id	sid	tid	token	lemma	pos
g158bg28j6h	1	1	machine	machine	NOUN
g158bg28j6h	1	2	learning	learning	NOUN
g158bg28j6h	1	3	is	be	AUX
g158bg28j6h	1	4	one	one	NUM
g158bg28j6h	1	5	of	of	ADP
g158bg28j6h	1	6	the	the	DET
g158bg28j6h	1	7	most	most	ADV
g158bg28j6h	1	8	successful	successful	ADJ
g158bg28j6h	1	9	branches	branch	NOUN
g158bg28j6h	1	10	of	of	ADP
g158bg28j6h	1	11	artificial	artificial	ADJ
g158bg28j6h	1	12	intelligence	intelligence	NOUN
g158bg28j6h	1	13	,	,	PUNCT
g158bg28j6h	1	14	with	with	ADP
g158bg28j6h	1	15	applications	application	NOUN
g158bg28j6h	1	16	ranging	range	VERB
g158bg28j6h	1	17	from	from	ADP
g158bg28j6h	1	18	medicine	medicine	NOUN
g158bg28j6h	1	19	to	to	PART
g158bg28j6h	1	20	control	control	VERB
g158bg28j6h	1	21	systems	system	NOUN
g158bg28j6h	1	22	and	and	CCONJ
g158bg28j6h	1	23	computer	computer	NOUN
g158bg28j6h	1	24	vision	vision	NOUN
g158bg28j6h	1	25	.	.	PUNCT
g158bg28j6h	2	1	with	with	ADP
g158bg28j6h	2	2	the	the	DET
g158bg28j6h	2	3	increase	increase	NOUN
g158bg28j6h	2	4	in	in	ADP
g158bg28j6h	2	5	computational	computational	ADJ
g158bg28j6h	2	6	power	power	NOUN
g158bg28j6h	2	7	in	in	ADP
g158bg28j6h	2	8	the	the	DET
g158bg28j6h	2	9	last	last	ADJ
g158bg28j6h	2	10	40	40	NUM
g158bg28j6h	2	11	years	year	NOUN
g158bg28j6h	2	12	and	and	CCONJ
g158bg28j6h	2	13	the	the	DET
g158bg28j6h	2	14	increase	increase	NOUN
g158bg28j6h	2	15	in	in	ADP
g158bg28j6h	2	16	data	data	NOUN
g158bg28j6h	2	17	availability	availability	NOUN
g158bg28j6h	2	18	,	,	PUNCT
g158bg28j6h	2	19	many	many	ADJ
g158bg28j6h	2	20	new	new	ADJ
g158bg28j6h	2	21	algorithms	algorithm	NOUN
g158bg28j6h	2	22	have	have	AUX
g158bg28j6h	2	23	emerged	emerge	VERB
g158bg28j6h	2	24	as	as	ADV
g158bg28j6h	2	25	well	well	ADV
g158bg28j6h	2	26	as	as	ADP
g158bg28j6h	2	27	new	new	ADJ
g158bg28j6h	2	28	challenges	challenge	NOUN
g158bg28j6h	2	29	,	,	PUNCT
g158bg28j6h	2	30	such	such	ADJ
g158bg28j6h	2	31	as	as	ADP
g158bg28j6h	2	32	feature	feature	NOUN
g158bg28j6h	2	33	selection	selection	NOUN
g158bg28j6h	2	34	and	and	CCONJ
g158bg28j6h	2	35	optimal	optimal	ADJ
g158bg28j6h	2	36	data	data	NOUN
g158bg28j6h	2	37	selection	selection	NOUN
g158bg28j6h	2	38	.	.	PUNCT
g158bg28j6h	3	1	in	in	ADP
g158bg28j6h	3	2	this	this	DET
g158bg28j6h	3	3	dissertation	dissertation	NOUN
g158bg28j6h	3	4	,	,	PUNCT
g158bg28j6h	3	5	we	we	PRON
g158bg28j6h	3	6	analyze	analyze	VERB
g158bg28j6h	3	7	applications	application	NOUN
g158bg28j6h	3	8	of	of	ADP
g158bg28j6h	3	9	image	image	NOUN
g158bg28j6h	3	10	classification	classification	NOUN
g158bg28j6h	3	11	algorithms	algorithm	NOUN
g158bg28j6h	3	12	in	in	ADP
g158bg28j6h	3	13	the	the	DET
g158bg28j6h	3	14	optics	optic	NOUN
g158bg28j6h	3	15	field	field	NOUN
g158bg28j6h	3	16	,	,	PUNCT
g158bg28j6h	3	17	by	by	ADP
g158bg28j6h	3	18	leveraging	leverage	VERB
g158bg28j6h	3	19	the	the	DET
g158bg28j6h	3	20	physical	physical	ADJ
g158bg28j6h	3	21	properties	property	NOUN
g158bg28j6h	3	22	of	of	ADP
g158bg28j6h	3	23	the	the	DET
g158bg28j6h	3	24	models	model	NOUN
g158bg28j6h	3	25	and	and	CCONJ
g158bg28j6h	3	26	embedding	embed	VERB
g158bg28j6h	3	27	them	they	PRON
g158bg28j6h	3	28	into	into	ADP
g158bg28j6h	3	29	the	the	DET
g158bg28j6h	3	30	algorithms	algorithm	NOUN
g158bg28j6h	3	31	,	,	PUNCT
g158bg28j6h	3	32	and	and	CCONJ
g158bg28j6h	3	33	the	the	DET
g158bg28j6h	3	34	robustness	robustness	NOUN
g158bg28j6h	3	35	of	of	ADP
g158bg28j6h	3	36	neural	neural	ADJ
g158bg28j6h	3	37	networks	network	NOUN
g158bg28j6h	3	38	against	against	ADP
g158bg28j6h	3	39	adversarial	adversarial	ADJ
g158bg28j6h	3	40	attacks	attack	NOUN
g158bg28j6h	3	41	using	use	VERB
g158bg28j6h	3	42	incremental	incremental	ADJ
g158bg28j6h	3	43	dissipativity.first	dissipativity.first	PROPN
g158bg28j6h	3	44	,	,	PUNCT
g158bg28j6h	3	45	we	we	PRON
g158bg28j6h	3	46	consider	consider	VERB
g158bg28j6h	3	47	the	the	DET
g158bg28j6h	3	48	problem	problem	NOUN
g158bg28j6h	3	49	of	of	ADP
g158bg28j6h	3	50	minimizing	minimize	VERB
g158bg28j6h	3	51	wavelength	wavelength	NOUN
g158bg28j6h	3	52	usage	usage	NOUN
g158bg28j6h	3	53	and	and	CCONJ
g158bg28j6h	3	54	therefore	therefore	ADV
g158bg28j6h	3	55	decreasing	decrease	VERB
g158bg28j6h	3	56	measurement	measurement	NOUN
g158bg28j6h	3	57	time	time	NOUN
g158bg28j6h	3	58	in	in	ADP
g158bg28j6h	3	59	spectroscopy	spectroscopy	ADJ
g158bg28j6h	3	60	experiments	experiment	NOUN
g158bg28j6h	3	61	.	.	PUNCT
g158bg28j6h	4	1	we	we	PRON
g158bg28j6h	4	2	propose	propose	VERB
g158bg28j6h	4	3	an	an	DET
g158bg28j6h	4	4	algorithm	algorithm	NOUN
g158bg28j6h	4	5	for	for	ADP
g158bg28j6h	4	6	wavelength	wavelength	NOUN
g158bg28j6h	4	7	selection	selection	NOUN
g158bg28j6h	4	8	for	for	ADP
g158bg28j6h	4	9	substance	substance	NOUN
g158bg28j6h	4	10	detection	detection	NOUN
g158bg28j6h	4	11	and	and	CCONJ
g158bg28j6h	4	12	classification	classification	NOUN
g158bg28j6h	4	13	of	of	ADP
g158bg28j6h	4	14	spectral	spectral	ADJ
g158bg28j6h	4	15	data	datum	NOUN
g158bg28j6h	4	16	in	in	ADP
g158bg28j6h	4	17	overdetermined	overdetermine	VERB
g158bg28j6h	4	18	systems	system	NOUN
g158bg28j6h	4	19	,	,	PUNCT
g158bg28j6h	4	20	that	that	PRON
g158bg28j6h	4	21	is	be	AUX
g158bg28j6h	4	22	when	when	SCONJ
g158bg28j6h	4	23	the	the	DET
g158bg28j6h	4	24	number	number	NOUN
g158bg28j6h	4	25	of	of	ADP
g158bg28j6h	4	26	wavelengths	wavelength	NOUN
g158bg28j6h	4	27	is	be	AUX
g158bg28j6h	4	28	greater	great	ADJ
g158bg28j6h	4	29	than	than	ADP
g158bg28j6h	4	30	the	the	DET
g158bg28j6h	4	31	number	number	NOUN
g158bg28j6h	4	32	of	of	ADP
g158bg28j6h	4	33	substances	substance	NOUN
g158bg28j6h	4	34	that	that	PRON
g158bg28j6h	4	35	are	be	AUX
g158bg28j6h	4	36	in	in	ADP
g158bg28j6h	4	37	the	the	DET
g158bg28j6h	4	38	set	set	NOUN
g158bg28j6h	4	39	to	to	PART
g158bg28j6h	4	40	be	be	AUX
g158bg28j6h	4	41	detected	detect	VERB
g158bg28j6h	4	42	.	.	PUNCT
g158bg28j6h	5	1	this	this	DET
g158bg28j6h	5	2	type	type	NOUN
g158bg28j6h	5	3	of	of	ADP
g158bg28j6h	5	4	problem	problem	NOUN
g158bg28j6h	5	5	is	be	AUX
g158bg28j6h	5	6	common	common	ADJ
g158bg28j6h	5	7	when	when	SCONJ
g158bg28j6h	5	8	using	use	VERB
g158bg28j6h	5	9	low	low	ADJ
g158bg28j6h	5	10	signal	signal	NOUN
g158bg28j6h	5	11	-	-	PUNCT
g158bg28j6h	5	12	to	to	ADP
g158bg28j6h	5	13	-	-	PUNCT
g158bg28j6h	5	14	noise	noise	NOUN
g158bg28j6h	5	15	portable	portable	ADJ
g158bg28j6h	5	16	sensors	sensor	NOUN
g158bg28j6h	5	17	.	.	PUNCT
g158bg28j6h	6	1	a	a	DET
g158bg28j6h	6	2	cardinality	cardinality	NOUN
g158bg28j6h	6	3	-	-	PUNCT
g158bg28j6h	6	4	penalizing	penalize	VERB
g158bg28j6h	6	5	constrained	constrain	VERB
g158bg28j6h	6	6	multivariate	multivariate	NOUN
g158bg28j6h	6	7	regression	regression	NOUN
g158bg28j6h	6	8	-	-	PUNCT
g158bg28j6h	6	9	based	base	VERB
g158bg28j6h	6	10	method	method	NOUN
g158bg28j6h	6	11	is	be	AUX
g158bg28j6h	6	12	proposed	propose	VERB
g158bg28j6h	6	13	and	and	CCONJ
g158bg28j6h	6	14	evaluated	evaluate	VERB
g158bg28j6h	6	15	experimentally.we	experimentally.we	PRON
g158bg28j6h	6	16	also	also	ADV
g158bg28j6h	6	17	analyze	analyze	VERB
g158bg28j6h	6	18	the	the	DET
g158bg28j6h	6	19	problem	problem	NOUN
g158bg28j6h	6	20	of	of	ADP
g158bg28j6h	6	21	substance	substance	NOUN
g158bg28j6h	6	22	classification	classification	NOUN
g158bg28j6h	6	23	using	use	VERB
g158bg28j6h	6	24	a	a	DET
g158bg28j6h	6	25	mid	mid	ADJ
g158bg28j6h	6	26	-	-	ADJ
g158bg28j6h	6	27	infrared	infrared	ADJ
g158bg28j6h	6	28	laser	laser	NOUN
g158bg28j6h	6	29	and	and	CCONJ
g158bg28j6h	6	30	sensors	sensor	NOUN
g158bg28j6h	6	31	with	with	ADP
g158bg28j6h	6	32	a	a	DET
g158bg28j6h	6	33	low	low	ADJ
g158bg28j6h	6	34	signal	signal	NOUN
g158bg28j6h	6	35	-	-	PUNCT
g158bg28j6h	6	36	to	to	ADP
g158bg28j6h	6	37	-	-	PUNCT
g158bg28j6h	6	38	noise	noise	NOUN
g158bg28j6h	6	39	ratio	ratio	NOUN
g158bg28j6h	6	40	.	.	PUNCT
g158bg28j6h	7	1	we	we	PRON
g158bg28j6h	7	2	propose	propose	VERB
g158bg28j6h	7	3	and	and	CCONJ
g158bg28j6h	7	4	demonstrate	demonstrate	VERB
g158bg28j6h	7	5	a	a	DET
g158bg28j6h	7	6	statistical	statistical	ADJ
g158bg28j6h	7	7	method	method	NOUN
g158bg28j6h	7	8	that	that	PRON
g158bg28j6h	7	9	classifies	classify	VERB
g158bg28j6h	7	10	spectral	spectral	ADJ
g158bg28j6h	7	11	data	datum	NOUN
g158bg28j6h	7	12	generated	generate	VERB
g158bg28j6h	7	13	from	from	ADP
g158bg28j6h	7	14	mir	mir	PROPN
g158bg28j6h	7	15	imaging	imaging	NOUN
g158bg28j6h	7	16	spectroscopy	spectroscopy	NOUN
g158bg28j6h	7	17	experiments	experiment	NOUN
g158bg28j6h	7	18	using	use	VERB
g158bg28j6h	7	19	few	few	ADJ
g158bg28j6h	7	20	wavelengths	wavelength	NOUN
g158bg28j6h	7	21	and	and	CCONJ
g158bg28j6h	7	22	inexpensive	inexpensive	ADJ
g158bg28j6h	7	23	detector	detector	NOUN
g158bg28j6h	7	24	arrays	array	NOUN
g158bg28j6h	7	25	while	while	SCONJ
g158bg28j6h	7	26	still	still	ADV
g158bg28j6h	7	27	achieving	achieve	VERB
g158bg28j6h	7	28	high	high	ADJ
g158bg28j6h	7	29	accuracy	accuracy	NOUN
g158bg28j6h	7	30	,	,	PUNCT
g158bg28j6h	7	31	by	by	ADP
g158bg28j6h	7	32	leveraging	leverage	VERB
g158bg28j6h	7	33	the	the	DET
g158bg28j6h	7	34	spatial	spatial	ADJ
g158bg28j6h	7	35	structure	structure	NOUN
g158bg28j6h	7	36	of	of	ADP
g158bg28j6h	7	37	the	the	DET
g158bg28j6h	7	38	data	datum	NOUN
g158bg28j6h	7	39	and	and	CCONJ
g158bg28j6h	7	40	compensating	compensate	VERB
g158bg28j6h	7	41	for	for	ADP
g158bg28j6h	7	42	the	the	DET
g158bg28j6h	7	43	thermal	thermal	ADJ
g158bg28j6h	7	44	changes	change	NOUN
g158bg28j6h	7	45	on	on	ADP
g158bg28j6h	7	46	the	the	DET
g158bg28j6h	7	47	samples	sample	NOUN
g158bg28j6h	7	48	.	.	PUNCT
g158bg28j6h	8	1	our	our	PRON
g158bg28j6h	8	2	method	method	NOUN
g158bg28j6h	8	3	can	can	AUX
g158bg28j6h	8	4	classify	classify	VERB
g158bg28j6h	8	5	using	use	VERB
g158bg28j6h	8	6	as	as	ADV
g158bg28j6h	8	7	few	few	ADJ
g158bg28j6h	8	8	as	as	ADP
g158bg28j6h	8	9	a	a	DET
g158bg28j6h	8	10	single	single	ADJ
g158bg28j6h	8	11	measurement	measurement	NOUN
g158bg28j6h	8	12	and	and	CCONJ
g158bg28j6h	8	13	allows	allow	VERB
g158bg28j6h	8	14	the	the	DET
g158bg28j6h	8	15	use	use	NOUN
g158bg28j6h	8	16	of	of	ADP
g158bg28j6h	8	17	low	low	ADJ
g158bg28j6h	8	18	snr	snr	PROPN
g158bg28j6h	8	19	sensors.finally	sensors.finally	ADV
g158bg28j6h	8	20	,	,	PUNCT
g158bg28j6h	8	21	we	we	PRON
g158bg28j6h	8	22	address	address	VERB
g158bg28j6h	8	23	the	the	DET
g158bg28j6h	8	24	problem	problem	NOUN
g158bg28j6h	8	25	of	of	ADP
g158bg28j6h	8	26	adversarial	adversarial	ADJ
g158bg28j6h	8	27	examples	example	NOUN
g158bg28j6h	8	28	degradation	degradation	NOUN
g158bg28j6h	8	29	on	on	ADP
g158bg28j6h	8	30	the	the	DET
g158bg28j6h	8	31	classification	classification	NOUN
g158bg28j6h	8	32	performance	performance	NOUN
g158bg28j6h	8	33	in	in	ADP
g158bg28j6h	8	34	neural	neural	ADJ
g158bg28j6h	8	35	networks	network	NOUN
g158bg28j6h	8	36	.	.	PUNCT
g158bg28j6h	9	1	empirical	empirical	ADJ
g158bg28j6h	9	2	methods	method	NOUN
g158bg28j6h	9	3	for	for	ADP
g158bg28j6h	9	4	promoting	promote	VERB
g158bg28j6h	9	5	robustness	robustness	NOUN
g158bg28j6h	9	6	to	to	ADP
g158bg28j6h	9	7	such	such	ADJ
g158bg28j6h	9	8	examples	example	NOUN
g158bg28j6h	9	9	have	have	AUX
g158bg28j6h	9	10	been	be	AUX
g158bg28j6h	9	11	proposed	propose	VERB
g158bg28j6h	9	12	,	,	PUNCT
g158bg28j6h	9	13	but	but	CCONJ
g158bg28j6h	9	14	often	often	ADV
g158bg28j6h	9	15	lack	lack	VERB
g158bg28j6h	9	16	both	both	CCONJ
g158bg28j6h	9	17	analytical	analytical	ADJ
g158bg28j6h	9	18	insights	insight	NOUN
g158bg28j6h	9	19	and	and	CCONJ
g158bg28j6h	9	20	formal	formal	ADJ
g158bg28j6h	9	21	guarantees	guarantee	NOUN
g158bg28j6h	9	22	.	.	PUNCT
g158bg28j6h	10	1	recently	recently	ADV
g158bg28j6h	10	2	,	,	PUNCT
g158bg28j6h	10	3	some	some	DET
g158bg28j6h	10	4	robustness	robustness	NOUN
g158bg28j6h	10	5	certificates	certificate	NOUN
g158bg28j6h	10	6	have	have	AUX
g158bg28j6h	10	7	appeared	appear	VERB
g158bg28j6h	10	8	in	in	ADP
g158bg28j6h	10	9	the	the	DET
g158bg28j6h	10	10	literature	literature	NOUN
g158bg28j6h	10	11	based	base	VERB
g158bg28j6h	10	12	on	on	ADP
g158bg28j6h	10	13	system	system	NOUN
g158bg28j6h	10	14	theoretic	theoretic	ADJ
g158bg28j6h	10	15	notions	notion	NOUN
g158bg28j6h	10	16	.	.	PUNCT
g158bg28j6h	11	1	this	this	DET
g158bg28j6h	11	2	work	work	NOUN
g158bg28j6h	11	3	proposes	propose	VERB
g158bg28j6h	11	4	an	an	DET
g158bg28j6h	11	5	incremental	incremental	ADJ
g158bg28j6h	11	6	dissipativity	dissipativity	NOUN
g158bg28j6h	11	7	-	-	PUNCT
g158bg28j6h	11	8	based	base	VERB
g158bg28j6h	11	9	robustness	robustness	ADJ
g158bg28j6h	11	10	certificate	certificate	NOUN
g158bg28j6h	11	11	for	for	ADP
g158bg28j6h	11	12	neural	neural	ADJ
g158bg28j6h	11	13	networks	network	NOUN
g158bg28j6h	11	14	in	in	ADP
g158bg28j6h	11	15	the	the	DET
g158bg28j6h	11	16	form	form	NOUN
g158bg28j6h	11	17	of	of	ADP
g158bg28j6h	11	18	a	a	DET
g158bg28j6h	11	19	linear	linear	ADJ
g158bg28j6h	11	20	matrix	matrix	NOUN
g158bg28j6h	11	21	inequality	inequality	NOUN
g158bg28j6h	11	22	for	for	ADP
g158bg28j6h	11	23	each	each	DET
g158bg28j6h	11	24	layer	layer	NOUN
g158bg28j6h	11	25	.	.	PUNCT
g158bg28j6h	12	1	we	we	PRON
g158bg28j6h	12	2	also	also	ADV
g158bg28j6h	12	3	propose	propose	VERB
g158bg28j6h	12	4	a	a	DET
g158bg28j6h	12	5	sufficient	sufficient	ADJ
g158bg28j6h	12	6	spectral	spectral	ADJ
g158bg28j6h	12	7	norm	norm	NOUN
g158bg28j6h	12	8	bound	bind	VERB
g158bg28j6h	12	9	for	for	ADP
g158bg28j6h	12	10	this	this	DET
g158bg28j6h	12	11	certificate	certificate	NOUN
g158bg28j6h	12	12	which	which	PRON
g158bg28j6h	12	13	is	be	AUX
g158bg28j6h	12	14	scalable	scalable	ADJ
g158bg28j6h	12	15	to	to	ADP
g158bg28j6h	12	16	neural	neural	ADJ
g158bg28j6h	12	17	networks	network	NOUN
g158bg28j6h	12	18	with	with	ADP
g158bg28j6h	12	19	multiple	multiple	ADJ
g158bg28j6h	12	20	layers	layer	NOUN
g158bg28j6h	12	21	.	.	PUNCT
g158bg28j6h	13	1	we	we	PRON
g158bg28j6h	13	2	demonstrate	demonstrate	VERB
g158bg28j6h	13	3	the	the	DET
g158bg28j6h	13	4	improved	improved	ADJ
g158bg28j6h	13	5	performance	performance	NOUN
g158bg28j6h	13	6	against	against	ADP
g158bg28j6h	13	7	adversarial	adversarial	ADJ
g158bg28j6h	13	8	attacks	attack	NOUN
g158bg28j6h	13	9	on	on	ADP
g158bg28j6h	13	10	a	a	DET
g158bg28j6h	13	11	feed	feed	NOUN
g158bg28j6h	13	12	-	-	PUNCT
g158bg28j6h	13	13	forward	forward	NOUN
g158bg28j6h	13	14	neural	neural	ADJ
g158bg28j6h	13	15	network	network	NOUN
g158bg28j6h	13	16	trained	train	VERB
g158bg28j6h	13	17	on	on	ADP
g158bg28j6h	13	18	mnist	mnist	NOUN
g158bg28j6h	13	19	and	and	CCONJ
g158bg28j6h	13	20	an	an	DET
g158bg28j6h	13	21	alexnet	alexnet	PROPN
g158bg28j6h	13	22	trained	train	VERB
g158bg28j6h	13	23	using	use	VERB
g158bg28j6h	13	24	cifar-10	cifar-10	PROPN
g158bg28j6h	13	25	.	.	PUNCT