id	sid	tid	token	lemma	pos
02870v86716	1	1	statistical	statistical	ADJ
02870v86716	1	2	analysis	analysis	NOUN
02870v86716	1	3	is	be	AUX
02870v86716	1	4	vital	vital	ADJ
02870v86716	1	5	for	for	ADP
02870v86716	1	6	research	research	NOUN
02870v86716	1	7	and	and	CCONJ
02870v86716	1	8	real	real	ADJ
02870v86716	1	9	applications	application	NOUN
02870v86716	1	10	in	in	ADP
02870v86716	1	11	various	various	ADJ
02870v86716	1	12	fields	field	NOUN
02870v86716	1	13	and	and	CCONJ
02870v86716	1	14	disciplines	discipline	NOUN
02870v86716	1	15	.	.	PUNCT
02870v86716	2	1	when	when	SCONJ
02870v86716	2	2	conducting	conduct	VERB
02870v86716	2	3	statistical	statistical	ADJ
02870v86716	2	4	analysis	analysis	NOUN
02870v86716	2	5	on	on	ADP
02870v86716	2	6	real	real	ADJ
02870v86716	2	7	-	-	PUNCT
02870v86716	2	8	world	world	NOUN
02870v86716	2	9	data	datum	NOUN
02870v86716	2	10	,	,	PUNCT
02870v86716	2	11	privacy	privacy	NOUN
02870v86716	2	12	concerns	concern	NOUN
02870v86716	2	13	often	often	ADV
02870v86716	2	14	arise	arise	VERB
02870v86716	2	15	as	as	SCONJ
02870v86716	2	16	sensitive	sensitive	ADJ
02870v86716	2	17	information	information	NOUN
02870v86716	2	18	can	can	AUX
02870v86716	2	19	be	be	AUX
02870v86716	2	20	inferred	infer	VERB
02870v86716	2	21	from	from	ADP
02870v86716	2	22	released	release	VERB
02870v86716	2	23	statistics	statistic	NOUN
02870v86716	2	24	.	.	PUNCT
02870v86716	3	1	in	in	ADP
02870v86716	3	2	the	the	DET
02870v86716	3	3	era	era	NOUN
02870v86716	3	4	of	of	ADP
02870v86716	3	5	big	big	ADJ
02870v86716	3	6	data	datum	NOUN
02870v86716	3	7	,	,	PUNCT
02870v86716	3	8	ensuring	ensure	VERB
02870v86716	3	9	data	data	NOUN
02870v86716	3	10	privacy	privacy	NOUN
02870v86716	3	11	during	during	ADP
02870v86716	3	12	statistical	statistical	ADJ
02870v86716	3	13	analysis	analysis	NOUN
02870v86716	3	14	has	have	AUX
02870v86716	3	15	become	become	VERB
02870v86716	3	16	increasingly	increasingly	ADV
02870v86716	3	17	important	important	ADJ
02870v86716	3	18	,	,	PUNCT
02870v86716	3	19	necessitating	necessitate	VERB
02870v86716	3	20	a	a	DET
02870v86716	3	21	rigorous	rigorous	ADJ
02870v86716	3	22	definition	definition	NOUN
02870v86716	3	23	of	of	ADP
02870v86716	3	24	privacy	privacy	NOUN
02870v86716	3	25	.	.	PUNCT
02870v86716	4	1	differential	differential	ADJ
02870v86716	4	2	privacy	privacy	NOUN
02870v86716	4	3	(	(	PUNCT
02870v86716	4	4	dp	dp	PROPN
02870v86716	4	5	)	)	PUNCT
02870v86716	4	6	offers	offer	VERB
02870v86716	4	7	a	a	DET
02870v86716	4	8	quantifiable	quantifiable	ADJ
02870v86716	4	9	measure	measure	NOUN
02870v86716	4	10	of	of	ADP
02870v86716	4	11	privacy	privacy	NOUN
02870v86716	4	12	protection	protection	NOUN
02870v86716	4	13	,	,	PUNCT
02870v86716	4	14	and	and	CCONJ
02870v86716	4	15	this	this	DET
02870v86716	4	16	dissertation	dissertation	NOUN
02870v86716	4	17	explores	explore	VERB
02870v86716	4	18	its	its	PRON
02870v86716	4	19	applications	application	NOUN
02870v86716	4	20	in	in	ADP
02870v86716	4	21	diverse	diverse	ADJ
02870v86716	4	22	scenarios	scenario	NOUN
02870v86716	4	23	.	.	PUNCT
02870v86716	5	1	firstly	firstly	ADV
02870v86716	5	2	,	,	PUNCT
02870v86716	5	3	i	i	PRON
02870v86716	5	4	investigate	investigate	VERB
02870v86716	5	5	the	the	DET
02870v86716	5	6	utility	utility	NOUN
02870v86716	5	7	of	of	ADP
02870v86716	5	8	differentially	differentially	ADV
02870v86716	5	9	private	private	ADJ
02870v86716	5	10	hypothesis	hypothesis	NOUN
02870v86716	5	11	testing	testing	NOUN
02870v86716	5	12	,	,	PUNCT
02870v86716	5	13	developing	develop	VERB
02870v86716	5	14	new	new	ADJ
02870v86716	5	15	methods	method	NOUN
02870v86716	5	16	and	and	CCONJ
02870v86716	5	17	providing	provide	VERB
02870v86716	5	18	results	result	NOUN
02870v86716	5	19	for	for	ADP
02870v86716	5	20	commonly	commonly	ADV
02870v86716	5	21	used	use	VERB
02870v86716	5	22	tests	test	NOUN
02870v86716	5	23	such	such	ADJ
02870v86716	5	24	as	as	ADP
02870v86716	5	25	z	z	NOUN
02870v86716	5	26	-	-	NOUN
02870v86716	5	27	test	test	NOUN
02870v86716	5	28	,	,	PUNCT
02870v86716	5	29	t	t	PROPN
02870v86716	5	30	-	-	PUNCT
02870v86716	5	31	test	test	NOUN
02870v86716	5	32	,	,	PUNCT
02870v86716	5	33	and	and	CCONJ
02870v86716	5	34	chi	chi	ADJ
02870v86716	5	35	-	-	PUNCT
02870v86716	5	36	squared	squared	ADJ
02870v86716	5	37	test	test	NOUN
02870v86716	5	38	in	in	ADP
02870v86716	5	39	the	the	DET
02870v86716	5	40	settings	setting	NOUN
02870v86716	5	41	of	of	ADP
02870v86716	5	42	one	one	NUM
02870v86716	5	43	-	-	PUNCT
02870v86716	5	44	sample	sample	NOUN
02870v86716	5	45	mean	mean	NOUN
02870v86716	5	46	tests	test	NOUN
02870v86716	5	47	,	,	PUNCT
02870v86716	5	48	two	two	NUM
02870v86716	5	49	-	-	PUNCT
02870v86716	5	50	sample	sample	NOUN
02870v86716	5	51	tests	test	NOUN
02870v86716	5	52	,	,	PUNCT
02870v86716	5	53	variance	variance	NOUN
02870v86716	5	54	tests	test	NOUN
02870v86716	5	55	,	,	PUNCT
02870v86716	5	56	goodness	goodness	NOUN
02870v86716	5	57	-	-	PUNCT
02870v86716	5	58	of	of	ADP
02870v86716	5	59	-	-	PUNCT
02870v86716	5	60	fit	fit	ADJ
02870v86716	5	61	tests	test	NOUN
02870v86716	5	62	,	,	PUNCT
02870v86716	5	63	and	and	CCONJ
02870v86716	5	64	independence	independence	NOUN
02870v86716	5	65	tests	test	NOUN
02870v86716	5	66	and	and	CCONJ
02870v86716	5	67	evaluate	evaluate	VERB
02870v86716	5	68	the	the	DET
02870v86716	5	69	utility	utility	NOUN
02870v86716	5	70	of	of	ADP
02870v86716	5	71	the	the	DET
02870v86716	5	72	tests	test	NOUN
02870v86716	5	73	in	in	ADP
02870v86716	5	74	terms	term	NOUN
02870v86716	5	75	of	of	ADP
02870v86716	5	76	statistical	statistical	ADJ
02870v86716	5	77	power	power	NOUN
02870v86716	5	78	while	while	SCONJ
02870v86716	5	79	maitaining	maitaine	VERB
02870v86716	5	80	type	type	NOUN
02870v86716	5	81	-	-	PUNCT
02870v86716	5	82	i	i	NOUN
02870v86716	5	83	error	error	NOUN
02870v86716	5	84	rate	rate	NOUN
02870v86716	5	85	.	.	PUNCT
02870v86716	6	1	secondly	secondly	ADV
02870v86716	6	2	,	,	PUNCT
02870v86716	6	3	a	a	DET
02870v86716	6	4	differentially	differentially	ADV
02870v86716	6	5	private	private	ADJ
02870v86716	6	6	metropolis	metropoli	NOUN
02870v86716	6	7	-	-	PUNCT
02870v86716	6	8	hastings	hasting	NOUN
02870v86716	6	9	(	(	PUNCT
02870v86716	6	10	mh	mh	PROPN
02870v86716	6	11	)	)	PUNCT
02870v86716	6	12	algorithm	algorithm	PROPN
02870v86716	6	13	is	be	AUX
02870v86716	6	14	designed	design	VERB
02870v86716	6	15	that	that	PRON
02870v86716	6	16	outperforms	outperform	VERB
02870v86716	6	17	existing	exist	VERB
02870v86716	6	18	privacy	privacy	NOUN
02870v86716	6	19	-	-	PUNCT
02870v86716	6	20	preserving	preserve	VERB
02870v86716	6	21	mh	mh	NOUN
02870v86716	6	22	algorithms	algorithm	NOUN
02870v86716	6	23	in	in	ADP
02870v86716	6	24	simulation	simulation	NOUN
02870v86716	6	25	studies	study	NOUN
02870v86716	6	26	and	and	CCONJ
02870v86716	6	27	a	a	DET
02870v86716	6	28	real	real	ADJ
02870v86716	6	29	case	case	NOUN
02870v86716	6	30	study	study	NOUN
02870v86716	6	31	in	in	ADP
02870v86716	6	32	terms	term	NOUN
02870v86716	6	33	of	of	ADP
02870v86716	6	34	the	the	DET
02870v86716	6	35	parameter	parameter	NOUN
02870v86716	6	36	estimation	estimation	NOUN
02870v86716	6	37	and	and	CCONJ
02870v86716	6	38	prediction	prediction	NOUN
02870v86716	6	39	accuracy	accuracy	NOUN
02870v86716	6	40	.	.	PUNCT
02870v86716	7	1	thirdly	thirdly	ADV
02870v86716	7	2	,	,	PUNCT
02870v86716	7	3	i	i	PRON
02870v86716	7	4	examine	examine	VERB
02870v86716	7	5	privacy	privacy	NOUN
02870v86716	7	6	-	-	PUNCT
02870v86716	7	7	preserving	preserve	VERB
02870v86716	7	8	data	data	NOUN
02870v86716	7	9	-	-	PUNCT
02870v86716	7	10	sharing	sharing	NOUN
02870v86716	7	11	where	where	SCONJ
02870v86716	7	12	multiple	multiple	ADJ
02870v86716	7	13	parties	party	NOUN
02870v86716	7	14	,	,	PUNCT
02870v86716	7	15	or	or	CCONJ
02870v86716	7	16	data	datum	NOUN
02870v86716	7	17	owners	owner	NOUN
02870v86716	7	18	,	,	PUNCT
02870v86716	7	19	possess	possess	VERB
02870v86716	7	20	overlapping	overlap	VERB
02870v86716	7	21	attributes	attribute	NOUN
02870v86716	7	22	but	but	CCONJ
02870v86716	7	23	non	non	ADJ
02870v86716	7	24	-	-	ADJ
02870v86716	7	25	overlapping	overlapping	ADJ
02870v86716	7	26	individuals	individual	NOUN
02870v86716	7	27	.	.	PUNCT
02870v86716	8	1	each	each	DET
02870v86716	8	2	data	data	NOUN
02870v86716	8	3	owner	owner	NOUN
02870v86716	8	4	privatizes	privatize	VERB
02870v86716	8	5	their	their	PRON
02870v86716	8	6	data	datum	NOUN
02870v86716	8	7	to	to	PART
02870v86716	8	8	share	share	VERB
02870v86716	8	9	privacy	privacy	NOUN
02870v86716	8	10	-	-	PUNCT
02870v86716	8	11	preserving	preserve	VERB
02870v86716	8	12	synthetic	synthetic	ADJ
02870v86716	8	13	data	datum	NOUN
02870v86716	8	14	.	.	PUNCT
02870v86716	9	1	i	i	PRON
02870v86716	9	2	demonstrate	demonstrate	VERB
02870v86716	9	3	that	that	SCONJ
02870v86716	9	4	the	the	DET
02870v86716	9	5	utility	utility	NOUN
02870v86716	9	6	of	of	ADP
02870v86716	9	7	the	the	DET
02870v86716	9	8	merged	merge	VERB
02870v86716	9	9	privatized	privatized	ADJ
02870v86716	9	10	data	datum	NOUN
02870v86716	9	11	surpasses	surpass	VERB
02870v86716	9	12	that	that	PRON
02870v86716	9	13	of	of	ADP
02870v86716	9	14	individual	individual	ADJ
02870v86716	9	15	small	small	ADJ
02870v86716	9	16	datasets	dataset	NOUN
02870v86716	9	17	without	without	ADP
02870v86716	9	18	perturbation	perturbation	NOUN
02870v86716	9	19	by	by	ADP
02870v86716	9	20	showing	show	VERB
02870v86716	9	21	that	that	SCONJ
02870v86716	9	22	the	the	DET
02870v86716	9	23	parameter	parameter	NOUN
02870v86716	9	24	estimation	estimation	NOUN
02870v86716	9	25	of	of	ADP
02870v86716	9	26	regression	regression	NOUN
02870v86716	9	27	models	model	NOUN
02870v86716	9	28	on	on	ADP
02870v86716	9	29	merged	merge	VERB
02870v86716	9	30	data	datum	NOUN
02870v86716	9	31	is	be	AUX
02870v86716	9	32	better	well	ADJ
02870v86716	9	33	.	.	PUNCT
02870v86716	10	1	lastly	lastly	ADV
02870v86716	10	2	,	,	PUNCT
02870v86716	10	3	dp	dp	PROPN
02870v86716	10	4	is	be	AUX
02870v86716	10	5	applied	apply	VERB
02870v86716	10	6	to	to	ADP
02870v86716	10	7	normalizing	normalizing	ADJ
02870v86716	10	8	flow	flow	NOUN
02870v86716	10	9	,	,	PUNCT
02870v86716	10	10	a	a	DET
02870v86716	10	11	deep	deep	ADJ
02870v86716	10	12	generative	generative	ADJ
02870v86716	10	13	model	model	NOUN
02870v86716	10	14	family	family	NOUN
02870v86716	10	15	,	,	PUNCT
02870v86716	10	16	to	to	PART
02870v86716	10	17	generate	generate	VERB
02870v86716	10	18	privacy	privacy	NOUN
02870v86716	10	19	-	-	PUNCT
02870v86716	10	20	preserving	preserve	VERB
02870v86716	10	21	synthetic	synthetic	ADJ
02870v86716	10	22	datasets	dataset	NOUN
02870v86716	10	23	of	of	ADP
02870v86716	10	24	an	an	DET
02870v86716	10	25	electronic	electronic	ADJ
02870v86716	10	26	health	health	NOUN
02870v86716	10	27	records	record	NOUN
02870v86716	10	28	dataset	dataset	NOUN
02870v86716	10	29	.	.	PUNCT
02870v86716	11	1	i	i	PRON
02870v86716	11	2	show	show	VERB
02870v86716	11	3	that	that	SCONJ
02870v86716	11	4	the	the	DET
02870v86716	11	5	accuracy	accuracy	NOUN
02870v86716	11	6	of	of	ADP
02870v86716	11	7	the	the	DET
02870v86716	11	8	classification	classification	NOUN
02870v86716	11	9	and	and	CCONJ
02870v86716	11	10	regression	regression	NOUN
02870v86716	11	11	model	model	NOUN
02870v86716	11	12	on	on	ADP
02870v86716	11	13	the	the	DET
02870v86716	11	14	synthetic	synthetic	ADJ
02870v86716	11	15	data	datum	NOUN
02870v86716	11	16	can	can	AUX
02870v86716	11	17	be	be	AUX
02870v86716	11	18	close	close	ADJ
02870v86716	11	19	to	to	ADP
02870v86716	11	20	the	the	DET
02870v86716	11	21	original	original	ADJ
02870v86716	11	22	data	datum	NOUN
02870v86716	11	23	.	.	PUNCT
02870v86716	12	1	in	in	ADP
02870v86716	12	2	conclusion	conclusion	NOUN
02870v86716	12	3	,	,	PUNCT
02870v86716	12	4	this	this	DET
02870v86716	12	5	dissertation	dissertation	NOUN
02870v86716	12	6	provides	provide	VERB
02870v86716	12	7	an	an	DET
02870v86716	12	8	in	in	ADP
02870v86716	12	9	-	-	PUNCT
02870v86716	12	10	depth	depth	NOUN
02870v86716	12	11	and	and	CCONJ
02870v86716	12	12	thorough	thorough	ADJ
02870v86716	12	13	investigation	investigation	NOUN
02870v86716	12	14	of	of	ADP
02870v86716	12	15	several	several	ADJ
02870v86716	12	16	applications	application	NOUN
02870v86716	12	17	of	of	ADP
02870v86716	12	18	dp	dp	PRON
02870v86716	12	19	in	in	ADP
02870v86716	12	20	hypothesis	hypothesis	NOUN
02870v86716	12	21	testing	testing	NOUN
02870v86716	12	22	,	,	PUNCT
02870v86716	12	23	mh	mh	PROPN
02870v86716	12	24	sampling	sampling	NOUN
02870v86716	12	25	,	,	PUNCT
02870v86716	12	26	and	and	CCONJ
02870v86716	12	27	sharing	sharing	NOUN
02870v86716	12	28	of	of	ADP
02870v86716	12	29	synthetic	synthetic	ADJ
02870v86716	12	30	data	datum	NOUN
02870v86716	12	31	,	,	PUNCT
02870v86716	12	32	showcasing	showcase	VERB
02870v86716	12	33	the	the	DET
02870v86716	12	34	potential	potential	NOUN
02870v86716	12	35	of	of	ADP
02870v86716	12	36	dp	dp	PRON
02870v86716	12	37	to	to	PART
02870v86716	12	38	address	address	VERB
02870v86716	12	39	pressing	press	VERB
02870v86716	12	40	privacy	privacy	NOUN
02870v86716	12	41	concerns	concern	NOUN
02870v86716	12	42	while	while	SCONJ
02870v86716	12	43	preserving	preserve	VERB
02870v86716	12	44	the	the	DET
02870v86716	12	45	data	datum	NOUN
02870v86716	12	46	utility	utility	NOUN
02870v86716	12	47	of	of	ADP
02870v86716	12	48	statistical	statistical	ADJ
02870v86716	12	49	analysis	analysis	NOUN
02870v86716	12	50	.	.	PUNCT