id	sid	tid	token	lemma	pos
fbem-22389	1	1	frontiers	frontier	NOUN
fbem-22389	1	2	in	in	ADP
fbem-22389	1	3	business	business	NOUN
fbem-22389	1	4	,	,	PUNCT
fbem-22389	1	5	economics	economic	NOUN
fbem-22389	1	6	and	and	CCONJ
fbem-22389	1	7	management	management	NOUN
fbem-22389	1	8	issn	issn	PROPN
fbem-22389	1	9	:	:	PUNCT
fbem-22389	1	10	2766	2766	NUM
fbem-22389	1	11	-	-	PUNCT
fbem-22389	1	12	824x	824x	NUM
fbem-22389	1	13	|	|	ADJ
fbem-22389	1	14	vol	vol	NOUN
fbem-22389	1	15	.	.	PROPN
fbem-22389	1	16	15	15	NUM
fbem-22389	1	17	,	,	PUNCT
fbem-22389	1	18	no	no	INTJ
fbem-22389	1	19	.	.	NOUN
fbem-22389	1	20	2	2	NUM
fbem-22389	1	21	,	,	PUNCT
fbem-22389	1	22	2024	2024	NUM
fbem-22389	1	23	385	385	NUM
fbem-22389	1	24	applications	application	NOUN
fbem-22389	1	25	of	of	ADP
fbem-22389	1	26	data	datum	NOUN
fbem-22389	1	27	visualization	visualization	NOUN
fbem-22389	1	28	technology	technology	NOUN
fbem-22389	1	29	in	in	ADP
fbem-22389	1	30	artificial	artificial	ADJ
fbem-22389	1	31	intelligence	intelligence	NOUN
fbem-22389	1	32	yanyan	yanyan	ADJ
fbem-22389	1	33	xia	xia	PROPN
fbem-22389	1	34	,	,	PUNCT
fbem-22389	1	35	hang	hang	PROPN
fbem-22389	1	36	wei	wei	PROPN
fbem-22389	1	37	anhui	anhui	PROPN
fbem-22389	1	38	university	university	PROPN
fbem-22389	1	39	of	of	ADP
fbem-22389	1	40	finance	finance	NOUN
fbem-22389	1	41	and	and	CCONJ
fbem-22389	1	42	economics	economic	NOUN
fbem-22389	1	43	,	,	PUNCT
fbem-22389	1	44	bengbu	bengbu	NOUN
fbem-22389	1	45	,	,	PUNCT
fbem-22389	1	46	233030	233030	NUM
fbem-22389	1	47	,	,	PUNCT
fbem-22389	1	48	china	china	PROPN
fbem-22389	1	49	abstract	abstract	NOUN
fbem-22389	1	50	:	:	PUNCT
fbem-22389	1	51	this	this	DET
fbem-22389	1	52	paper	paper	NOUN
fbem-22389	1	53	systematically	systematically	ADV
fbem-22389	1	54	explores	explore	VERB
fbem-22389	1	55	the	the	DET
fbem-22389	1	56	applications	application	NOUN
fbem-22389	1	57	of	of	ADP
fbem-22389	1	58	data	datum	NOUN
fbem-22389	1	59	visualization	visualization	NOUN
fbem-22389	1	60	technology	technology	NOUN
fbem-22389	1	61	in	in	ADP
fbem-22389	1	62	artificial	artificial	ADJ
fbem-22389	1	63	intelligence	intelligence	NOUN
fbem-22389	1	64	(	(	PUNCT
fbem-22389	1	65	ai	ai	NOUN
fbem-22389	1	66	)	)	PUNCT
fbem-22389	1	67	.	.	PUNCT
fbem-22389	2	1	data	datum	NOUN
fbem-22389	2	2	visualization	visualization	NOUN
fbem-22389	2	3	plays	play	VERB
fbem-22389	2	4	a	a	DET
fbem-22389	2	5	crucial	crucial	ADJ
fbem-22389	2	6	role	role	NOUN
fbem-22389	2	7	in	in	ADP
fbem-22389	2	8	various	various	ADJ
fbem-22389	2	9	stages	stage	NOUN
fbem-22389	2	10	of	of	ADP
fbem-22389	2	11	ai	ai	NOUN
fbem-22389	2	12	,	,	PUNCT
fbem-22389	2	13	from	from	ADP
fbem-22389	2	14	data	datum	NOUN
fbem-22389	2	15	preprocessing	preprocessing	NOUN
fbem-22389	2	16	,	,	PUNCT
fbem-22389	2	17	feature	feature	NOUN
fbem-22389	2	18	engineering	engineering	NOUN
fbem-22389	2	19	,	,	PUNCT
fbem-22389	2	20	model	model	NOUN
fbem-22389	2	21	training	training	NOUN
fbem-22389	2	22	,	,	PUNCT
fbem-22389	2	23	and	and	CCONJ
fbem-22389	2	24	evaluation	evaluation	NOUN
fbem-22389	2	25	,	,	PUNCT
fbem-22389	2	26	to	to	PART
fbem-22389	2	27	result	result	VERB
fbem-22389	2	28	interpretation	interpretation	NOUN
fbem-22389	2	29	and	and	CCONJ
fbem-22389	2	30	presentation	presentation	NOUN
fbem-22389	2	31	.	.	PUNCT
fbem-22389	3	1	by	by	ADP
fbem-22389	3	2	offering	offer	VERB
fbem-22389	3	3	intuitive	intuitive	ADJ
fbem-22389	3	4	visual	visual	ADJ
fbem-22389	3	5	representations	representation	NOUN
fbem-22389	3	6	,	,	PUNCT
fbem-22389	3	7	data	datum	NOUN
fbem-22389	3	8	visualization	visualization	NOUN
fbem-22389	3	9	aids	aid	NOUN
fbem-22389	3	10	in	in	ADP
fbem-22389	3	11	understanding	understanding	NOUN
fbem-22389	3	12	and	and	CCONJ
fbem-22389	3	13	exploring	explore	VERB
fbem-22389	3	14	complex	complex	ADJ
fbem-22389	3	15	high	high	ADJ
fbem-22389	3	16	-	-	PUNCT
fbem-22389	3	17	dimensional	dimensional	ADJ
fbem-22389	3	18	data	datum	NOUN
fbem-22389	3	19	,	,	PUNCT
fbem-22389	3	20	thereby	thereby	ADV
fbem-22389	3	21	enhancing	enhance	VERB
fbem-22389	3	22	data	datum	NOUN
fbem-22389	3	23	processing	processing	NOUN
fbem-22389	3	24	efficiency	efficiency	NOUN
fbem-22389	3	25	and	and	CCONJ
fbem-22389	3	26	model	model	NOUN
fbem-22389	3	27	reliability	reliability	NOUN
fbem-22389	3	28	.	.	PUNCT
fbem-22389	4	1	in	in	ADP
fbem-22389	4	2	the	the	DET
fbem-22389	4	3	data	datum	NOUN
fbem-22389	4	4	preprocessing	preprocessing	NOUN
fbem-22389	4	5	stage	stage	NOUN
fbem-22389	4	6	,	,	PUNCT
fbem-22389	4	7	visualization	visualization	NOUN
fbem-22389	4	8	tools	tool	NOUN
fbem-22389	4	9	effectively	effectively	ADV
fbem-22389	4	10	identify	identify	VERB
fbem-22389	4	11	outliers	outlier	NOUN
fbem-22389	4	12	and	and	CCONJ
fbem-22389	4	13	noise	noise	NOUN
fbem-22389	4	14	,	,	PUNCT
fbem-22389	4	15	assisting	assist	VERB
fbem-22389	4	16	in	in	ADP
fbem-22389	4	17	data	datum	NOUN
fbem-22389	4	18	cleaning	cleaning	NOUN
fbem-22389	4	19	and	and	CCONJ
fbem-22389	4	20	quality	quality	NOUN
fbem-22389	4	21	control	control	NOUN
fbem-22389	4	22	.	.	PUNCT
fbem-22389	5	1	during	during	ADP
fbem-22389	5	2	feature	feature	NOUN
fbem-22389	5	3	engineering	engineering	NOUN
fbem-22389	5	4	,	,	PUNCT
fbem-22389	5	5	techniques	technique	NOUN
fbem-22389	5	6	like	like	ADP
fbem-22389	5	7	principal	principal	ADJ
fbem-22389	5	8	component	component	NOUN
fbem-22389	5	9	analysis	analysis	NOUN
fbem-22389	5	10	(	(	PUNCT
fbem-22389	5	11	pca	pca	NOUN
fbem-22389	5	12	)	)	PUNCT
fbem-22389	5	13	and	and	CCONJ
fbem-22389	5	14	t	t	PROPN
fbem-22389	5	15	-	-	PUNCT
fbem-22389	5	16	sne	sne	PROPN
fbem-22389	5	17	help	help	NOUN
fbem-22389	5	18	in	in	ADP
fbem-22389	5	19	feature	feature	NOUN
fbem-22389	5	20	selection	selection	NOUN
fbem-22389	5	21	and	and	CCONJ
fbem-22389	5	22	dimensionality	dimensionality	NOUN
fbem-22389	5	23	reduction	reduction	NOUN
fbem-22389	5	24	,	,	PUNCT
fbem-22389	5	25	improving	improve	VERB
fbem-22389	5	26	model	model	NOUN
fbem-22389	5	27	performance	performance	NOUN
fbem-22389	5	28	.	.	PUNCT
fbem-22389	6	1	model	model	NOUN
fbem-22389	6	2	training	training	NOUN
fbem-22389	6	3	and	and	CCONJ
fbem-22389	6	4	evaluation	evaluation	NOUN
fbem-22389	6	5	benefit	benefit	NOUN
fbem-22389	6	6	from	from	ADP
fbem-22389	6	7	visualizing	visualize	VERB
fbem-22389	6	8	performance	performance	NOUN
fbem-22389	6	9	metrics	metric	NOUN
fbem-22389	6	10	,	,	PUNCT
fbem-22389	6	11	facilitating	facilitate	VERB
fbem-22389	6	12	model	model	NOUN
fbem-22389	6	13	adjustment	adjustment	NOUN
fbem-22389	6	14	and	and	CCONJ
fbem-22389	6	15	optimization	optimization	NOUN
fbem-22389	6	16	.	.	PUNCT
fbem-22389	7	1	explainable	explainable	ADJ
fbem-22389	7	2	ai	ai	PROPN
fbem-22389	7	3	(	(	PUNCT
fbem-22389	7	4	xai	xai	PROPN
fbem-22389	7	5	)	)	PUNCT
fbem-22389	7	6	methods	method	NOUN
fbem-22389	7	7	,	,	PUNCT
fbem-22389	7	8	such	such	ADJ
fbem-22389	7	9	as	as	ADP
fbem-22389	7	10	lime	lime	NOUN
fbem-22389	7	11	and	and	CCONJ
fbem-22389	7	12	shap	shap	NOUN
fbem-22389	7	13	,	,	PUNCT
fbem-22389	7	14	use	use	VERB
fbem-22389	7	15	visualization	visualization	NOUN
fbem-22389	7	16	to	to	PART
fbem-22389	7	17	enhance	enhance	VERB
fbem-22389	7	18	model	model	NOUN
fbem-22389	7	19	transparency	transparency	NOUN
fbem-22389	7	20	and	and	CCONJ
fbem-22389	7	21	credibility	credibility	NOUN
fbem-22389	7	22	by	by	ADP
fbem-22389	7	23	illustrating	illustrate	VERB
fbem-22389	7	24	decision	decision	NOUN
fbem-22389	7	25	-	-	PUNCT
fbem-22389	7	26	making	make	VERB
fbem-22389	7	27	processes	process	NOUN
fbem-22389	7	28	.	.	PUNCT
fbem-22389	8	1	despite	despite	SCONJ
fbem-22389	8	2	the	the	DET
fbem-22389	8	3	advantages	advantage	NOUN
fbem-22389	8	4	,	,	PUNCT
fbem-22389	8	5	challenges	challenge	NOUN
fbem-22389	8	6	remain	remain	VERB
fbem-22389	8	7	in	in	ADP
fbem-22389	8	8	visualizing	visualize	VERB
fbem-22389	8	9	large	large	ADJ
fbem-22389	8	10	-	-	PUNCT
fbem-22389	8	11	scale	scale	NOUN
fbem-22389	8	12	,	,	PUNCT
fbem-22389	8	13	high	high	ADJ
fbem-22389	8	14	-	-	PUNCT
fbem-22389	8	15	dimensional	dimensional	ADJ
fbem-22389	8	16	,	,	PUNCT
fbem-22389	8	17	and	and	CCONJ
fbem-22389	8	18	real	real	ADJ
fbem-22389	8	19	-	-	PUNCT
fbem-22389	8	20	time	time	NOUN
fbem-22389	8	21	data	datum	NOUN
fbem-22389	8	22	,	,	PUNCT
fbem-22389	8	23	requiring	require	VERB
fbem-22389	8	24	advanced	advanced	ADJ
fbem-22389	8	25	computational	computational	ADJ
fbem-22389	8	26	power	power	NOUN
fbem-22389	8	27	and	and	CCONJ
fbem-22389	8	28	sophisticated	sophisticated	ADJ
fbem-22389	8	29	algorithms	algorithm	NOUN
fbem-22389	8	30	.	.	PUNCT
fbem-22389	9	1	user	user	NOUN
fbem-22389	9	2	cognition	cognition	NOUN
fbem-22389	9	3	and	and	CCONJ
fbem-22389	9	4	interpretation	interpretation	NOUN
fbem-22389	9	5	pose	pose	VERB
fbem-22389	9	6	additional	additional	ADJ
fbem-22389	9	7	challenges	challenge	NOUN
fbem-22389	9	8	,	,	PUNCT
fbem-22389	9	9	necessitating	necessitate	VERB
fbem-22389	9	10	intuitive	intuitive	ADJ
fbem-22389	9	11	and	and	CCONJ
fbem-22389	9	12	interpretable	interpretable	ADJ
fbem-22389	9	13	visualization	visualization	NOUN
fbem-22389	9	14	interfaces	interface	NOUN
fbem-22389	9	15	.	.	PUNCT
fbem-22389	10	1	data	datum	NOUN
fbem-22389	10	2	privacy	privacy	NOUN
fbem-22389	10	3	and	and	CCONJ
fbem-22389	10	4	security	security	NOUN
fbem-22389	10	5	also	also	ADV
fbem-22389	10	6	need	need	VERB
fbem-22389	10	7	to	to	PART
fbem-22389	10	8	be	be	AUX
fbem-22389	10	9	ensured	ensure	VERB
fbem-22389	10	10	in	in	ADP
fbem-22389	10	11	the	the	DET
fbem-22389	10	12	visualization	visualization	NOUN
fbem-22389	10	13	process	process	NOUN
fbem-22389	10	14	.	.	PUNCT
fbem-22389	11	1	future	future	ADJ
fbem-22389	11	2	developments	development	NOUN
fbem-22389	11	3	in	in	ADP
fbem-22389	11	4	data	datum	NOUN
fbem-22389	11	5	visualization	visualization	NOUN
fbem-22389	11	6	will	will	AUX
fbem-22389	11	7	focus	focus	VERB
fbem-22389	11	8	on	on	ADP
fbem-22389	11	9	enhancing	enhance	VERB
fbem-22389	11	10	user	user	NOUN
fbem-22389	11	11	interaction	interaction	NOUN
fbem-22389	11	12	through	through	ADP
fbem-22389	11	13	technologies	technology	NOUN
fbem-22389	11	14	like	like	ADP
fbem-22389	11	15	vr	vr	NOUN
fbem-22389	11	16	and	and	CCONJ
fbem-22389	11	17	ar	ar	PROPN
fbem-22389	11	18	,	,	PUNCT
fbem-22389	11	19	integrating	integrate	VERB
fbem-22389	11	20	automation	automation	NOUN
fbem-22389	11	21	and	and	CCONJ
fbem-22389	11	22	intelligent	intelligent	ADJ
fbem-22389	11	23	features	feature	NOUN
fbem-22389	11	24	,	,	PUNCT
fbem-22389	11	25	and	and	CCONJ
fbem-22389	11	26	leveraging	leverage	VERB
fbem-22389	11	27	efficient	efficient	ADJ
fbem-22389	11	28	computing	computing	NOUN
fbem-22389	11	29	resources	resource	NOUN
fbem-22389	11	30	.	.	PUNCT
fbem-22389	12	1	open	open	ADJ
fbem-22389	12	2	data	datum	NOUN
fbem-22389	12	3	and	and	CCONJ
fbem-22389	12	4	open	open	ADJ
fbem-22389	12	5	-	-	PUNCT
fbem-22389	12	6	source	source	NOUN
fbem-22389	12	7	tools	tool	NOUN
fbem-22389	12	8	will	will	AUX
fbem-22389	12	9	promote	promote	VERB
fbem-22389	12	10	cross	cross	ADJ
fbem-22389	12	11	-	-	ADJ
fbem-22389	12	12	disciplinary	disciplinary	ADJ
fbem-22389	12	13	collaboration	collaboration	NOUN
fbem-22389	12	14	and	and	CCONJ
fbem-22389	12	15	technological	technological	ADJ
fbem-22389	12	16	innovation	innovation	NOUN
fbem-22389	12	17	.	.	PUNCT
fbem-22389	13	1	overall	overall	ADV
fbem-22389	13	2	,	,	PUNCT
fbem-22389	13	3	data	datum	NOUN
fbem-22389	13	4	visualization	visualization	NOUN
fbem-22389	13	5	technology	technology	NOUN
fbem-22389	13	6	will	will	AUX
fbem-22389	13	7	continue	continue	VERB
fbem-22389	13	8	to	to	PART
fbem-22389	13	9	play	play	VERB
fbem-22389	13	10	a	a	DET
fbem-22389	13	11	vital	vital	ADJ
fbem-22389	13	12	role	role	NOUN
fbem-22389	13	13	in	in	ADP
fbem-22389	13	14	ai	ai	NOUN
fbem-22389	13	15	,	,	PUNCT
fbem-22389	13	16	enhancing	enhance	VERB
fbem-22389	13	17	the	the	DET
fbem-22389	13	18	efficiency	efficiency	NOUN
fbem-22389	13	19	,	,	PUNCT
fbem-22389	13	20	transparency	transparency	NOUN
fbem-22389	13	21	,	,	PUNCT
fbem-22389	13	22	and	and	CCONJ
fbem-22389	13	23	interpretability	interpretability	NOUN
fbem-22389	13	24	of	of	ADP
fbem-22389	13	25	ai	ai	PROPN
fbem-22389	13	26	systems	system	NOUN
fbem-22389	13	27	while	while	SCONJ
fbem-22389	13	28	addressing	address	VERB
fbem-22389	13	29	the	the	DET
fbem-22389	13	30	ongoing	ongoing	ADJ
fbem-22389	13	31	challenges	challenge	NOUN
fbem-22389	13	32	through	through	ADP
fbem-22389	13	33	continuous	continuous	ADJ
fbem-22389	13	34	technological	technological	ADJ
fbem-22389	13	35	advancements	advancement	NOUN
fbem-22389	13	36	.	.	PUNCT
fbem-22389	14	1	keywords	keyword	NOUN
fbem-22389	14	2	:	:	PUNCT
fbem-22389	14	3	data	data	NOUN
fbem-22389	14	4	visualization	visualization	NOUN
fbem-22389	14	5	,	,	PUNCT
fbem-22389	14	6	artificial	artificial	ADJ
fbem-22389	14	7	intelligence	intelligence	NOUN
fbem-22389	14	8	,	,	PUNCT
fbem-22389	14	9	feature	feature	NOUN
fbem-22389	14	10	engineering	engineering	NOUN
fbem-22389	14	11	,	,	PUNCT
fbem-22389	14	12	explainable	explainable	ADJ
fbem-22389	14	13	ai	ai	NOUN
fbem-22389	14	14	,	,	PUNCT
fbem-22389	14	15	high	high	ADJ
fbem-22389	14	16	-	-	PUNCT
fbem-22389	14	17	dimensional	dimensional	ADJ
fbem-22389	14	18	data	datum	NOUN
fbem-22389	14	19	.	.	PUNCT
fbem-22389	15	1	1	1	X
fbem-22389	15	2	.	.	X
fbem-22389	15	3	introduction	introduction	NOUN
fbem-22389	15	4	with	with	ADP
fbem-22389	15	5	the	the	DET
fbem-22389	15	6	rapid	rapid	ADJ
fbem-22389	15	7	development	development	NOUN
fbem-22389	15	8	of	of	ADP
fbem-22389	15	9	artificial	artificial	ADJ
fbem-22389	15	10	intelligence	intelligence	NOUN
fbem-22389	15	11	(	(	PUNCT
fbem-22389	15	12	ai	ai	NOUN
fbem-22389	15	13	)	)	PUNCT
fbem-22389	15	14	technology	technology	NOUN
fbem-22389	15	15	,	,	PUNCT
fbem-22389	15	16	data	data	NOUN
fbem-22389	15	17	visualization	visualization	NOUN
fbem-22389	15	18	is	be	AUX
fbem-22389	15	19	playing	play	VERB
fbem-22389	15	20	an	an	DET
fbem-22389	15	21	increasingly	increasingly	ADV
fbem-22389	15	22	significant	significant	ADJ
fbem-22389	15	23	role	role	NOUN
fbem-22389	15	24	in	in	ADP
fbem-22389	15	25	the	the	DET
fbem-22389	15	26	realms	realm	NOUN
fbem-22389	15	27	of	of	ADP
fbem-22389	15	28	data	datum	NOUN
fbem-22389	15	29	science	science	NOUN
fbem-22389	15	30	and	and	CCONJ
fbem-22389	15	31	ai	ai	NOUN
fbem-22389	15	32	.	.	PROPN
fbem-22389	15	33	data	datum	NOUN
fbem-22389	15	34	visualization	visualization	NOUN
fbem-22389	15	35	aids	aid	NOUN
fbem-22389	15	36	researchers	researcher	NOUN
fbem-22389	15	37	and	and	CCONJ
fbem-22389	15	38	engineers	engineer	NOUN
fbem-22389	15	39	in	in	ADP
fbem-22389	15	40	understanding	understanding	NOUN
fbem-22389	15	41	and	and	CCONJ
fbem-22389	15	42	exploring	explore	VERB
fbem-22389	15	43	data	datum	NOUN
fbem-22389	15	44	more	more	ADV
fbem-22389	15	45	effectively	effectively	ADV
fbem-22389	15	46	and	and	CCONJ
fbem-22389	15	47	plays	play	VERB
fbem-22389	15	48	a	a	DET
fbem-22389	15	49	crucial	crucial	ADJ
fbem-22389	15	50	role	role	NOUN
fbem-22389	15	51	in	in	ADP
fbem-22389	15	52	model	model	NOUN
fbem-22389	15	53	training	training	NOUN
fbem-22389	15	54	,	,	PUNCT
fbem-22389	15	55	tuning	tuning	NOUN
fbem-22389	15	56	,	,	PUNCT
fbem-22389	15	57	and	and	CCONJ
fbem-22389	15	58	result	result	VERB
fbem-22389	15	59	interpretation	interpretation	NOUN
fbem-22389	15	60	.	.	PUNCT
fbem-22389	16	1	through	through	ADP
fbem-22389	16	2	intuitive	intuitive	ADJ
fbem-22389	16	3	visual	visual	ADJ
fbem-22389	16	4	representations	representation	NOUN
fbem-22389	16	5	,	,	PUNCT
fbem-22389	16	6	data	datum	NOUN
fbem-22389	16	7	visualization	visualization	NOUN
fbem-22389	16	8	makes	make	VERB
fbem-22389	16	9	complex	complex	ADJ
fbem-22389	16	10	,	,	PUNCT
fbem-22389	16	11	high	high	ADJ
fbem-22389	16	12	-	-	PUNCT
fbem-22389	16	13	dimensional	dimensional	ADJ
fbem-22389	16	14	data	datum	NOUN
fbem-22389	16	15	more	more	ADV
fbem-22389	16	16	comprehensible	comprehensible	ADJ
fbem-22389	16	17	,	,	PUNCT
fbem-22389	16	18	thereby	thereby	ADV
fbem-22389	16	19	enhancing	enhance	VERB
fbem-22389	16	20	data	datum	NOUN
fbem-22389	16	21	processing	processing	NOUN
fbem-22389	16	22	efficiency	efficiency	NOUN
fbem-22389	16	23	and	and	CCONJ
fbem-22389	16	24	model	model	NOUN
fbem-22389	16	25	reliability	reliability	NOUN
fbem-22389	16	26	.	.	PUNCT
fbem-22389	17	1	the	the	DET
fbem-22389	17	2	applications	application	NOUN
fbem-22389	17	3	of	of	ADP
fbem-22389	17	4	data	datum	NOUN
fbem-22389	17	5	visualization	visualization	NOUN
fbem-22389	17	6	are	be	AUX
fbem-22389	17	7	vast	vast	ADJ
fbem-22389	17	8	,	,	PUNCT
fbem-22389	17	9	encompassing	encompass	VERB
fbem-22389	17	10	data	datum	NOUN
fbem-22389	17	11	preprocessing	preprocessing	NOUN
fbem-22389	17	12	,	,	PUNCT
fbem-22389	17	13	feature	feature	NOUN
fbem-22389	17	14	engineering	engineering	NOUN
fbem-22389	17	15	,	,	PUNCT
fbem-22389	17	16	model	model	NOUN
fbem-22389	17	17	training	training	NOUN
fbem-22389	17	18	and	and	CCONJ
fbem-22389	17	19	evaluation	evaluation	NOUN
fbem-22389	17	20	,	,	PUNCT
fbem-22389	17	21	and	and	CCONJ
fbem-22389	17	22	result	result	VERB
fbem-22389	17	23	interpretation	interpretation	NOUN
fbem-22389	17	24	and	and	CCONJ
fbem-22389	17	25	presentation	presentation	NOUN
fbem-22389	17	26	.	.	PUNCT
fbem-22389	18	1	in	in	ADP
fbem-22389	18	2	the	the	DET
fbem-22389	18	3	data	datum	NOUN
fbem-22389	18	4	preprocessing	preprocessing	NOUN
fbem-22389	18	5	stage	stage	NOUN
fbem-22389	18	6	,	,	PUNCT
fbem-22389	18	7	visualization	visualization	NOUN
fbem-22389	18	8	tools	tool	NOUN
fbem-22389	18	9	can	can	AUX
fbem-22389	18	10	effectively	effectively	ADV
fbem-22389	18	11	reveal	reveal	VERB
fbem-22389	18	12	outliers	outlier	NOUN
fbem-22389	18	13	and	and	CCONJ
fbem-22389	18	14	noise	noise	NOUN
fbem-22389	18	15	in	in	ADP
fbem-22389	18	16	the	the	DET
fbem-22389	18	17	data	datum	NOUN
fbem-22389	18	18	,	,	PUNCT
fbem-22389	18	19	assisting	assist	VERB
fbem-22389	18	20	researchers	researcher	NOUN
fbem-22389	18	21	in	in	ADP
fbem-22389	18	22	data	datum	NOUN
fbem-22389	18	23	cleaning	cleaning	NOUN
fbem-22389	18	24	and	and	CCONJ
fbem-22389	18	25	quality	quality	NOUN
fbem-22389	18	26	control	control	NOUN
fbem-22389	18	27	.	.	PUNCT
fbem-22389	19	1	during	during	ADP
fbem-22389	19	2	feature	feature	NOUN
fbem-22389	19	3	engineering	engineering	NOUN
fbem-22389	19	4	,	,	PUNCT
fbem-22389	19	5	high	high	ADJ
fbem-22389	19	6	-	-	PUNCT
fbem-22389	19	7	dimensional	dimensional	ADJ
fbem-22389	19	8	data	datum	NOUN
fbem-22389	19	9	visualization	visualization	NOUN
fbem-22389	19	10	techniques	technique	NOUN
fbem-22389	19	11	(	(	PUNCT
fbem-22389	19	12	such	such	ADJ
fbem-22389	19	13	as	as	ADP
fbem-22389	19	14	principal	principal	ADJ
fbem-22389	19	15	component	component	NOUN
fbem-22389	19	16	analysis	analysis	NOUN
fbem-22389	19	17	(	(	PUNCT
fbem-22389	19	18	pca	pca	NOUN
fbem-22389	19	19	)	)	PUNCT
fbem-22389	19	20	and	and	CCONJ
fbem-22389	19	21	t	t	PROPN
fbem-22389	19	22	-	-	PUNCT
fbem-22389	19	23	sne	sne	NOUN
fbem-22389	19	24	)	)	PUNCT
fbem-22389	19	25	aid	aid	NOUN
fbem-22389	19	26	in	in	ADP
fbem-22389	19	27	feature	feature	NOUN
fbem-22389	19	28	selection	selection	NOUN
fbem-22389	19	29	and	and	CCONJ
fbem-22389	19	30	dimensionality	dimensionality	NOUN
fbem-22389	19	31	reduction	reduction	NOUN
fbem-22389	19	32	,	,	PUNCT
fbem-22389	19	33	enhancing	enhance	VERB
fbem-22389	19	34	model	model	NOUN
fbem-22389	19	35	performance	performance	NOUN
fbem-22389	19	36	and	and	CCONJ
fbem-22389	19	37	interpretability	interpretability	NOUN
fbem-22389	19	38	.	.	PUNCT
fbem-22389	20	1	furthermore	furthermore	ADV
fbem-22389	20	2	,	,	PUNCT
fbem-22389	20	3	data	datum	NOUN
fbem-22389	20	4	visualization	visualization	NOUN
fbem-22389	20	5	is	be	AUX
fbem-22389	20	6	equally	equally	ADV
fbem-22389	20	7	important	important	ADJ
fbem-22389	20	8	in	in	ADP
fbem-22389	20	9	model	model	NOUN
fbem-22389	20	10	training	training	NOUN
fbem-22389	20	11	and	and	CCONJ
fbem-22389	20	12	evaluation	evaluation	NOUN
fbem-22389	20	13	.	.	PUNCT
fbem-22389	21	1	by	by	ADP
fbem-22389	21	2	visualizing	visualize	VERB
fbem-22389	21	3	model	model	NOUN
fbem-22389	21	4	performance	performance	NOUN
fbem-22389	21	5	metrics	metric	NOUN
fbem-22389	21	6	(	(	PUNCT
fbem-22389	21	7	such	such	ADJ
fbem-22389	21	8	as	as	ADP
fbem-22389	21	9	confusion	confusion	NOUN
fbem-22389	21	10	matrices	matrix	NOUN
fbem-22389	21	11	and	and	CCONJ
fbem-22389	21	12	roc	roc	PROPN
fbem-22389	21	13	curves	curve	NOUN
fbem-22389	21	14	)	)	PUNCT
fbem-22389	21	15	,	,	PUNCT
fbem-22389	21	16	researchers	researcher	NOUN
fbem-22389	21	17	can	can	AUX
fbem-22389	21	18	more	more	ADV
fbem-22389	21	19	intuitively	intuitively	ADV
fbem-22389	21	20	understand	understand	VERB
fbem-22389	21	21	and	and	CCONJ
fbem-22389	21	22	adjust	adjust	VERB
fbem-22389	21	23	models	model	NOUN
fbem-22389	21	24	.	.	PUNCT
fbem-22389	22	1	in	in	ADP
fbem-22389	22	2	terms	term	NOUN
fbem-22389	22	3	of	of	ADP
fbem-22389	22	4	result	result	NOUN
fbem-22389	22	5	interpretation	interpretation	NOUN
fbem-22389	22	6	and	and	CCONJ
fbem-22389	22	7	presentation	presentation	NOUN
fbem-22389	22	8	,	,	PUNCT
fbem-22389	22	9	explainable	explainable	ADJ
fbem-22389	22	10	ai	ai	NOUN
fbem-22389	22	11	(	(	PUNCT
fbem-22389	22	12	xai	xai	PROPN
fbem-22389	22	13	)	)	PUNCT
fbem-22389	22	14	techniques	technique	NOUN
fbem-22389	22	15	(	(	PUNCT
fbem-22389	22	16	such	such	ADJ
fbem-22389	22	17	as	as	ADP
fbem-22389	22	18	lime	lime	NOUN
fbem-22389	22	19	and	and	CCONJ
fbem-22389	22	20	shap	shap	NOUN
fbem-22389	22	21	)	)	PUNCT
fbem-22389	22	22	use	use	VERB
fbem-22389	22	23	visualization	visualization	NOUN
fbem-22389	22	24	methods	method	NOUN
fbem-22389	22	25	to	to	PART
fbem-22389	22	26	help	help	VERB
fbem-22389	22	27	users	user	NOUN
fbem-22389	22	28	understand	understand	VERB
fbem-22389	22	29	the	the	DET
fbem-22389	22	30	decision	decision	NOUN
fbem-22389	22	31	-	-	PUNCT
fbem-22389	22	32	making	make	VERB
fbem-22389	22	33	process	process	NOUN
fbem-22389	22	34	of	of	ADP
fbem-22389	22	35	models	model	NOUN
fbem-22389	22	36	,	,	PUNCT
fbem-22389	22	37	thereby	thereby	ADV
fbem-22389	22	38	enhancing	enhance	VERB
fbem-22389	22	39	model	model	NOUN
fbem-22389	22	40	transparency	transparency	NOUN
fbem-22389	22	41	and	and	CCONJ
fbem-22389	22	42	credibility	credibility	NOUN
fbem-22389	22	43	.	.	PUNCT
fbem-22389	23	1	despite	despite	SCONJ
fbem-22389	23	2	the	the	DET
fbem-22389	23	3	significant	significant	ADJ
fbem-22389	23	4	advantages	advantage	NOUN
fbem-22389	23	5	of	of	ADP
fbem-22389	23	6	data	datum	NOUN
fbem-22389	23	7	visualization	visualization	NOUN
fbem-22389	23	8	technology	technology	NOUN
fbem-22389	23	9	in	in	ADP
fbem-22389	23	10	ai	ai	PROPN
fbem-22389	23	11	,	,	PUNCT
fbem-22389	23	12	its	its	PRON
fbem-22389	23	13	application	application	NOUN
fbem-22389	23	14	still	still	ADV
fbem-22389	23	15	faces	face	VERB
fbem-22389	23	16	many	many	ADJ
fbem-22389	23	17	challenges	challenge	NOUN
fbem-22389	23	18	.	.	PUNCT
fbem-22389	24	1	when	when	SCONJ
fbem-22389	24	2	dealing	deal	VERB
fbem-22389	24	3	with	with	ADP
fbem-22389	24	4	large	large	ADJ
fbem-22389	24	5	-	-	PUNCT
fbem-22389	24	6	scale	scale	NOUN
fbem-22389	24	7	and	and	CCONJ
fbem-22389	24	8	high	high	ADJ
fbem-22389	24	9	-	-	PUNCT
fbem-22389	24	10	dimensional	dimensional	ADJ
fbem-22389	24	11	data	datum	NOUN
fbem-22389	24	12	,	,	PUNCT
fbem-22389	24	13	maintaining	maintain	VERB
fbem-22389	24	14	visualization	visualization	NOUN
fbem-22389	24	15	effectiveness	effectiveness	NOUN
fbem-22389	24	16	while	while	SCONJ
fbem-22389	24	17	improving	improve	VERB
fbem-22389	24	18	processing	processing	NOUN
fbem-22389	24	19	speed	speed	NOUN
fbem-22389	24	20	and	and	CCONJ
fbem-22389	24	21	efficiency	efficiency	NOUN
fbem-22389	24	22	is	be	AUX
fbem-22389	24	23	a	a	DET
fbem-22389	24	24	pressing	press	VERB
fbem-22389	24	25	issue	issue	NOUN
fbem-22389	24	26	.	.	PUNCT
fbem-22389	25	1	in	in	ADP
fbem-22389	25	2	the	the	DET
fbem-22389	25	3	future	future	NOUN
fbem-22389	25	4	,	,	PUNCT
fbem-22389	25	5	the	the	DET
fbem-22389	25	6	development	development	NOUN
fbem-22389	25	7	of	of	ADP
fbem-22389	25	8	interactive	interactive	ADJ
fbem-22389	25	9	and	and	CCONJ
fbem-22389	25	10	automated	automate	VERB
fbem-22389	25	11	data	data	NOUN
fbem-22389	25	12	visualization	visualization	NOUN
fbem-22389	25	13	tools	tool	NOUN
fbem-22389	25	14	will	will	AUX
fbem-22389	25	15	be	be	AUX
fbem-22389	25	16	a	a	DET
fbem-22389	25	17	major	major	ADJ
fbem-22389	25	18	trend	trend	NOUN
fbem-22389	25	19	,	,	PUNCT
fbem-22389	25	20	particularly	particularly	ADV
fbem-22389	25	21	in	in	ADP
fbem-22389	25	22	realtime	realtime	ADJ
fbem-22389	25	23	data	datum	NOUN
fbem-22389	25	24	analysis	analysis	NOUN
fbem-22389	25	25	applications	application	NOUN
fbem-22389	25	26	.	.	PUNCT
fbem-22389	26	1	this	this	DET
fbem-22389	26	2	paper	paper	NOUN
fbem-22389	26	3	aims	aim	VERB
fbem-22389	26	4	to	to	PART
fbem-22389	26	5	systematically	systematically	ADV
fbem-22389	26	6	explore	explore	VERB
fbem-22389	26	7	the	the	DET
fbem-22389	26	8	application	application	NOUN
fbem-22389	26	9	of	of	ADP
fbem-22389	26	10	data	datum	NOUN
fbem-22389	26	11	visualization	visualization	NOUN
fbem-22389	26	12	technology	technology	NOUN
fbem-22389	26	13	in	in	ADP
fbem-22389	26	14	ai	ai	PROPN
fbem-22389	26	15	,	,	PUNCT
fbem-22389	26	16	review	review	VERB
fbem-22389	26	17	current	current	ADJ
fbem-22389	26	18	research	research	NOUN
fbem-22389	26	19	progress	progress	NOUN
fbem-22389	26	20	,	,	PUNCT
fbem-22389	26	21	analyze	analyze	VERB
fbem-22389	26	22	challenges	challenge	NOUN
fbem-22389	26	23	,	,	PUNCT
fbem-22389	26	24	and	and	CCONJ
fbem-22389	26	25	anticipate	anticipate	VERB
fbem-22389	26	26	future	future	ADJ
fbem-22389	26	27	development	development	NOUN
fbem-22389	26	28	directions	direction	NOUN
fbem-22389	26	29	.	.	PUNCT
fbem-22389	27	1	through	through	ADP
fbem-22389	27	2	the	the	DET
fbem-22389	27	3	study	study	NOUN
fbem-22389	27	4	of	of	ADP
fbem-22389	27	5	the	the	DET
fbem-22389	27	6	integration	integration	NOUN
fbem-22389	27	7	of	of	ADP
fbem-22389	27	8	data	datum	NOUN
fbem-22389	27	9	visualization	visualization	NOUN
fbem-22389	27	10	technology	technology	NOUN
fbem-22389	27	11	and	and	CCONJ
fbem-22389	27	12	ai	ai	VERB
fbem-22389	27	13	,	,	PUNCT
fbem-22389	27	14	this	this	DET
fbem-22389	27	15	paper	paper	NOUN
fbem-22389	27	16	will	will	AUX
fbem-22389	27	17	provide	provide	VERB
fbem-22389	27	18	theoretical	theoretical	ADJ
fbem-22389	27	19	support	support	NOUN
fbem-22389	27	20	and	and	CCONJ
fbem-22389	27	21	practical	practical	ADJ
fbem-22389	27	22	guidance	guidance	NOUN
fbem-22389	27	23	for	for	ADP
fbem-22389	27	24	researchers	researcher	NOUN
fbem-22389	27	25	and	and	CCONJ
fbem-22389	27	26	practitioners	practitioner	NOUN
fbem-22389	27	27	in	in	ADP
fbem-22389	27	28	related	related	ADJ
fbem-22389	27	29	fields	field	NOUN
fbem-22389	27	30	.	.	PUNCT
fbem-22389	28	1	2	2	X
fbem-22389	28	2	.	.	X
fbem-22389	28	3	overview	overview	NOUN
fbem-22389	28	4	of	of	ADP
fbem-22389	28	5	data	datum	NOUN
fbem-22389	28	6	visualization	visualization	NOUN
fbem-22389	28	7	technology	technology	NOUN
fbem-22389	28	8	data	data	NOUN
fbem-22389	28	9	visualization	visualization	NOUN
fbem-22389	28	10	is	be	AUX
fbem-22389	28	11	a	a	DET
fbem-22389	28	12	technique	technique	NOUN
fbem-22389	28	13	that	that	PRON
fbem-22389	28	14	uses	use	VERB
fbem-22389	28	15	visual	visual	ADJ
fbem-22389	28	16	representation	representation	NOUN
fbem-22389	28	17	methods	method	NOUN
fbem-22389	28	18	to	to	PART
fbem-22389	28	19	display	display	VERB
fbem-22389	28	20	data	datum	NOUN
fbem-22389	28	21	,	,	PUNCT
fbem-22389	28	22	aiming	aim	VERB
fbem-22389	28	23	to	to	PART
fbem-22389	28	24	help	help	VERB
fbem-22389	28	25	people	people	NOUN
fbem-22389	28	26	understand	understand	VERB
fbem-22389	28	27	and	and	CCONJ
fbem-22389	28	28	analyze	analyze	VERB
fbem-22389	28	29	data	datum	NOUN
fbem-22389	28	30	more	more	ADV
fbem-22389	28	31	intuitively	intuitively	ADV
fbem-22389	28	32	.	.	PUNCT
fbem-22389	29	1	data	datum	NOUN
fbem-22389	29	2	visualization	visualization	NOUN
fbem-22389	29	3	is	be	AUX
fbem-22389	29	4	widely	widely	ADV
fbem-22389	29	5	used	use	VERB
fbem-22389	29	6	in	in	ADP
fbem-22389	29	7	various	various	ADJ
fbem-22389	29	8	fields	field	NOUN
fbem-22389	29	9	,	,	PUNCT
fbem-22389	29	10	especially	especially	ADV
fbem-22389	29	11	in	in	ADP
fbem-22389	29	12	ai	ai	NOUN
fbem-22389	29	13	,	,	PUNCT
fbem-22389	29	14	where	where	SCONJ
fbem-22389	29	15	it	it	PRON
fbem-22389	29	16	plays	play	VERB
fbem-22389	29	17	an	an	DET
fbem-22389	29	18	indispensable	indispensable	ADJ
fbem-22389	29	19	role	role	NOUN
fbem-22389	30	1	[	[	X
fbem-22389	30	2	1	1	NUM
fbem-22389	30	3	]	]	PUNCT
fbem-22389	30	4	.	.	PUNCT
fbem-22389	31	1	this	this	DET
fbem-22389	31	2	paper	paper	NOUN
fbem-22389	31	3	will	will	AUX
fbem-22389	31	4	provide	provide	VERB
fbem-22389	31	5	an	an	DET
fbem-22389	31	6	overview	overview	NOUN
fbem-22389	31	7	of	of	ADP
fbem-22389	31	8	data	datum	NOUN
fbem-22389	31	9	visualization	visualization	NOUN
fbem-22389	31	10	technology	technology	NOUN
fbem-22389	31	11	from	from	ADP
fbem-22389	31	12	three	three	NUM
fbem-22389	31	13	aspects	aspect	NOUN
fbem-22389	31	14	:	:	PUNCT
fbem-22389	31	15	static	static	ADJ
fbem-22389	31	16	and	and	CCONJ
fbem-22389	31	17	dynamic	dynamic	ADJ
fbem-22389	31	18	visualization	visualization	NOUN
fbem-22389	31	19	tools	tool	NOUN
fbem-22389	31	20	,	,	PUNCT
fbem-22389	31	21	and	and	CCONJ
fbem-22389	31	22	high	high	ADV
fbem-22389	31	23	-	-	PUNCT
fbem-22389	31	24	dimensional	dimensional	ADJ
fbem-22389	31	25	data	datum	NOUN
fbem-22389	31	26	visualization	visualization	NOUN
fbem-22389	31	27	.	.	PUNCT
fbem-22389	32	1	2.1	2.1	NUM
fbem-22389	32	2	.	.	PUNCT
fbem-22389	33	1	static	static	ADJ
fbem-22389	33	2	and	and	CCONJ
fbem-22389	33	3	dynamic	dynamic	ADJ
fbem-22389	33	4	visualization	visualization	NOUN
fbem-22389	33	5	tools	tool	NOUN
fbem-22389	33	6	static	static	ADJ
fbem-22389	33	7	charts	chart	NOUN
fbem-22389	33	8	are	be	AUX
fbem-22389	33	9	the	the	DET
fbem-22389	33	10	basic	basic	ADJ
fbem-22389	33	11	tools	tool	NOUN
fbem-22389	33	12	of	of	ADP
fbem-22389	33	13	data	datum	NOUN
fbem-22389	33	14	visualization	visualization	NOUN
fbem-22389	33	15	,	,	PUNCT
fbem-22389	33	16	including	include	VERB
fbem-22389	33	17	bar	bar	NOUN
fbem-22389	33	18	charts	chart	NOUN
fbem-22389	33	19	,	,	PUNCT
fbem-22389	33	20	line	line	NOUN
fbem-22389	33	21	charts	chart	NOUN
fbem-22389	33	22	,	,	PUNCT
fbem-22389	33	23	scatter	scatter	NOUN
fbem-22389	33	24	plots	plot	NOUN
fbem-22389	33	25	,	,	PUNCT
fbem-22389	33	26	etc	etc	X
fbem-22389	33	27	.	.	X
fbem-22389	34	1	these	these	DET
fbem-22389	34	2	386	386	NUM
fbem-22389	34	3	charts	chart	NOUN
fbem-22389	34	4	clearly	clearly	ADV
fbem-22389	34	5	display	display	VERB
fbem-22389	34	6	the	the	DET
fbem-22389	34	7	basic	basic	ADJ
fbem-22389	34	8	characteristics	characteristic	NOUN
fbem-22389	34	9	and	and	CCONJ
fbem-22389	34	10	relationships	relationship	NOUN
fbem-22389	34	11	of	of	ADP
fbem-22389	34	12	data	datum	NOUN
fbem-22389	34	13	and	and	CCONJ
fbem-22389	34	14	are	be	AUX
fbem-22389	34	15	common	common	ADJ
fbem-22389	34	16	methods	method	NOUN
fbem-22389	34	17	in	in	ADP
fbem-22389	34	18	data	datum	NOUN
fbem-22389	34	19	analysis	analysis	NOUN
fbem-22389	34	20	and	and	CCONJ
fbem-22389	34	21	reporting	reporting	NOUN
fbem-22389	34	22	.	.	PUNCT
fbem-22389	35	1	for	for	ADP
fbem-22389	35	2	example	example	NOUN
fbem-22389	35	3	,	,	PUNCT
fbem-22389	35	4	bar	bar	NOUN
fbem-22389	35	5	charts	chart	NOUN
fbem-22389	35	6	are	be	AUX
fbem-22389	35	7	suitable	suitable	ADJ
fbem-22389	35	8	for	for	ADP
fbem-22389	35	9	comparing	compare	VERB
fbem-22389	35	10	data	datum	NOUN
fbem-22389	35	11	from	from	ADP
fbem-22389	35	12	different	different	ADJ
fbem-22389	35	13	categories	category	NOUN
fbem-22389	35	14	,	,	PUNCT
fbem-22389	35	15	line	line	NOUN
fbem-22389	35	16	charts	chart	NOUN
fbem-22389	35	17	are	be	AUX
fbem-22389	35	18	used	use	VERB
fbem-22389	35	19	to	to	PART
fbem-22389	35	20	show	show	VERB
fbem-22389	35	21	data	datum	NOUN
fbem-22389	35	22	trends	trend	NOUN
fbem-22389	35	23	,	,	PUNCT
fbem-22389	35	24	and	and	CCONJ
fbem-22389	35	25	scatter	scatter	NOUN
fbem-22389	35	26	plots	plot	NOUN
fbem-22389	35	27	effectively	effectively	ADV
fbem-22389	35	28	represent	represent	VERB
fbem-22389	35	29	relationships	relationship	NOUN
fbem-22389	35	30	between	between	ADP
fbem-22389	35	31	two	two	NUM
fbem-22389	35	32	variables	variable	NOUN
fbem-22389	35	33	.	.	PUNCT
fbem-22389	36	1	dynamic	dynamic	ADJ
fbem-22389	36	2	visualization	visualization	NOUN
fbem-22389	36	3	tools	tool	NOUN
fbem-22389	36	4	offer	offer	VERB
fbem-22389	36	5	greater	great	ADJ
fbem-22389	36	6	interactivity	interactivity	NOUN
fbem-22389	36	7	and	and	CCONJ
fbem-22389	36	8	flexibility	flexibility	NOUN
fbem-22389	36	9	,	,	PUNCT
fbem-22389	36	10	allowing	allow	VERB
fbem-22389	36	11	users	user	NOUN
fbem-22389	36	12	to	to	PART
fbem-22389	36	13	explore	explore	VERB
fbem-22389	36	14	and	and	CCONJ
fbem-22389	36	15	analyze	analyze	VERB
fbem-22389	36	16	data	datum	NOUN
fbem-22389	36	17	in	in	ADP
fbem-22389	36	18	real	real	ADJ
fbem-22389	36	19	time	time	NOUN
fbem-22389	36	20	.	.	PUNCT
fbem-22389	37	1	for	for	ADP
fbem-22389	37	2	example	example	NOUN
fbem-22389	37	3	,	,	PUNCT
fbem-22389	37	4	d3.js	d3.js	PROPN
fbem-22389	37	5	and	and	CCONJ
fbem-22389	37	6	tableau	tableau	PROPN
fbem-22389	37	7	are	be	AUX
fbem-22389	37	8	two	two	NUM
fbem-22389	37	9	widely	widely	ADV
fbem-22389	37	10	used	use	VERB
fbem-22389	37	11	dynamic	dynamic	ADJ
fbem-22389	37	12	visualization	visualization	NOUN
fbem-22389	37	13	tools	tool	NOUN
fbem-22389	37	14	.	.	PUNCT
fbem-22389	38	1	d3.js	d3.js	PROPN
fbem-22389	38	2	is	be	AUX
fbem-22389	38	3	a	a	DET
fbem-22389	38	4	javascript	javascript	NOUN
fbem-22389	38	5	-	-	PUNCT
fbem-22389	38	6	based	base	VERB
fbem-22389	38	7	library	library	NOUN
fbem-22389	38	8	that	that	PRON
fbem-22389	38	9	allows	allow	VERB
fbem-22389	38	10	developers	developer	NOUN
fbem-22389	38	11	to	to	PART
fbem-22389	38	12	create	create	VERB
fbem-22389	38	13	highly	highly	ADV
fbem-22389	38	14	customized	customize	VERB
fbem-22389	38	15	interactive	interactive	ADJ
fbem-22389	38	16	data	datum	NOUN
fbem-22389	38	17	visualizations	visualization	NOUN
fbem-22389	38	18	.	.	PUNCT
fbem-22389	39	1	tableau	tableau	PROPN
fbem-22389	39	2	provides	provide	VERB
fbem-22389	39	3	a	a	DET
fbem-22389	39	4	userfriendly	userfriendly	ADJ
fbem-22389	39	5	interface	interface	NOUN
fbem-22389	39	6	that	that	PRON
fbem-22389	39	7	enables	enable	VERB
fbem-22389	39	8	users	user	NOUN
fbem-22389	39	9	to	to	PART
fbem-22389	39	10	create	create	VERB
fbem-22389	39	11	complex	complex	ADJ
fbem-22389	39	12	dynamic	dynamic	ADJ
fbem-22389	39	13	charts	chart	NOUN
fbem-22389	39	14	and	and	CCONJ
fbem-22389	39	15	dashboards	dashboard	NOUN
fbem-22389	39	16	without	without	ADP
fbem-22389	39	17	programming	program	VERB
fbem-22389	39	18	.	.	PUNCT
fbem-22389	40	1	these	these	DET
fbem-22389	40	2	tools	tool	NOUN
fbem-22389	40	3	can	can	AUX
fbem-22389	40	4	not	not	PART
fbem-22389	40	5	only	only	ADV
fbem-22389	40	6	display	display	VERB
fbem-22389	40	7	static	static	ADJ
fbem-22389	40	8	data	datum	NOUN
fbem-22389	40	9	characteristics	characteristic	NOUN
fbem-22389	40	10	but	but	CCONJ
fbem-22389	40	11	also	also	ADV
fbem-22389	40	12	reveal	reveal	VERB
fbem-22389	40	13	deeper	deep	ADJ
fbem-22389	40	14	patterns	pattern	NOUN
fbem-22389	40	15	and	and	CCONJ
fbem-22389	40	16	relationships	relationship	NOUN
fbem-22389	40	17	through	through	ADP
fbem-22389	40	18	interactive	interactive	ADJ
fbem-22389	40	19	operations	operation	NOUN
fbem-22389	40	20	.	.	PUNCT
fbem-22389	41	1	2.2	2.2	NUM
fbem-22389	41	2	.	.	PUNCT
fbem-22389	41	3	high	high	ADJ
fbem-22389	41	4	-	-	PUNCT
fbem-22389	41	5	dimensional	dimensional	ADJ
fbem-22389	41	6	data	datum	NOUN
fbem-22389	41	7	visualization	visualization	NOUN
fbem-22389	41	8	high	high	ADV
fbem-22389	41	9	-	-	PUNCT
fbem-22389	41	10	dimensional	dimensional	ADJ
fbem-22389	41	11	data	datum	NOUN
fbem-22389	41	12	visualization	visualization	NOUN
fbem-22389	41	13	is	be	AUX
fbem-22389	41	14	a	a	DET
fbem-22389	41	15	significant	significant	ADJ
fbem-22389	41	16	challenge	challenge	NOUN
fbem-22389	41	17	in	in	ADP
fbem-22389	41	18	data	datum	NOUN
fbem-22389	41	19	science	science	NOUN
fbem-22389	41	20	because	because	SCONJ
fbem-22389	41	21	high	high	ADJ
fbem-22389	41	22	-	-	PUNCT
fbem-22389	41	23	dimensional	dimensional	ADJ
fbem-22389	41	24	data	datum	NOUN
fbem-22389	41	25	typically	typically	ADV
fbem-22389	41	26	contain	contain	VERB
fbem-22389	41	27	multiple	multiple	ADJ
fbem-22389	41	28	variables	variable	NOUN
fbem-22389	41	29	,	,	PUNCT
fbem-22389	41	30	making	make	VERB
fbem-22389	41	31	it	it	PRON
fbem-22389	41	32	difficult	difficult	ADJ
fbem-22389	41	33	to	to	PART
fbem-22389	41	34	intuitively	intuitively	ADV
fbem-22389	41	35	display	display	VERB
fbem-22389	41	36	their	their	PRON
fbem-22389	41	37	internal	internal	ADJ
fbem-22389	41	38	structure	structure	NOUN
fbem-22389	41	39	using	use	VERB
fbem-22389	41	40	traditional	traditional	ADJ
fbem-22389	41	41	two	two	NUM
fbem-22389	41	42	-	-	PUNCT
fbem-22389	41	43	dimensional	dimensional	ADJ
fbem-22389	41	44	or	or	CCONJ
fbem-22389	41	45	three	three	NUM
fbem-22389	41	46	-	-	PUNCT
fbem-22389	41	47	dimensional	dimensional	ADJ
fbem-22389	41	48	charts	chart	NOUN
fbem-22389	41	49	.	.	PUNCT
fbem-22389	42	1	to	to	PART
fbem-22389	42	2	address	address	VERB
fbem-22389	42	3	this	this	DET
fbem-22389	42	4	challenge	challenge	NOUN
fbem-22389	42	5	,	,	PUNCT
fbem-22389	42	6	researchers	researcher	NOUN
fbem-22389	42	7	have	have	AUX
fbem-22389	42	8	developed	develop	VERB
fbem-22389	42	9	various	various	ADJ
fbem-22389	42	10	highdimensional	highdimensional	ADJ
fbem-22389	42	11	data	datum	NOUN
fbem-22389	42	12	visualization	visualization	NOUN
fbem-22389	42	13	techniques	technique	NOUN
fbem-22389	42	14	,	,	PUNCT
fbem-22389	42	15	such	such	ADJ
fbem-22389	42	16	as	as	ADP
fbem-22389	42	17	pca	pca	PROPN
fbem-22389	42	18	and	and	CCONJ
fbem-22389	42	19	t	t	PROPN
fbem-22389	42	20	-	-	PUNCT
fbem-22389	42	21	sne	sne	NOUN
fbem-22389	42	22	[	[	X
fbem-22389	42	23	2	2	NUM
fbem-22389	42	24	]	]	PUNCT
fbem-22389	42	25	.	.	PUNCT
fbem-22389	43	1	pca	pca	PROPN
fbem-22389	43	2	is	be	AUX
fbem-22389	43	3	a	a	DET
fbem-22389	43	4	dimensionality	dimensionality	NOUN
fbem-22389	43	5	reduction	reduction	NOUN
fbem-22389	43	6	technique	technique	NOUN
fbem-22389	43	7	that	that	PRON
fbem-22389	43	8	projects	project	VERB
fbem-22389	43	9	high	high	ADJ
fbem-22389	43	10	-	-	PUNCT
fbem-22389	43	11	dimensional	dimensional	ADJ
fbem-22389	43	12	data	datum	NOUN
fbem-22389	43	13	into	into	ADP
fbem-22389	43	14	a	a	DET
fbem-22389	43	15	lower	lower	ADV
fbem-22389	43	16	-	-	PUNCT
fbem-22389	43	17	dimensional	dimensional	ADJ
fbem-22389	43	18	space	space	NOUN
fbem-22389	43	19	while	while	SCONJ
fbem-22389	43	20	retaining	retain	VERB
fbem-22389	43	21	as	as	ADV
fbem-22389	43	22	much	much	ADJ
fbem-22389	43	23	variability	variability	NOUN
fbem-22389	43	24	information	information	NOUN
fbem-22389	43	25	as	as	ADP
fbem-22389	43	26	possible	possible	ADJ
fbem-22389	43	27	,	,	PUNCT
fbem-22389	43	28	making	make	VERB
fbem-22389	43	29	the	the	DET
fbem-22389	43	30	data	data	NOUN
fbem-22389	43	31	structure	structure	NOUN
fbem-22389	43	32	easier	easy	ADJ
fbem-22389	43	33	for	for	SCONJ
fbem-22389	43	34	humans	human	NOUN
fbem-22389	43	35	to	to	PART
fbem-22389	43	36	understand	understand	VERB
fbem-22389	43	37	.	.	PUNCT
fbem-22389	44	1	pca	pca	PROPN
fbem-22389	44	2	is	be	AUX
fbem-22389	44	3	widely	widely	ADV
fbem-22389	44	4	used	use	VERB
fbem-22389	44	5	in	in	ADP
fbem-22389	44	6	feature	feature	NOUN
fbem-22389	44	7	engineering	engineering	NOUN
fbem-22389	44	8	to	to	PART
fbem-22389	44	9	simplify	simplify	VERB
fbem-22389	44	10	datasets	dataset	NOUN
fbem-22389	44	11	and	and	CCONJ
fbem-22389	44	12	improve	improve	VERB
fbem-22389	44	13	model	model	NOUN
fbem-22389	44	14	performance	performance	NOUN
fbem-22389	44	15	.	.	PUNCT
fbem-22389	45	1	t	t	PROPN
fbem-22389	45	2	-	-	PUNCT
fbem-22389	45	3	sne	sne	PROPN
fbem-22389	45	4	(	(	PUNCT
fbem-22389	45	5	t	t	NOUN
fbem-22389	45	6	-	-	PUNCT
fbem-22389	45	7	distributed	distribute	VERB
fbem-22389	45	8	stochastic	stochastic	ADJ
fbem-22389	45	9	neighbor	neighbor	NOUN
fbem-22389	45	10	embedding	embed	VERB
fbem-22389	45	11	)	)	PUNCT
fbem-22389	45	12	is	be	AUX
fbem-22389	45	13	a	a	DET
fbem-22389	45	14	non	non	ADJ
fbem-22389	45	15	-	-	ADJ
fbem-22389	45	16	linear	linear	ADJ
fbem-22389	45	17	dimensionality	dimensionality	NOUN
fbem-22389	45	18	reduction	reduction	NOUN
fbem-22389	45	19	technique	technique	NOUN
fbem-22389	45	20	particularly	particularly	ADV
fbem-22389	45	21	suitable	suitable	ADJ
fbem-22389	45	22	for	for	ADP
fbem-22389	45	23	visualizing	visualize	VERB
fbem-22389	45	24	high	high	ADJ
fbem-22389	45	25	-	-	PUNCT
fbem-22389	45	26	dimensional	dimensional	ADJ
fbem-22389	45	27	data	datum	NOUN
fbem-22389	45	28	.	.	PUNCT
fbem-22389	46	1	t	t	PROPN
fbem-22389	46	2	-	-	PUNCT
fbem-22389	46	3	sne	sne	PROPN
fbem-22389	46	4	maps	maps	PROPN
fbem-22389	46	5	data	datum	NOUN
fbem-22389	46	6	points	point	NOUN
fbem-22389	46	7	into	into	ADP
fbem-22389	46	8	two	two	NUM
fbem-22389	46	9	-	-	PUNCT
fbem-22389	46	10	dimensional	dimensional	ADJ
fbem-22389	46	11	or	or	CCONJ
fbem-22389	46	12	three	three	NUM
fbem-22389	46	13	-	-	PUNCT
fbem-22389	46	14	dimensional	dimensional	ADJ
fbem-22389	46	15	space	space	NOUN
fbem-22389	46	16	,	,	PUNCT
fbem-22389	46	17	making	make	VERB
fbem-22389	46	18	similar	similar	ADJ
fbem-22389	46	19	data	datum	NOUN
fbem-22389	46	20	points	point	NOUN
fbem-22389	46	21	closer	close	ADV
fbem-22389	46	22	in	in	ADP
fbem-22389	46	23	the	the	DET
fbem-22389	46	24	low	low	ADJ
fbem-22389	46	25	-	-	PUNCT
fbem-22389	46	26	dimensional	dimensional	ADJ
fbem-22389	46	27	space	space	NOUN
fbem-22389	46	28	,	,	PUNCT
fbem-22389	46	29	thereby	thereby	ADV
fbem-22389	46	30	revealing	reveal	VERB
fbem-22389	46	31	the	the	DET
fbem-22389	46	32	clustering	cluster	VERB
fbem-22389	46	33	structure	structure	NOUN
fbem-22389	46	34	and	and	CCONJ
fbem-22389	46	35	relationships	relationship	NOUN
fbem-22389	46	36	within	within	ADP
fbem-22389	46	37	the	the	DET
fbem-22389	46	38	data	datum	NOUN
fbem-22389	46	39	.	.	PUNCT
fbem-22389	47	1	these	these	DET
fbem-22389	47	2	high	high	ADJ
fbem-22389	47	3	-	-	PUNCT
fbem-22389	47	4	dimensional	dimensional	ADJ
fbem-22389	47	5	data	datum	NOUN
fbem-22389	47	6	visualization	visualization	NOUN
fbem-22389	47	7	techniques	technique	NOUN
fbem-22389	47	8	play	play	VERB
fbem-22389	47	9	an	an	DET
fbem-22389	47	10	important	important	ADJ
fbem-22389	47	11	role	role	NOUN
fbem-22389	47	12	in	in	ADP
fbem-22389	47	13	machine	machine	NOUN
fbem-22389	47	14	learning	learning	NOUN
fbem-22389	47	15	and	and	CCONJ
fbem-22389	47	16	data	datum	NOUN
fbem-22389	47	17	mining	mining	NOUN
fbem-22389	47	18	,	,	PUNCT
fbem-22389	47	19	helping	help	VERB
fbem-22389	47	20	researchers	researcher	NOUN
fbem-22389	47	21	and	and	CCONJ
fbem-22389	47	22	engineers	engineer	NOUN
fbem-22389	47	23	understand	understand	VERB
fbem-22389	47	24	complex	complex	ADJ
fbem-22389	47	25	datasets	dataset	NOUN
fbem-22389	47	26	more	more	ADV
fbem-22389	47	27	intuitively	intuitively	ADV
fbem-22389	47	28	and	and	CCONJ
fbem-22389	47	29	perform	perform	VERB
fbem-22389	47	30	effective	effective	ADJ
fbem-22389	47	31	pattern	pattern	NOUN
fbem-22389	47	32	recognition	recognition	NOUN
fbem-22389	47	33	and	and	CCONJ
fbem-22389	47	34	feature	feature	NOUN
fbem-22389	47	35	extraction	extraction	NOUN
fbem-22389	47	36	.	.	PUNCT
fbem-22389	48	1	data	datum	NOUN
fbem-22389	48	2	visualization	visualization	NOUN
fbem-22389	48	3	technology	technology	NOUN
fbem-22389	48	4	,	,	PUNCT
fbem-22389	48	5	through	through	ADP
fbem-22389	48	6	static	static	ADJ
fbem-22389	48	7	and	and	CCONJ
fbem-22389	48	8	dynamic	dynamic	ADJ
fbem-22389	48	9	tools	tool	NOUN
fbem-22389	48	10	and	and	CCONJ
fbem-22389	48	11	high	high	ADJ
fbem-22389	48	12	-	-	PUNCT
fbem-22389	48	13	dimensional	dimensional	ADJ
fbem-22389	48	14	data	datum	NOUN
fbem-22389	48	15	visualization	visualization	NOUN
fbem-22389	48	16	,	,	PUNCT
fbem-22389	48	17	greatly	greatly	ADV
fbem-22389	48	18	enhances	enhance	VERB
fbem-22389	48	19	our	our	PRON
fbem-22389	48	20	ability	ability	NOUN
fbem-22389	48	21	to	to	PART
fbem-22389	48	22	understand	understand	VERB
fbem-22389	48	23	and	and	CCONJ
fbem-22389	48	24	analyze	analyze	VERB
fbem-22389	48	25	data	datum	NOUN
fbem-22389	48	26	.	.	PUNCT
fbem-22389	49	1	in	in	ADP
fbem-22389	49	2	the	the	DET
fbem-22389	49	3	field	field	NOUN
fbem-22389	49	4	of	of	ADP
fbem-22389	49	5	ai	ai	PROPN
fbem-22389	49	6	,	,	PUNCT
fbem-22389	49	7	data	datum	NOUN
fbem-22389	49	8	visualization	visualization	NOUN
fbem-22389	49	9	not	not	PART
fbem-22389	49	10	only	only	ADV
fbem-22389	49	11	improves	improve	VERB
fbem-22389	49	12	the	the	DET
fbem-22389	49	13	efficiency	efficiency	NOUN
fbem-22389	49	14	of	of	ADP
fbem-22389	49	15	data	datum	NOUN
fbem-22389	49	16	processing	processing	NOUN
fbem-22389	49	17	and	and	CCONJ
fbem-22389	49	18	model	model	NOUN
fbem-22389	49	19	training	training	NOUN
fbem-22389	49	20	but	but	CCONJ
fbem-22389	49	21	also	also	ADV
fbem-22389	49	22	plays	play	VERB
fbem-22389	49	23	an	an	DET
fbem-22389	49	24	important	important	ADJ
fbem-22389	49	25	role	role	NOUN
fbem-22389	49	26	in	in	ADP
fbem-22389	49	27	result	result	NOUN
fbem-22389	49	28	interpretation	interpretation	NOUN
fbem-22389	49	29	and	and	CCONJ
fbem-22389	49	30	presentation	presentation	NOUN
fbem-22389	49	31	.	.	PUNCT
fbem-22389	50	1	these	these	DET
fbem-22389	50	2	applications	application	NOUN
fbem-22389	50	3	provide	provide	VERB
fbem-22389	50	4	strong	strong	ADJ
fbem-22389	50	5	support	support	NOUN
fbem-22389	50	6	for	for	ADP
fbem-22389	50	7	data	data	NOUN
fbem-22389	50	8	-	-	PUNCT
fbem-22389	50	9	driven	drive	VERB
fbem-22389	50	10	decisionmaking	decisionmaking	NOUN
fbem-22389	50	11	and	and	CCONJ
fbem-22389	50	12	also	also	ADV
fbem-22389	50	13	point	point	VERB
fbem-22389	50	14	the	the	DET
fbem-22389	50	15	way	way	NOUN
fbem-22389	50	16	for	for	ADP
fbem-22389	50	17	future	future	ADJ
fbem-22389	50	18	data	datum	NOUN
fbem-22389	50	19	science	science	NOUN
fbem-22389	50	20	research	research	NOUN
fbem-22389	50	21	.	.	PUNCT
fbem-22389	51	1	3	3	X
fbem-22389	51	2	.	.	X
fbem-22389	51	3	overview	overview	NOUN
fbem-22389	51	4	of	of	ADP
fbem-22389	51	5	artificial	artificial	ADJ
fbem-22389	51	6	intelligence	intelligence	NOUN
fbem-22389	51	7	technology	technology	NOUN
fbem-22389	51	8	artificial	artificial	ADJ
fbem-22389	51	9	intelligence	intelligence	NOUN
fbem-22389	51	10	(	(	PUNCT
fbem-22389	51	11	ai	ai	PROPN
fbem-22389	51	12	)	)	PUNCT
fbem-22389	51	13	is	be	AUX
fbem-22389	51	14	a	a	DET
fbem-22389	51	15	branch	branch	NOUN
fbem-22389	51	16	of	of	ADP
fbem-22389	51	17	computer	computer	NOUN
fbem-22389	51	18	science	science	NOUN
fbem-22389	51	19	dedicated	dedicate	VERB
fbem-22389	51	20	to	to	ADP
fbem-22389	51	21	creating	create	VERB
fbem-22389	51	22	systems	system	NOUN
fbem-22389	51	23	capable	capable	ADJ
fbem-22389	51	24	of	of	ADP
fbem-22389	51	25	performing	perform	VERB
fbem-22389	51	26	tasks	task	NOUN
fbem-22389	51	27	that	that	PRON
fbem-22389	51	28	typically	typically	ADV
fbem-22389	51	29	require	require	VERB
fbem-22389	51	30	human	human	ADJ
fbem-22389	51	31	intelligence	intelligence	NOUN
fbem-22389	51	32	.	.	PUNCT
fbem-22389	52	1	this	this	DET
fbem-22389	52	2	section	section	NOUN
fbem-22389	52	3	provides	provide	VERB
fbem-22389	52	4	an	an	DET
fbem-22389	52	5	overview	overview	NOUN
fbem-22389	52	6	of	of	ADP
fbem-22389	52	7	the	the	DET
fbem-22389	52	8	definition	definition	NOUN
fbem-22389	52	9	and	and	CCONJ
fbem-22389	52	10	classification	classification	NOUN
fbem-22389	52	11	of	of	ADP
fbem-22389	52	12	ai	ai	NOUN
fbem-22389	52	13	,	,	PUNCT
fbem-22389	52	14	the	the	DET
fbem-22389	52	15	basic	basic	ADJ
fbem-22389	52	16	concepts	concept	NOUN
fbem-22389	52	17	of	of	ADP
fbem-22389	52	18	machine	machine	NOUN
fbem-22389	52	19	learning	learning	NOUN
fbem-22389	52	20	and	and	CCONJ
fbem-22389	52	21	deep	deep	ADJ
fbem-22389	52	22	learning	learning	NOUN
fbem-22389	52	23	,	,	PUNCT
fbem-22389	52	24	and	and	CCONJ
fbem-22389	52	25	the	the	DET
fbem-22389	52	26	main	main	ADJ
fbem-22389	52	27	application	application	NOUN
fbem-22389	52	28	scenarios	scenario	NOUN
fbem-22389	52	29	of	of	ADP
fbem-22389	52	30	ai	ai	NOUN
fbem-22389	52	31	.	.	PROPN
fbem-22389	52	32	3.1	3.1	NUM
fbem-22389	52	33	.	.	PUNCT
fbem-22389	53	1	definition	definition	NOUN
fbem-22389	53	2	and	and	CCONJ
fbem-22389	53	3	classification	classification	NOUN
fbem-22389	53	4	of	of	ADP
fbem-22389	53	5	artificial	artificial	ADJ
fbem-22389	53	6	intelligence	intelligence	NOUN
fbem-22389	53	7	ai	ai	VERB
fbem-22389	53	8	is	be	AUX
fbem-22389	53	9	a	a	DET
fbem-22389	53	10	technology	technology	NOUN
fbem-22389	53	11	that	that	PRON
fbem-22389	53	12	enables	enable	VERB
fbem-22389	53	13	machines	machine	NOUN
fbem-22389	53	14	to	to	PART
fbem-22389	53	15	mimic	mimic	VERB
fbem-22389	53	16	human	human	ADJ
fbem-22389	53	17	intelligent	intelligent	ADJ
fbem-22389	53	18	behaviors	behavior	NOUN
fbem-22389	53	19	.	.	PUNCT
fbem-22389	54	1	ai	ai	VERB
fbem-22389	54	2	systems	system	NOUN
fbem-22389	54	3	can	can	AUX
fbem-22389	54	4	perform	perform	VERB
fbem-22389	54	5	tasks	task	NOUN
fbem-22389	54	6	such	such	ADJ
fbem-22389	54	7	as	as	ADP
fbem-22389	54	8	learning	learn	VERB
fbem-22389	54	9	,	,	PUNCT
fbem-22389	54	10	reasoning	reasoning	NOUN
fbem-22389	54	11	,	,	PUNCT
fbem-22389	54	12	problem	problem	NOUN
fbem-22389	54	13	-	-	PUNCT
fbem-22389	54	14	solving	solving	NOUN
fbem-22389	54	15	,	,	PUNCT
fbem-22389	54	16	perception	perception	NOUN
fbem-22389	54	17	,	,	PUNCT
fbem-22389	54	18	and	and	CCONJ
fbem-22389	54	19	language	language	NOUN
fbem-22389	54	20	understanding	understanding	NOUN
fbem-22389	54	21	through	through	ADP
fbem-22389	54	22	data	datum	NOUN
fbem-22389	54	23	input	input	NOUN
fbem-22389	54	24	,	,	PUNCT
fbem-22389	54	25	processing	processing	NOUN
fbem-22389	54	26	,	,	PUNCT
fbem-22389	54	27	and	and	CCONJ
fbem-22389	54	28	decision	decision	NOUN
fbem-22389	54	29	generation	generation	NOUN
fbem-22389	54	30	.	.	PUNCT
fbem-22389	55	1	the	the	DET
fbem-22389	55	2	goal	goal	NOUN
fbem-22389	55	3	of	of	ADP
fbem-22389	55	4	ai	ai	NOUN
fbem-22389	55	5	is	be	AUX
fbem-22389	55	6	to	to	PART
fbem-22389	55	7	create	create	VERB
fbem-22389	55	8	intelligent	intelligent	ADJ
fbem-22389	55	9	agents	agent	NOUN
fbem-22389	55	10	that	that	PRON
fbem-22389	55	11	can	can	AUX
fbem-22389	55	12	autonomously	autonomously	ADV
fbem-22389	55	13	complete	complete	VERB
fbem-22389	55	14	complex	complex	ADJ
fbem-22389	55	15	tasks	task	NOUN
fbem-22389	55	16	through	through	ADP
fbem-22389	55	17	algorithms	algorithm	NOUN
fbem-22389	55	18	and	and	CCONJ
fbem-22389	55	19	models	model	NOUN
fbem-22389	55	20	.	.	PUNCT
fbem-22389	56	1	ai	ai	VERB
fbem-22389	56	2	can	can	AUX
fbem-22389	56	3	be	be	AUX
fbem-22389	56	4	classified	classify	VERB
fbem-22389	56	5	based	base	VERB
fbem-22389	56	6	on	on	ADP
fbem-22389	56	7	its	its	PRON
fbem-22389	56	8	capabilities	capability	NOUN
fbem-22389	56	9	and	and	CCONJ
fbem-22389	56	10	application	application	NOUN
fbem-22389	56	11	scope	scope	NOUN
fbem-22389	56	12	:	:	PUNCT
fbem-22389	56	13	(	(	PUNCT
fbem-22389	56	14	1	1	X
fbem-22389	56	15	)	)	PUNCT
fbem-22389	56	16	weak	weak	ADJ
fbem-22389	56	17	ai	ai	NOUN
fbem-22389	56	18	,	,	PUNCT
fbem-22389	56	19	also	also	ADV
fbem-22389	56	20	known	know	VERB
fbem-22389	56	21	as	as	ADP
fbem-22389	56	22	narrow	narrow	ADJ
fbem-22389	56	23	ai	ai	NOUN
fbem-22389	56	24	,	,	PUNCT
fbem-22389	56	25	refers	refer	VERB
fbem-22389	56	26	to	to	ADP
fbem-22389	56	27	ai	ai	VERB
fbem-22389	56	28	systems	system	NOUN
fbem-22389	56	29	designed	design	VERB
fbem-22389	56	30	for	for	ADP
fbem-22389	56	31	specific	specific	ADJ
fbem-22389	56	32	tasks	task	NOUN
fbem-22389	56	33	,	,	PUNCT
fbem-22389	56	34	such	such	ADJ
fbem-22389	56	35	as	as	ADP
fbem-22389	56	36	speech	speech	NOUN
fbem-22389	56	37	recognition	recognition	NOUN
fbem-22389	56	38	,	,	PUNCT
fbem-22389	56	39	image	image	NOUN
fbem-22389	56	40	recognition	recognition	NOUN
fbem-22389	56	41	,	,	PUNCT
fbem-22389	56	42	and	and	CCONJ
fbem-22389	56	43	recommendation	recommendation	NOUN
fbem-22389	56	44	systems	system	NOUN
fbem-22389	56	45	.	.	PUNCT
fbem-22389	57	1	weak	weak	ADJ
fbem-22389	57	2	ai	ai	VERB
fbem-22389	57	3	focuses	focus	VERB
fbem-22389	57	4	on	on	ADP
fbem-22389	57	5	a	a	DET
fbem-22389	57	6	single	single	ADJ
fbem-22389	57	7	field	field	NOUN
fbem-22389	57	8	and	and	CCONJ
fbem-22389	57	9	can	can	AUX
fbem-22389	57	10	not	not	PART
fbem-22389	57	11	generally	generally	ADV
fbem-22389	57	12	handle	handle	VERB
fbem-22389	57	13	multiple	multiple	ADJ
fbem-22389	57	14	tasks	task	NOUN
fbem-22389	57	15	.	.	PUNCT
fbem-22389	58	1	(	(	PUNCT
fbem-22389	58	2	2	2	X
fbem-22389	58	3	)	)	PUNCT
fbem-22389	58	4	strong	strong	ADJ
fbem-22389	58	5	ai	ai	NOUN
fbem-22389	58	6	,	,	PUNCT
fbem-22389	58	7	also	also	ADV
fbem-22389	58	8	known	know	VERB
fbem-22389	58	9	as	as	ADP
fbem-22389	58	10	general	general	ADJ
fbem-22389	58	11	ai	ai	NOUN
fbem-22389	58	12	,	,	PUNCT
fbem-22389	58	13	refers	refer	VERB
fbem-22389	58	14	to	to	ADP
fbem-22389	58	15	ai	ai	VERB
fbem-22389	58	16	systems	system	NOUN
fbem-22389	58	17	that	that	PRON
fbem-22389	58	18	can	can	AUX
fbem-22389	58	19	understand	understand	VERB
fbem-22389	58	20	,	,	PUNCT
fbem-22389	58	21	learn	learn	VERB
fbem-22389	58	22	,	,	PUNCT
fbem-22389	58	23	and	and	CCONJ
fbem-22389	58	24	perform	perform	VERB
fbem-22389	58	25	all	all	DET
fbem-22389	58	26	tasks	task	NOUN
fbem-22389	58	27	that	that	SCONJ
fbem-22389	58	28	humans	human	NOUN
fbem-22389	58	29	can	can	AUX
fbem-22389	58	30	complete	complete	VERB
fbem-22389	58	31	.	.	PUNCT
fbem-22389	59	1	strong	strong	ADJ
fbem-22389	59	2	ai	ai	VERB
fbem-22389	59	3	is	be	AUX
fbem-22389	59	4	still	still	ADV
fbem-22389	59	5	at	at	ADP
fbem-22389	59	6	the	the	DET
fbem-22389	59	7	theoretical	theoretical	ADJ
fbem-22389	59	8	research	research	NOUN
fbem-22389	59	9	stage	stage	NOUN
fbem-22389	59	10	and	and	CCONJ
fbem-22389	59	11	has	have	AUX
fbem-22389	59	12	not	not	PART
fbem-22389	59	13	yet	yet	ADV
fbem-22389	59	14	been	be	AUX
fbem-22389	59	15	realized	realize	VERB
fbem-22389	59	16	.	.	PUNCT
fbem-22389	60	1	(	(	PUNCT
fbem-22389	60	2	3	3	X
fbem-22389	60	3	)	)	PUNCT
fbem-22389	60	4	super	super	ADJ
fbem-22389	60	5	ai	ai	VERB
fbem-22389	60	6	refers	refer	NOUN
fbem-22389	60	7	to	to	ADP
fbem-22389	60	8	ai	ai	VERB
fbem-22389	60	9	systems	system	NOUN
fbem-22389	60	10	that	that	PRON
fbem-22389	60	11	surpass	surpass	VERB
fbem-22389	60	12	human	human	ADJ
fbem-22389	60	13	intelligence	intelligence	NOUN
fbem-22389	60	14	,	,	PUNCT
fbem-22389	60	15	possessing	possess	VERB
fbem-22389	60	16	self	self	NOUN
fbem-22389	60	17	-	-	PUNCT
fbem-22389	60	18	awareness	awareness	NOUN
fbem-22389	60	19	and	and	CCONJ
fbem-22389	60	20	self	self	NOUN
fbem-22389	60	21	-	-	PUNCT
fbem-22389	60	22	improvement	improvement	NOUN
fbem-22389	60	23	capabilities	capability	NOUN
fbem-22389	60	24	.	.	PUNCT
fbem-22389	61	1	super	super	ADV
fbem-22389	61	2	ai	ai	INTJ
fbem-22389	61	3	is	be	AUX
fbem-22389	61	4	a	a	DET
fbem-22389	61	5	future	future	ADJ
fbem-22389	61	6	concept	concept	NOUN
fbem-22389	61	7	involving	involve	VERB
fbem-22389	61	8	ethical	ethical	ADJ
fbem-22389	61	9	and	and	CCONJ
fbem-22389	61	10	moral	moral	ADJ
fbem-22389	61	11	issues	issue	NOUN
fbem-22389	61	12	.	.	PUNCT
fbem-22389	62	1	3.2	3.2	NUM
fbem-22389	62	2	.	.	PUNCT
fbem-22389	62	3	machine	machine	NOUN
fbem-22389	62	4	learning	learning	NOUN
fbem-22389	62	5	and	and	CCONJ
fbem-22389	62	6	deep	deep	ADJ
fbem-22389	62	7	learning	learning	NOUN
fbem-22389	62	8	machine	machine	NOUN
fbem-22389	62	9	learning	learning	NOUN
fbem-22389	62	10	is	be	AUX
fbem-22389	62	11	a	a	DET
fbem-22389	62	12	branch	branch	NOUN
fbem-22389	62	13	of	of	ADP
fbem-22389	62	14	ai	ai	VERB
fbem-22389	62	15	focused	focus	VERB
fbem-22389	62	16	on	on	ADP
fbem-22389	62	17	developing	develop	VERB
fbem-22389	62	18	algorithms	algorithm	NOUN
fbem-22389	62	19	and	and	CCONJ
fbem-22389	62	20	models	model	NOUN
fbem-22389	62	21	that	that	PRON
fbem-22389	62	22	can	can	AUX
fbem-22389	62	23	learn	learn	VERB
fbem-22389	62	24	from	from	ADP
fbem-22389	62	25	data	datum	NOUN
fbem-22389	62	26	and	and	CCONJ
fbem-22389	62	27	make	make	VERB
fbem-22389	62	28	predictions	prediction	NOUN
fbem-22389	62	29	.	.	PUNCT
fbem-22389	63	1	machine	machine	NOUN
fbem-22389	63	2	learning	learning	NOUN
fbem-22389	63	3	identifies	identify	VERB
fbem-22389	63	4	patterns	pattern	NOUN
fbem-22389	63	5	and	and	CCONJ
fbem-22389	63	6	relationships	relationship	NOUN
fbem-22389	63	7	in	in	ADP
fbem-22389	63	8	data	datum	NOUN
fbem-22389	63	9	,	,	PUNCT
fbem-22389	63	10	enabling	enable	VERB
fbem-22389	63	11	systems	system	NOUN
fbem-22389	63	12	to	to	PART
fbem-22389	63	13	improve	improve	VERB
fbem-22389	63	14	their	their	PRON
fbem-22389	63	15	performance	performance	NOUN
fbem-22389	63	16	and	and	CCONJ
fbem-22389	63	17	decision	decision	NOUN
fbem-22389	63	18	-	-	PUNCT
fbem-22389	63	19	making	making	NOUN
fbem-22389	63	20	.	.	PUNCT
fbem-22389	64	1	machine	machine	NOUN
fbem-22389	64	2	learning	learning	NOUN
fbem-22389	64	3	includes	include	VERB
fbem-22389	64	4	the	the	DET
fbem-22389	64	5	following	follow	VERB
fbem-22389	64	6	three	three	NUM
fbem-22389	64	7	categories	category	NOUN
fbem-22389	64	8	:	:	PUNCT
fbem-22389	64	9	supervised	supervised	ADJ
fbem-22389	64	10	learning	learning	NOUN
fbem-22389	64	11	,	,	PUNCT
fbem-22389	64	12	unsupervised	unsupervised	ADJ
fbem-22389	64	13	learning	learning	NOUN
fbem-22389	64	14	,	,	PUNCT
fbem-22389	64	15	and	and	CCONJ
fbem-22389	64	16	reinforcement	reinforcement	NOUN
fbem-22389	64	17	learning	learning	NOUN
fbem-22389	65	1	[	[	X
fbem-22389	65	2	3	3	NUM
fbem-22389	65	3	]	]	PUNCT
fbem-22389	65	4	.	.	PUNCT
fbem-22389	66	1	(	(	PUNCT
fbem-22389	66	2	1	1	X
fbem-22389	66	3	)	)	PUNCT
fbem-22389	66	4	supervised	supervised	ADJ
fbem-22389	66	5	learning	learning	NOUN
fbem-22389	66	6	uses	use	VERB
fbem-22389	66	7	labeled	label	VERB
fbem-22389	66	8	data	datum	NOUN
fbem-22389	66	9	for	for	ADP
fbem-22389	66	10	training	training	NOUN
fbem-22389	66	11	,	,	PUNCT
fbem-22389	66	12	learning	learn	VERB
fbem-22389	66	13	models	model	NOUN
fbem-22389	66	14	through	through	ADP
fbem-22389	66	15	input	input	NOUN
fbem-22389	66	16	-	-	PUNCT
fbem-22389	66	17	output	output	NOUN
fbem-22389	66	18	pairs	pair	NOUN
fbem-22389	66	19	.	.	PUNCT
fbem-22389	67	1	common	common	ADJ
fbem-22389	67	2	supervised	supervised	ADJ
fbem-22389	67	3	learning	learning	NOUN
fbem-22389	67	4	algorithms	algorithm	NOUN
fbem-22389	67	5	include	include	VERB
fbem-22389	67	6	linear	linear	PROPN
fbem-22389	67	7	regression	regression	NOUN
fbem-22389	67	8	,	,	PUNCT
fbem-22389	67	9	logistic	logistic	ADJ
fbem-22389	67	10	regression	regression	NOUN
fbem-22389	67	11	,	,	PUNCT
fbem-22389	67	12	support	support	VERB
fbem-22389	67	13	vector	vector	NOUN
fbem-22389	67	14	machines	machine	NOUN
fbem-22389	67	15	,	,	PUNCT
fbem-22389	67	16	and	and	CCONJ
fbem-22389	67	17	decision	decision	NOUN
fbem-22389	67	18	trees	tree	NOUN
fbem-22389	67	19	.	.	PUNCT
fbem-22389	68	1	(	(	PUNCT
fbem-22389	68	2	2	2	X
fbem-22389	68	3	)	)	PUNCT
fbem-22389	68	4	unsupervised	unsupervised	ADJ
fbem-22389	68	5	learning	learning	NOUN
fbem-22389	68	6	deals	deal	NOUN
fbem-22389	68	7	with	with	ADP
fbem-22389	68	8	unlabeled	unlabeled	ADJ
fbem-22389	68	9	data	datum	NOUN
fbem-22389	68	10	,	,	PUNCT
fbem-22389	68	11	seeking	seek	VERB
fbem-22389	68	12	to	to	PART
fbem-22389	68	13	identify	identify	VERB
fbem-22389	68	14	the	the	DET
fbem-22389	68	15	internal	internal	ADJ
fbem-22389	68	16	structure	structure	NOUN
fbem-22389	68	17	and	and	CCONJ
fbem-22389	68	18	patterns	pattern	NOUN
fbem-22389	68	19	within	within	ADP
fbem-22389	68	20	the	the	DET
fbem-22389	68	21	data	datum	NOUN
fbem-22389	68	22	.	.	PUNCT
fbem-22389	69	1	common	common	ADJ
fbem-22389	69	2	unsupervised	unsupervised	ADJ
fbem-22389	69	3	learning	learning	NOUN
fbem-22389	69	4	algorithms	algorithm	NOUN
fbem-22389	69	5	include	include	VERB
fbem-22389	69	6	clustering	cluster	VERB
fbem-22389	69	7	analysis	analysis	NOUN
fbem-22389	69	8	(	(	PUNCT
fbem-22389	69	9	such	such	ADJ
fbem-22389	69	10	as	as	ADP
fbem-22389	69	11	k	k	NOUN
fbem-22389	69	12	-	-	PUNCT
fbem-22389	69	13	means	mean	NOUN
fbem-22389	69	14	)	)	PUNCT
fbem-22389	69	15	and	and	CCONJ
fbem-22389	69	16	dimensionality	dimensionality	NOUN
fbem-22389	69	17	reduction	reduction	NOUN
fbem-22389	69	18	techniques	technique	NOUN
fbem-22389	69	19	(	(	PUNCT
fbem-22389	69	20	such	such	ADJ
fbem-22389	69	21	as	as	ADP
fbem-22389	69	22	pca	pca	PROPN
fbem-22389	69	23	)	)	PUNCT
fbem-22389	69	24	.	.	PUNCT
fbem-22389	70	1	(	(	PUNCT
fbem-22389	70	2	3	3	X
fbem-22389	70	3	)	)	PUNCT
fbem-22389	70	4	reinforcement	reinforcement	NOUN
fbem-22389	70	5	learning	learning	NOUN
fbem-22389	70	6	learns	learn	VERB
fbem-22389	70	7	strategies	strategy	NOUN
fbem-22389	70	8	through	through	ADP
fbem-22389	70	9	interactions	interaction	NOUN
fbem-22389	70	10	with	with	ADP
fbem-22389	70	11	the	the	DET
fbem-22389	70	12	environment	environment	NOUN
fbem-22389	70	13	,	,	PUNCT
fbem-22389	70	14	using	use	VERB
fbem-22389	70	15	reward	reward	NOUN
fbem-22389	70	16	and	and	CCONJ
fbem-22389	70	17	punishment	punishment	NOUN
fbem-22389	70	18	mechanisms	mechanism	NOUN
fbem-22389	70	19	.	.	PUNCT
fbem-22389	71	1	this	this	DET
fbem-22389	71	2	method	method	NOUN
fbem-22389	71	3	is	be	AUX
fbem-22389	71	4	widely	widely	ADV
fbem-22389	71	5	used	use	VERB
fbem-22389	71	6	in	in	ADP
fbem-22389	71	7	game	game	NOUN
fbem-22389	71	8	ai	ai	VERB
fbem-22389	71	9	and	and	CCONJ
fbem-22389	71	10	robotic	robotic	ADJ
fbem-22389	71	11	control	control	NOUN
fbem-22389	71	12	.	.	PUNCT
fbem-22389	72	1	deep	deep	ADJ
fbem-22389	72	2	learning	learning	NOUN
fbem-22389	72	3	is	be	AUX
fbem-22389	72	4	a	a	DET
fbem-22389	72	5	subfield	subfield	NOUN
fbem-22389	72	6	of	of	ADP
fbem-22389	72	7	machine	machine	NOUN
fbem-22389	72	8	learning	learning	NOUN
fbem-22389	72	9	based	base	VERB
fbem-22389	72	10	on	on	ADP
fbem-22389	72	11	multi	multi	ADJ
fbem-22389	72	12	-	-	ADJ
fbem-22389	72	13	layer	layer	ADJ
fbem-22389	72	14	neural	neural	ADJ
fbem-22389	72	15	network	network	NOUN
fbem-22389	72	16	structures	structure	NOUN
fbem-22389	72	17	,	,	PUNCT
fbem-22389	72	18	training	training	NOUN
fbem-22389	72	19	models	model	NOUN
fbem-22389	72	20	through	through	ADP
fbem-22389	72	21	large	large	ADJ
fbem-22389	72	22	-	-	PUNCT
fbem-22389	72	23	scale	scale	NOUN
fbem-22389	72	24	data	datum	NOUN
fbem-22389	72	25	.	.	PUNCT
fbem-22389	73	1	deep	deep	ADJ
fbem-22389	73	2	learning	learning	NOUN
fbem-22389	73	3	excels	excel	NOUN
fbem-22389	73	4	in	in	ADP
fbem-22389	73	5	fields	field	NOUN
fbem-22389	73	6	such	such	ADJ
fbem-22389	73	7	as	as	ADP
fbem-22389	73	8	image	image	NOUN
fbem-22389	73	9	processing	processing	NOUN
fbem-22389	73	10	,	,	PUNCT
fbem-22389	73	11	speech	speech	NOUN
fbem-22389	73	12	recognition	recognition	NOUN
fbem-22389	73	13	,	,	PUNCT
fbem-22389	73	14	and	and	CCONJ
fbem-22389	73	15	natural	natural	ADJ
fbem-22389	73	16	language	language	NOUN
fbem-22389	73	17	processing	processing	NOUN
fbem-22389	73	18	.	.	PUNCT
fbem-22389	74	1	deep	deep	ADJ
fbem-22389	74	2	learning	learning	NOUN
fbem-22389	74	3	includes	include	VERB
fbem-22389	74	4	convolutional	convolutional	ADJ
fbem-22389	74	5	neural	neural	ADJ
fbem-22389	74	6	networks	network	NOUN
fbem-22389	74	7	(	(	PUNCT
fbem-22389	74	8	cnns	cnns	PROPN
fbem-22389	74	9	)	)	PUNCT
fbem-22389	74	10	and	and	CCONJ
fbem-22389	74	11	recurrent	recurrent	ADJ
fbem-22389	74	12	neural	neural	ADJ
fbem-22389	74	13	networks	network	NOUN
fbem-22389	74	14	(	(	PUNCT
fbem-22389	74	15	rnns	rnns	PROPN
fbem-22389	74	16	)	)	PUNCT
fbem-22389	75	1	[	[	X
fbem-22389	75	2	4	4	NUM
fbem-22389	75	3	]	]	PUNCT
fbem-22389	75	4	.	.	PUNCT
fbem-22389	76	1	(	(	PUNCT
fbem-22389	76	2	1	1	X
fbem-22389	76	3	)	)	PUNCT
fbem-22389	76	4	cnns	cnn	NOUN
fbem-22389	76	5	are	be	AUX
fbem-22389	76	6	mainly	mainly	ADV
fbem-22389	76	7	used	use	VERB
fbem-22389	76	8	for	for	ADP
fbem-22389	76	9	processing	process	VERB
fbem-22389	76	10	image	image	NOUN
fbem-22389	76	11	data	datum	NOUN
fbem-22389	76	12	,	,	PUNCT
fbem-22389	76	13	extracting	extract	VERB
fbem-22389	76	14	image	image	NOUN
fbem-22389	76	15	features	feature	VERB
fbem-22389	76	16	through	through	ADP
fbem-22389	76	17	convolution	convolution	NOUN
fbem-22389	76	18	layers	layer	NOUN
fbem-22389	76	19	,	,	PUNCT
fbem-22389	76	20	pooling	pool	VERB
fbem-22389	76	21	layers	layer	NOUN
fbem-22389	76	22	,	,	PUNCT
fbem-22389	76	23	and	and	CCONJ
fbem-22389	76	24	fully	fully	ADV
fbem-22389	76	25	connected	connected	ADJ
fbem-22389	76	26	layers	layer	NOUN
fbem-22389	76	27	.	.	PUNCT
fbem-22389	77	1	cnns	cnns	PROPN
fbem-22389	77	2	perform	perform	VERB
fbem-22389	77	3	well	well	ADV
fbem-22389	77	4	in	in	ADP
fbem-22389	77	5	computer	computer	NOUN
fbem-22389	77	6	vision	vision	NOUN
fbem-22389	77	7	tasks	task	NOUN
fbem-22389	77	8	.	.	PUNCT
fbem-22389	78	1	(	(	PUNCT
fbem-22389	78	2	2	2	X
fbem-22389	78	3	)	)	PUNCT
fbem-22389	78	4	rnns	rnn	NOUN
fbem-22389	78	5	are	be	AUX
fbem-22389	78	6	used	use	VERB
fbem-22389	78	7	for	for	ADP
fbem-22389	78	8	processing	process	VERB
fbem-22389	78	9	sequential	sequential	ADJ
fbem-22389	78	10	data	datum	NOUN
fbem-22389	78	11	,	,	PUNCT
fbem-22389	78	12	suitable	suitable	ADJ
fbem-22389	78	13	for	for	ADP
fbem-22389	78	14	time	time	NOUN
fbem-22389	78	15	series	series	PROPN
fbem-22389	78	16	prediction	prediction	NOUN
fbem-22389	78	17	and	and	CCONJ
fbem-22389	78	18	natural	natural	ADJ
fbem-22389	78	19	language	language	NOUN
fbem-22389	78	20	processing	processing	NOUN
fbem-22389	78	21	.	.	PUNCT
fbem-22389	79	1	long	long	ADJ
fbem-22389	79	2	short	short	ADJ
fbem-22389	79	3	-	-	PUNCT
fbem-22389	79	4	term	term	NOUN
fbem-22389	79	5	memory	memory	NOUN
fbem-22389	79	6	(	(	PUNCT
fbem-22389	79	7	lstm	lstm	NOUN
fbem-22389	79	8	)	)	PUNCT
fbem-22389	79	9	networks	network	NOUN
fbem-22389	79	10	and	and	CCONJ
fbem-22389	79	11	gated	gate	VERB
fbem-22389	79	12	387	387	NUM
fbem-22389	79	13	recurrent	recurrent	ADJ
fbem-22389	79	14	units	unit	NOUN
fbem-22389	79	15	(	(	PUNCT
fbem-22389	79	16	gru	gru	NOUN
fbem-22389	79	17	)	)	PUNCT
fbem-22389	79	18	are	be	AUX
fbem-22389	79	19	common	common	ADJ
fbem-22389	79	20	rnn	rnn	NOUN
fbem-22389	79	21	variants	variant	NOUN
fbem-22389	79	22	,	,	PUNCT
fbem-22389	79	23	addressing	address	VERB
fbem-22389	79	24	the	the	DET
fbem-22389	79	25	long	long	ADJ
fbem-22389	79	26	-	-	PUNCT
fbem-22389	79	27	dependency	dependency	NOUN
fbem-22389	79	28	problem	problem	NOUN
fbem-22389	79	29	of	of	ADP
fbem-22389	79	30	standard	standard	ADJ
fbem-22389	79	31	rnns	rnn	NOUN
fbem-22389	79	32	.	.	PUNCT
fbem-22389	80	1	3.3	3.3	NUM
fbem-22389	80	2	.	.	PUNCT
fbem-22389	81	1	application	application	NOUN
fbem-22389	81	2	scenarios	scenario	NOUN
fbem-22389	81	3	of	of	ADP
fbem-22389	81	4	artificial	artificial	ADJ
fbem-22389	81	5	intelligence	intelligence	NOUN
fbem-22389	81	6	the	the	DET
fbem-22389	81	7	broad	broad	ADJ
fbem-22389	81	8	application	application	NOUN
fbem-22389	81	9	of	of	ADP
fbem-22389	81	10	ai	ai	PROPN
fbem-22389	81	11	technology	technology	NOUN
fbem-22389	81	12	is	be	AUX
fbem-22389	81	13	profoundly	profoundly	ADV
fbem-22389	81	14	changing	change	VERB
fbem-22389	81	15	various	various	ADJ
fbem-22389	81	16	industries	industry	NOUN
fbem-22389	81	17	,	,	PUNCT
fbem-22389	81	18	enhancing	enhance	VERB
fbem-22389	81	19	productivity	productivity	NOUN
fbem-22389	81	20	and	and	CCONJ
fbem-22389	81	21	decision	decision	NOUN
fbem-22389	81	22	-	-	PUNCT
fbem-22389	81	23	making	make	VERB
fbem-22389	81	24	intelligence	intelligence	NOUN
fbem-22389	81	25	.	.	PUNCT
fbem-22389	82	1	for	for	ADP
fbem-22389	82	2	example	example	NOUN
fbem-22389	82	3	,	,	PUNCT
fbem-22389	82	4	in	in	ADP
fbem-22389	82	5	the	the	DET
fbem-22389	82	6	medical	medical	ADJ
fbem-22389	82	7	field	field	NOUN
fbem-22389	82	8	,	,	PUNCT
fbem-22389	82	9	ai	ai	VERB
fbem-22389	82	10	aids	aids	PROPN
fbem-22389	82	11	doctors	doctor	NOUN
fbem-22389	82	12	in	in	ADP
fbem-22389	82	13	disease	disease	NOUN
fbem-22389	82	14	diagnosis	diagnosis	NOUN
fbem-22389	82	15	,	,	PUNCT
fbem-22389	82	16	drug	drug	NOUN
fbem-22389	82	17	discovery	discovery	NOUN
fbem-22389	82	18	,	,	PUNCT
fbem-22389	82	19	and	and	CCONJ
fbem-22389	82	20	personalized	personalized	ADJ
fbem-22389	82	21	medicine	medicine	NOUN
fbem-22389	82	22	by	by	ADP
fbem-22389	82	23	analyzing	analyze	VERB
fbem-22389	82	24	medical	medical	ADJ
fbem-22389	82	25	data	datum	NOUN
fbem-22389	82	26	,	,	PUNCT
fbem-22389	82	27	thereby	thereby	ADV
fbem-22389	82	28	improving	improve	VERB
fbem-22389	82	29	diagnostic	diagnostic	ADJ
fbem-22389	82	30	and	and	CCONJ
fbem-22389	82	31	treatment	treatment	NOUN
fbem-22389	82	32	accuracy	accuracy	NOUN
fbem-22389	82	33	.	.	PUNCT
fbem-22389	83	1	in	in	ADP
fbem-22389	83	2	finance	finance	NOUN
fbem-22389	83	3	,	,	PUNCT
fbem-22389	83	4	ai	ai	VERB
fbem-22389	83	5	is	be	AUX
fbem-22389	83	6	widely	widely	ADV
fbem-22389	83	7	used	use	VERB
fbem-22389	83	8	in	in	ADP
fbem-22389	83	9	risk	risk	NOUN
fbem-22389	83	10	management	management	NOUN
fbem-22389	83	11	,	,	PUNCT
fbem-22389	83	12	stock	stock	NOUN
fbem-22389	83	13	trading	trading	NOUN
fbem-22389	83	14	,	,	PUNCT
fbem-22389	83	15	and	and	CCONJ
fbem-22389	83	16	customer	customer	NOUN
fbem-22389	83	17	service	service	NOUN
fbem-22389	83	18	,	,	PUNCT
fbem-22389	83	19	improving	improve	VERB
fbem-22389	83	20	the	the	DET
fbem-22389	83	21	accuracy	accuracy	NOUN
fbem-22389	83	22	of	of	ADP
fbem-22389	83	23	financial	financial	ADJ
fbem-22389	83	24	predictions	prediction	NOUN
fbem-22389	83	25	and	and	CCONJ
fbem-22389	83	26	optimizing	optimize	VERB
fbem-22389	83	27	trading	trading	NOUN
fbem-22389	83	28	strategies	strategy	NOUN
fbem-22389	83	29	through	through	ADP
fbem-22389	83	30	data	data	NOUN
fbem-22389	83	31	analysis	analysis	NOUN
fbem-22389	83	32	and	and	CCONJ
fbem-22389	83	33	pattern	pattern	NOUN
fbem-22389	83	34	recognition	recognition	NOUN
fbem-22389	83	35	.	.	PUNCT
fbem-22389	84	1	autonomous	autonomous	ADJ
fbem-22389	84	2	vehicles	vehicle	NOUN
fbem-22389	84	3	are	be	AUX
fbem-22389	84	4	a	a	DET
fbem-22389	84	5	typical	typical	ADJ
fbem-22389	84	6	application	application	NOUN
fbem-22389	84	7	in	in	ADP
fbem-22389	84	8	the	the	DET
fbem-22389	84	9	transportation	transportation	NOUN
fbem-22389	84	10	field	field	NOUN
fbem-22389	84	11	,	,	PUNCT
fbem-22389	84	12	where	where	SCONJ
fbem-22389	84	13	ai	ai	VERB
fbem-22389	84	14	systems	system	NOUN
fbem-22389	84	15	can	can	AUX
fbem-22389	84	16	perceive	perceive	VERB
fbem-22389	84	17	the	the	DET
fbem-22389	84	18	environment	environment	NOUN
fbem-22389	84	19	and	and	CCONJ
fbem-22389	84	20	make	make	VERB
fbem-22389	84	21	driving	driving	NOUN
fbem-22389	84	22	decisions	decision	NOUN
fbem-22389	84	23	using	use	VERB
fbem-22389	84	24	computer	computer	NOUN
fbem-22389	84	25	vision	vision	NOUN
fbem-22389	84	26	and	and	CCONJ
fbem-22389	84	27	deep	deep	ADJ
fbem-22389	84	28	learning	learning	NOUN
fbem-22389	84	29	technologies	technology	NOUN
fbem-22389	84	30	.	.	PUNCT
fbem-22389	85	1	in	in	ADP
fbem-22389	85	2	entertainment	entertainment	NOUN
fbem-22389	85	3	,	,	PUNCT
fbem-22389	85	4	ai	ai	VERB
fbem-22389	85	5	plays	play	VERB
fbem-22389	85	6	an	an	DET
fbem-22389	85	7	important	important	ADJ
fbem-22389	85	8	role	role	NOUN
fbem-22389	85	9	in	in	ADP
fbem-22389	85	10	content	content	NOUN
fbem-22389	85	11	recommendation	recommendation	NOUN
fbem-22389	85	12	,	,	PUNCT
fbem-22389	85	13	game	game	NOUN
fbem-22389	85	14	ai	ai	VERB
fbem-22389	85	15	,	,	PUNCT
fbem-22389	85	16	and	and	CCONJ
fbem-22389	85	17	virtual	virtual	ADJ
fbem-22389	85	18	reality	reality	NOUN
fbem-22389	85	19	,	,	PUNCT
fbem-22389	85	20	enhancing	enhance	VERB
fbem-22389	85	21	user	user	NOUN
fbem-22389	85	22	experience	experience	NOUN
fbem-22389	85	23	through	through	ADP
fbem-22389	85	24	recommendation	recommendation	NOUN
fbem-22389	85	25	systems	system	NOUN
fbem-22389	85	26	that	that	PRON
fbem-22389	85	27	use	use	VERB
fbem-22389	85	28	user	user	NOUN
fbem-22389	85	29	behavior	behavior	NOUN
fbem-22389	85	30	data	datum	NOUN
fbem-22389	85	31	to	to	PART
fbem-22389	85	32	provide	provide	VERB
fbem-22389	85	33	personalized	personalized	ADJ
fbem-22389	85	34	content	content	NOUN
fbem-22389	85	35	.	.	PUNCT
fbem-22389	86	1	additionally	additionally	ADV
fbem-22389	86	2	,	,	PUNCT
fbem-22389	86	3	in	in	ADP
fbem-22389	86	4	manufacturing	manufacturing	NOUN
fbem-22389	86	5	,	,	PUNCT
fbem-22389	86	6	ai	ai	VERB
fbem-22389	86	7	optimizes	optimize	VERB
fbem-22389	86	8	production	production	NOUN
fbem-22389	86	9	processes	process	NOUN
fbem-22389	86	10	through	through	ADP
fbem-22389	86	11	intelligent	intelligent	ADJ
fbem-22389	86	12	manufacturing	manufacturing	NOUN
fbem-22389	86	13	and	and	CCONJ
fbem-22389	86	14	industrial	industrial	ADJ
fbem-22389	86	15	automation	automation	NOUN
fbem-22389	86	16	,	,	PUNCT
fbem-22389	86	17	improving	improve	VERB
fbem-22389	86	18	efficiency	efficiency	NOUN
fbem-22389	86	19	and	and	CCONJ
fbem-22389	86	20	product	product	NOUN
fbem-22389	86	21	quality	quality	NOUN
fbem-22389	86	22	,	,	PUNCT
fbem-22389	86	23	and	and	CCONJ
fbem-22389	86	24	reducing	reduce	VERB
fbem-22389	86	25	equipment	equipment	NOUN
fbem-22389	86	26	failures	failure	NOUN
fbem-22389	86	27	and	and	CCONJ
fbem-22389	86	28	downtime	downtime	NOUN
fbem-22389	86	29	through	through	ADP
fbem-22389	86	30	predictive	predictive	ADJ
fbem-22389	86	31	maintenance	maintenance	NOUN
fbem-22389	86	32	.	.	PUNCT
fbem-22389	87	1	overall	overall	ADV
fbem-22389	87	2	,	,	PUNCT
fbem-22389	87	3	the	the	DET
fbem-22389	87	4	extensive	extensive	ADJ
fbem-22389	87	5	application	application	NOUN
fbem-22389	87	6	of	of	ADP
fbem-22389	87	7	ai	ai	PRON
fbem-22389	87	8	technology	technology	NOUN
fbem-22389	87	9	is	be	AUX
fbem-22389	87	10	profoundly	profoundly	ADV
fbem-22389	87	11	changing	change	VERB
fbem-22389	87	12	various	various	ADJ
fbem-22389	87	13	industries	industry	NOUN
fbem-22389	87	14	,	,	PUNCT
fbem-22389	87	15	enhancing	enhance	VERB
fbem-22389	87	16	productivity	productivity	NOUN
fbem-22389	87	17	and	and	CCONJ
fbem-22389	87	18	decision	decision	NOUN
fbem-22389	87	19	-	-	PUNCT
fbem-22389	87	20	making	make	VERB
fbem-22389	87	21	intelligence	intelligence	NOUN
fbem-22389	87	22	.	.	PUNCT
fbem-22389	88	1	as	as	SCONJ
fbem-22389	88	2	technology	technology	NOUN
fbem-22389	88	3	continues	continue	VERB
fbem-22389	88	4	to	to	PART
fbem-22389	88	5	advance	advance	VERB
fbem-22389	88	6	,	,	PUNCT
fbem-22389	88	7	ai	ai	VERB
fbem-22389	88	8	will	will	AUX
fbem-22389	88	9	demonstrate	demonstrate	VERB
fbem-22389	88	10	unlimited	unlimited	ADJ
fbem-22389	88	11	potential	potential	NOUN
fbem-22389	88	12	and	and	CCONJ
fbem-22389	88	13	prospects	prospect	NOUN
fbem-22389	88	14	in	in	ADP
fbem-22389	88	15	more	more	ADJ
fbem-22389	88	16	fields	field	NOUN
fbem-22389	88	17	.	.	PUNCT
fbem-22389	89	1	4	4	X
fbem-22389	89	2	.	.	X
fbem-22389	89	3	applications	application	NOUN
fbem-22389	89	4	of	of	ADP
fbem-22389	89	5	data	datum	NOUN
fbem-22389	89	6	visualization	visualization	NOUN
fbem-22389	89	7	in	in	ADP
fbem-22389	89	8	artificial	artificial	ADJ
fbem-22389	89	9	intelligence	intelligence	NOUN
fbem-22389	89	10	data	data	NOUN
fbem-22389	89	11	visualization	visualization	NOUN
fbem-22389	89	12	plays	play	VERB
fbem-22389	89	13	multiple	multiple	ADJ
fbem-22389	89	14	important	important	ADJ
fbem-22389	89	15	roles	role	NOUN
fbem-22389	89	16	in	in	ADP
fbem-22389	89	17	artificial	artificial	ADJ
fbem-22389	89	18	intelligence	intelligence	NOUN
fbem-22389	89	19	(	(	PUNCT
fbem-22389	89	20	ai	ai	NOUN
fbem-22389	89	21	)	)	PUNCT
fbem-22389	89	22	,	,	PUNCT
fbem-22389	89	23	ranging	range	VERB
fbem-22389	89	24	from	from	ADP
fbem-22389	89	25	data	datum	NOUN
fbem-22389	89	26	preprocessing	preprocesse	VERB
fbem-22389	89	27	to	to	PART
fbem-22389	89	28	feature	feature	NOUN
fbem-22389	89	29	engineering	engineering	NOUN
fbem-22389	89	30	,	,	PUNCT
fbem-22389	89	31	model	model	NOUN
fbem-22389	89	32	training	training	NOUN
fbem-22389	89	33	and	and	CCONJ
fbem-22389	89	34	evaluation	evaluation	NOUN
fbem-22389	89	35	,	,	PUNCT
fbem-22389	89	36	and	and	CCONJ
fbem-22389	89	37	result	result	VERB
fbem-22389	89	38	interpretation	interpretation	NOUN
fbem-22389	89	39	and	and	CCONJ
fbem-22389	89	40	presentation	presentation	NOUN
fbem-22389	89	41	.	.	PUNCT
fbem-22389	90	1	the	the	DET
fbem-22389	90	2	following	follow	VERB
fbem-22389	90	3	sections	section	NOUN
fbem-22389	90	4	will	will	AUX
fbem-22389	90	5	explore	explore	VERB
fbem-22389	90	6	the	the	DET
fbem-22389	90	7	specific	specific	ADJ
fbem-22389	90	8	applications	application	NOUN
fbem-22389	90	9	of	of	ADP
fbem-22389	90	10	data	datum	NOUN
fbem-22389	90	11	visualization	visualization	NOUN
fbem-22389	90	12	at	at	ADP
fbem-22389	90	13	these	these	DET
fbem-22389	90	14	different	different	ADJ
fbem-22389	90	15	stages	stage	NOUN
fbem-22389	90	16	.	.	PUNCT
fbem-22389	91	1	4.1	4.1	NUM
fbem-22389	91	2	.	.	PUNCT
fbem-22389	91	3	visualization	visualization	NOUN
fbem-22389	91	4	in	in	ADP
fbem-22389	91	5	data	datum	NOUN
fbem-22389	91	6	preprocessing	preprocessing	NOUN
fbem-22389	91	7	during	during	ADP
fbem-22389	91	8	the	the	DET
fbem-22389	91	9	data	datum	NOUN
fbem-22389	91	10	preprocessing	preprocessing	NOUN
fbem-22389	91	11	stage	stage	NOUN
fbem-22389	91	12	,	,	PUNCT
fbem-22389	91	13	data	datum	NOUN
fbem-22389	91	14	visualization	visualization	NOUN
fbem-22389	91	15	techniques	technique	NOUN
fbem-22389	91	16	are	be	AUX
fbem-22389	91	17	widely	widely	ADV
fbem-22389	91	18	used	use	VERB
fbem-22389	91	19	for	for	ADP
fbem-22389	91	20	data	datum	NOUN
fbem-22389	91	21	cleaning	cleaning	NOUN
fbem-22389	91	22	and	and	CCONJ
fbem-22389	91	23	outlier	outlier	NOUN
fbem-22389	91	24	detection	detection	NOUN
fbem-22389	91	25	.	.	PUNCT
fbem-22389	92	1	visualization	visualization	NOUN
fbem-22389	92	2	tools	tool	NOUN
fbem-22389	92	3	enable	enable	VERB
fbem-22389	92	4	researchers	researcher	NOUN
fbem-22389	92	5	to	to	PART
fbem-22389	92	6	quickly	quickly	ADV
fbem-22389	92	7	identify	identify	VERB
fbem-22389	92	8	and	and	CCONJ
fbem-22389	92	9	handle	handle	VERB
fbem-22389	92	10	anomalies	anomaly	NOUN
fbem-22389	92	11	and	and	CCONJ
fbem-22389	92	12	noise	noise	NOUN
fbem-22389	92	13	in	in	ADP
fbem-22389	92	14	the	the	DET
fbem-22389	92	15	data	datum	NOUN
fbem-22389	92	16	,	,	PUNCT
fbem-22389	92	17	thus	thus	ADV
fbem-22389	92	18	improving	improve	VERB
fbem-22389	92	19	data	datum	NOUN
fbem-22389	92	20	quality	quality	NOUN
fbem-22389	92	21	and	and	CCONJ
fbem-22389	92	22	the	the	DET
fbem-22389	92	23	reliability	reliability	NOUN
fbem-22389	92	24	of	of	ADP
fbem-22389	92	25	analyses	analysis	NOUN
fbem-22389	92	26	.	.	PUNCT
fbem-22389	93	1	histogram	histogram	NOUN
fbem-22389	93	2	and	and	CCONJ
fbem-22389	93	3	scatter	scatter	NOUN
fbem-22389	93	4	plot	plot	NOUN
fbem-22389	93	5	tools	tool	NOUN
fbem-22389	93	6	can	can	AUX
fbem-22389	93	7	display	display	VERB
fbem-22389	93	8	data	data	NOUN
fbem-22389	93	9	distribution	distribution	NOUN
fbem-22389	93	10	and	and	CCONJ
fbem-22389	93	11	relationships	relationship	NOUN
fbem-22389	93	12	between	between	ADP
fbem-22389	93	13	variables	variable	NOUN
fbem-22389	93	14	.	.	PUNCT
fbem-22389	94	1	for	for	ADP
fbem-22389	94	2	example	example	NOUN
fbem-22389	94	3	,	,	PUNCT
fbem-22389	94	4	histograms	histogram	NOUN
fbem-22389	94	5	help	help	AUX
fbem-22389	94	6	identify	identify	VERB
fbem-22389	94	7	skewness	skewness	NOUN
fbem-22389	94	8	and	and	CCONJ
fbem-22389	94	9	outliers	outlier	NOUN
fbem-22389	94	10	in	in	ADP
fbem-22389	94	11	the	the	DET
fbem-22389	94	12	data	datum	NOUN
fbem-22389	94	13	,	,	PUNCT
fbem-22389	94	14	while	while	SCONJ
fbem-22389	94	15	scatter	scatter	NOUN
fbem-22389	94	16	plots	plot	NOUN
fbem-22389	94	17	reveal	reveal	VERB
fbem-22389	94	18	linear	linear	ADJ
fbem-22389	94	19	or	or	CCONJ
fbem-22389	94	20	nonlinear	nonlinear	ADJ
fbem-22389	94	21	relationships	relationship	NOUN
fbem-22389	94	22	between	between	ADP
fbem-22389	94	23	variables	variable	NOUN
fbem-22389	94	24	.	.	PUNCT
fbem-22389	95	1	heatmaps	heatmap	NOUN
fbem-22389	95	2	and	and	CCONJ
fbem-22389	95	3	box	box	NOUN
fbem-22389	95	4	plots	plot	NOUN
fbem-22389	95	5	effectively	effectively	ADV
fbem-22389	95	6	show	show	VERB
fbem-22389	95	7	the	the	DET
fbem-22389	95	8	distribution	distribution	NOUN
fbem-22389	95	9	of	of	ADP
fbem-22389	95	10	missing	miss	VERB
fbem-22389	95	11	and	and	CCONJ
fbem-22389	95	12	duplicated	duplicate	VERB
fbem-22389	95	13	data	datum	NOUN
fbem-22389	95	14	,	,	PUNCT
fbem-22389	95	15	assisting	assist	VERB
fbem-22389	95	16	researchers	researcher	NOUN
fbem-22389	95	17	in	in	ADP
fbem-22389	95	18	taking	take	VERB
fbem-22389	95	19	appropriate	appropriate	ADJ
fbem-22389	95	20	cleaning	cleaning	NOUN
fbem-22389	95	21	measures	measure	NOUN
fbem-22389	95	22	.	.	PUNCT
fbem-22389	96	1	4.2	4.2	NUM
fbem-22389	96	2	.	.	PUNCT
fbem-22389	96	3	visualization	visualization	NOUN
fbem-22389	96	4	in	in	ADP
fbem-22389	96	5	feature	feature	NOUN
fbem-22389	96	6	engineering	engineering	NOUN
fbem-22389	96	7	feature	feature	NOUN
fbem-22389	96	8	engineering	engineering	NOUN
fbem-22389	96	9	is	be	AUX
fbem-22389	96	10	a	a	DET
fbem-22389	96	11	crucial	crucial	ADJ
fbem-22389	96	12	step	step	NOUN
fbem-22389	96	13	in	in	ADP
fbem-22389	96	14	the	the	DET
fbem-22389	96	15	machine	machine	NOUN
fbem-22389	96	16	learning	learning	NOUN
fbem-22389	96	17	process	process	NOUN
fbem-22389	96	18	,	,	PUNCT
fbem-22389	96	19	and	and	CCONJ
fbem-22389	96	20	data	datum	NOUN
fbem-22389	96	21	visualization	visualization	NOUN
fbem-22389	96	22	plays	play	VERB
fbem-22389	96	23	a	a	DET
fbem-22389	96	24	key	key	ADJ
fbem-22389	96	25	role	role	NOUN
fbem-22389	96	26	in	in	ADP
fbem-22389	96	27	feature	feature	NOUN
fbem-22389	96	28	selection	selection	NOUN
fbem-22389	96	29	and	and	CCONJ
fbem-22389	96	30	importance	importance	NOUN
fbem-22389	96	31	assessment	assessment	NOUN
fbem-22389	96	32	.	.	PUNCT
fbem-22389	97	1	visualization	visualization	NOUN
fbem-22389	97	2	tools	tool	NOUN
fbem-22389	97	3	such	such	ADJ
fbem-22389	97	4	as	as	ADP
fbem-22389	97	5	correlation	correlation	NOUN
fbem-22389	97	6	matrices	matrix	NOUN
fbem-22389	97	7	and	and	CCONJ
fbem-22389	97	8	scatter	scatter	NOUN
fbem-22389	97	9	plot	plot	NOUN
fbem-22389	97	10	matrices	matrix	NOUN
fbem-22389	97	11	allow	allow	VERB
fbem-22389	97	12	researchers	researcher	NOUN
fbem-22389	97	13	to	to	PART
fbem-22389	97	14	intuitively	intuitively	ADV
fbem-22389	97	15	understand	understand	VERB
fbem-22389	97	16	the	the	DET
fbem-22389	97	17	relationships	relationship	NOUN
fbem-22389	97	18	between	between	ADP
fbem-22389	97	19	features	feature	NOUN
fbem-22389	97	20	and	and	CCONJ
fbem-22389	97	21	select	select	VERB
fbem-22389	97	22	those	those	PRON
fbem-22389	97	23	that	that	PRON
fbem-22389	97	24	most	most	ADV
fbem-22389	97	25	enhance	enhance	VERB
fbem-22389	97	26	model	model	NOUN
fbem-22389	97	27	performance	performance	NOUN
fbem-22389	97	28	.	.	PUNCT
fbem-22389	98	1	these	these	DET
fbem-22389	98	2	tools	tool	NOUN
fbem-22389	98	3	make	make	VERB
fbem-22389	98	4	it	it	PRON
fbem-22389	98	5	easier	easy	ADJ
fbem-22389	98	6	to	to	PART
fbem-22389	98	7	identify	identify	VERB
fbem-22389	98	8	which	which	DET
fbem-22389	98	9	features	feature	NOUN
fbem-22389	98	10	are	be	AUX
fbem-22389	98	11	most	most	ADV
fbem-22389	98	12	relevant	relevant	ADJ
fbem-22389	98	13	and	and	CCONJ
fbem-22389	98	14	should	should	AUX
fbem-22389	98	15	be	be	AUX
fbem-22389	98	16	included	include	VERB
fbem-22389	98	17	in	in	ADP
fbem-22389	98	18	the	the	DET
fbem-22389	98	19	model	model	NOUN
fbem-22389	98	20	to	to	PART
fbem-22389	98	21	improve	improve	VERB
fbem-22389	98	22	its	its	PRON
fbem-22389	98	23	predictive	predictive	ADJ
fbem-22389	98	24	power	power	NOUN
fbem-22389	98	25	.	.	PUNCT
fbem-22389	99	1	4.3	4.3	NUM
fbem-22389	99	2	.	.	PUNCT
fbem-22389	99	3	visualization	visualization	NOUN
fbem-22389	99	4	in	in	ADP
fbem-22389	99	5	model	model	NOUN
fbem-22389	99	6	training	training	NOUN
fbem-22389	99	7	and	and	CCONJ
fbem-22389	99	8	evaluation	evaluation	NOUN
fbem-22389	99	9	data	datum	NOUN
fbem-22389	99	10	visualization	visualization	NOUN
fbem-22389	99	11	is	be	AUX
fbem-22389	99	12	essential	essential	ADJ
fbem-22389	99	13	in	in	ADP
fbem-22389	99	14	the	the	DET
fbem-22389	99	15	model	model	NOUN
fbem-22389	99	16	training	training	NOUN
fbem-22389	99	17	and	and	CCONJ
fbem-22389	99	18	evaluation	evaluation	NOUN
fbem-22389	99	19	phase	phase	NOUN
fbem-22389	99	20	.	.	PUNCT
fbem-22389	100	1	techniques	technique	NOUN
fbem-22389	100	2	such	such	ADJ
fbem-22389	100	3	as	as	ADP
fbem-22389	100	4	learning	learn	VERB
fbem-22389	100	5	curves	curve	NOUN
fbem-22389	100	6	,	,	PUNCT
fbem-22389	100	7	validation	validation	NOUN
fbem-22389	100	8	curves	curve	NOUN
fbem-22389	100	9	,	,	PUNCT
fbem-22389	100	10	and	and	CCONJ
fbem-22389	100	11	roc	roc	PROPN
fbem-22389	100	12	curves	curve	NOUN
fbem-22389	100	13	help	help	VERB
fbem-22389	100	14	researchers	researcher	NOUN
fbem-22389	100	15	understand	understand	VERB
fbem-22389	100	16	model	model	NOUN
fbem-22389	100	17	performance	performance	NOUN
fbem-22389	100	18	,	,	PUNCT
fbem-22389	100	19	optimize	optimize	NOUN
fbem-22389	100	20	hyperparameters	hyperparameter	NOUN
fbem-22389	100	21	,	,	PUNCT
fbem-22389	100	22	and	and	CCONJ
fbem-22389	100	23	prevent	prevent	VERB
fbem-22389	100	24	overfitting	overfitte	VERB
fbem-22389	101	1	[	[	X
fbem-22389	101	2	5	5	NUM
fbem-22389	101	3	]	]	PUNCT
fbem-22389	101	4	.	.	PUNCT
fbem-22389	102	1	visualization	visualization	NOUN
fbem-22389	102	2	tools	tool	NOUN
fbem-22389	102	3	can	can	AUX
fbem-22389	102	4	display	display	VERB
fbem-22389	102	5	the	the	DET
fbem-22389	102	6	trade	trade	NOUN
fbem-22389	102	7	-	-	PUNCT
fbem-22389	102	8	offs	off	NOUN
fbem-22389	102	9	between	between	ADP
fbem-22389	102	10	different	different	ADJ
fbem-22389	102	11	models	model	NOUN
fbem-22389	102	12	and	and	CCONJ
fbem-22389	102	13	the	the	DET
fbem-22389	102	14	impact	impact	NOUN
fbem-22389	102	15	of	of	ADP
fbem-22389	102	16	parameter	parameter	NOUN
fbem-22389	102	17	tuning	tune	VERB
fbem-22389	102	18	on	on	ADP
fbem-22389	102	19	model	model	NOUN
fbem-22389	102	20	accuracy	accuracy	NOUN
fbem-22389	102	21	and	and	CCONJ
fbem-22389	102	22	generalization	generalization	NOUN
fbem-22389	102	23	.	.	PUNCT
fbem-22389	103	1	4.4	4.4	NUM
fbem-22389	103	2	.	.	PUNCT
fbem-22389	103	3	visualization	visualization	NOUN
fbem-22389	103	4	in	in	ADP
fbem-22389	103	5	result	result	NOUN
fbem-22389	103	6	interpretation	interpretation	NOUN
fbem-22389	103	7	and	and	CCONJ
fbem-22389	103	8	presentation	presentation	NOUN
fbem-22389	103	9	interpreting	interpreting	NOUN
fbem-22389	103	10	and	and	CCONJ
fbem-22389	103	11	presenting	present	VERB
fbem-22389	103	12	results	result	NOUN
fbem-22389	103	13	are	be	AUX
fbem-22389	103	14	critical	critical	ADJ
fbem-22389	103	15	aspects	aspect	NOUN
fbem-22389	103	16	of	of	ADP
fbem-22389	103	17	ai	ai	ADJ
fbem-22389	103	18	applications	application	NOUN
fbem-22389	103	19	,	,	PUNCT
fbem-22389	103	20	particularly	particularly	ADV
fbem-22389	103	21	in	in	ADP
fbem-22389	103	22	areas	area	NOUN
fbem-22389	103	23	emphasizing	emphasize	VERB
fbem-22389	103	24	transparency	transparency	NOUN
fbem-22389	103	25	and	and	CCONJ
fbem-22389	103	26	trust	trust	NOUN
fbem-22389	103	27	.	.	PUNCT
fbem-22389	104	1	visualization	visualization	NOUN
fbem-22389	104	2	techniques	technique	NOUN
fbem-22389	104	3	help	help	VERB
fbem-22389	104	4	communicate	communicate	VERB
fbem-22389	104	5	complex	complex	ADJ
fbem-22389	104	6	model	model	NOUN
fbem-22389	104	7	predictions	prediction	NOUN
fbem-22389	104	8	to	to	ADP
fbem-22389	104	9	non	non	ADJ
fbem-22389	104	10	-	-	ADJ
fbem-22389	104	11	technical	technical	ADJ
fbem-22389	104	12	stakeholders	stakeholder	NOUN
fbem-22389	104	13	.	.	PUNCT
fbem-22389	105	1	for	for	ADP
fbem-22389	105	2	instance	instance	NOUN
fbem-22389	105	3	,	,	PUNCT
fbem-22389	105	4	explainable	explainable	ADJ
fbem-22389	105	5	ai	ai	NOUN
fbem-22389	105	6	(	(	PUNCT
fbem-22389	105	7	xai	xai	PROPN
fbem-22389	105	8	)	)	PUNCT
fbem-22389	105	9	methods	method	NOUN
fbem-22389	105	10	such	such	ADJ
fbem-22389	105	11	as	as	ADP
fbem-22389	105	12	lime	lime	NOUN
fbem-22389	105	13	(	(	PUNCT
fbem-22389	105	14	local	local	ADJ
fbem-22389	105	15	interpretable	interpretable	ADJ
fbem-22389	105	16	model	model	ADJ
fbem-22389	105	17	-	-	ADJ
fbem-22389	105	18	agnostic	agnostic	ADJ
fbem-22389	105	19	explanations	explanation	NOUN
fbem-22389	105	20	)	)	PUNCT
fbem-22389	105	21	and	and	CCONJ
fbem-22389	105	22	shap	shap	PROPN
fbem-22389	105	23	(	(	PUNCT
fbem-22389	105	24	shapley	shapley	ADJ
fbem-22389	105	25	additive	additive	ADJ
fbem-22389	105	26	explanations	explanation	NOUN
fbem-22389	105	27	)	)	PUNCT
fbem-22389	105	28	utilize	utilize	VERB
fbem-22389	105	29	visualization	visualization	NOUN
fbem-22389	105	30	to	to	PART
fbem-22389	105	31	elucidate	elucidate	VERB
fbem-22389	105	32	the	the	DET
fbem-22389	105	33	decision	decision	NOUN
fbem-22389	105	34	-	-	PUNCT
fbem-22389	105	35	making	make	VERB
fbem-22389	105	36	process	process	NOUN
fbem-22389	105	37	of	of	ADP
fbem-22389	105	38	models	model	NOUN
fbem-22389	105	39	.	.	PUNCT
fbem-22389	106	1	these	these	DET
fbem-22389	106	2	methods	method	NOUN
fbem-22389	106	3	assist	assist	VERB
fbem-22389	106	4	users	user	NOUN
fbem-22389	106	5	in	in	ADP
fbem-22389	106	6	understanding	understand	VERB
fbem-22389	106	7	how	how	SCONJ
fbem-22389	106	8	specific	specific	ADJ
fbem-22389	106	9	conclusions	conclusion	NOUN
fbem-22389	106	10	are	be	AUX
fbem-22389	106	11	reached	reach	VERB
fbem-22389	106	12	by	by	ADP
fbem-22389	106	13	showing	show	VERB
fbem-22389	106	14	the	the	DET
fbem-22389	106	15	contribution	contribution	NOUN
fbem-22389	106	16	of	of	ADP
fbem-22389	106	17	individual	individual	ADJ
fbem-22389	106	18	features	feature	NOUN
fbem-22389	106	19	to	to	ADP
fbem-22389	106	20	local	local	ADJ
fbem-22389	106	21	predictions	prediction	NOUN
fbem-22389	106	22	[	[	X
fbem-22389	106	23	6][7	6][7	NUM
fbem-22389	106	24	]	]	PUNCT
fbem-22389	106	25	.	.	PUNCT
fbem-22389	107	1	additionally	additionally	ADV
fbem-22389	107	2	,	,	PUNCT
fbem-22389	107	3	presenting	present	VERB
fbem-22389	107	4	prediction	prediction	NOUN
fbem-22389	107	5	results	result	NOUN
fbem-22389	107	6	is	be	AUX
fbem-22389	107	7	essential	essential	ADJ
fbem-22389	107	8	;	;	PUNCT
fbem-22389	107	9	using	use	VERB
fbem-22389	107	10	charts	chart	NOUN
fbem-22389	107	11	and	and	CCONJ
fbem-22389	107	12	dashboards	dashboard	NOUN
fbem-22389	107	13	to	to	PART
fbem-22389	107	14	display	display	VERB
fbem-22389	107	15	model	model	NOUN
fbem-22389	107	16	outputs	output	NOUN
fbem-22389	107	17	enables	enable	VERB
fbem-22389	107	18	non	non	ADJ
fbem-22389	107	19	-	-	ADJ
fbem-22389	107	20	technical	technical	ADJ
fbem-22389	107	21	users	user	NOUN
fbem-22389	107	22	to	to	PART
fbem-22389	107	23	intuitively	intuitively	ADV
fbem-22389	107	24	comprehend	comprehend	VERB
fbem-22389	107	25	and	and	CCONJ
fbem-22389	107	26	utilize	utilize	VERB
fbem-22389	107	27	ai	ai	PROPN
fbem-22389	107	28	model	model	NOUN
fbem-22389	107	29	outputs	output	NOUN
fbem-22389	107	30	.	.	PUNCT
fbem-22389	108	1	for	for	ADP
fbem-22389	108	2	example	example	NOUN
fbem-22389	108	3	,	,	PUNCT
fbem-22389	108	4	in	in	ADP
fbem-22389	108	5	financial	financial	ADJ
fbem-22389	108	6	risk	risk	NOUN
fbem-22389	108	7	prediction	prediction	NOUN
fbem-22389	108	8	,	,	PUNCT
fbem-22389	108	9	dashboards	dashboard	NOUN
fbem-22389	108	10	can	can	AUX
fbem-22389	108	11	display	display	VERB
fbem-22389	108	12	real	real	ADJ
fbem-22389	108	13	-	-	PUNCT
fbem-22389	108	14	time	time	NOUN
fbem-22389	108	15	risk	risk	NOUN
fbem-22389	108	16	scores	score	NOUN
fbem-22389	108	17	and	and	CCONJ
fbem-22389	108	18	key	key	ADJ
fbem-22389	108	19	indicators	indicator	NOUN
fbem-22389	108	20	,	,	PUNCT
fbem-22389	108	21	aiding	aid	VERB
fbem-22389	108	22	decision	decision	NOUN
fbem-22389	108	23	-	-	PUNCT
fbem-22389	108	24	makers	maker	NOUN
fbem-22389	108	25	in	in	ADP
fbem-22389	108	26	making	make	VERB
fbem-22389	108	27	informed	informed	ADJ
fbem-22389	108	28	decisions	decision	NOUN
fbem-22389	108	29	.	.	PUNCT
fbem-22389	109	1	data	datum	NOUN
fbem-22389	109	2	visualization	visualization	NOUN
fbem-22389	109	3	techniques	technique	NOUN
fbem-22389	109	4	are	be	AUX
fbem-22389	109	5	broadly	broadly	ADV
fbem-22389	109	6	and	and	CCONJ
fbem-22389	109	7	importantly	importantly	ADV
fbem-22389	109	8	applied	apply	VERB
fbem-22389	109	9	in	in	ADP
fbem-22389	109	10	ai	ai	PROPN
fbem-22389	109	11	.	.	PUNCT
fbem-22389	110	1	from	from	ADP
fbem-22389	110	2	data	datum	NOUN
fbem-22389	110	3	preprocessing	preprocesse	VERB
fbem-22389	110	4	to	to	PART
fbem-22389	110	5	feature	feature	NOUN
fbem-22389	110	6	engineering	engineering	NOUN
fbem-22389	110	7	,	,	PUNCT
fbem-22389	110	8	model	model	NOUN
fbem-22389	110	9	training	training	NOUN
fbem-22389	110	10	and	and	CCONJ
fbem-22389	110	11	evaluation	evaluation	NOUN
fbem-22389	110	12	,	,	PUNCT
fbem-22389	110	13	and	and	CCONJ
fbem-22389	110	14	result	result	VERB
fbem-22389	110	15	interpretation	interpretation	NOUN
fbem-22389	110	16	and	and	CCONJ
fbem-22389	110	17	presentation	presentation	NOUN
fbem-22389	110	18	,	,	PUNCT
fbem-22389	110	19	visualization	visualization	NOUN
fbem-22389	110	20	tools	tool	NOUN
fbem-22389	110	21	and	and	CCONJ
fbem-22389	110	22	techniques	technique	NOUN
fbem-22389	110	23	significantly	significantly	ADV
fbem-22389	110	24	enhance	enhance	VERB
fbem-22389	110	25	the	the	DET
fbem-22389	110	26	transparency	transparency	NOUN
fbem-22389	110	27	,	,	PUNCT
fbem-22389	110	28	comprehensibility	comprehensibility	NOUN
fbem-22389	110	29	,	,	PUNCT
fbem-22389	110	30	efficiency	efficiency	NOUN
fbem-22389	110	31	,	,	PUNCT
fbem-22389	110	32	and	and	CCONJ
fbem-22389	110	33	effectiveness	effectiveness	NOUN
fbem-22389	110	34	of	of	ADP
fbem-22389	110	35	ai	ai	PROPN
fbem-22389	110	36	systems	system	NOUN
fbem-22389	110	37	.	.	PUNCT
fbem-22389	111	1	as	as	SCONJ
fbem-22389	111	2	data	data	NOUN
fbem-22389	111	3	visualization	visualization	NOUN
fbem-22389	111	4	technology	technology	NOUN
fbem-22389	111	5	advances	advance	NOUN
fbem-22389	111	6	,	,	PUNCT
fbem-22389	111	7	its	its	PRON
fbem-22389	111	8	application	application	NOUN
fbem-22389	111	9	prospects	prospect	NOUN
fbem-22389	111	10	in	in	ADP
fbem-22389	111	11	ai	ai	NOUN
fbem-22389	111	12	will	will	AUX
fbem-22389	111	13	become	become	VERB
fbem-22389	111	14	even	even	ADV
fbem-22389	111	15	broader	broad	ADJ
fbem-22389	111	16	,	,	PUNCT
fbem-22389	111	17	providing	provide	VERB
fbem-22389	111	18	robust	robust	ADJ
fbem-22389	111	19	support	support	NOUN
fbem-22389	111	20	for	for	ADP
fbem-22389	111	21	the	the	DET
fbem-22389	111	22	widespread	widespread	ADJ
fbem-22389	111	23	adoption	adoption	NOUN
fbem-22389	111	24	and	and	CCONJ
fbem-22389	111	25	deepening	deepening	NOUN
fbem-22389	111	26	of	of	ADP
fbem-22389	111	27	ai	ai	NOUN
fbem-22389	111	28	.	.	PROPN
fbem-22389	111	29	5	5	X
fbem-22389	111	30	.	.	X
fbem-22389	111	31	challenges	challenge	NOUN
fbem-22389	111	32	and	and	CCONJ
fbem-22389	111	33	future	future	ADJ
fbem-22389	111	34	development	development	NOUN
fbem-22389	111	35	of	of	ADP
fbem-22389	111	36	data	datum	NOUN
fbem-22389	111	37	visualization	visualization	NOUN
fbem-22389	111	38	technology	technology	NOUN
fbem-22389	111	39	5.1	5.1	NUM
fbem-22389	111	40	.	.	PUNCT
fbem-22389	112	1	challenges	challenge	NOUN
fbem-22389	112	2	of	of	ADP
fbem-22389	112	3	data	datum	NOUN
fbem-22389	112	4	visualization	visualization	NOUN
fbem-22389	112	5	a	a	DET
fbem-22389	112	6	primary	primary	ADJ
fbem-22389	112	7	challenge	challenge	NOUN
fbem-22389	112	8	of	of	ADP
fbem-22389	112	9	data	datum	NOUN
fbem-22389	112	10	visualization	visualization	NOUN
fbem-22389	112	11	is	be	AUX
fbem-22389	112	12	efficiently	efficiently	ADV
fbem-22389	112	13	handling	handle	VERB
fbem-22389	112	14	and	and	CCONJ
fbem-22389	112	15	visualizing	visualize	VERB
fbem-22389	112	16	large	large	ADJ
fbem-22389	112	17	-	-	PUNCT
fbem-22389	112	18	scale	scale	NOUN
fbem-22389	112	19	data	datum	NOUN
fbem-22389	112	20	.	.	PUNCT
fbem-22389	113	1	with	with	ADP
fbem-22389	113	2	the	the	DET
fbem-22389	113	3	increasing	increase	VERB
fbem-22389	113	4	scale	scale	NOUN
fbem-22389	113	5	and	and	CCONJ
fbem-22389	113	6	complexity	complexity	NOUN
fbem-22389	113	7	of	of	ADP
fbem-22389	113	8	data	datum	NOUN
fbem-22389	113	9	,	,	PUNCT
fbem-22389	113	10	visualizing	visualize	VERB
fbem-22389	113	11	high	high	ADJ
fbem-22389	113	12	-	-	PUNCT
fbem-22389	113	13	dimensional	dimensional	ADJ
fbem-22389	113	14	and	and	CCONJ
fbem-22389	113	15	real	real	ADJ
fbem-22389	113	16	-	-	PUNCT
fbem-22389	113	17	time	time	NOUN
fbem-22389	113	18	data	datum	NOUN
fbem-22389	113	19	demands	demand	VERB
fbem-22389	113	20	higher	high	ADJ
fbem-22389	113	21	computational	computational	ADJ
fbem-22389	113	22	power	power	NOUN
fbem-22389	113	23	and	and	CCONJ
fbem-22389	113	24	more	more	ADV
fbem-22389	113	25	sophisticated	sophisticated	ADJ
fbem-22389	113	26	algorithms	algorithm	NOUN
fbem-22389	113	27	.	.	PUNCT
fbem-22389	114	1	high	high	ADJ
fbem-22389	114	2	-	-	PUNCT
fbem-22389	114	3	dimensional	dimensional	ADJ
fbem-22389	114	4	data	datum	NOUN
fbem-22389	114	5	contain	contain	VERB
fbem-22389	114	6	multiple	multiple	ADJ
fbem-22389	114	7	variables	variable	NOUN
fbem-22389	114	8	,	,	PUNCT
fbem-22389	114	9	making	make	VERB
fbem-22389	114	10	it	it	PRON
fbem-22389	114	11	difficult	difficult	ADJ
fbem-22389	114	12	for	for	SCONJ
fbem-22389	114	13	traditional	traditional	ADJ
fbem-22389	114	14	two	two	NUM
fbem-22389	114	15	-	-	PUNCT
fbem-22389	114	16	dimensional	dimensional	ADJ
fbem-22389	114	17	or	or	CCONJ
fbem-22389	114	18	three	three	NUM
fbem-22389	114	19	-	-	PUNCT
fbem-22389	114	20	dimensional	dimensional	ADJ
fbem-22389	114	21	visualization	visualization	NOUN
fbem-22389	114	22	techniques	technique	NOUN
fbem-22389	114	23	to	to	PART
fbem-22389	114	24	intuitively	intuitively	ADV
fbem-22389	114	25	display	display	VERB
fbem-22389	114	26	their	their	PRON
fbem-22389	114	27	internal	internal	ADJ
fbem-22389	114	28	structure	structure	NOUN
fbem-22389	114	29	.	.	PUNCT
fbem-22389	115	1	therefore	therefore	ADV
fbem-22389	115	2	,	,	PUNCT
fbem-22389	115	3	advanced	advanced	ADJ
fbem-22389	115	4	dimensionality	dimensionality	NOUN
fbem-22389	115	5	reduction	reduction	NOUN
fbem-22389	115	6	techniques	technique	NOUN
fbem-22389	115	7	and	and	CCONJ
fbem-22389	115	8	interactive	interactive	ADJ
fbem-22389	115	9	visualization	visualization	NOUN
fbem-22389	115	10	tools	tool	NOUN
fbem-22389	115	11	need	need	VERB
fbem-22389	115	12	to	to	PART
fbem-22389	115	13	be	be	AUX
fbem-22389	115	14	developed	develop	VERB
fbem-22389	115	15	to	to	PART
fbem-22389	115	16	address	address	VERB
fbem-22389	115	17	this	this	DET
fbem-22389	115	18	challenge	challenge	NOUN
fbem-22389	115	19	.	.	PUNCT
fbem-22389	116	1	visualizing	visualize	VERB
fbem-22389	116	2	and	and	CCONJ
fbem-22389	116	3	handling	handle	VERB
fbem-22389	116	4	real	real	ADJ
fbem-22389	116	5	-	-	PUNCT
fbem-22389	116	6	time	time	NOUN
fbem-22389	116	7	data	datum	NOUN
fbem-22389	116	8	also	also	ADV
fbem-22389	116	9	requires	require	VERB
fbem-22389	116	10	quick	quick	ADJ
fbem-22389	116	11	response	response	NOUN
fbem-22389	116	12	times	time	NOUN
fbem-22389	116	13	and	and	CCONJ
fbem-22389	116	14	efficient	efficient	ADJ
fbem-22389	116	15	computational	computational	ADJ
fbem-22389	116	16	resources	resource	NOUN
fbem-22389	116	17	,	,	PUNCT
fbem-22389	116	18	especially	especially	ADV
fbem-22389	116	19	in	in	ADP
fbem-22389	116	20	fields	field	NOUN
fbem-22389	116	21	like	like	ADP
fbem-22389	116	22	the	the	DET
fbem-22389	116	23	internet	internet	NOUN
fbem-22389	116	24	of	of	ADP
fbem-22389	116	25	things	thing	NOUN
fbem-22389	116	26	(	(	PUNCT
fbem-22389	116	27	iot	iot	NOUN
fbem-22389	116	28	)	)	PUNCT
fbem-22389	116	29	and	and	CCONJ
fbem-22389	116	30	financial	financial	ADJ
fbem-22389	116	31	trading	trading	NOUN
fbem-22389	116	32	.	.	PUNCT
fbem-22389	117	1	user	user	NOUN
fbem-22389	117	2	cognition	cognition	NOUN
fbem-22389	117	3	and	and	CCONJ
fbem-22389	117	4	interpretation	interpretation	NOUN
fbem-22389	117	5	pose	pose	VERB
fbem-22389	117	6	another	another	DET
fbem-22389	117	7	significant	significant	ADJ
fbem-22389	117	8	challenge	challenge	NOUN
fbem-22389	117	9	in	in	ADP
fbem-22389	117	10	data	data	NOUN
fbem-22389	117	11	visualization	visualization	NOUN
fbem-22389	117	12	design	design	NOUN
fbem-22389	117	13	.	.	PUNCT
fbem-22389	118	1	different	different	ADJ
fbem-22389	118	2	user	user	NOUN
fbem-22389	118	3	groups	group	NOUN
fbem-22389	118	4	388	388	NUM
fbem-22389	118	5	have	have	VERB
fbem-22389	118	6	varying	vary	VERB
fbem-22389	118	7	abilities	ability	NOUN
fbem-22389	118	8	to	to	PART
fbem-22389	118	9	understand	understand	VERB
fbem-22389	118	10	and	and	CCONJ
fbem-22389	118	11	interpret	interpret	VERB
fbem-22389	118	12	data	datum	NOUN
fbem-22389	118	13	,	,	PUNCT
fbem-22389	118	14	necessitating	necessitate	VERB
fbem-22389	118	15	the	the	DET
fbem-22389	118	16	design	design	NOUN
fbem-22389	118	17	of	of	ADP
fbem-22389	118	18	intuitive	intuitive	ADJ
fbem-22389	118	19	and	and	CCONJ
fbem-22389	118	20	easy	easy	ADJ
fbem-22389	118	21	-	-	PUNCT
fbem-22389	118	22	to	to	PART
fbem-22389	118	23	-	-	PUNCT
fbem-22389	118	24	understand	understand	VERB
fbem-22389	118	25	visualization	visualization	NOUN
fbem-22389	118	26	interfaces	interface	NOUN
fbem-22389	118	27	to	to	PART
fbem-22389	118	28	ensure	ensure	VERB
fbem-22389	118	29	that	that	SCONJ
fbem-22389	118	30	non	non	ADJ
fbem-22389	118	31	-	-	ADJ
fbem-22389	118	32	technical	technical	ADJ
fbem-22389	118	33	users	user	NOUN
fbem-22389	118	34	can	can	AUX
fbem-22389	118	35	effectively	effectively	ADV
fbem-22389	118	36	utilize	utilize	VERB
fbem-22389	118	37	data	data	NOUN
fbem-22389	118	38	visualization	visualization	NOUN
fbem-22389	118	39	tools	tool	NOUN
fbem-22389	118	40	.	.	PUNCT
fbem-22389	119	1	as	as	SCONJ
fbem-22389	119	2	ai	ai	PROPN
fbem-22389	119	3	systems	system	NOUN
fbem-22389	119	4	become	become	VERB
fbem-22389	119	5	more	more	ADV
fbem-22389	119	6	complex	complex	ADJ
fbem-22389	119	7	,	,	PUNCT
fbem-22389	119	8	providing	provide	VERB
fbem-22389	119	9	transparent	transparent	ADJ
fbem-22389	119	10	and	and	CCONJ
fbem-22389	119	11	interpretable	interpretable	ADJ
fbem-22389	119	12	visualization	visualization	NOUN
fbem-22389	119	13	results	result	NOUN
fbem-22389	119	14	becomes	become	VERB
fbem-22389	119	15	increasingly	increasingly	ADV
fbem-22389	119	16	difficult	difficult	ADJ
fbem-22389	119	17	,	,	PUNCT
fbem-22389	119	18	requiring	require	VERB
fbem-22389	119	19	the	the	DET
fbem-22389	119	20	development	development	NOUN
fbem-22389	119	21	of	of	ADP
fbem-22389	119	22	more	more	ADV
fbem-22389	119	23	effective	effective	ADJ
fbem-22389	119	24	explainable	explainable	ADJ
fbem-22389	119	25	ai	ai	NOUN
fbem-22389	119	26	(	(	PUNCT
fbem-22389	119	27	xai	xai	PROPN
fbem-22389	119	28	)	)	PUNCT
fbem-22389	119	29	methods	method	NOUN
fbem-22389	119	30	.	.	PUNCT
fbem-22389	120	1	when	when	SCONJ
fbem-22389	120	2	dealing	deal	VERB
fbem-22389	120	3	with	with	ADP
fbem-22389	120	4	sensitive	sensitive	ADJ
fbem-22389	120	5	data	datum	NOUN
fbem-22389	120	6	,	,	PUNCT
fbem-22389	120	7	data	datum	NOUN
fbem-22389	120	8	visualization	visualization	NOUN
fbem-22389	120	9	tools	tool	NOUN
fbem-22389	120	10	must	must	AUX
fbem-22389	120	11	ensure	ensure	VERB
fbem-22389	120	12	data	datum	NOUN
fbem-22389	120	13	privacy	privacy	NOUN
fbem-22389	120	14	and	and	CCONJ
fbem-22389	120	15	security	security	NOUN
fbem-22389	120	16	.	.	PUNCT
fbem-22389	121	1	anonymization	anonymization	NOUN
fbem-22389	121	2	and	and	CCONJ
fbem-22389	121	3	encryption	encryption	NOUN
fbem-22389	121	4	techniques	technique	NOUN
fbem-22389	121	5	must	must	AUX
fbem-22389	121	6	be	be	AUX
fbem-22389	121	7	adopted	adopt	VERB
fbem-22389	121	8	to	to	PART
fbem-22389	121	9	protect	protect	VERB
fbem-22389	121	10	user	user	NOUN
fbem-22389	121	11	privacy	privacy	NOUN
fbem-22389	121	12	and	and	CCONJ
fbem-22389	121	13	prevent	prevent	VERB
fbem-22389	121	14	sensitive	sensitive	ADJ
fbem-22389	121	15	information	information	NOUN
fbem-22389	121	16	from	from	ADP
fbem-22389	121	17	being	be	AUX
fbem-22389	121	18	leaked	leak	VERB
fbem-22389	121	19	during	during	ADP
fbem-22389	121	20	the	the	DET
fbem-22389	121	21	visualization	visualization	NOUN
fbem-22389	121	22	process	process	NOUN
fbem-22389	121	23	.	.	PUNCT
fbem-22389	122	1	5.2	5.2	NUM
fbem-22389	122	2	.	.	PUNCT
fbem-22389	123	1	future	future	ADJ
fbem-22389	123	2	development	development	NOUN
fbem-22389	123	3	of	of	ADP
fbem-22389	123	4	data	datum	NOUN
fbem-22389	123	5	visualization	visualization	NOUN
fbem-22389	123	6	future	future	ADJ
fbem-22389	123	7	data	data	NOUN
fbem-22389	123	8	visualization	visualization	NOUN
fbem-22389	123	9	tools	tool	NOUN
fbem-22389	123	10	will	will	AUX
fbem-22389	123	11	likely	likely	ADV
fbem-22389	123	12	place	place	VERB
fbem-22389	123	13	greater	great	ADJ
fbem-22389	123	14	emphasis	emphasis	NOUN
fbem-22389	123	15	on	on	ADP
fbem-22389	123	16	user	user	NOUN
fbem-22389	123	17	interaction	interaction	NOUN
fbem-22389	123	18	,	,	PUNCT
fbem-22389	123	19	providing	provide	VERB
fbem-22389	123	20	richer	rich	ADJ
fbem-22389	123	21	interactive	interactive	ADJ
fbem-22389	123	22	features	feature	NOUN
fbem-22389	123	23	that	that	PRON
fbem-22389	123	24	enable	enable	VERB
fbem-22389	123	25	users	user	NOUN
fbem-22389	123	26	to	to	PART
fbem-22389	123	27	explore	explore	VERB
fbem-22389	123	28	and	and	CCONJ
fbem-22389	123	29	analyze	analyze	VERB
fbem-22389	123	30	data	datum	NOUN
fbem-22389	123	31	more	more	ADV
fbem-22389	123	32	flexibly	flexibly	ADV
fbem-22389	123	33	[	[	X
fbem-22389	123	34	8	8	NUM
fbem-22389	123	35	]	]	PUNCT
fbem-22389	123	36	.	.	PUNCT
fbem-22389	124	1	virtual	virtual	ADJ
fbem-22389	124	2	reality	reality	NOUN
fbem-22389	124	3	(	(	PUNCT
fbem-22389	124	4	vr	vr	NOUN
fbem-22389	124	5	)	)	PUNCT
fbem-22389	124	6	and	and	CCONJ
fbem-22389	124	7	augmented	augment	VERB
fbem-22389	124	8	reality	reality	NOUN
fbem-22389	124	9	(	(	PUNCT
fbem-22389	124	10	ar	ar	NOUN
fbem-22389	124	11	)	)	PUNCT
fbem-22389	124	12	technologies	technology	NOUN
fbem-22389	124	13	will	will	AUX
fbem-22389	124	14	offer	offer	VERB
fbem-22389	124	15	immersive	immersive	ADJ
fbem-22389	124	16	visualization	visualization	NOUN
fbem-22389	124	17	experiences	experience	NOUN
fbem-22389	124	18	,	,	PUNCT
fbem-22389	124	19	allowing	allow	VERB
fbem-22389	124	20	users	user	NOUN
fbem-22389	124	21	to	to	PART
fbem-22389	124	22	explore	explore	VERB
fbem-22389	124	23	complex	complex	ADJ
fbem-22389	124	24	data	datum	NOUN
fbem-22389	124	25	sets	set	NOUN
fbem-22389	124	26	in	in	ADP
fbem-22389	124	27	virtual	virtual	ADJ
fbem-22389	124	28	environments	environment	NOUN
fbem-22389	124	29	.	.	PUNCT
fbem-22389	125	1	by	by	ADP
fbem-22389	125	2	integrating	integrate	VERB
fbem-22389	125	3	natural	natural	ADJ
fbem-22389	125	4	language	language	NOUN
fbem-22389	125	5	processing	processing	NOUN
fbem-22389	125	6	(	(	PUNCT
fbem-22389	125	7	nlp	nlp	NOUN
fbem-22389	125	8	)	)	PUNCT
fbem-22389	125	9	technology	technology	NOUN
fbem-22389	125	10	,	,	PUNCT
fbem-22389	125	11	users	user	NOUN
fbem-22389	125	12	will	will	AUX
fbem-22389	125	13	be	be	AUX
fbem-22389	125	14	able	able	ADJ
fbem-22389	125	15	to	to	PART
fbem-22389	125	16	query	query	VERB
fbem-22389	125	17	and	and	CCONJ
fbem-22389	125	18	manipulate	manipulate	VERB
fbem-22389	125	19	data	data	NOUN
fbem-22389	125	20	visualization	visualization	NOUN
fbem-22389	125	21	systems	system	NOUN
fbem-22389	125	22	through	through	ADP
fbem-22389	125	23	natural	natural	ADJ
fbem-22389	125	24	language	language	NOUN
fbem-22389	125	25	,	,	PUNCT
fbem-22389	125	26	further	far	ADV
fbem-22389	125	27	enhancing	enhance	VERB
fbem-22389	125	28	the	the	DET
fbem-22389	125	29	user	user	NOUN
fbem-22389	125	30	experience	experience	NOUN
fbem-22389	125	31	.	.	PUNCT
fbem-22389	126	1	as	as	SCONJ
fbem-22389	126	2	ai	ai	PROPN
fbem-22389	126	3	technology	technology	NOUN
fbem-22389	126	4	advances	advance	NOUN
fbem-22389	126	5	,	,	PUNCT
fbem-22389	126	6	data	datum	NOUN
fbem-22389	126	7	visualization	visualization	NOUN
fbem-22389	126	8	tools	tool	NOUN
fbem-22389	126	9	will	will	AUX
fbem-22389	126	10	increasingly	increasingly	ADV
fbem-22389	126	11	integrate	integrate	VERB
fbem-22389	126	12	automation	automation	NOUN
fbem-22389	126	13	and	and	CCONJ
fbem-22389	126	14	intelligent	intelligent	ADJ
fbem-22389	126	15	features	feature	NOUN
fbem-22389	126	16	.	.	PUNCT
fbem-22389	127	1	aibased	aibased	ADJ
fbem-22389	127	2	automation	automation	NOUN
fbem-22389	127	3	tools	tool	NOUN
fbem-22389	127	4	can	can	AUX
fbem-22389	127	5	automatically	automatically	ADV
fbem-22389	127	6	generate	generate	VERB
fbem-22389	127	7	the	the	DET
fbem-22389	127	8	most	most	ADV
fbem-22389	127	9	suitable	suitable	ADJ
fbem-22389	127	10	visualization	visualization	NOUN
fbem-22389	127	11	forms	form	NOUN
fbem-22389	127	12	based	base	VERB
fbem-22389	127	13	on	on	ADP
fbem-22389	127	14	data	datum	NOUN
fbem-22389	127	15	characteristics	characteristic	NOUN
fbem-22389	127	16	and	and	CCONJ
fbem-22389	127	17	user	user	NOUN
fbem-22389	127	18	needs	need	NOUN
fbem-22389	127	19	.	.	PUNCT
fbem-22389	128	1	additionally	additionally	ADV
fbem-22389	128	2	,	,	PUNCT
fbem-22389	128	3	using	use	VERB
fbem-22389	128	4	machine	machine	NOUN
fbem-22389	128	5	learning	learning	NOUN
fbem-22389	128	6	algorithms	algorithm	NOUN
fbem-22389	128	7	,	,	PUNCT
fbem-22389	128	8	data	datum	NOUN
fbem-22389	128	9	visualization	visualization	NOUN
fbem-22389	128	10	tools	tool	NOUN
fbem-22389	128	11	can	can	AUX
fbem-22389	128	12	intelligently	intelligently	ADV
fbem-22389	128	13	analyze	analyze	VERB
fbem-22389	128	14	data	datum	NOUN
fbem-22389	128	15	and	and	CCONJ
fbem-22389	128	16	provide	provide	VERB
fbem-22389	128	17	valuable	valuable	ADJ
fbem-22389	128	18	insights	insight	NOUN
fbem-22389	128	19	and	and	CCONJ
fbem-22389	128	20	decision	decision	NOUN
fbem-22389	128	21	-	-	PUNCT
fbem-22389	128	22	making	make	VERB
fbem-22389	128	23	suggestions	suggestion	NOUN
fbem-22389	128	24	.	.	PUNCT
fbem-22389	129	1	to	to	PART
fbem-22389	129	2	meet	meet	VERB
fbem-22389	129	3	the	the	DET
fbem-22389	129	4	demands	demand	NOUN
fbem-22389	129	5	for	for	ADP
fbem-22389	129	6	visualizing	visualize	VERB
fbem-22389	129	7	large	large	ADJ
fbem-22389	129	8	-	-	PUNCT
fbem-22389	129	9	scale	scale	NOUN
fbem-22389	129	10	and	and	CCONJ
fbem-22389	129	11	realtime	realtime	NOUN
fbem-22389	129	12	data	datum	NOUN
fbem-22389	129	13	,	,	PUNCT
fbem-22389	129	14	future	future	ADJ
fbem-22389	129	15	data	data	NOUN
fbem-22389	129	16	visualization	visualization	NOUN
fbem-22389	129	17	tools	tool	NOUN
fbem-22389	129	18	will	will	AUX
fbem-22389	129	19	rely	rely	VERB
fbem-22389	129	20	on	on	ADP
fbem-22389	129	21	efficient	efficient	ADJ
fbem-22389	129	22	computing	computing	NOUN
fbem-22389	129	23	and	and	CCONJ
fbem-22389	129	24	distributed	distributed	ADJ
fbem-22389	129	25	systems	system	NOUN
fbem-22389	129	26	.	.	PUNCT
fbem-22389	130	1	cloud	cloud	NOUN
fbem-22389	130	2	computing	computing	NOUN
fbem-22389	130	3	and	and	CCONJ
fbem-22389	130	4	edge	edge	NOUN
fbem-22389	130	5	computing	computing	NOUN
fbem-22389	130	6	technologies	technology	NOUN
fbem-22389	130	7	can	can	AUX
fbem-22389	130	8	significantly	significantly	ADV
fbem-22389	130	9	enhance	enhance	VERB
fbem-22389	130	10	data	datum	NOUN
fbem-22389	130	11	processing	processing	NOUN
fbem-22389	130	12	and	and	CCONJ
fbem-22389	130	13	visualization	visualization	NOUN
fbem-22389	130	14	efficiency	efficiency	NOUN
fbem-22389	130	15	,	,	PUNCT
fbem-22389	130	16	catering	cater	VERB
fbem-22389	130	17	to	to	ADP
fbem-22389	130	18	the	the	DET
fbem-22389	130	19	needs	need	NOUN
fbem-22389	130	20	of	of	ADP
fbem-22389	130	21	large	large	ADJ
fbem-22389	130	22	-	-	PUNCT
fbem-22389	130	23	scale	scale	NOUN
fbem-22389	130	24	and	and	CCONJ
fbem-22389	130	25	real	real	ADJ
fbem-22389	130	26	-	-	PUNCT
fbem-22389	130	27	time	time	NOUN
fbem-22389	130	28	data	datum	NOUN
fbem-22389	130	29	.	.	PUNCT
fbem-22389	131	1	high	high	ADJ
fbem-22389	131	2	-	-	PUNCT
fbem-22389	131	3	performance	performance	NOUN
fbem-22389	131	4	computing	computing	NOUN
fbem-22389	131	5	(	(	PUNCT
fbem-22389	131	6	hpc	hpc	NOUN
fbem-22389	131	7	)	)	PUNCT
fbem-22389	131	8	resources	resource	NOUN
fbem-22389	131	9	can	can	AUX
fbem-22389	131	10	provide	provide	VERB
fbem-22389	131	11	robust	robust	ADJ
fbem-22389	131	12	computational	computational	ADJ
fbem-22389	131	13	power	power	NOUN
fbem-22389	131	14	when	when	SCONJ
fbem-22389	131	15	dealing	deal	VERB
fbem-22389	131	16	with	with	ADP
fbem-22389	131	17	complex	complex	ADJ
fbem-22389	131	18	data	datum	NOUN
fbem-22389	131	19	,	,	PUNCT
fbem-22389	131	20	ensuring	ensure	VERB
fbem-22389	131	21	the	the	DET
fbem-22389	131	22	efficiency	efficiency	NOUN
fbem-22389	131	23	and	and	CCONJ
fbem-22389	131	24	smoothness	smoothness	NOUN
fbem-22389	131	25	of	of	ADP
fbem-22389	131	26	the	the	DET
fbem-22389	131	27	visualization	visualization	NOUN
fbem-22389	131	28	process	process	NOUN
fbem-22389	131	29	.	.	PUNCT
fbem-22389	132	1	future	future	ADJ
fbem-22389	132	2	data	data	NOUN
fbem-22389	132	3	visualization	visualization	NOUN
fbem-22389	132	4	technologies	technology	NOUN
fbem-22389	132	5	will	will	AUX
fbem-22389	132	6	also	also	ADV
fbem-22389	132	7	become	become	VERB
fbem-22389	132	8	more	more	ADV
fbem-22389	132	9	open	open	ADJ
fbem-22389	132	10	,	,	PUNCT
fbem-22389	132	11	promoting	promote	VERB
fbem-22389	132	12	cross	cross	ADJ
fbem-22389	132	13	-	-	ADJ
fbem-22389	132	14	disciplinary	disciplinary	ADJ
fbem-22389	132	15	collaboration	collaboration	NOUN
fbem-22389	132	16	and	and	CCONJ
fbem-22389	132	17	sharing	sharing	NOUN
fbem-22389	132	18	.	.	PUNCT
fbem-22389	133	1	by	by	ADP
fbem-22389	133	2	promoting	promote	VERB
fbem-22389	133	3	open	open	ADJ
fbem-22389	133	4	data	datum	NOUN
fbem-22389	133	5	and	and	CCONJ
fbem-22389	133	6	open	open	ADJ
fbem-22389	133	7	-	-	PUNCT
fbem-22389	133	8	source	source	NOUN
fbem-22389	133	9	visualization	visualization	NOUN
fbem-22389	133	10	tools	tool	NOUN
fbem-22389	133	11	,	,	PUNCT
fbem-22389	133	12	data	datum	NOUN
fbem-22389	133	13	sharing	sharing	NOUN
fbem-22389	133	14	and	and	CCONJ
fbem-22389	133	15	technological	technological	ADJ
fbem-22389	133	16	innovation	innovation	NOUN
fbem-22389	133	17	will	will	AUX
fbem-22389	133	18	be	be	AUX
fbem-22389	133	19	encouraged	encourage	VERB
fbem-22389	133	20	.	.	PUNCT
fbem-22389	134	1	additionally	additionally	ADV
fbem-22389	134	2	,	,	PUNCT
fbem-22389	134	3	strengthening	strengthen	VERB
fbem-22389	134	4	collaboration	collaboration	NOUN
fbem-22389	134	5	among	among	ADP
fbem-22389	134	6	data	data	NOUN
fbem-22389	134	7	science	science	NOUN
fbem-22389	134	8	,	,	PUNCT
fbem-22389	134	9	artificial	artificial	ADJ
fbem-22389	134	10	intelligence	intelligence	NOUN
fbem-22389	134	11	,	,	PUNCT
fbem-22389	134	12	and	and	CCONJ
fbem-22389	134	13	visualization	visualization	NOUN
fbem-22389	134	14	fields	field	NOUN
fbem-22389	134	15	will	will	AUX
fbem-22389	134	16	help	help	VERB
fbem-22389	134	17	solve	solve	VERB
fbem-22389	134	18	complex	complex	ADJ
fbem-22389	134	19	problems	problem	NOUN
fbem-22389	134	20	and	and	CCONJ
fbem-22389	134	21	drive	drive	VERB
fbem-22389	134	22	technological	technological	ADJ
fbem-22389	134	23	progress	progress	NOUN
fbem-22389	134	24	.	.	PUNCT
fbem-22389	135	1	despite	despite	SCONJ
fbem-22389	135	2	the	the	DET
fbem-22389	135	3	many	many	ADJ
fbem-22389	135	4	challenges	challenge	NOUN
fbem-22389	135	5	faced	face	VERB
fbem-22389	135	6	in	in	ADP
fbem-22389	135	7	the	the	DET
fbem-22389	135	8	application	application	NOUN
fbem-22389	135	9	of	of	ADP
fbem-22389	135	10	data	datum	NOUN
fbem-22389	135	11	visualization	visualization	NOUN
fbem-22389	135	12	technology	technology	NOUN
fbem-22389	135	13	in	in	ADP
fbem-22389	135	14	artificial	artificial	ADJ
fbem-22389	135	15	intelligence	intelligence	NOUN
fbem-22389	135	16	,	,	PUNCT
fbem-22389	135	17	its	its	PRON
fbem-22389	135	18	future	future	ADJ
fbem-22389	135	19	prospects	prospect	NOUN
fbem-22389	135	20	are	be	AUX
fbem-22389	135	21	promising	promise	VERB
fbem-22389	135	22	with	with	ADP
fbem-22389	135	23	continuous	continuous	ADJ
fbem-22389	135	24	technological	technological	ADJ
fbem-22389	135	25	advancements	advancement	NOUN
fbem-22389	135	26	.	.	PUNCT
fbem-22389	136	1	by	by	ADP
fbem-22389	136	2	enhancing	enhance	VERB
fbem-22389	136	3	interactivity	interactivity	NOUN
fbem-22389	136	4	,	,	PUNCT
fbem-22389	136	5	automation	automation	NOUN
fbem-22389	136	6	and	and	CCONJ
fbem-22389	136	7	intelligence	intelligence	NOUN
fbem-22389	136	8	,	,	PUNCT
fbem-22389	136	9	applying	apply	VERB
fbem-22389	136	10	efficient	efficient	ADJ
fbem-22389	136	11	computing	computing	NOUN
fbem-22389	136	12	and	and	CCONJ
fbem-22389	136	13	distributed	distribute	VERB
fbem-22389	136	14	systems	system	NOUN
fbem-22389	136	15	,	,	PUNCT
fbem-22389	136	16	and	and	CCONJ
fbem-22389	136	17	promoting	promote	VERB
fbem-22389	136	18	openness	openness	NOUN
fbem-22389	136	19	and	and	CCONJ
fbem-22389	136	20	collaboration	collaboration	NOUN
fbem-22389	136	21	,	,	PUNCT
fbem-22389	136	22	data	datum	NOUN
fbem-22389	136	23	visualization	visualization	NOUN
fbem-22389	136	24	will	will	AUX
fbem-22389	136	25	play	play	VERB
fbem-22389	136	26	a	a	DET
fbem-22389	136	27	vital	vital	ADJ
fbem-22389	136	28	role	role	NOUN
fbem-22389	136	29	in	in	ADP
fbem-22389	136	30	various	various	ADJ
fbem-22389	136	31	fields	field	NOUN
fbem-22389	136	32	,	,	PUNCT
fbem-22389	136	33	further	far	ADV
fbem-22389	136	34	enhancing	enhance	VERB
fbem-22389	136	35	the	the	DET
fbem-22389	136	36	efficiency	efficiency	NOUN
fbem-22389	136	37	and	and	CCONJ
fbem-22389	136	38	interpretability	interpretability	NOUN
fbem-22389	136	39	of	of	ADP
fbem-22389	136	40	ai	ai	PROPN
fbem-22389	136	41	systems	system	NOUN
fbem-22389	136	42	.	.	PUNCT
fbem-22389	137	1	6	6	X
fbem-22389	137	2	.	.	X
fbem-22389	137	3	conclusion	conclusion	NOUN
fbem-22389	137	4	this	this	DET
fbem-22389	137	5	paper	paper	NOUN
fbem-22389	137	6	reviews	review	VERB
fbem-22389	137	7	the	the	DET
fbem-22389	137	8	application	application	NOUN
fbem-22389	137	9	and	and	CCONJ
fbem-22389	137	10	development	development	NOUN
fbem-22389	137	11	trends	trend	NOUN
fbem-22389	137	12	of	of	ADP
fbem-22389	137	13	data	datum	NOUN
fbem-22389	137	14	visualization	visualization	NOUN
fbem-22389	137	15	technology	technology	NOUN
fbem-22389	137	16	in	in	ADP
fbem-22389	137	17	artificial	artificial	ADJ
fbem-22389	137	18	intelligence	intelligence	NOUN
fbem-22389	137	19	.	.	PUNCT
fbem-22389	138	1	data	datum	NOUN
fbem-22389	138	2	visualization	visualization	NOUN
fbem-22389	138	3	technology	technology	NOUN
fbem-22389	138	4	,	,	PUNCT
fbem-22389	138	5	as	as	ADP
fbem-22389	138	6	an	an	DET
fbem-22389	138	7	important	important	ADJ
fbem-22389	138	8	tool	tool	NOUN
fbem-22389	138	9	for	for	ADP
fbem-22389	138	10	data	datum	NOUN
fbem-22389	138	11	analysis	analysis	NOUN
fbem-22389	138	12	and	and	CCONJ
fbem-22389	138	13	presentation	presentation	NOUN
fbem-22389	138	14	,	,	PUNCT
fbem-22389	138	15	can	can	AUX
fbem-22389	138	16	effectively	effectively	ADV
fbem-22389	138	17	assist	assist	VERB
fbem-22389	138	18	in	in	ADP
fbem-22389	138	19	understanding	understanding	NOUN
fbem-22389	138	20	and	and	CCONJ
fbem-22389	138	21	interpreting	interpret	VERB
fbem-22389	138	22	complex	complex	ADJ
fbem-22389	138	23	data	datum	NOUN
fbem-22389	138	24	,	,	PUNCT
fbem-22389	138	25	thereby	thereby	ADV
fbem-22389	138	26	improving	improve	VERB
fbem-22389	138	27	the	the	DET
fbem-22389	138	28	performance	performance	NOUN
fbem-22389	138	29	and	and	CCONJ
fbem-22389	138	30	explainability	explainability	NOUN
fbem-22389	138	31	of	of	ADP
fbem-22389	138	32	ai	ai	PROPN
fbem-22389	138	33	systems	system	NOUN
fbem-22389	138	34	.	.	PUNCT
fbem-22389	139	1	however	however	ADV
fbem-22389	139	2	,	,	PUNCT
fbem-22389	139	3	the	the	DET
fbem-22389	139	4	application	application	NOUN
fbem-22389	139	5	of	of	ADP
fbem-22389	139	6	data	datum	NOUN
fbem-22389	139	7	visualization	visualization	NOUN
fbem-22389	139	8	technology	technology	NOUN
fbem-22389	139	9	in	in	ADP
fbem-22389	139	10	artificial	artificial	ADJ
fbem-22389	139	11	intelligence	intelligence	NOUN
fbem-22389	139	12	still	still	ADV
fbem-22389	139	13	faces	face	VERB
fbem-22389	139	14	many	many	ADJ
fbem-22389	139	15	challenges	challenge	NOUN
fbem-22389	139	16	,	,	PUNCT
fbem-22389	139	17	such	such	ADJ
fbem-22389	139	18	as	as	ADP
fbem-22389	139	19	visualizing	visualize	VERB
fbem-22389	139	20	high	high	ADV
fbem-22389	139	21	-	-	PUNCT
fbem-22389	139	22	dimensional	dimensional	ADJ
fbem-22389	139	23	and	and	CCONJ
fbem-22389	139	24	real	real	ADJ
fbem-22389	139	25	-	-	PUNCT
fbem-22389	139	26	time	time	NOUN
fbem-22389	139	27	data	datum	NOUN
fbem-22389	139	28	,	,	PUNCT
fbem-22389	139	29	user	user	NOUN
fbem-22389	139	30	cognition	cognition	NOUN
fbem-22389	139	31	and	and	CCONJ
fbem-22389	139	32	interpretation	interpretation	NOUN
fbem-22389	139	33	,	,	PUNCT
fbem-22389	139	34	and	and	CCONJ
fbem-22389	139	35	data	datum	NOUN
fbem-22389	139	36	privacy	privacy	NOUN
fbem-22389	139	37	and	and	CCONJ
fbem-22389	139	38	security	security	NOUN
fbem-22389	139	39	.	.	PUNCT
fbem-22389	140	1	future	future	ADJ
fbem-22389	140	2	data	datum	NOUN
fbem-22389	140	3	visualization	visualization	NOUN
fbem-22389	140	4	technology	technology	NOUN
fbem-22389	140	5	needs	need	VERB
fbem-22389	140	6	to	to	PART
fbem-22389	140	7	address	address	VERB
fbem-22389	140	8	these	these	DET
fbem-22389	140	9	challenges	challenge	NOUN
fbem-22389	140	10	and	and	CCONJ
fbem-22389	140	11	achieve	achieve	VERB
fbem-22389	140	12	further	further	ADJ
fbem-22389	140	13	development	development	NOUN
fbem-22389	140	14	through	through	ADP
fbem-22389	140	15	technological	technological	ADJ
fbem-22389	140	16	advancements	advancement	NOUN
fbem-22389	140	17	,	,	PUNCT
fbem-22389	140	18	such	such	ADJ
fbem-22389	140	19	as	as	ADP
fbem-22389	140	20	enhancing	enhance	VERB
fbem-22389	140	21	user	user	NOUN
fbem-22389	140	22	interaction	interaction	NOUN
fbem-22389	140	23	,	,	PUNCT
fbem-22389	140	24	integrating	integrate	VERB
fbem-22389	140	25	automation	automation	NOUN
fbem-22389	140	26	and	and	CCONJ
fbem-22389	140	27	intelligence	intelligence	NOUN
fbem-22389	140	28	,	,	PUNCT
fbem-22389	140	29	applying	apply	VERB
fbem-22389	140	30	efficient	efficient	ADJ
fbem-22389	140	31	computing	computing	NOUN
fbem-22389	140	32	and	and	CCONJ
fbem-22389	140	33	distributed	distribute	VERB
fbem-22389	140	34	systems	system	NOUN
fbem-22389	140	35	,	,	PUNCT
fbem-22389	140	36	and	and	CCONJ
fbem-22389	140	37	promoting	promote	VERB
fbem-22389	140	38	openness	openness	NOUN
fbem-22389	140	39	and	and	CCONJ
fbem-22389	140	40	collaboration	collaboration	NOUN
fbem-22389	140	41	.	.	PUNCT
fbem-22389	141	1	we	we	PRON
fbem-22389	141	2	believe	believe	VERB
fbem-22389	141	3	that	that	SCONJ
fbem-22389	141	4	with	with	ADP
fbem-22389	141	5	continuous	continuous	ADJ
fbem-22389	141	6	technological	technological	ADJ
fbem-22389	141	7	innovation	innovation	NOUN
fbem-22389	141	8	,	,	PUNCT
fbem-22389	141	9	data	data	NOUN
fbem-22389	141	10	visualization	visualization	NOUN
fbem-22389	141	11	technology	technology	NOUN
fbem-22389	141	12	will	will	AUX
fbem-22389	141	13	play	play	VERB
fbem-22389	141	14	an	an	DET
fbem-22389	141	15	increasingly	increasingly	ADV
fbem-22389	141	16	important	important	ADJ
fbem-22389	141	17	role	role	NOUN
fbem-22389	141	18	in	in	ADP
fbem-22389	141	19	the	the	DET
fbem-22389	141	20	field	field	NOUN
fbem-22389	141	21	of	of	ADP
fbem-22389	141	22	artificial	artificial	ADJ
fbem-22389	141	23	intelligence	intelligence	NOUN
fbem-22389	141	24	,	,	PUNCT
fbem-22389	141	25	further	far	ADV
fbem-22389	141	26	enhancing	enhance	VERB
fbem-22389	141	27	the	the	DET
fbem-22389	141	28	performance	performance	NOUN
fbem-22389	141	29	and	and	CCONJ
fbem-22389	141	30	interpretability	interpretability	NOUN
fbem-22389	141	31	of	of	ADP
fbem-22389	141	32	ai	ai	PROPN
fbem-22389	141	33	systems	system	NOUN
fbem-22389	141	34	.	.	PUNCT
fbem-22389	142	1	references	reference	NOUN
fbem-22389	142	2	[	[	X
fbem-22389	142	3	1	1	NUM
fbem-22389	142	4	]	]	X
fbem-22389	142	5	chen	chen	PROPN
fbem-22389	142	6	,	,	PUNCT
fbem-22389	142	7	min	min	PROPN
fbem-22389	142	8	,	,	PUNCT
fbem-22389	142	9	and	and	CCONJ
fbem-22389	142	10	amos	amos	PROPN
fbem-22389	142	11	golan	golan	PROPN
fbem-22389	142	12	.	.	PUNCT
fbem-22389	143	1	"	"	PUNCT
fbem-22389	143	2	what	what	PRON
fbem-22389	143	3	may	may	AUX
fbem-22389	143	4	visualization	visualization	VERB
fbem-22389	143	5	processes	process	NOUN
fbem-22389	143	6	optimize	optimize	NOUN
fbem-22389	143	7	?	?	PUNCT
fbem-22389	143	8	"	"	PUNCT
fbem-22389	143	9	ieee	ieee	NOUN
fbem-22389	143	10	transactions	transaction	NOUN
fbem-22389	143	11	on	on	ADP
fbem-22389	143	12	visualization	visualization	NOUN
fbem-22389	143	13	and	and	CCONJ
fbem-22389	143	14	computer	computer	NOUN
fbem-22389	143	15	graphics	graphic	NOUN
fbem-22389	143	16	22.12	22.12	NUM
fbem-22389	143	17	(	(	PUNCT
fbem-22389	143	18	2015	2015	NUM
fbem-22389	143	19	):	):	PUNCT
fbem-22389	143	20	2619	2619	NUM
fbem-22389	143	21	-	-	SYM
fbem-22389	143	22	2632	2632	NUM
fbem-22389	143	23	[	[	X
fbem-22389	143	24	2	2	NUM
fbem-22389	143	25	]	]	PUNCT
fbem-22389	143	26	van	van	PROPN
fbem-22389	143	27	der	der	NOUN
fbem-22389	143	28	maaten	maaten	VERB
fbem-22389	143	29	,	,	PUNCT
fbem-22389	143	30	laurens	laurens	PROPN
fbem-22389	143	31	,	,	PUNCT
fbem-22389	143	32	and	and	CCONJ
fbem-22389	143	33	geoffrey	geoffrey	PROPN
fbem-22389	143	34	hinton	hinton	PROPN
fbem-22389	143	35	.	.	PUNCT
fbem-22389	144	1	"	"	PUNCT
fbem-22389	144	2	visualizing	visualize	VERB
fbem-22389	144	3	data	datum	NOUN
fbem-22389	144	4	using	use	VERB
fbem-22389	144	5	t	t	PROPN
fbem-22389	144	6	-	-	PUNCT
fbem-22389	144	7	sne	sne	NOUN
fbem-22389	144	8	.	.	PUNCT
fbem-22389	144	9	"	"	PUNCT
fbem-22389	144	10	journal	journal	NOUN
fbem-22389	144	11	of	of	ADP
fbem-22389	144	12	machine	machine	NOUN
fbem-22389	144	13	learning	learn	VERB
fbem-22389	144	14	research	research	NOUN
fbem-22389	144	15	9.11	9.11	NUM
fbem-22389	144	16	(	(	PUNCT
fbem-22389	144	17	2008	2008	NUM
fbem-22389	144	18	)	)	PUNCT
fbem-22389	144	19	.	.	PUNCT
fbem-22389	145	1	[	[	X
fbem-22389	145	2	3	3	NUM
fbem-22389	145	3	]	]	X
fbem-22389	145	4	lecun	lecun	ADJ
fbem-22389	145	5	,	,	PUNCT
fbem-22389	145	6	yann	yann	PROPN
fbem-22389	145	7	,	,	PUNCT
fbem-22389	145	8	yoshua	yoshua	PROPN
fbem-22389	145	9	bengio	bengio	PROPN
fbem-22389	145	10	,	,	PUNCT
fbem-22389	145	11	and	and	CCONJ
fbem-22389	145	12	geoffrey	geoffrey	PROPN
fbem-22389	145	13	hinton	hinton	PROPN
fbem-22389	145	14	.	.	PUNCT
fbem-22389	146	1	"	"	PUNCT
fbem-22389	146	2	deep	deep	ADJ
fbem-22389	146	3	learning	learning	NOUN
fbem-22389	146	4	.	.	PUNCT
fbem-22389	146	5	"	"	PUNCT
fbem-22389	147	1	nature	nature	NOUN
fbem-22389	147	2	521.7553	521.7553	NUM
fbem-22389	147	3	(	(	PUNCT
fbem-22389	147	4	2015	2015	NUM
fbem-22389	147	5	):	):	PUNCT
fbem-22389	147	6	436	436	NUM
fbem-22389	147	7	-	-	SYM
fbem-22389	147	8	444	444	NUM
fbem-22389	147	9	.	.	PUNCT
fbem-22389	148	1	[	[	X
fbem-22389	148	2	4	4	NUM
fbem-22389	148	3	]	]	X
fbem-22389	148	4	goodfellow	goodfellow	PROPN
fbem-22389	148	5	,	,	PUNCT
fbem-22389	148	6	ian	ian	PROPN
fbem-22389	148	7	,	,	PUNCT
fbem-22389	148	8	yoshua	yoshua	PROPN
fbem-22389	148	9	bengio	bengio	PROPN
fbem-22389	148	10	,	,	PUNCT
fbem-22389	148	11	and	and	CCONJ
fbem-22389	148	12	aaron	aaron	PROPN
fbem-22389	148	13	courville	courville	PROPN
fbem-22389	148	14	.	.	PUNCT
fbem-22389	149	1	deep	deep	ADJ
fbem-22389	149	2	learning	learning	NOUN
fbem-22389	149	3	.	.	PUNCT
fbem-22389	150	1	mit	mit	PROPN
fbem-22389	150	2	press	press	PROPN
fbem-22389	150	3	,	,	PUNCT
fbem-22389	150	4	2016	2016	NUM
fbem-22389	150	5	.	.	PUNCT
fbem-22389	151	1	[	[	X
fbem-22389	151	2	5	5	NUM
fbem-22389	151	3	]	]	X
fbem-22389	151	4	fawcett	fawcett	PROPN
fbem-22389	151	5	,	,	PUNCT
fbem-22389	151	6	tom	tom	PROPN
fbem-22389	151	7	.	.	PUNCT
fbem-22389	152	1	"	"	PUNCT
fbem-22389	152	2	an	an	DET
fbem-22389	152	3	introduction	introduction	NOUN
fbem-22389	152	4	to	to	ADP
fbem-22389	152	5	roc	roc	PROPN
fbem-22389	152	6	analysis	analysis	NOUN
fbem-22389	152	7	.	.	PUNCT
fbem-22389	152	8	"	"	PUNCT
fbem-22389	152	9	pattern	pattern	NOUN
fbem-22389	152	10	recognition	recognition	NOUN
fbem-22389	152	11	letters	letter	NOUN
fbem-22389	152	12	27.8	27.8	NUM
fbem-22389	152	13	(	(	PUNCT
fbem-22389	152	14	2006	2006	NUM
fbem-22389	152	15	):	):	PUNCT
fbem-22389	152	16	861	861	NUM
fbem-22389	152	17	-	-	SYM
fbem-22389	152	18	874	874	NUM
fbem-22389	152	19	.	.	PUNCT
fbem-22389	153	1	[	[	X
fbem-22389	153	2	6	6	NUM
fbem-22389	153	3	]	]	X
fbem-22389	153	4	ribeiro	ribeiro	PROPN
fbem-22389	153	5	,	,	PUNCT
fbem-22389	153	6	marco	marco	PROPN
fbem-22389	153	7	tulio	tulio	PROPN
fbem-22389	153	8	,	,	PUNCT
fbem-22389	153	9	sameer	sameer	PROPN
fbem-22389	153	10	singh	singh	PROPN
fbem-22389	153	11	,	,	PUNCT
fbem-22389	153	12	and	and	CCONJ
fbem-22389	153	13	carlos	carlos	PROPN
fbem-22389	153	14	guestrin	guestrin	PROPN
fbem-22389	153	15	.	.	PUNCT
fbem-22389	154	1	"	"	PUNCT
fbem-22389	154	2	"	"	PUNCT
fbem-22389	154	3	why	why	SCONJ
fbem-22389	154	4	should	should	AUX
fbem-22389	154	5	i	i	PRON
fbem-22389	154	6	trust	trust	VERB
fbem-22389	154	7	you	you	PRON
fbem-22389	154	8	?	?	PUNCT
fbem-22389	154	9	"	"	PUNCT
fbem-22389	154	10	explaining	explain	VERB
fbem-22389	154	11	the	the	DET
fbem-22389	154	12	predictions	prediction	NOUN
fbem-22389	154	13	of	of	ADP
fbem-22389	154	14	any	any	DET
fbem-22389	154	15	classifier	classifier	NOUN
fbem-22389	154	16	.	.	PUNCT
fbem-22389	154	17	"	"	PUNCT
fbem-22389	155	1	proceedings	proceeding	NOUN
fbem-22389	155	2	of	of	ADP
fbem-22389	155	3	the	the	DET
fbem-22389	155	4	22nd	22nd	PROPN
fbem-22389	155	5	acm	acm	PROPN
fbem-22389	155	6	sigkdd	sigkdd	PROPN
fbem-22389	155	7	international	international	ADJ
fbem-22389	155	8	conference	conference	NOUN
fbem-22389	155	9	on	on	ADP
fbem-22389	155	10	knowledge	knowledge	NOUN
fbem-22389	155	11	discovery	discovery	PROPN
fbem-22389	155	12	and	and	CCONJ
fbem-22389	155	13	data	datum	NOUN
fbem-22389	155	14	mining	mining	NOUN
fbem-22389	155	15	.	.	PUNCT
fbem-22389	156	1	2016	2016	NUM
fbem-22389	156	2	.	.	PUNCT
fbem-22389	157	1	[	[	X
fbem-22389	157	2	7	7	NUM
fbem-22389	157	3	]	]	X
fbem-22389	157	4	lundberg	lundberg	PROPN
fbem-22389	157	5	,	,	PUNCT
fbem-22389	157	6	scott	scott	PROPN
fbem-22389	157	7	m.	m.	PROPN
fbem-22389	157	8	,	,	PUNCT
fbem-22389	157	9	and	and	CCONJ
fbem-22389	157	10	su	su	PROPN
fbem-22389	157	11	-	-	PUNCT
fbem-22389	157	12	in	in	ADP
fbem-22389	157	13	lee	lee	PROPN
fbem-22389	157	14	.	.	PUNCT
fbem-22389	158	1	"	"	PUNCT
fbem-22389	158	2	a	a	DET
fbem-22389	158	3	unified	unified	ADJ
fbem-22389	158	4	approach	approach	NOUN
fbem-22389	158	5	to	to	ADP
fbem-22389	158	6	interpreting	interpret	VERB
fbem-22389	158	7	model	model	NOUN
fbem-22389	158	8	predictions	prediction	NOUN
fbem-22389	158	9	.	.	PUNCT
fbem-22389	158	10	"	"	PUNCT
fbem-22389	159	1	advances	advance	NOUN
fbem-22389	159	2	in	in	ADP
fbem-22389	159	3	neural	neural	ADJ
fbem-22389	159	4	information	information	NOUN
fbem-22389	159	5	processing	processing	NOUN
fbem-22389	159	6	systems	system	NOUN
fbem-22389	159	7	30	30	NUM
fbem-22389	159	8	(	(	PUNCT
fbem-22389	159	9	2017	2017	NUM
fbem-22389	159	10	)	)	PUNCT
fbem-22389	159	11	.	.	PUNCT
fbem-22389	160	1	[	[	X
fbem-22389	160	2	8	8	NUM
fbem-22389	160	3	]	]	X
fbem-22389	160	4	keim	keim	X
fbem-22389	160	5	,	,	PUNCT
fbem-22389	160	6	daniel	daniel	PROPN
fbem-22389	160	7	a.	a.	PROPN
fbem-22389	160	8	,	,	PUNCT
fbem-22389	160	9	et	et	PROPN
fbem-22389	160	10	al	al	PROPN
fbem-22389	160	11	.	.	PROPN
fbem-22389	160	12	visual	visual	PROPN
fbem-22389	160	13	analytics	analytic	NOUN
fbem-22389	160	14	:	:	PUNCT
fbem-22389	160	15	scope	scope	NOUN
fbem-22389	160	16	and	and	CCONJ
fbem-22389	160	17	challenges	challenge	NOUN
fbem-22389	160	18	.	.	PUNCT
fbem-22389	161	1	springer	springer	PROPN
fbem-22389	161	2	berlin	berlin	PROPN
fbem-22389	161	3	heidelberg	heidelberg	PROPN
fbem-22389	161	4	,	,	PUNCT
fbem-22389	161	5	2008	2008	NUM
fbem-22389	161	6	.	.	PUNCT