id	sid	tid	token	lemma	pos
1v53jw8561b	1	1	motivated	motivate	VERB
1v53jw8561b	1	2	by	by	ADP
1v53jw8561b	1	3	the	the	DET
1v53jw8561b	1	4	state	state	NOUN
1v53jw8561b	1	5	-	-	PUNCT
1v53jw8561b	1	6	of	of	ADP
1v53jw8561b	1	7	-	-	PUNCT
1v53jw8561b	1	8	the	the	DET
1v53jw8561b	1	9	-	-	PUNCT
1v53jw8561b	1	10	art	art	NOUN
1v53jw8561b	1	11	ubiquitous	ubiquitous	ADJ
1v53jw8561b	1	12	and	and	CCONJ
1v53jw8561b	1	13	pervasive	pervasive	ADJ
1v53jw8561b	1	14	sensing	sensing	NOUN
1v53jw8561b	1	15	,	,	PUNCT
1v53jw8561b	1	16	big	big	ADJ
1v53jw8561b	1	17	data	datum	NOUN
1v53jw8561b	1	18	processing	processing	NOUN
1v53jw8561b	1	19	and	and	CCONJ
1v53jw8561b	1	20	analytic	analytic	ADJ
1v53jw8561b	1	21	,	,	PUNCT
1v53jw8561b	1	22	and	and	CCONJ
1v53jw8561b	1	23	advanced	advanced	ADJ
1v53jw8561b	1	24	artificial	artificial	ADJ
1v53jw8561b	1	25	intelligence	intelligence	NOUN
1v53jw8561b	1	26	(	(	PUNCT
1v53jw8561b	1	27	ai	ai	PROPN
1v53jw8561b	1	28	)	)	PUNCT
1v53jw8561b	1	29	technologies	technology	NOUN
1v53jw8561b	1	30	,	,	PUNCT
1v53jw8561b	1	31	smart	smart	ADJ
1v53jw8561b	1	32	urban	urban	ADJ
1v53jw8561b	1	33	sensing	sensing	NOUN
1v53jw8561b	1	34	(	(	PUNCT
1v53jw8561b	1	35	sus	sus	PROPN
1v53jw8561b	1	36	)	)	PUNCT
1v53jw8561b	1	37	has	have	AUX
1v53jw8561b	1	38	emerged	emerge	VERB
1v53jw8561b	1	39	as	as	ADP
1v53jw8561b	1	40	a	a	DET
1v53jw8561b	1	41	powerful	powerful	ADJ
1v53jw8561b	1	42	sensing	sense	VERB
1v53jw8561b	1	43	paradigm	paradigm	NOUN
1v53jw8561b	1	44	to	to	PART
1v53jw8561b	1	45	capture	capture	VERB
1v53jw8561b	1	46	a	a	DET
1v53jw8561b	1	47	rich	rich	ADJ
1v53jw8561b	1	48	set	set	NOUN
1v53jw8561b	1	49	of	of	ADP
1v53jw8561b	1	50	information	information	NOUN
1v53jw8561b	1	51	of	of	ADP
1v53jw8561b	1	52	the	the	DET
1v53jw8561b	1	53	urban	urban	ADJ
1v53jw8561b	1	54	environments	environment	NOUN
1v53jw8561b	1	55	at	at	ADP
1v53jw8561b	1	56	an	an	DET
1v53jw8561b	1	57	unprecedented	unprecedented	ADJ
1v53jw8561b	1	58	scale	scale	NOUN
1v53jw8561b	1	59	.	.	PUNCT
1v53jw8561b	2	1	in	in	ADP
1v53jw8561b	2	2	smart	smart	ADJ
1v53jw8561b	2	3	urban	urban	ADJ
1v53jw8561b	2	4	sensing	sense	VERB
1v53jw8561b	2	5	applications	application	NOUN
1v53jw8561b	2	6	,	,	PUNCT
1v53jw8561b	2	7	both	both	PRON
1v53jw8561b	2	8	infrastructure	infrastructure	NOUN
1v53jw8561b	2	9	-	-	PUNCT
1v53jw8561b	2	10	based	base	VERB
1v53jw8561b	2	11	(	(	PUNCT
1v53jw8561b	2	12	e.g.	e.g.	X
1v53jw8561b	2	13	,	,	PUNCT
1v53jw8561b	2	14	cameras	camera	NOUN
1v53jw8561b	2	15	,	,	PUNCT
1v53jw8561b	2	16	speed	speed	NOUN
1v53jw8561b	2	17	sensors	sensor	NOUN
1v53jw8561b	2	18	,	,	PUNCT
1v53jw8561b	2	19	air	air	NOUN
1v53jw8561b	2	20	quality	quality	NOUN
1v53jw8561b	2	21	sensors	sensor	NOUN
1v53jw8561b	2	22	)	)	PUNCT
1v53jw8561b	2	23	and	and	CCONJ
1v53jw8561b	2	24	human	human	ADJ
1v53jw8561b	2	25	sensors	sensor	NOUN
1v53jw8561b	2	26	(	(	PUNCT
1v53jw8561b	2	27	e.g.	e.g.	ADV
1v53jw8561b	2	28	,	,	PUNCT
1v53jw8561b	2	29	mobile	mobile	ADJ
1v53jw8561b	2	30	crowdsensing	crowdsensing	ADJ
1v53jw8561b	2	31	,	,	PUNCT
1v53jw8561b	2	32	social	social	ADJ
1v53jw8561b	2	33	media	medium	NOUN
1v53jw8561b	2	34	)	)	PUNCT
1v53jw8561b	2	35	collaboratively	collaboratively	ADV
1v53jw8561b	2	36	report	report	VERB
1v53jw8561b	2	37	the	the	DET
1v53jw8561b	2	38	measurements	measurement	NOUN
1v53jw8561b	2	39	about	about	ADP
1v53jw8561b	2	40	the	the	DET
1v53jw8561b	2	41	urban	urban	ADJ
1v53jw8561b	2	42	environment	environment	NOUN
1v53jw8561b	2	43	for	for	ADP
1v53jw8561b	2	44	sustainable	sustainable	ADJ
1v53jw8561b	2	45	city	city	NOUN
1v53jw8561b	2	46	monitoring	monitoring	NOUN
1v53jw8561b	2	47	and	and	CCONJ
1v53jw8561b	2	48	management	management	NOUN
1v53jw8561b	2	49	.	.	PUNCT
1v53jw8561b	3	1	in	in	ADP
1v53jw8561b	3	2	this	this	DET
1v53jw8561b	3	3	thesis	thesis	NOUN
1v53jw8561b	3	4	,	,	PUNCT
1v53jw8561b	3	5	we	we	PRON
1v53jw8561b	3	6	focus	focus	VERB
1v53jw8561b	3	7	on	on	ADP
1v53jw8561b	3	8	ai	ai	NOUN
1v53jw8561b	3	9	-	-	PUNCT
1v53jw8561b	3	10	driven	drive	VERB
1v53jw8561b	3	11	smart	smart	ADJ
1v53jw8561b	3	12	urban	urban	ADJ
1v53jw8561b	3	13	sensing	sensing	NOUN
1v53jw8561b	3	14	(	(	PUNCT
1v53jw8561b	3	15	asus	asus	NOUN
1v53jw8561b	3	16	)	)	PUNCT
1v53jw8561b	3	17	applications	application	NOUN
1v53jw8561b	3	18	.	.	PUNCT
1v53jw8561b	4	1	examples	example	NOUN
1v53jw8561b	4	2	of	of	ADP
1v53jw8561b	4	3	asus	asus	NOUN
1v53jw8561b	4	4	applications	application	NOUN
1v53jw8561b	4	5	include	include	VERB
1v53jw8561b	4	6	deep	deep	ADJ
1v53jw8561b	4	7	convolutional	convolutional	ADJ
1v53jw8561b	4	8	network	network	NOUN
1v53jw8561b	4	9	based	base	VERB
1v53jw8561b	4	10	model	model	NOUN
1v53jw8561b	4	11	to	to	PART
1v53jw8561b	4	12	automatically	automatically	ADV
1v53jw8561b	4	13	monitor	monitor	VERB
1v53jw8561b	4	14	the	the	DET
1v53jw8561b	4	15	structural	structural	ADJ
1v53jw8561b	4	16	health	health	NOUN
1v53jw8561b	4	17	conditions	condition	NOUN
1v53jw8561b	4	18	of	of	ADP
1v53jw8561b	4	19	the	the	DET
1v53jw8561b	4	20	city	city	NOUN
1v53jw8561b	4	21	-	-	PUNCT
1v53jw8561b	4	22	wide	wide	ADJ
1v53jw8561b	4	23	infrastructure	infrastructure	NOUN
1v53jw8561b	4	24	,	,	PUNCT
1v53jw8561b	4	25	recurrent	recurrent	ADJ
1v53jw8561b	4	26	neural	neural	ADJ
1v53jw8561b	4	27	network	network	NOUN
1v53jw8561b	4	28	based	base	VERB
1v53jw8561b	4	29	approach	approach	NOUN
1v53jw8561b	4	30	to	to	PART
1v53jw8561b	4	31	accurately	accurately	ADV
1v53jw8561b	4	32	forecast	forecast	VERB
1v53jw8561b	4	33	the	the	DET
1v53jw8561b	4	34	traffic	traffic	NOUN
1v53jw8561b	4	35	risks	risk	NOUN
1v53jw8561b	4	36	at	at	ADP
1v53jw8561b	4	37	a	a	DET
1v53jw8561b	4	38	fine	fine	ADV
1v53jw8561b	4	39	-	-	PUNCT
1v53jw8561b	4	40	grained	grain	VERB
1v53jw8561b	4	41	spatial	spatial	ADJ
1v53jw8561b	4	42	granularity	granularity	NOUN
1v53jw8561b	4	43	,	,	PUNCT
1v53jw8561b	4	44	and	and	CCONJ
1v53jw8561b	4	45	deep	deep	ADJ
1v53jw8561b	4	46	fusion	fusion	NOUN
1v53jw8561b	4	47	learning	learn	VERB
1v53jw8561b	4	48	based	base	VERB
1v53jw8561b	4	49	framework	framework	NOUN
1v53jw8561b	4	50	to	to	PART
1v53jw8561b	4	51	rapidly	rapidly	ADV
1v53jw8561b	4	52	detect	detect	VERB
1v53jw8561b	4	53	infectious	infectious	ADJ
1v53jw8561b	4	54	disease	disease	NOUN
1v53jw8561b	4	55	outbreaks	outbreak	NOUN
1v53jw8561b	4	56	in	in	ADP
1v53jw8561b	4	57	big	big	ADJ
1v53jw8561b	4	58	cities	city	NOUN
1v53jw8561b	4	59	using	use	VERB
1v53jw8561b	4	60	location	location	NOUN
1v53jw8561b	4	61	-	-	PUNCT
1v53jw8561b	4	62	based	base	VERB
1v53jw8561b	4	63	crowd	crowd	NOUN
1v53jw8561b	4	64	tracking	tracking	NOUN
1v53jw8561b	4	65	services	service	NOUN
1v53jw8561b	4	66	.	.	PUNCT
1v53jw8561b	5	1	compared	compare	VERB
1v53jw8561b	5	2	to	to	ADP
1v53jw8561b	5	3	traditional	traditional	ADJ
1v53jw8561b	5	4	urban	urban	ADJ
1v53jw8561b	5	5	sensing	sense	VERB
1v53jw8561b	5	6	applications	application	NOUN
1v53jw8561b	5	7	,	,	PUNCT
1v53jw8561b	5	8	asus	asus	PROPN
1v53jw8561b	5	9	is	be	AUX
1v53jw8561b	5	10	advantageous	advantageous	ADJ
1v53jw8561b	5	11	in	in	ADP
1v53jw8561b	5	12	several	several	ADJ
1v53jw8561b	5	13	aspects	aspect	NOUN
1v53jw8561b	5	14	:	:	PUNCT
1v53jw8561b	5	15	1	1	X
1v53jw8561b	5	16	)	)	PUNCT
1v53jw8561b	5	17	unlike	unlike	ADP
1v53jw8561b	5	18	the	the	DET
1v53jw8561b	5	19	traditional	traditional	ADJ
1v53jw8561b	5	20	urban	urban	ADJ
1v53jw8561b	5	21	sensing	sense	VERB
1v53jw8561b	5	22	solutions	solution	NOUN
1v53jw8561b	5	23	,	,	PUNCT
1v53jw8561b	5	24	ai	ai	AUX
1v53jw8561b	5	25	models	model	NOUN
1v53jw8561b	5	26	are	be	AUX
1v53jw8561b	5	27	often	often	ADV
1v53jw8561b	5	28	data	data	NOUN
1v53jw8561b	5	29	-	-	PUNCT
1v53jw8561b	5	30	driven	drive	VERB
1v53jw8561b	5	31	and	and	CCONJ
1v53jw8561b	5	32	tend	tend	VERB
1v53jw8561b	5	33	to	to	PART
1v53jw8561b	5	34	be	be	AUX
1v53jw8561b	5	35	more	more	ADV
1v53jw8561b	5	36	intelligent	intelligent	ADJ
1v53jw8561b	5	37	and	and	CCONJ
1v53jw8561b	5	38	flexible	flexible	ADJ
1v53jw8561b	5	39	in	in	ADP
1v53jw8561b	5	40	understanding	understand	VERB
1v53jw8561b	5	41	the	the	DET
1v53jw8561b	5	42	complex	complex	ADJ
1v53jw8561b	5	43	and	and	CCONJ
1v53jw8561b	5	44	multimodal	multimodal	ADJ
1v53jw8561b	5	45	sensing	sense	VERB
1v53jw8561b	5	46	measurements	measurement	NOUN
1v53jw8561b	5	47	in	in	ADP
1v53jw8561b	5	48	asus	asus	PROPN
1v53jw8561b	5	49	.	.	PUNCT
1v53jw8561b	6	1	2	2	X
1v53jw8561b	6	2	)	)	PUNCT
1v53jw8561b	6	3	ai	ai	VERB
1v53jw8561b	6	4	models	model	NOUN
1v53jw8561b	6	5	are	be	AUX
1v53jw8561b	6	6	capable	capable	ADJ
1v53jw8561b	6	7	of	of	ADP
1v53jw8561b	6	8	judiciously	judiciously	ADV
1v53jw8561b	6	9	analyzing	analyze	VERB
1v53jw8561b	6	10	the	the	DET
1v53jw8561b	6	11	vast	vast	ADJ
1v53jw8561b	6	12	amount	amount	NOUN
1v53jw8561b	6	13	of	of	ADP
1v53jw8561b	6	14	structured	structured	ADJ
1v53jw8561b	6	15	and	and	CCONJ
1v53jw8561b	6	16	unstructured	unstructured	ADJ
1v53jw8561b	6	17	sensing	sense	VERB
1v53jw8561b	6	18	data	datum	NOUN
1v53jw8561b	6	19	,	,	PUNCT
1v53jw8561b	6	20	which	which	PRON
1v53jw8561b	6	21	significantly	significantly	ADV
1v53jw8561b	6	22	improves	improve	VERB
1v53jw8561b	6	23	the	the	DET
1v53jw8561b	6	24	heterogeneity	heterogeneity	NOUN
1v53jw8561b	6	25	and	and	CCONJ
1v53jw8561b	6	26	efficiency	efficiency	NOUN
1v53jw8561b	6	27	of	of	ADP
1v53jw8561b	6	28	asus	asus	NOUN
1v53jw8561b	6	29	applications	application	NOUN
1v53jw8561b	6	30	.	.	PUNCT
1v53jw8561b	7	1	3	3	X
1v53jw8561b	7	2	)	)	PUNCT
1v53jw8561b	7	3	compared	compare	VERB
1v53jw8561b	7	4	to	to	ADP
1v53jw8561b	7	5	machine	machine	NOUN
1v53jw8561b	7	6	learning	learning	NOUN
1v53jw8561b	7	7	-	-	PUNCT
1v53jw8561b	7	8	based	base	VERB
1v53jw8561b	7	9	approaches	approach	NOUN
1v53jw8561b	7	10	that	that	PRON
1v53jw8561b	7	11	require	require	VERB
1v53jw8561b	7	12	extensive	extensive	ADJ
1v53jw8561b	7	13	feature	feature	NOUN
1v53jw8561b	7	14	engineering	engineering	NOUN
1v53jw8561b	7	15	efforts	effort	NOUN
1v53jw8561b	7	16	,	,	PUNCT
1v53jw8561b	7	17	ai	ai	AUX
1v53jw8561b	7	18	models	model	NOUN
1v53jw8561b	7	19	offer	offer	VERB
1v53jw8561b	7	20	the	the	DET
1v53jw8561b	7	21	automatic	automatic	ADJ
1v53jw8561b	7	22	feature	feature	NOUN
1v53jw8561b	7	23	engineering	engineering	NOUN
1v53jw8561b	7	24	capability	capability	NOUN
1v53jw8561b	7	25	to	to	PART
1v53jw8561b	7	26	identify	identify	VERB
1v53jw8561b	7	27	the	the	DET
1v53jw8561b	7	28	critical	critical	ADJ
1v53jw8561b	7	29	features	feature	NOUN
1v53jw8561b	7	30	embedded	embed	VERB
1v53jw8561b	7	31	in	in	ADP
1v53jw8561b	7	32	asus	asus	PROPN
1v53jw8561b	7	33	data	datum	NOUN
1v53jw8561b	7	34	to	to	PART
1v53jw8561b	7	35	optimize	optimize	VERB
1v53jw8561b	7	36	the	the	DET
1v53jw8561b	7	37	application	application	NOUN
1v53jw8561b	7	38	performance	performance	NOUN
1v53jw8561b	7	39	.	.	PUNCT
1v53jw8561b	8	1	the	the	DET
1v53jw8561b	8	2	overall	overall	ADJ
1v53jw8561b	8	3	goal	goal	NOUN
1v53jw8561b	8	4	of	of	ADP
1v53jw8561b	8	5	this	this	DET
1v53jw8561b	8	6	thesis	thesis	NOUN
1v53jw8561b	8	7	is	be	AUX
1v53jw8561b	8	8	to	to	PART
1v53jw8561b	8	9	develop	develop	VERB
1v53jw8561b	8	10	a	a	DET
1v53jw8561b	8	11	set	set	NOUN
1v53jw8561b	8	12	of	of	ADP
1v53jw8561b	8	13	ai	ai	NOUN
1v53jw8561b	8	14	-	-	PUNCT
1v53jw8561b	8	15	driven	drive	VERB
1v53jw8561b	8	16	analytic	analytic	ADJ
1v53jw8561b	8	17	models	model	NOUN
1v53jw8561b	8	18	and	and	CCONJ
1v53jw8561b	8	19	systems	system	NOUN
1v53jw8561b	8	20	to	to	PART
1v53jw8561b	8	21	address	address	VERB
1v53jw8561b	8	22	three	three	NUM
1v53jw8561b	8	23	fundamental	fundamental	ADJ
1v53jw8561b	8	24	challenges	challenge	NOUN
1v53jw8561b	8	25	in	in	ADP
1v53jw8561b	8	26	asus	asus	NOUN
1v53jw8561b	8	27	applications	application	NOUN
1v53jw8561b	8	28	.	.	PUNCT
1v53jw8561b	9	1	1	1	X
1v53jw8561b	9	2	)	)	PUNCT
1v53jw8561b	9	3	heterogeneity	heterogeneity	NOUN
1v53jw8561b	9	4	:	:	PUNCT
1v53jw8561b	9	5	the	the	DET
1v53jw8561b	9	6	sensing	sense	VERB
1v53jw8561b	9	7	paradigms	paradigm	NOUN
1v53jw8561b	9	8	and	and	CCONJ
1v53jw8561b	9	9	intelligence	intelligence	NOUN
1v53jw8561b	9	10	in	in	ADP
1v53jw8561b	9	11	smart	smart	ADJ
1v53jw8561b	9	12	urban	urban	ADJ
1v53jw8561b	9	13	sensing	sensing	NOUN
1v53jw8561b	9	14	often	often	ADV
1v53jw8561b	9	15	have	have	VERB
1v53jw8561b	9	16	different	different	ADJ
1v53jw8561b	9	17	modalities	modality	NOUN
1v53jw8561b	9	18	and	and	CCONJ
1v53jw8561b	9	19	characteristics	characteristic	NOUN
1v53jw8561b	9	20	(	(	PUNCT
1v53jw8561b	9	21	numerical	numerical	ADJ
1v53jw8561b	9	22	sensor	sensor	NOUN
1v53jw8561b	9	23	readings	reading	NOUN
1v53jw8561b	9	24	vs.	vs.	ADP
1v53jw8561b	9	25	natural	natural	ADJ
1v53jw8561b	9	26	language	language	NOUN
1v53jw8561b	9	27	,	,	PUNCT
1v53jw8561b	9	28	ai	ai	VERB
1v53jw8561b	9	29	vs.	vs.	ADP
1v53jw8561b	9	30	human	human	ADJ
1v53jw8561b	9	31	intelligence	intelligence	NOUN
1v53jw8561b	9	32	)	)	PUNCT
1v53jw8561b	9	33	.	.	PUNCT
1v53jw8561b	10	1	it	it	PRON
1v53jw8561b	10	2	remains	remain	VERB
1v53jw8561b	10	3	to	to	PART
1v53jw8561b	10	4	be	be	AUX
1v53jw8561b	10	5	a	a	DET
1v53jw8561b	10	6	challenging	challenging	ADJ
1v53jw8561b	10	7	task	task	NOUN
1v53jw8561b	10	8	for	for	ADP
1v53jw8561b	10	9	current	current	ADJ
1v53jw8561b	10	10	asus	asus	NOUN
1v53jw8561b	10	11	solutions	solution	NOUN
1v53jw8561b	10	12	to	to	PART
1v53jw8561b	10	13	derive	derive	VERB
1v53jw8561b	10	14	the	the	DET
1v53jw8561b	10	15	accurate	accurate	ADJ
1v53jw8561b	10	16	states	state	NOUN
1v53jw8561b	10	17	of	of	ADP
1v53jw8561b	10	18	urban	urban	ADJ
1v53jw8561b	10	19	environments	environment	NOUN
1v53jw8561b	10	20	by	by	ADP
1v53jw8561b	10	21	jointly	jointly	ADV
1v53jw8561b	10	22	exploring	explore	VERB
1v53jw8561b	10	23	heterogeneous	heterogeneous	ADJ
1v53jw8561b	10	24	data	datum	NOUN
1v53jw8561b	10	25	sources	source	NOUN
1v53jw8561b	10	26	and	and	CCONJ
1v53jw8561b	10	27	intelligence	intelligence	NOUN
1v53jw8561b	10	28	in	in	ADP
1v53jw8561b	10	29	asus	asus	PROPN
1v53jw8561b	10	30	applications	application	NOUN
1v53jw8561b	10	31	.	.	PUNCT
1v53jw8561b	11	1	2	2	X
1v53jw8561b	11	2	)	)	PUNCT
1v53jw8561b	11	3	scarcity	scarcity	NOUN
1v53jw8561b	11	4	:	:	PUNCT
1v53jw8561b	11	5	current	current	ADJ
1v53jw8561b	11	6	asus	asus	NOUN
1v53jw8561b	11	7	solutions	solution	NOUN
1v53jw8561b	11	8	primarily	primarily	ADV
1v53jw8561b	11	9	rely	rely	VERB
1v53jw8561b	11	10	on	on	ADP
1v53jw8561b	11	11	a	a	DET
1v53jw8561b	11	12	rich	rich	ADJ
1v53jw8561b	11	13	set	set	NOUN
1v53jw8561b	11	14	of	of	ADP
1v53jw8561b	11	15	high	high	ADJ
1v53jw8561b	11	16	-	-	PUNCT
1v53jw8561b	11	17	quality	quality	NOUN
1v53jw8561b	11	18	training	training	NOUN
1v53jw8561b	11	19	data	datum	NOUN
1v53jw8561b	11	20	to	to	PART
1v53jw8561b	11	21	build	build	VERB
1v53jw8561b	11	22	accurate	accurate	ADJ
1v53jw8561b	11	23	ai	ai	NOUN
1v53jw8561b	11	24	-	-	PUNCT
1v53jw8561b	11	25	based	base	VERB
1v53jw8561b	11	26	analytic	analytic	ADJ
1v53jw8561b	11	27	frameworks	framework	NOUN
1v53jw8561b	11	28	.	.	PUNCT
1v53jw8561b	12	1	however	however	ADV
1v53jw8561b	12	2	,	,	PUNCT
1v53jw8561b	12	3	such	such	DET
1v53jw8561b	12	4	a	a	DET
1v53jw8561b	12	5	high	high	ADJ
1v53jw8561b	12	6	-	-	PUNCT
1v53jw8561b	12	7	quality	quality	NOUN
1v53jw8561b	12	8	training	training	NOUN
1v53jw8561b	12	9	dataset	dataset	NOUN
1v53jw8561b	12	10	is	be	AUX
1v53jw8561b	12	11	not	not	PART
1v53jw8561b	12	12	always	always	ADV
1v53jw8561b	12	13	available	available	ADJ
1v53jw8561b	12	14	in	in	ADP
1v53jw8561b	12	15	asus	asus	NOUN
1v53jw8561b	12	16	applications	application	NOUN
1v53jw8561b	12	17	due	due	ADP
1v53jw8561b	12	18	to	to	ADP
1v53jw8561b	12	19	the	the	DET
1v53jw8561b	12	20	high	high	ADJ
1v53jw8561b	12	21	cost	cost	NOUN
1v53jw8561b	12	22	of	of	ADP
1v53jw8561b	12	23	data	datum	NOUN
1v53jw8561b	12	24	acquisition	acquisition	NOUN
1v53jw8561b	12	25	and	and	CCONJ
1v53jw8561b	12	26	government	government	NOUN
1v53jw8561b	12	27	/	/	SYM
1v53jw8561b	12	28	legal	legal	ADJ
1v53jw8561b	12	29	regulation	regulation	NOUN
1v53jw8561b	12	30	.	.	PUNCT
1v53jw8561b	13	1	3	3	X
1v53jw8561b	13	2	)	)	PUNCT
1v53jw8561b	13	3	uncertainty	uncertainty	NOUN
1v53jw8561b	13	4	:	:	PUNCT
1v53jw8561b	13	5	recent	recent	ADJ
1v53jw8561b	13	6	ai	ai	NOUN
1v53jw8561b	13	7	-	-	PUNCT
1v53jw8561b	13	8	driven	drive	VERB
1v53jw8561b	13	9	sus	sus	NOUN
1v53jw8561b	13	10	approaches	approach	NOUN
1v53jw8561b	13	11	mainly	mainly	ADV
1v53jw8561b	13	12	focus	focus	VERB
1v53jw8561b	13	13	on	on	ADP
1v53jw8561b	13	14	improving	improve	VERB
1v53jw8561b	13	15	the	the	DET
1v53jw8561b	13	16	accuracy	accuracy	NOUN
1v53jw8561b	13	17	of	of	ADP
1v53jw8561b	13	18	their	their	PRON
1v53jw8561b	13	19	models	model	NOUN
1v53jw8561b	13	20	by	by	ADP
1v53jw8561b	13	21	imposing	impose	VERB
1v53jw8561b	13	22	complex	complex	ADJ
1v53jw8561b	13	23	neural	neural	ADJ
1v53jw8561b	13	24	architectures	architecture	NOUN
1v53jw8561b	13	25	and	and	CCONJ
1v53jw8561b	13	26	ignore	ignore	VERB
1v53jw8561b	13	27	an	an	DET
1v53jw8561b	13	28	important	important	ADJ
1v53jw8561b	13	29	aspect	aspect	NOUN
1v53jw8561b	13	30	of	of	ADP
1v53jw8561b	13	31	their	their	PRON
1v53jw8561b	13	32	results	result	NOUN
1v53jw8561b	13	33	:	:	PUNCT
1v53jw8561b	13	34	uncertainty	uncertainty	ADJ
1v53jw8561b	13	35	quantification	quantification	NOUN
1v53jw8561b	13	36	.	.	PUNCT
1v53jw8561b	14	1	we	we	PRON
1v53jw8561b	14	2	find	find	VERB
1v53jw8561b	14	3	that	that	SCONJ
1v53jw8561b	14	4	the	the	DET
1v53jw8561b	14	5	uncertainty	uncertainty	NOUN
1v53jw8561b	14	6	quantification	quantification	NOUN
1v53jw8561b	14	7	problem	problem	NOUN
1v53jw8561b	14	8	is	be	AUX
1v53jw8561b	14	9	largely	largely	ADV
1v53jw8561b	14	10	missing	miss	VERB
1v53jw8561b	14	11	in	in	ADP
1v53jw8561b	14	12	asus	asus	NOUN
1v53jw8561b	14	13	solutions	solution	NOUN
1v53jw8561b	14	14	due	due	ADP
1v53jw8561b	14	15	to	to	ADP
1v53jw8561b	14	16	the	the	DET
1v53jw8561b	14	17	lack	lack	NOUN
1v53jw8561b	14	18	of	of	ADP
1v53jw8561b	14	19	interpretability	interpretability	NOUN
1v53jw8561b	14	20	and	and	CCONJ
1v53jw8561b	14	21	the	the	DET
1v53jw8561b	14	22	black	black	ADJ
1v53jw8561b	14	23	-	-	PUNCT
1v53jw8561b	14	24	box	box	NOUN
1v53jw8561b	14	25	nature	nature	NOUN
1v53jw8561b	14	26	of	of	ADP
1v53jw8561b	14	27	the	the	DET
1v53jw8561b	14	28	ai	ai	NOUN
1v53jw8561b	14	29	models.in	models.in	NUM
1v53jw8561b	14	30	this	this	DET
1v53jw8561b	14	31	thesis	thesis	NOUN
1v53jw8561b	14	32	,	,	PUNCT
1v53jw8561b	14	33	we	we	PRON
1v53jw8561b	14	34	develop	develop	VERB
1v53jw8561b	14	35	a	a	DET
1v53jw8561b	14	36	set	set	NOUN
1v53jw8561b	14	37	of	of	ADP
1v53jw8561b	14	38	new	new	ADJ
1v53jw8561b	14	39	data	datum	NOUN
1v53jw8561b	14	40	analytic	analytic	ADJ
1v53jw8561b	14	41	models	model	NOUN
1v53jw8561b	14	42	and	and	CCONJ
1v53jw8561b	14	43	system	system	NOUN
1v53jw8561b	14	44	prototypes	prototype	NOUN
1v53jw8561b	14	45	to	to	PART
1v53jw8561b	14	46	address	address	VERB
1v53jw8561b	14	47	the	the	DET
1v53jw8561b	14	48	three	three	NUM
1v53jw8561b	14	49	fundamental	fundamental	ADJ
1v53jw8561b	14	50	challenges	challenge	NOUN
1v53jw8561b	14	51	.	.	PUNCT
1v53jw8561b	15	1	to	to	PART
1v53jw8561b	15	2	address	address	VERB
1v53jw8561b	15	3	the	the	DET
1v53jw8561b	15	4	heterogeneity	heterogeneity	NOUN
1v53jw8561b	15	5	challenge	challenge	NOUN
1v53jw8561b	15	6	,	,	PUNCT
1v53jw8561b	15	7	we	we	PRON
1v53jw8561b	15	8	present	present	VERB
1v53jw8561b	15	9	a	a	DET
1v53jw8561b	15	10	multimodal	multimodal	ADJ
1v53jw8561b	15	11	fusion	fusion	NOUN
1v53jw8561b	15	12	framework	framework	NOUN
1v53jw8561b	15	13	to	to	PART
1v53jw8561b	15	14	effectively	effectively	ADV
1v53jw8561b	15	15	fuse	fuse	VERB
1v53jw8561b	15	16	the	the	DET
1v53jw8561b	15	17	heterogeneous	heterogeneous	ADJ
1v53jw8561b	15	18	sensing	sense	VERB
1v53jw8561b	15	19	data	datum	NOUN
1v53jw8561b	15	20	from	from	ADP
1v53jw8561b	15	21	both	both	PRON
1v53jw8561b	15	22	human	human	ADJ
1v53jw8561b	15	23	and	and	CCONJ
1v53jw8561b	15	24	physical	physical	ADJ
1v53jw8561b	15	25	sensors	sensor	NOUN
1v53jw8561b	15	26	and/or	and/or	CCONJ
1v53jw8561b	15	27	integrate	integrate	VERB
1v53jw8561b	15	28	heterogeneous	heterogeneous	ADJ
1v53jw8561b	15	29	intelligence	intelligence	NOUN
1v53jw8561b	15	30	from	from	ADP
1v53jw8561b	15	31	human	human	NOUN
1v53jw8561b	15	32	and	and	CCONJ
1v53jw8561b	15	33	ai	ai	VERB
1v53jw8561b	15	34	models	model	NOUN
1v53jw8561b	15	35	to	to	PART
1v53jw8561b	15	36	ensure	ensure	VERB
1v53jw8561b	15	37	desirable	desirable	ADJ
1v53jw8561b	15	38	asus	asus	NOUN
1v53jw8561b	15	39	performance	performance	NOUN
1v53jw8561b	15	40	.	.	PUNCT
1v53jw8561b	16	1	to	to	PART
1v53jw8561b	16	2	address	address	VERB
1v53jw8561b	16	3	the	the	DET
1v53jw8561b	16	4	scarcity	scarcity	NOUN
1v53jw8561b	16	5	challenge	challenge	NOUN
1v53jw8561b	16	6	,	,	PUNCT
1v53jw8561b	16	7	we	we	PRON
1v53jw8561b	16	8	develop	develop	VERB
1v53jw8561b	16	9	a	a	DET
1v53jw8561b	16	10	sparse	sparse	ADJ
1v53jw8561b	16	11	-	-	PUNCT
1v53jw8561b	16	12	ai	ai	NOUN
1v53jw8561b	16	13	analytical	analytical	ADJ
1v53jw8561b	16	14	engine	engine	NOUN
1v53jw8561b	16	15	to	to	PART
1v53jw8561b	16	16	enable	enable	VERB
1v53jw8561b	16	17	asus	asus	NOUN
1v53jw8561b	16	18	applications	application	NOUN
1v53jw8561b	16	19	using	use	VERB
1v53jw8561b	16	20	extremely	extremely	ADV
1v53jw8561b	16	21	-	-	PUNCT
1v53jw8561b	16	22	sparse	sparse	ADJ
1v53jw8561b	16	23	training	training	NOUN
1v53jw8561b	16	24	data	datum	NOUN
1v53jw8561b	16	25	by	by	ADP
1v53jw8561b	16	26	introducing	introduce	VERB
1v53jw8561b	16	27	a	a	DET
1v53jw8561b	16	28	set	set	NOUN
1v53jw8561b	16	29	of	of	ADP
1v53jw8561b	16	30	principled	principled	ADJ
1v53jw8561b	16	31	transfer	transfer	NOUN
1v53jw8561b	16	32	learning	learning	NOUN
1v53jw8561b	16	33	and	and	CCONJ
1v53jw8561b	16	34	contrastive	contrastive	ADJ
1v53jw8561b	16	35	learning	learning	NOUN
1v53jw8561b	16	36	designs	design	NOUN
1v53jw8561b	16	37	.	.	PUNCT
1v53jw8561b	17	1	to	to	PART
1v53jw8561b	17	2	address	address	VERB
1v53jw8561b	17	3	the	the	DET
1v53jw8561b	17	4	uncertainty	uncertainty	NOUN
1v53jw8561b	17	5	challenge	challenge	NOUN
1v53jw8561b	17	6	,	,	PUNCT
1v53jw8561b	17	7	we	we	PRON
1v53jw8561b	17	8	introduce	introduce	VERB
1v53jw8561b	17	9	an	an	DET
1v53jw8561b	17	10	uncertainty	uncertainty	NOUN
1v53jw8561b	17	11	-	-	PUNCT
1v53jw8561b	17	12	aware	aware	ADJ
1v53jw8561b	17	13	ai	ai	NOUN
1v53jw8561b	17	14	framework	framework	NOUN
1v53jw8561b	17	15	to	to	PART
1v53jw8561b	17	16	effectively	effectively	ADV
1v53jw8561b	17	17	quantify	quantify	VERB
1v53jw8561b	17	18	the	the	DET
1v53jw8561b	17	19	uncertainty	uncertainty	NOUN
1v53jw8561b	17	20	of	of	ADP
1v53jw8561b	17	21	the	the	DET
1v53jw8561b	17	22	asus	asus	NOUN
1v53jw8561b	17	23	results	result	NOUN
1v53jw8561b	17	24	and	and	CCONJ
1v53jw8561b	17	25	troubleshoot	troubleshoot	VERB
1v53jw8561b	17	26	the	the	DET
1v53jw8561b	17	27	failure	failure	NOUN
1v53jw8561b	17	28	cases	case	NOUN
1v53jw8561b	17	29	of	of	ADP
1v53jw8561b	17	30	asus	asus	NOUN
1v53jw8561b	17	31	models	model	NOUN
1v53jw8561b	17	32	in	in	ADP
1v53jw8561b	17	33	the	the	DET
1v53jw8561b	17	34	absence	absence	NOUN
1v53jw8561b	17	35	of	of	ADP
1v53jw8561b	17	36	ground	ground	NOUN
1v53jw8561b	17	37	truth	truth	NOUN
1v53jw8561b	17	38	labels	label	NOUN
1v53jw8561b	17	39	.	.	PUNCT
1v53jw8561b	18	1	all	all	DET
1v53jw8561b	18	2	the	the	DET
1v53jw8561b	18	3	developed	develop	VERB
1v53jw8561b	18	4	data	datum	NOUN
1v53jw8561b	18	5	analytic	analytic	ADJ
1v53jw8561b	18	6	models	model	NOUN
1v53jw8561b	18	7	and	and	CCONJ
1v53jw8561b	18	8	system	system	NOUN
1v53jw8561b	18	9	prototypes	prototype	NOUN
1v53jw8561b	18	10	have	have	AUX
1v53jw8561b	18	11	been	be	AUX
1v53jw8561b	18	12	evaluated	evaluate	VERB
1v53jw8561b	18	13	through	through	ADP
1v53jw8561b	18	14	real	real	ADJ
1v53jw8561b	18	15	-	-	PUNCT
1v53jw8561b	18	16	world	world	NOUN
1v53jw8561b	18	17	sus	sus	NOUN
1v53jw8561b	18	18	applications	application	NOUN
1v53jw8561b	18	19	.	.	PUNCT
1v53jw8561b	19	1	the	the	DET
1v53jw8561b	19	2	thesis	thesis	NOUN
1v53jw8561b	19	3	work	work	NOUN
1v53jw8561b	19	4	significantly	significantly	ADV
1v53jw8561b	19	5	extends	extend	VERB
1v53jw8561b	19	6	the	the	DET
1v53jw8561b	19	7	current	current	ADJ
1v53jw8561b	19	8	landscape	landscape	NOUN
1v53jw8561b	19	9	of	of	ADP
1v53jw8561b	19	10	asus	asus	NOUN
1v53jw8561b	19	11	from	from	ADP
1v53jw8561b	19	12	both	both	CCONJ
1v53jw8561b	19	13	analytic	analytic	ADJ
1v53jw8561b	19	14	and	and	CCONJ
1v53jw8561b	19	15	system	system	NOUN
1v53jw8561b	19	16	perspectives	perspective	NOUN
1v53jw8561b	19	17	.	.	PUNCT