,	,	PUNCT
cana-1243	181	43	sep	sep	NOUN
cana-1243	181	44	2022	2022	NUM
cana-1243	181	45	,	,	PUNCT
cana-1243	181	46	pp	pp	ADJ
cana-1243	181	47	.	.	NOUN
cana-1243	181	48	1	1	NUM
cana-1243	181	49	–	–	SYM
cana-1243	181	50	5	5	NUM
cana-1243	181	51	.	.	PUNCT
cana-1243	182	1	[	[	X
cana-1243	182	2	2	2	NUM
cana-1243	182	3	]	]	X
cana-1243	182	4	bhumika	bhumika	PROPN
cana-1243	182	5	bhatt	bhatt	PROPN
cana-1243	182	6	,	,	PUNCT
cana-1243	182	7	prof	prof	PROPN
cana-1243	182	8	.	.	PUNCT
cana-1243	183	1	premal	premal	PROPN
cana-1243	183	2	j	j	PROPN
cana-1243	183	3	patel	patel	PROPN
cana-1243	183	4	,	,	PUNCT
cana-1243	183	5	prof	prof	PROPN
cana-1243	183	6	.	.	PUNCT
cana-1243	184	1	hetal	hetal	PROPN
cana-1243	184	2	gaudani	gaudani	PROPN
cana-1243	184	3	,	,	PUNCT
cana-1243	184	4	“	"	PUNCT
cana-1243	184	5	a	a	DET
cana-1243	184	6	review	review	NOUN
cana-1243	184	7	paper	paper	NOUN
cana-1243	184	8	on	on	ADP
cana-1243	184	9	machine	machine	NOUN
cana-1243	184	10	learning	learning	NOUN
cana-1243	184	11	based	base	VERB
cana-1243	184	12	recommendation	recommendation	NOUN
cana-1243	184	13	system	system	NOUN
cana-1243	184	14	”	"	PUNCT
cana-1243	184	15	,	,	PUNCT
cana-1243	184	16	international	international	ADJ
cana-1243	184	17	journal	journal	NOUN
cana-1243	184	18	of	of	ADP
cana-1243	184	19	engineering	engineering	NOUN
cana-1243	184	20	development	development	NOUN
cana-1243	184	21	and	and	CCONJ
cana-1243	184	22	research	research	NOUN
cana-1243	184	23	,	,	PUNCT
cana-1243	184	24	vol	vol	NOUN
cana-1243	184	25	.	.	PROPN
cana-1243	185	1	02	02	NUM
cana-1243	185	2	,	,	PUNCT
cana-1243	185	3	no	no	INTJ
cana-1243	185	4	.	.	NOUN
cana-1243	185	5	04	04	NUM
cana-1243	185	6	,	,	PUNCT
cana-1243	186	1	issn	issn	PROPN
cana-1243	186	2	:	:	PUNCT
cana-1243	186	3	2321	2321	NUM
cana-1243	186	4	-	-	SYM
cana-1243	186	5	9939	9939	NUM
cana-1243	186	6	,	,	PUNCT
cana-1243	186	7	2014	2014	NUM
cana-1243	186	8	,	,	PUNCT
cana-1243	186	9	pp	pp	ADJ
cana-1243	186	10	.	.	PUNCT
cana-1243	187	1	3955	3955	NUM
cana-1243	187	2	-	-	SYM
cana-1243	187	3	3961	3961	NUM
cana-1243	187	4	.	.	PUNCT
cana-1243	188	1	[	[	X
cana-1243	188	2	3	3	X
cana-1243	188	3	]	]	X
cana-1243	188	4	vinoth	vinoth	ADJ
cana-1243	188	5	kumar	kumar	PROPN
cana-1243	188	6	venkatesan	venkatesan	PROPN
cana-1243	188	7	,	,	PUNCT
cana-1243	188	8	mahesh	mahesh	PROPN
cana-1243	188	9	thyluru	thyluru	PROPN
cana-1243	188	10	ramakrishna	ramakrishna	PROPN
cana-1243	188	11	,	,	PUNCT
cana-1243	188	12	anatoliy	anatoliy	PROPN
cana-1243	188	13	batyuk	batyuk	PROPN
cana-1243	188	14	,	,	PUNCT
cana-1243	188	15	andrii	andrii	VERB
cana-1243	188	16	barna	barna	PROPN
cana-1243	188	17	and	and	CCONJ
cana-1243	188	18	bohdana	bohdana	PROPN
cana-1243	188	19	havrysh	havrysh	PROPN
cana-1243	188	20	,	,	PUNCT
cana-1243	188	21	“	"	PUNCT
cana-1243	188	22	high	high	ADJ
cana-1243	188	23	-	-	PUNCT
cana-1243	188	24	performance	performance	NOUN
cana-1243	188	25	artificial	artificial	ADJ
cana-1243	188	26	intelligence	intelligence	NOUN
cana-1243	188	27	recommendation	recommendation	NOUN
cana-1243	188	28	of	of	ADP
cana-1243	188	29	quality	quality	NOUN
cana-1243	188	30	research	research	NOUN
cana-1243	188	31	papers	paper	NOUN
cana-1243	188	32	using	use	VERB
cana-1243	188	33	effective	effective	ADJ
cana-1243	188	34	collaborative	collaborative	ADJ
cana-1243	188	35	approach	approach	NOUN
cana-1243	188	36	”	"	PUNCT
cana-1243	188	37	,	,	PUNCT
cana-1243	188	38	systems	system	NOUN
cana-1243	188	39	,	,	PUNCT
cana-1243	188	40	vol	vol	NOUN
cana-1243	188	41	.	.	PROPN
cana-1243	189	1	11	11	NUM
cana-1243	189	2	,	,	PUNCT
cana-1243	189	3	no	no	INTJ
cana-1243	189	4	.	.	NOUN
cana-1243	189	5	81	81	NUM
cana-1243	189	6	,	,	PUNCT
cana-1243	189	7	2023	2023	NUM
cana-1243	189	8	,	,	PUNCT
cana-1243	189	9	pp	pp	ADJ
cana-1243	189	10	.	.	PUNCT
cana-1243	190	1	01	01	NUM
cana-1243	190	2	-	-	SYM
cana-1243	190	3	14	14	NUM
cana-1243	190	4	.	.	PUNCT
cana-1243	191	1	[	[	X
cana-1243	191	2	4	4	X
cana-1243	191	3	]	]	PUNCT
cana-1243	191	4	mohamaed	mohamaed	PROPN
cana-1243	191	5	foued	foue	VERB
cana-1243	191	6	ayedi	ayedi	VERB
cana-1243	191	7	,	,	PUNCT
cana-1243	191	8	“	"	PUNCT
cana-1243	191	9	ai	ai	VERB
cana-1243	191	10	recommendation	recommendation	NOUN
cana-1243	191	11	system	system	NOUN
cana-1243	191	12	for	for	ADP
cana-1243	191	13	enhanced	enhanced	ADJ
cana-1243	191	14	customer	customer	NOUN
cana-1243	191	15	experience	experience	NOUN
cana-1243	191	16	:	:	PUNCT
cana-1243	191	17	a	a	DET
cana-1243	191	18	novel	novel	ADJ
cana-1243	191	19	image	image	NOUN
cana-1243	191	20	-	-	PUNCT
cana-1243	191	21	to	to	ADP
cana-1243	191	22	-	-	PUNCT
cana-1243	191	23	text	text	NOUN
cana-1243	191	24	method	method	NOUN
cana-1243	191	25	”	"	PUNCT
cana-1243	191	26	,	,	PUNCT
cana-1243	191	27	5th	5th	ADJ
cana-1243	191	28	deep	deep	ADJ
cana-1243	191	29	learning	learning	NOUN
cana-1243	191	30	indaba	indaba	NOUN
cana-1243	191	31	conference	conference	NOUN
cana-1243	191	32	(	(	PUNCT
cana-1243	191	33	dli	dli	PROPN
cana-1243	191	34	2023	2023	NUM
cana-1243	191	35	)	)	PUNCT
cana-1243	191	36	,	,	PUNCT
cana-1243	191	37	2023	2023	NUM
cana-1243	191	38	,	,	PUNCT
cana-1243	191	39	pp	pp	ADV
cana-1243	191	40	.	.	PUNCT
cana-1243	192	1	01	01	NUM
cana-1243	192	2	-	-	SYM
cana-1243	192	3	06	06	NUM
cana-1243	192	4	.	.	PUNCT
cana-1243	193	1	communications	communication	NOUN
cana-1243	193	2	on	on	ADP
cana-1243	193	3	applied	apply	VERB
cana-1243	193	4	nonlinear	nonlinear	ADJ
cana-1243	193	5	analysis	analysis	NOUN
cana-1243	193	6	issn	issn	NOUN
cana-1243	193	7	:	:	PUNCT
cana-1243	193	8	1074	1074	NUM
cana-1243	193	9	-	-	PUNCT
cana-1243	193	10	133x	133x	NUM
cana-1243	193	11	vol	vol	NOUN
cana-1243	193	12	31	31	NUM
cana-1243	193	13	no	no	NOUN
cana-1243	193	14	.	.	PUNCT
cana-1243	194	1	6s	6s	NUM
cana-1243	194	2	(	(	PUNCT
cana-1243	194	3	2024	2024	NUM
cana-1243	194	4	)	)	PUNCT
cana-1243	194	5	564	564	NUM
cana-1243	194	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1243	195	1	[	[	X
cana-1243	195	2	5	5	X
cana-1243	195	3	]	]	PUNCT
cana-1243	195	4	l.	l.	PROPN
cana-1243	195	5	chen	chen	PROPN
cana-1243	195	6	,	,	PUNCT
cana-1243	195	7	r.	r.	PROPN
cana-1243	195	8	li	li	PROPN
cana-1243	195	9	,	,	PUNCT
cana-1243	195	10	y.	y.	PROPN
cana-1243	195	11	liu	liu	PROPN
cana-1243	195	12	,	,	PUNCT
cana-1243	195	13	r.	r.	PROPN
cana-1243	195	14	zhang	zhang	PROPN
cana-1243	195	15	and	and	CCONJ
cana-1243	195	16	d.	d.	PROPN
cana-1243	195	17	m.	m.	PROPN
cana-1243	195	18	-k	-k	PROPN
cana-1243	195	19	.	.	PUNCT
cana-1243	196	1	woodbridge	woodbridge	PROPN
cana-1243	196	2	,	,	PUNCT
cana-1243	196	3	"	"	PUNCT
cana-1243	196	4	machine	machine	NOUN
cana-1243	196	5	learning	learning	NOUN
cana-1243	196	6	-	-	PUNCT
cana-1243	196	7	based	base	VERB
cana-1243	196	8	product	product	NOUN
cana-1243	196	9	recommendation	recommendation	NOUN
cana-1243	196	10	using	use	VERB
cana-1243	196	11	apache	apache	NOUN
cana-1243	196	12	spark	spark	NOUN
cana-1243	196	13	"	"	PUNCT
cana-1243	196	14	,	,	PUNCT
cana-1243	196	15	2017	2017	NUM
cana-1243	196	16	ieee	ieee	NOUN
cana-1243	196	17	smartworld	smartworld	NOUN
cana-1243	196	18	,	,	PUNCT
cana-1243	196	19	ubiquitous	ubiquitous	ADJ
cana-1243	196	20	intelligence	intelligence	NOUN
cana-1243	196	21	&	&	CCONJ
cana-1243	196	22	computing	computing	PROPN
cana-1243	196	23	,	,	PUNCT
cana-1243	196	24	advanced	advanced	ADJ
cana-1243	196	25	&	&	CCONJ
cana-1243	196	26	trusted	trust	VERB
cana-1243	196	27	computed	compute	VERB
cana-1243	196	28	,	,	PUNCT
cana-1243	196	29	scalable	scalable	ADJ
cana-1243	196	30	computing	computing	NOUN
cana-1243	196	31	&	&	CCONJ
cana-1243	196	32	communications	communication	NOUN
cana-1243	196	33	,	,	PUNCT
cana-1243	196	34	cloud	cloud	NOUN
cana-1243	196	35	&	&	CCONJ
cana-1243	196	36	big	big	ADJ
cana-1243	196	37	data	datum	NOUN
cana-1243	196	38	computing	computing	NOUN
cana-1243	196	39	,	,	PUNCT
cana-1243	196	40	internet	internet	NOUN
cana-1243	196	41	of	of	ADP
cana-1243	196	42	people	people	NOUN
cana-1243	196	43	and	and	CCONJ
cana-1243	196	44	smart	smart	ADJ
cana-1243	196	45	city	city	NOUN
cana-1243	196	46	innovation	innovation	NOUN
cana-1243	196	47	,	,	PUNCT
cana-1243	196	48	ca	ca	PROPN
cana-1243	196	49	,	,	PUNCT
cana-1243	196	50	usa	usa	PROPN
cana-1243	196	51	,	,	PUNCT
cana-1243	196	52	2017	2017	NUM
cana-1243	196	53	,	,	PUNCT
cana-1243	196	54	pp	pp	ADJ
cana-1243	196	55	.	.	PUNCT
cana-1243	197	1	1	1	NUM
cana-1243	197	2	-	-	SYM
cana-1243	197	3	6	6	NUM
cana-1243	197	4	.	.	PUNCT
cana-1243	198	1	[	[	X
cana-1243	198	2	6	6	NUM
cana-1243	198	3	]	]	PUNCT
cana-1243	198	4	s.	s.	PROPN
cana-1243	198	5	priyanka	priyanka	PROPN
cana-1243	198	6	,	,	PUNCT
cana-1243	198	7	n.	n.	PROPN
cana-1243	198	8	abinaya	abinaya	PROPN
cana-1243	198	9	,	,	PUNCT
cana-1243	198	10	s.	s.	PROPN
cana-1243	198	11	keerthika	keerthika	PROPN
cana-1243	198	12	,	,	PUNCT
cana-1243	198	13	s.	s.	PROPN
cana-1243	198	14	santhiya	santhiya	PROPN
cana-1243	198	15	,	,	PUNCT
cana-1243	198	16	p.	p.	PROPN
cana-1243	198	17	jayadharshini	jayadharshini	PROPN
cana-1243	198	18	and	and	CCONJ
cana-1243	198	19	b.	b.	PROPN
cana-1243	198	20	vinothini	vinothini	PROPN
cana-1243	198	21	,	,	PUNCT
cana-1243	198	22	"	"	PUNCT
cana-1243	198	23	product	product	NOUN
cana-1243	198	24	recommendation	recommendation	NOUN
cana-1243	198	25	system	system	NOUN
cana-1243	198	26	using	use	VERB
cana-1243	198	27	machine	machine	NOUN
cana-1243	198	28	learning	learning	NOUN
cana-1243	198	29	"	"	PUNCT
cana-1243	198	30	,	,	PUNCT
cana-1243	198	31	2024	2024	NUM
cana-1243	198	32	2nd	2nd	ADJ
cana-1243	198	33	international	international	ADJ
cana-1243	198	34	conference	conference	NOUN
cana-1243	198	35	on	on	ADP
cana-1243	198	36	disruptive	disruptive	ADJ
cana-1243	198	37	technologies	technology	NOUN
cana-1243	198	38	(	(	PUNCT
cana-1243	198	39	icdt	icdt	NOUN
cana-1243	198	40	)	)	PUNCT
cana-1243	198	41	,	,	PUNCT
cana-1243	198	42	greater	great	ADJ
cana-1243	198	43	noida	noida	PROPN
cana-1243	198	44	,	,	PUNCT
cana-1243	198	45	india	india	PROPN
cana-1243	198	46	,	,	PUNCT
cana-1243	198	47	2024	2024	NUM
cana-1243	198	48	,	,	PUNCT
cana-1243	198	49	pp	pp	ADV
cana-1243	198	50	.	.	PUNCT
cana-1243	199	1	1515	1515	NUM
cana-1243	199	2	-	-	SYM
cana-1243	199	3	1518	1518	NUM
cana-1243	199	4	.	.	PUNCT
cana-1243	200	1	[	[	X
cana-1243	200	2	7	7	X
cana-1243	200	3	]	]	PUNCT
cana-1243	200	4	m.	m.	NOUN
cana-1243	200	5	d.	d.	PROPN
cana-1243	200	6	bhagat	bhagat	PROPN
cana-1243	200	7	and	and	CCONJ
cana-1243	200	8	p.	p.	PROPN
cana-1243	200	9	n.	n.	PROPN
cana-1243	200	10	chatur	chatur	PROPN
cana-1243	200	11	,	,	PUNCT
cana-1243	200	12	“	"	PUNCT
cana-1243	200	13	a	a	DET
cana-1243	200	14	study	study	NOUN
cana-1243	200	15	on	on	ADP
cana-1243	200	16	product	product	NOUN
cana-1243	200	17	recommendation	recommendation	NOUN
cana-1243	200	18	system	system	NOUN
cana-1243	200	19	based	base	VERB
cana-1243	200	20	on	on	ADP
cana-1243	200	21	deep	deep	ADJ
cana-1243	200	22	learning	learning	NOUN
cana-1243	200	23	and	and	CCONJ
cana-1243	200	24	collaborative	collaborative	ADJ
cana-1243	200	25	filtering	filtering	NOUN
cana-1243	200	26	”	"	PUNCT
cana-1243	200	27	,	,	PUNCT
cana-1243	200	28	2023	2023	NUM
cana-1243	200	29	third	third	ADJ
cana-1243	200	30	international	international	ADJ
cana-1243	200	31	conference	conference	NOUN
cana-1243	200	32	on	on	ADP
cana-1243	200	33	advances	advance	NOUN
cana-1243	200	34	in	in	ADP
cana-1243	200	35	electrical	electrical	ADJ
cana-1243	200	36	,	,	PUNCT
cana-1243	200	37	computing	computing	NOUN
cana-1243	200	38	,	,	PUNCT
cana-1243	200	39	communication	communication	NOUN
cana-1243	200	40	and	and	CCONJ
cana-1243	200	41	sustainable	sustainable	ADJ
cana-1243	200	42	technologies	technology	NOUN
cana-1243	200	43	(	(	PUNCT
cana-1243	200	44	icaect	icaect	NOUN
cana-1243	200	45	)	)	PUNCT
cana-1243	200	46	,	,	PUNCT
cana-1243	200	47	bhilai	bhilai	PROPN
cana-1243	200	48	,	,	PUNCT
cana-1243	200	49	india	india	PROPN
cana-1243	200	50	,	,	PUNCT
cana-1243	200	51	2023	2023	NUM
cana-1243	200	52	,	,	PUNCT
cana-1243	200	53	pp	pp	ADJ
cana-1243	200	54	.	.	PUNCT
cana-1243	201	1	1	1	NUM
cana-1243	201	2	-	-	SYM
cana-1243	201	3	5	5	NUM
cana-1243	201	4	.	.	PUNCT
cana-1243	202	1	[	[	X
cana-1243	202	2	8	8	NUM
cana-1243	202	3	]	]	X
cana-1243	202	4	b.	b.	PROPN
cana-1243	202	5	m	m	PROPN
cana-1243	202	6	,	,	PUNCT
cana-1243	202	7	g.	g.	PROPN
cana-1243	202	8	r	r	PROPN
cana-1243	202	9	,	,	PUNCT
cana-1243	202	10	j.	j.	PROPN
cana-1243	202	11	johnson	johnson	PROPN
cana-1243	202	12	,	,	PUNCT
cana-1243	202	13	j.	j.	PROPN
cana-1243	202	14	f.	f.	PROPN
cana-1243	202	15	lilian	lilian	PROPN
cana-1243	202	16	and	and	CCONJ
cana-1243	202	17	s.	s.	PROPN
cana-1243	202	18	p	p	PROPN
cana-1243	202	19	,	,	PUNCT
cana-1243	202	20	“	"	PUNCT
cana-1243	202	21	recommendation	recommendation	NOUN
cana-1243	202	22	systems	system	NOUN
cana-1243	202	23	for	for	ADP
cana-1243	202	24	supermarket	supermarket	NOUN
cana-1243	202	25	”	"	PUNCT
cana-1243	202	26	,	,	PUNCT
cana-1243	202	27	2023	2023	NUM
cana-1243	202	28	3rd	3rd	ADJ
cana-1243	202	29	international	international	ADJ
cana-1243	202	30	conference	conference	NOUN
cana-1243	202	31	on	on	ADP
cana-1243	202	32	innovative	innovative	ADJ
cana-1243	202	33	practices	practice	NOUN
cana-1243	202	34	in	in	ADP
cana-1243	202	35	technology	technology	NOUN
cana-1243	202	36	and	and	CCONJ
cana-1243	202	37	management	management	NOUN
cana-1243	202	38	(	(	PUNCT
cana-1243	202	39	iciptm	iciptm	NOUN
cana-1243	202	40	)	)	PUNCT
cana-1243	202	41	,	,	PUNCT
cana-1243	202	42	uttar	uttar	PROPN
cana-1243	202	43	pradesh	pradesh	PROPN
cana-1243	202	44	,	,	PUNCT
cana-1243	202	45	india	india	PROPN
cana-1243	202	46	,	,	PUNCT
cana-1243	202	47	2023	2023	NUM
cana-1243	202	48	,	,	PUNCT
cana-1243	202	49	pp	pp	ADJ
cana-1243	202	50	.	.	PUNCT
cana-1243	203	1	1	1	NUM
cana-1243	203	2	-	-	SYM
cana-1243	203	3	6	6	NUM
cana-1243	203	4	.	.	PUNCT
cana-1243	204	1	[	[	X
cana-1243	204	2	9	9	NUM
cana-1243	204	3	]	]	PUNCT
cana-1243	204	4	fátima	fátima	PROPN
cana-1243	204	5	rodrigues	rodrigues	PROPN
cana-1243	204	6	,	,	PUNCT
cana-1243	204	7	bruno	bruno	PROPN
cana-1243	204	8	ferreira	ferreira	PROPN
cana-1243	204	9	,	,	PUNCT
cana-1243	204	10	“	"	PUNCT
cana-1243	204	11	product	product	NOUN
cana-1243	204	12	recommendation	recommendation	NOUN
cana-1243	204	13	based	base	VERB
cana-1243	204	14	on	on	ADP
cana-1243	204	15	shared	shared	ADJ
cana-1243	204	16	customer	customer	NOUN
cana-1243	204	17	's	's	PART
cana-1243	204	18	behaviour	behaviour	NOUN
cana-1243	204	19	”	"	PUNCT
cana-1243	204	20	,	,	PUNCT
cana-1243	204	21	procedia	procedia	NOUN
cana-1243	204	22	computer	computer	NOUN
cana-1243	204	23	science	science	NOUN
cana-1243	204	24	,	,	PUNCT
cana-1243	204	25	issn	issn	PROPN
cana-1243	204	26	1877	1877	NUM
cana-1243	204	27	-	-	SYM
cana-1243	204	28	0509	0509	NUM
cana-1243	204	29	,	,	PUNCT
cana-1243	204	30	volume	volume	NOUN
cana-1243	204	31	100	100	NUM
cana-1243	204	32	,	,	PUNCT
cana-1243	204	33	2016	2016	NUM
cana-1243	204	34	,	,	PUNCT
cana-1243	204	35	pp	pp	ADJ
cana-1243	204	36	.	.	PUNCT
cana-1243	205	1	136	136	NUM
cana-1243	205	2	-	-	SYM
cana-1243	205	3	146	146	NUM
cana-1243	205	4	.	.	PUNCT
cana-1243	206	1	[	[	X
cana-1243	206	2	10	10	NUM
cana-1243	206	3	]	]	X
cana-1243	206	4	anam	anam	PROPN
cana-1243	206	5	naz	naz	PROPN
cana-1243	206	6	sodhar	sodhar	PROPN
cana-1243	206	7	,	,	PUNCT
cana-1243	206	8	umair	umair	PROPN
cana-1243	206	9	ali	ali	PROPN
cana-1243	206	10	khan	khan	PROPN
cana-1243	206	11	,	,	PUNCT
cana-1243	206	12	irum	irum	PROPN
cana-1243	206	13	naz	naz	PROPN
cana-1243	206	14	sodhar	sodhar	PROPN
cana-1243	206	15	,	,	PUNCT
cana-1243	206	16	abdul	abdul	PROPN
cana-1243	206	17	hafeez	hafeez	PROPN
cana-1243	206	18	buller	buller	PROPN
cana-1243	206	19	and	and	CCONJ
cana-1243	206	20	jahanzeb	jahanzeb	PROPN
cana-1243	206	21	sodhar	sodhar	VERB
cana-1243	206	22	,	,	PUNCT
cana-1243	206	23	“	"	PUNCT
cana-1243	206	24	product	product	NOUN
cana-1243	206	25	recommendation	recommendation	NOUN
cana-1243	206	26	using	use	VERB
cana-1243	206	27	machine	machine	NOUN
cana-1243	206	28	learning	learn	VERB
cana-1243	206	29	a	a	DET
cana-1243	206	30	review	review	NOUN
cana-1243	206	31	of	of	ADP
cana-1243	206	32	the	the	DET
cana-1243	206	33	existing	exist	VERB
cana-1243	206	34	techniques	technique	NOUN
cana-1243	206	35	”	"	PUNCT
cana-1243	206	36	,	,	PUNCT
cana-1243	206	37	ijcsns	ijcsns	ADJ
cana-1243	206	38	international	international	ADJ
cana-1243	206	39	journal	journal	NOUN
cana-1243	206	40	of	of	ADP
cana-1243	206	41	computer	computer	NOUN
cana-1243	206	42	science	science	NOUN
cana-1243	206	43	and	and	CCONJ
cana-1243	206	44	network	network	NOUN
cana-1243	206	45	security	security	NOUN
cana-1243	206	46	,	,	PUNCT
cana-1243	206	47	vol.22	vol.22	NOUN
cana-1243	206	48	,	,	PUNCT
cana-1243	206	49	no.5	no.5	PROPN
cana-1243	206	50	,	,	PUNCT
cana-1243	206	51	may	may	AUX
cana-1243	206	52	2022	2022	NUM
cana-1243	206	53	,	,	PUNCT
cana-1243	206	54	pp	pp	ADJ
cana-1243	206	55	.	.	PUNCT
cana-1243	206	56	523	523	NUM
cana-1243	206	57	.	.	PUNCT
cana-1243	207	1	[	[	X
cana-1243	207	2	11	11	NUM
cana-1243	207	3	]	]	X
cana-1243	207	4	prakash	prakash	PROPN
cana-1243	207	5	,	,	PUNCT
cana-1243	207	6	g.	g.	PROPN
cana-1243	207	7	,	,	PUNCT
cana-1243	207	8	p.	p.	NOUN
cana-1243	207	9	logapriya	logapriya	PROPN
cana-1243	207	10	,	,	PUNCT
cana-1243	207	11	and	and	CCONJ
cana-1243	207	12	a.	a.	NOUN
cana-1243	207	13	sowmiya	sowmiya	NOUN
cana-1243	207	14	.	.	PUNCT
cana-1243	208	1	"	"	PUNCT
cana-1243	208	2	smart	smart	ADJ
cana-1243	208	3	parking	parking	NOUN
cana-1243	208	4	system	system	NOUN
cana-1243	208	5	using	use	VERB
cana-1243	208	6	arduino	arduino	NOUN
cana-1243	208	7	and	and	CCONJ
cana-1243	208	8	sensors	sensor	NOUN
cana-1243	208	9	.	.	PUNCT
cana-1243	208	10	"	"	PUNCT
cana-1243	209	1	naturalista	naturalista	ADJ
cana-1243	209	2	campano	campano	NOUN
cana-1243	209	3	28.1	28.1	NUM
cana-1243	209	4	(	(	PUNCT
cana-1243	209	5	2024	2024	NUM
cana-1243	209	6	):	):	PUNCT
cana-1243	209	7	2903	2903	NUM
cana-1243	209	8	-	-	SYM
cana-1243	209	9	2911	2911	NUM
cana-1243	209	10	.	.	PUNCT
cana-1243	210	1	[	[	X
cana-1243	210	2	12	12	NUM
cana-1243	210	3	]	]	X
cana-1243	210	4	roy	roy	PROPN
cana-1243	210	5	,	,	PUNCT
cana-1243	210	6	d.	d.	PROPN
cana-1243	210	7	,	,	PUNCT
cana-1243	210	8	dutta	dutta	PROPN
cana-1243	210	9	,	,	PUNCT
cana-1243	210	10	m	m	PROPN
cana-1243	210	11	,	,	PUNCT
cana-1243	210	12	“	"	PUNCT
cana-1243	210	13	a	a	DET
cana-1243	210	14	systematic	systematic	ADJ
cana-1243	210	15	review	review	NOUN
cana-1243	210	16	and	and	CCONJ
cana-1243	210	17	research	research	NOUN
cana-1243	210	18	perspective	perspective	NOUN
cana-1243	210	19	on	on	ADP
cana-1243	210	20	recommender	recommender	NOUN
cana-1243	210	21	systems	system	NOUN
cana-1243	210	22	”	"	PUNCT
cana-1243	210	23	,	,	PUNCT
cana-1243	210	24	journal	journal	NOUN
cana-1243	210	25	of	of	ADP
cana-1243	210	26	big	big	ADJ
cana-1243	210	27	data	datum	NOUN
cana-1243	210	28	vol.9	vol.9	PROPN
cana-1243	210	29	,	,	PUNCT
cana-1243	210	30	no.59	no.59	PROPN
cana-1243	210	31	,	,	PUNCT
cana-1243	210	32	2022	2022	NUM
cana-1243	210	33	,	,	PUNCT
cana-1243	210	34	pp	pp	ADV
cana-1243	210	35	.	.	PUNCT
cana-1243	210	36	01	01	NUM
cana-1243	210	37	10	10	NUM
cana-1243	210	38	.	.	PUNCT
cana-1243	211	1	[	[	X
cana-1243	211	2	13	13	NUM
cana-1243	211	3	]	]	PUNCT
cana-1243	211	4	chibuzor	chibuzor	PROPN
cana-1243	211	5	udokwu	udokwu	PROPN
cana-1243	211	6	,	,	PUNCT
cana-1243	211	7	robert	robert	PROPN
cana-1243	211	8	zimmermann	zimmermann	PROPN
cana-1243	211	9	,	,	PUNCT
cana-1243	211	10	farzaneh	farzaneh	PROPN
cana-1243	211	11	darbanian	darbanian	NOUN
cana-1243	211	12	,	,	PUNCT
cana-1243	211	13	tobechi	tobechi	NOUN
cana-1243	211	14	obinwanne	obinwanne	NOUN
cana-1243	211	15	,	,	PUNCT
cana-1243	211	16	patrick	patrick	PROPN
cana-1243	211	17	brandtner	brandtner	NOUN
cana-1243	211	18	,	,	PUNCT
cana-1243	211	19	“	"	PUNCT
cana-1243	211	20	design	design	NOUN
cana-1243	211	21	and	and	CCONJ
cana-1243	211	22	implementation	implementation	NOUN
cana-1243	211	23	of	of	ADP
cana-1243	211	24	a	a	DET
cana-1243	211	25	product	product	NOUN
cana-1243	211	26	recommendation	recommendation	NOUN
cana-1243	211	27	system	system	NOUN
cana-1243	211	28	with	with	ADP
cana-1243	211	29	association	association	NOUN
cana-1243	211	30	and	and	CCONJ
cana-1243	211	31	clustering	clustering	ADJ
cana-1243	211	32	algorithms	algorithm	NOUN
cana-1243	211	33	”	"	PUNCT
cana-1243	211	34	,	,	PUNCT
cana-1243	211	35	procedia	procedia	NOUN
cana-1243	211	36	computer	computer	NOUN
cana-1243	211	37	science	science	NOUN
cana-1243	211	38	,	,	PUNCT
cana-1243	211	39	issn	issn	PROPN
cana-1243	211	40	:	:	PUNCT
cana-1243	211	41	1877	1877	NUM
cana-1243	211	42	-	-	SYM
cana-1243	211	43	0509	0509	NUM
cana-1243	211	44	,	,	PUNCT
cana-1243	211	45	vol.219	vol.219	NOUN
cana-1243	211	46	,	,	PUNCT
cana-1243	211	47	2023	2023	NUM
cana-1243	211	48	,	,	PUNCT
cana-1243	211	49	pp	pp	ADJ
cana-1243	211	50	.	.	PUNCT
cana-1243	212	1	512	512	NUM
cana-1243	212	2	-	-	SYM
cana-1243	212	3	520	520	NUM
cana-1243	212	4	.	.	PUNCT
cana-1243	213	1	[	[	X
cana-1243	213	2	14	14	NUM
cana-1243	213	3	]	]	X
cana-1243	213	4	navatha	navatha	ADJ
cana-1243	213	5	,	,	PUNCT
cana-1243	213	6	s.	s.	PROPN
cana-1243	213	7	,	,	PUNCT
cana-1243	213	8	et	et	PROPN
cana-1243	213	9	al	al	PROPN
cana-1243	213	10	.	.	PUNCT
cana-1243	214	1	"	"	PUNCT
cana-1243	214	2	multitask	multitask	ADJ
cana-1243	214	3	learning	learn	VERB
cana-1243	214	4	architecture	architecture	NOUN
cana-1243	214	5	for	for	ADP
cana-1243	214	6	vehicle	vehicle	NOUN
cana-1243	214	7	over	over	ADP
cana-1243	214	8	speed	speed	NOUN
cana-1243	214	9	as	as	ADP
cana-1243	214	10	traffic	traffic	NOUN
cana-1243	214	11	violations	violation	NOUN
cana-1243	214	12	detection	detection	NOUN
cana-1243	214	13	and	and	CCONJ
cana-1243	214	14	automated	automate	VERB
cana-1243	214	15	safety	safety	NOUN
cana-1243	214	16	violation	violation	NOUN
cana-1243	214	17	fine	fine	ADJ
cana-1243	214	18	ticketing	ticket	VERB
cana-1243	214	19	using	use	VERB
cana-1243	214	20	convolution	convolution	NOUN
cana-1243	214	21	neural	neural	ADJ
cana-1243	214	22	network	network	NOUN
cana-1243	214	23	and	and	CCONJ
cana-1243	214	24	yolo	yolo	ADJ
cana-1243	214	25	v4	v4	PROPN
cana-1243	214	26	techniques	technique	NOUN
cana-1243	214	27	.	.	PUNCT
cana-1243	214	28	"	"	PUNCT
cana-1243	215	1	chinese	chinese	ADJ
cana-1243	215	2	journal	journal	NOUN
cana-1243	215	3	of	of	ADP
cana-1243	215	4	computational	computational	ADJ
cana-1243	215	5	mechanics	mechanic	NOUN
cana-1243	215	6	5	5	NUM
cana-1243	215	7	(	(	PUNCT
cana-1243	215	8	2023	2023	NUM
cana-1243	215	9	):	):	PUNCT
cana-1243	215	10	431	431	NUM
cana-1243	215	11	-	-	SYM
cana-1243	215	12	435	435	NUM
cana-1243	215	13	.	.	PUNCT