id	sid	tid	token	lemma	pos
cr56n013179	1	1	parametric	parametric	ADJ
cr56n013179	1	2	statistical	statistical	ADJ
cr56n013179	1	3	models	model	NOUN
cr56n013179	1	4	tend	tend	VERB
cr56n013179	1	5	to	to	ADP
cr56n013179	1	6	over	over	ADP
cr56n013179	1	7	-	-	PUNCT
cr56n013179	1	8	fit	fit	NOUN
cr56n013179	1	9	training	training	NOUN
cr56n013179	1	10	data	datum	NOUN
cr56n013179	1	11	hence	hence	ADV
cr56n013179	1	12	fail	fail	VERB
cr56n013179	1	13	to	to	PART
cr56n013179	1	14	generalize	generalize	VERB
cr56n013179	1	15	to	to	ADP
cr56n013179	1	16	new	new	ADJ
cr56n013179	1	17	data	datum	NOUN
cr56n013179	1	18	,	,	PUNCT
cr56n013179	1	19	when	when	SCONJ
cr56n013179	1	20	redundant	redundant	ADJ
cr56n013179	1	21	features	feature	NOUN
cr56n013179	1	22	are	be	AUX
cr56n013179	1	23	included	include	VERB
cr56n013179	1	24	or	or	CCONJ
cr56n013179	1	25	the	the	DET
cr56n013179	1	26	signal	signal	NOUN
cr56n013179	1	27	-	-	PUNCT
cr56n013179	1	28	noise	noise	NOUN
cr56n013179	1	29	ratio	ratio	NOUN
cr56n013179	1	30	is	be	AUX
cr56n013179	1	31	low	low	ADJ
cr56n013179	1	32	in	in	ADP
cr56n013179	1	33	data	datum	NOUN
cr56n013179	1	34	.	.	PUNCT
cr56n013179	2	1	one	one	NUM
cr56n013179	2	2	of	of	ADP
cr56n013179	2	3	the	the	DET
cr56n013179	2	4	effective	effective	ADJ
cr56n013179	2	5	and	and	CCONJ
cr56n013179	2	6	handy	handy	ADJ
cr56n013179	2	7	approach	approach	NOUN
cr56n013179	2	8	to	to	PART
cr56n013179	2	9	mitigate	mitigate	VERB
cr56n013179	2	10	over	over	ADP
cr56n013179	2	11	-	-	PUNCT
cr56n013179	2	12	fitting	fitting	ADJ
cr56n013179	2	13	issue	issue	NOUN
cr56n013179	2	14	is	be	AUX
cr56n013179	2	15	using	use	VERB
cr56n013179	2	16	regularization	regularization	NOUN
cr56n013179	2	17	,	,	PUNCT
cr56n013179	2	18	which	which	PRON
cr56n013179	2	19	has	have	AUX
cr56n013179	2	20	been	be	AUX
cr56n013179	2	21	extensively	extensively	ADV
cr56n013179	2	22	studied	study	VERB
cr56n013179	2	23	in	in	ADP
cr56n013179	2	24	parametric	parametric	ADJ
cr56n013179	2	25	models	model	NOUN
cr56n013179	2	26	.	.	PUNCT
cr56n013179	3	1	however	however	ADV
cr56n013179	3	2	,	,	PUNCT
cr56n013179	3	3	regularization	regularization	NOUN
cr56n013179	3	4	methods	method	NOUN
cr56n013179	3	5	are	be	AUX
cr56n013179	3	6	largely	largely	ADV
cr56n013179	3	7	dedicated	dedicated	ADJ
cr56n013179	3	8	to	to	ADP
cr56n013179	3	9	parameter	parameter	NOUN
cr56n013179	3	10	shrinkage	shrinkage	PROPN
cr56n013179	3	11	,	,	PUNCT
cr56n013179	3	12	which	which	PRON
cr56n013179	3	13	on	on	ADP
cr56n013179	3	14	the	the	DET
cr56n013179	3	15	one	one	NUM
cr56n013179	3	16	hand	hand	NOUN
cr56n013179	3	17	,	,	PUNCT
cr56n013179	3	18	incur	incur	ADJ
cr56n013179	3	19	bias	bias	NOUN
cr56n013179	3	20	in	in	ADP
cr56n013179	3	21	parameter	parameter	NOUN
cr56n013179	3	22	estimation	estimation	NOUN
cr56n013179	3	23	,	,	PUNCT
cr56n013179	3	24	and	and	CCONJ
cr56n013179	3	25	on	on	ADP
cr56n013179	3	26	the	the	DET
cr56n013179	3	27	other	other	ADJ
cr56n013179	3	28	hand	hand	NOUN
cr56n013179	3	29	hardly	hardly	ADV
cr56n013179	3	30	take	take	VERB
cr56n013179	3	31	on	on	ADP
cr56n013179	3	32	additional	additional	ADJ
cr56n013179	3	33	generalization	generalization	NOUN
cr56n013179	3	34	-	-	PUNCT
cr56n013179	3	35	promoting	promote	VERB
cr56n013179	3	36	effects	effect	NOUN
cr56n013179	3	37	.	.	PUNCT
cr56n013179	4	1	to	to	PART
cr56n013179	4	2	address	address	VERB
cr56n013179	4	3	the	the	DET
cr56n013179	4	4	drawbacks	drawback	NOUN
cr56n013179	4	5	regarding	regard	VERB
cr56n013179	4	6	regularization	regularization	NOUN
cr56n013179	4	7	methods	method	NOUN
cr56n013179	4	8	,	,	PUNCT
cr56n013179	4	9	i	i	PRON
cr56n013179	4	10	proposed	propose	VERB
cr56n013179	4	11	and	and	CCONJ
cr56n013179	4	12	implemented	implement	VERB
cr56n013179	4	13	the	the	DET
cr56n013179	4	14	noise	noise	NOUN
cr56n013179	4	15	injection	injection	NOUN
cr56n013179	4	16	(	(	PUNCT
cr56n013179	4	17	ni	ni	PROPN
cr56n013179	4	18	)	)	PUNCT
cr56n013179	4	19	and	and	CCONJ
cr56n013179	4	20	noise	noise	NOUN
cr56n013179	4	21	augmentation	augmentation	NOUN
cr56n013179	4	22	(	(	PUNCT
cr56n013179	4	23	na	na	NOUN
cr56n013179	4	24	)	)	PUNCT
cr56n013179	4	25	methods	method	NOUN
cr56n013179	4	26	in	in	ADP
cr56n013179	4	27	a	a	DET
cr56n013179	4	28	variety	variety	NOUN
cr56n013179	4	29	of	of	ADP
cr56n013179	4	30	models	model	NOUN
cr56n013179	4	31	,	,	PUNCT
cr56n013179	4	32	and	and	CCONJ
cr56n013179	4	33	theoretically	theoretically	ADV
cr56n013179	4	34	studied	study	VERB
cr56n013179	4	35	their	their	PRON
cr56n013179	4	36	properties	property	NOUN
cr56n013179	4	37	.	.	PUNCT
cr56n013179	5	1	my	my	PRON
cr56n013179	5	2	dissertation	dissertation	NOUN
cr56n013179	5	3	includes	include	VERB
cr56n013179	5	4	whiteout	whiteout	NOUN
cr56n013179	5	5	in	in	ADP
cr56n013179	5	6	neural	neural	ADJ
cr56n013179	5	7	networks	network	NOUN
cr56n013179	5	8	,	,	PUNCT
cr56n013179	5	9	which	which	PRON
cr56n013179	5	10	adaptively	adaptively	ADV
cr56n013179	5	11	inject	inject	VERB
cr56n013179	5	12	noise	noise	NOUN
cr56n013179	5	13	into	into	ADP
cr56n013179	5	14	nodes	node	NOUN
cr56n013179	5	15	to	to	PART
cr56n013179	5	16	achieve	achieve	VERB
cr56n013179	5	17	regularization	regularization	NOUN
cr56n013179	5	18	effects	effect	NOUN
cr56n013179	5	19	and	and	CCONJ
cr56n013179	5	20	promote	promote	VERB
cr56n013179	5	21	robustness	robustness	NOUN
cr56n013179	5	22	;	;	PUNCT
cr56n013179	5	23	fast	fast	ADV
cr56n013179	5	24	converging	converging	ADJ
cr56n013179	5	25	and	and	CCONJ
cr56n013179	5	26	robust	robust	ADJ
cr56n013179	5	27	optimal	optimal	ADJ
cr56n013179	5	28	path	path	NOUN
cr56n013179	5	29	selection	selection	NOUN
cr56n013179	5	30	(	(	PUNCT
cr56n013179	5	31	crops	crop	NOUN
cr56n013179	5	32	)	)	PUNCT
cr56n013179	5	33	in	in	ADP
cr56n013179	5	34	continuous	continuous	ADJ
cr56n013179	5	35	-	-	PUNCT
cr56n013179	5	36	time	time	NOUN
cr56n013179	5	37	markov	markov	NOUN
cr56n013179	5	38	-	-	PUNCT
cr56n013179	5	39	switching	switch	VERB
cr56n013179	5	40	generalized	generalized	ADJ
cr56n013179	5	41	autoregressive	autoregressive	ADJ
cr56n013179	5	42	conditional	conditional	ADJ
cr56n013179	5	43	heteroskedasticity	heteroskedasticity	NOUN
cr56n013179	5	44	(	(	PUNCT
cr56n013179	5	45	coms	com	NOUN
cr56n013179	5	46	-	-	PUNCT
cr56n013179	5	47	garch	garch	PROPN
cr56n013179	5	48	)	)	PUNCT
cr56n013179	5	49	process	process	NOUN
cr56n013179	5	50	,	,	PUNCT
cr56n013179	5	51	crops	crop	NOUN
cr56n013179	5	52	is	be	AUX
cr56n013179	5	53	a	a	DET
cr56n013179	5	54	bernoulli	bernoulli	PROPN
cr56n013179	5	55	ni	ni	PROPN
cr56n013179	5	56	enhanced	enhance	VERB
cr56n013179	5	57	markov	markov	NOUN
cr56n013179	5	58	chain	chain	NOUN
cr56n013179	5	59	expectation	expectation	NOUN
cr56n013179	5	60	maximization	maximization	NOUN
cr56n013179	5	61	(	(	PUNCT
cr56n013179	5	62	mc	mc	PROPN
cr56n013179	5	63	-	-	PUNCT
cr56n013179	5	64	em	em	PROPN
cr56n013179	5	65	)	)	PUNCT
cr56n013179	5	66	algorithm	algorithm	PROPN
cr56n013179	5	67	that	that	PRON
cr56n013179	5	68	improves	improve	VERB
cr56n013179	5	69	accuracy	accuracy	NOUN
cr56n013179	5	70	in	in	ADP
cr56n013179	5	71	both	both	DET
cr56n013179	5	72	hidden	hidden	ADJ
cr56n013179	5	73	path	path	NOUN
cr56n013179	5	74	identification	identification	NOUN
cr56n013179	5	75	and	and	CCONJ
cr56n013179	5	76	volatility	volatility	NOUN
cr56n013179	5	77	estimation	estimation	NOUN
cr56n013179	5	78	and	and	CCONJ
cr56n013179	5	79	achieve	achieve	VERB
cr56n013179	5	80	ensemble	ensemble	NOUN
cr56n013179	5	81	learning	learning	NOUN
cr56n013179	5	82	and	and	CCONJ
cr56n013179	5	83	robustness	robustness	ADJ
cr56n013179	5	84	effects	effect	NOUN
cr56n013179	5	85	;	;	PUNCT
cr56n013179	5	86	adaptive	adaptive	ADJ
cr56n013179	5	87	noise	noise	NOUN
cr56n013179	5	88	augmentation	augmentation	NOUN
cr56n013179	5	89	(	(	PUNCT
cr56n013179	5	90	panda	panda	NOUN
cr56n013179	5	91	)	)	PUNCT
cr56n013179	5	92	in	in	ADP
cr56n013179	5	93	generalized	generalize	VERB
cr56n013179	5	94	linear	linear	ADJ
cr56n013179	5	95	models	model	NOUN
cr56n013179	5	96	(	(	PUNCT
cr56n013179	5	97	glms	glm	NOUN
cr56n013179	5	98	)	)	PUNCT
cr56n013179	5	99	,	,	PUNCT
cr56n013179	5	100	panda	panda	NOUN
cr56n013179	5	101	realizes	realize	VERB
cr56n013179	5	102	a	a	DET
cr56n013179	5	103	wide	wide	ADJ
cr56n013179	5	104	range	range	NOUN
cr56n013179	5	105	of	of	ADP
cr56n013179	5	106	existing	exist	VERB
cr56n013179	5	107	regularization	regularization	NOUN
cr56n013179	5	108	effects	effect	NOUN
cr56n013179	5	109	and	and	CCONJ
cr56n013179	5	110	also	also	ADV
cr56n013179	5	111	exact	exact	ADJ
cr56n013179	5	112	l0	l0	NOUN
cr56n013179	5	113	regularization	regularization	NOUN
cr56n013179	5	114	with	with	ADP
cr56n013179	5	115	little	little	ADJ
cr56n013179	5	116	computational	computational	ADJ
cr56n013179	5	117	burden	burden	NOUN
cr56n013179	5	118	through	through	ADP
cr56n013179	5	119	the	the	DET
cr56n013179	5	120	orthogonal	orthogonal	ADJ
cr56n013179	5	121	regularization	regularization	NOUN
cr56n013179	5	122	i	i	PRON
cr56n013179	5	123	proposed	propose	VERB
cr56n013179	5	124	,	,	PUNCT
cr56n013179	5	125	panda	panda	NOUN
cr56n013179	5	126	also	also	ADV
cr56n013179	5	127	provides	provide	VERB
cr56n013179	5	128	tighter	tight	ADJ
cr56n013179	5	129	confidence	confidence	NOUN
cr56n013179	5	130	intervals	interval	NOUN
cr56n013179	5	131	with	with	ADP
cr56n013179	5	132	higher	high	ADJ
cr56n013179	5	133	coverage	coverage	NOUN
cr56n013179	5	134	probability	probability	NOUN
cr56n013179	5	135	for	for	ADP
cr56n013179	5	136	both	both	CCONJ
cr56n013179	5	137	zero	zero	NUM
cr56n013179	5	138	and	and	CCONJ
cr56n013179	5	139	non	non	ADJ
cr56n013179	5	140	-	-	ADJ
cr56n013179	5	141	zero	zero	NUM
cr56n013179	5	142	estimated	estimate	VERB
cr56n013179	5	143	parameters	parameter	NOUN
cr56n013179	5	144	under	under	ADP
cr56n013179	5	145	variable	variable	ADJ
cr56n013179	5	146	selection	selection	NOUN
cr56n013179	5	147	regularization	regularization	NOUN
cr56n013179	5	148	;	;	PUNCT
cr56n013179	5	149	panda	panda	NOUN
cr56n013179	5	150	in	in	ADP
cr56n013179	5	151	undirected	undirected	ADJ
cr56n013179	5	152	graphical	graphical	ADJ
cr56n013179	5	153	models	model	NOUN
cr56n013179	5	154	(	(	PUNCT
cr56n013179	5	155	ugms	ugms	ADJ
cr56n013179	5	156	)	)	PUNCT
cr56n013179	5	157	,	,	PUNCT
cr56n013179	5	158	panda	panda	NOUN
cr56n013179	5	159	realized	realize	VERB
cr56n013179	5	160	both	both	DET
cr56n013179	5	161	likelihood	likelihood	NOUN
cr56n013179	5	162	based	base	VERB
cr56n013179	5	163	graphical	graphical	PROPN
cr56n013179	5	164	l0	l0	PROPN
cr56n013179	5	165	,	,	PUNCT
cr56n013179	5	166	i	i	PRON
cr56n013179	5	167	proposed	propose	VERB
cr56n013179	5	168	for	for	ADP
cr56n013179	5	169	gaussian	gaussian	ADJ
cr56n013179	5	170	graphical	graphical	ADJ
cr56n013179	5	171	models	model	NOUN
cr56n013179	5	172	(	(	PUNCT
cr56n013179	5	173	ggms	ggms	PROPN
cr56n013179	5	174	)	)	PUNCT
cr56n013179	5	175	and	and	CCONJ
cr56n013179	5	176	existing	exist	VERB
cr56n013179	5	177	neighborhood	neighborhood	NOUN
cr56n013179	5	178	selection	selection	NOUN
cr56n013179	5	179	methods	method	NOUN
cr56n013179	5	180	in	in	ADP
cr56n013179	5	181	ugms	ugms	NOUN
cr56n013179	5	182	;	;	PUNCT
cr56n013179	5	183	adaptive	adaptive	ADJ
cr56n013179	5	184	noise	noise	NOUN
cr56n013179	5	185	augmentation	augmentation	NOUN
cr56n013179	5	186	for	for	ADP
cr56n013179	5	187	differentially	differentially	ADV
cr56n013179	5	188	private	private	ADJ
cr56n013179	5	189	(	(	PUNCT
cr56n013179	5	190	nap	nap	NOUN
cr56n013179	5	191	)	)	PUNCT
cr56n013179	5	192	empirical	empirical	ADJ
cr56n013179	5	193	risk	risk	NOUN
cr56n013179	5	194	minimization	minimization	NOUN
cr56n013179	5	195	(	(	PUNCT
cr56n013179	5	196	erm	erm	INTJ
cr56n013179	5	197	)	)	PUNCT
cr56n013179	5	198	,	,	PUNCT
cr56n013179	5	199	nap	nap	PROPN
cr56n013179	5	200	-	-	PUNCT
cr56n013179	5	201	erm	erm	PROPN
cr56n013179	5	202	mitigates	mitigate	NOUN
cr56n013179	5	203	over	over	ADP
cr56n013179	5	204	regularization	regularization	NOUN
cr56n013179	5	205	issue	issue	NOUN
cr56n013179	5	206	in	in	ADP
cr56n013179	5	207	existing	exist	VERB
cr56n013179	5	208	works	work	NOUN
cr56n013179	5	209	,	,	PUNCT
cr56n013179	5	210	hence	hence	ADV
cr56n013179	5	211	improves	improve	VERB
cr56n013179	5	212	utility	utility	NOUN
cr56n013179	5	213	,	,	PUNCT
cr56n013179	5	214	it	it	PRON
cr56n013179	5	215	also	also	ADV
cr56n013179	5	216	simultaneously	simultaneously	ADV
cr56n013179	5	217	achieves	achieve	VERB
cr56n013179	5	218	regularization	regularization	NOUN
cr56n013179	5	219	and	and	CCONJ
cr56n013179	5	220	differential	differential	ADJ
cr56n013179	5	221	privacy	privacy	NOUN
cr56n013179	5	222	(	(	PUNCT
cr56n013179	5	223	dp	dp	PROPN
cr56n013179	5	224	)	)	PUNCT
cr56n013179	5	225	through	through	ADP
cr56n013179	5	226	noise	noise	NOUN
cr56n013179	5	227	augmentation	augmentation	NOUN
cr56n013179	5	228	.	.	PUNCT
cr56n013179	6	1	i	i	PRON
cr56n013179	6	2	further	far	ADV
cr56n013179	6	3	introduced	introduce	VERB
cr56n013179	6	4	the	the	DET
cr56n013179	6	5	idea	idea	NOUN
cr56n013179	6	6	of	of	ADP
cr56n013179	6	7	retrieving	retrieve	VERB
cr56n013179	6	8	wasted	waste	VERB
cr56n013179	6	9	privacy	privacy	NOUN
cr56n013179	6	10	budget	budget	NOUN
cr56n013179	6	11	through	through	ADP
cr56n013179	6	12	nap	nap	NOUN
cr56n013179	6	13	-	-	PUNCT
cr56n013179	6	14	erm	erm	NOUN
cr56n013179	6	15	.	.	PUNCT
cr56n013179	7	1	as	as	ADP
cr56n013179	7	2	part	part	NOUN
cr56n013179	7	3	of	of	ADP
cr56n013179	7	4	the	the	DET
cr56n013179	7	5	future	future	ADJ
cr56n013179	7	6	work	work	NOUN
cr56n013179	7	7	,	,	PUNCT
cr56n013179	7	8	i	i	PRON
cr56n013179	7	9	extended	extend	VERB
cr56n013179	7	10	panda	panda	NOUN
cr56n013179	7	11	l0	l0	NOUN
cr56n013179	7	12	regularization	regularization	NOUN
cr56n013179	7	13	into	into	ADP
cr56n013179	7	14	support	support	NOUN
cr56n013179	7	15	vector	vector	NOUN
cr56n013179	7	16	machine	machine	NOUN
cr56n013179	7	17	(	(	PUNCT
cr56n013179	7	18	svm	svm	PROPN
cr56n013179	7	19	)	)	PUNCT
cr56n013179	7	20	,	,	PUNCT
cr56n013179	7	21	i	i	PRON
cr56n013179	7	22	generalized	generalize	VERB
cr56n013179	7	23	the	the	DET
cr56n013179	7	24	concept	concept	NOUN
cr56n013179	7	25	of	of	ADP
cr56n013179	7	26	orthogonal	orthogonal	ADJ
cr56n013179	7	27	regularization	regularization	NOUN
cr56n013179	7	28	to	to	PART
cr56n013179	7	29	realize	realize	VERB
cr56n013179	7	30	rank	rank	NOUN
cr56n013179	7	31	regularization	regularization	NOUN
cr56n013179	7	32	in	in	ADP
cr56n013179	7	33	both	both	DET
cr56n013179	7	34	multiple	multiple	ADJ
cr56n013179	7	35	response	response	NOUN
cr56n013179	7	36	glms	glm	NOUN
cr56n013179	7	37	and	and	CCONJ
cr56n013179	7	38	tensor	tensor	NOUN
cr56n013179	7	39	regressions	regression	NOUN
cr56n013179	7	40	,	,	PUNCT
cr56n013179	7	41	i	i	PRON
cr56n013179	7	42	expect	expect	VERB
cr56n013179	7	43	the	the	DET
cr56n013179	7	44	combination	combination	NOUN
cr56n013179	7	45	of	of	ADP
cr56n013179	7	46	rank	rank	NOUN
cr56n013179	7	47	regularization	regularization	NOUN
cr56n013179	7	48	and	and	CCONJ
cr56n013179	7	49	nap	nap	PROPN
cr56n013179	7	50	-	-	PUNCT
cr56n013179	7	51	erm	erm	NOUN
cr56n013179	7	52	show	show	VERB
cr56n013179	7	53	high	high	ADJ
cr56n013179	7	54	utility	utility	NOUN
cr56n013179	7	55	while	while	SCONJ
cr56n013179	7	56	guaranteeing	guarantee	VERB
cr56n013179	7	57	dp	dp	PROPN
cr56n013179	7	58	,	,	PUNCT
cr56n013179	7	59	i	i	PRON
cr56n013179	7	60	also	also	ADV
cr56n013179	7	61	expect	expect	VERB
cr56n013179	7	62	there	there	PRON
cr56n013179	7	63	to	to	PART
cr56n013179	7	64	be	be	AUX
cr56n013179	7	65	a	a	DET
cr56n013179	7	66	more	more	ADV
cr56n013179	7	67	rigorous	rigorous	ADJ
cr56n013179	7	68	proof	proof	NOUN
cr56n013179	7	69	for	for	ADP
cr56n013179	7	70	graphical	graphical	ADJ
cr56n013179	7	71	l0	l0	NOUN
cr56n013179	7	72	by	by	ADP
cr56n013179	7	73	using	use	VERB
cr56n013179	7	74	duality	duality	NOUN
cr56n013179	7	75	.	.	PUNCT