id	sid	tid	token	lemma	pos
6108v982t4v	1	1	the	the	DET
6108v982t4v	1	2	first	first	ADJ
6108v982t4v	1	3	part	part	NOUN
6108v982t4v	1	4	of	of	ADP
6108v982t4v	1	5	this	this	DET
6108v982t4v	1	6	dissertation	dissertation	NOUN
6108v982t4v	1	7	is	be	AUX
6108v982t4v	1	8	focused	focus	VERB
6108v982t4v	1	9	on	on	ADP
6108v982t4v	1	10	parameter	parameter	NOUN
6108v982t4v	1	11	estimation	estimation	NOUN
6108v982t4v	1	12	problems	problem	NOUN
6108v982t4v	1	13	where	where	SCONJ
6108v982t4v	1	14	proper	proper	ADJ
6108v982t4v	1	15	statistical	statistical	ADJ
6108v982t4v	1	16	description	description	NOUN
6108v982t4v	1	17	of	of	ADP
6108v982t4v	1	18	the	the	DET
6108v982t4v	1	19	system	system	NOUN
6108v982t4v	1	20	uncertainties	uncertainty	NOUN
6108v982t4v	1	21	is	be	AUX
6108v982t4v	1	22	not	not	PART
6108v982t4v	1	23	available	available	ADJ
6108v982t4v	1	24	.	.	PUNCT
6108v982t4v	2	1	we	we	PRON
6108v982t4v	2	2	develop	develop	VERB
6108v982t4v	2	3	adaptive	adaptive	ADJ
6108v982t4v	2	4	filtering	filter	VERB
6108v982t4v	2	5	algorithms	algorithm	NOUN
6108v982t4v	2	6	based	base	VERB
6108v982t4v	2	7	on	on	ADP
6108v982t4v	2	8	the	the	DET
6108v982t4v	2	9	set	set	VERB
6108v982t4v	2	10	-	-	PUNCT
6108v982t4v	2	11	membership	membership	NOUN
6108v982t4v	2	12	filtering	filtering	NOUN
6108v982t4v	2	13	(	(	PUNCT
6108v982t4v	2	14	smf	smf	PROPN
6108v982t4v	2	15	)	)	PUNCT
6108v982t4v	2	16	framework	framework	NOUN
6108v982t4v	2	17	which	which	PRON
6108v982t4v	2	18	aims	aim	VERB
6108v982t4v	2	19	to	to	PART
6108v982t4v	2	20	upper	upper	VERB
6108v982t4v	2	21	bound	bind	VERB
6108v982t4v	2	22	the	the	DET
6108v982t4v	2	23	magnitude	magnitude	NOUN
6108v982t4v	2	24	of	of	ADP
6108v982t4v	2	25	filtering	filter	VERB
6108v982t4v	2	26	errors	error	NOUN
6108v982t4v	2	27	.	.	PUNCT
6108v982t4v	3	1	novel	novel	ADJ
6108v982t4v	3	2	convergence	convergence	NOUN
6108v982t4v	3	3	results	result	NOUN
6108v982t4v	3	4	for	for	ADP
6108v982t4v	3	5	the	the	DET
6108v982t4v	3	6	sequence	sequence	NOUN
6108v982t4v	3	7	of	of	ADP
6108v982t4v	3	8	parameter	parameter	NOUN
6108v982t4v	3	9	estimates	estimate	NOUN
6108v982t4v	3	10	of	of	ADP
6108v982t4v	3	11	the	the	DET
6108v982t4v	3	12	set	set	NOUN
6108v982t4v	3	13	-	-	PUNCT
6108v982t4v	3	14	membership	membership	NOUN
6108v982t4v	3	15	normalized	normalize	VERB
6108v982t4v	3	16	least	least	ADJ
6108v982t4v	3	17	-	-	PUNCT
6108v982t4v	3	18	mean	mean	NOUN
6108v982t4v	3	19	squares	square	NOUN
6108v982t4v	3	20	(	(	PUNCT
6108v982t4v	3	21	sm	sm	NOUN
6108v982t4v	3	22	-	-	PUNCT
6108v982t4v	3	23	nlms	nlm	NOUN
6108v982t4v	3	24	)	)	PUNCT
6108v982t4v	3	25	algorithm	algorithm	PROPN
6108v982t4v	3	26	are	be	AUX
6108v982t4v	3	27	established	establish	VERB
6108v982t4v	3	28	.	.	PUNCT
6108v982t4v	4	1	sufficient	sufficient	ADJ
6108v982t4v	4	2	conditions	condition	NOUN
6108v982t4v	4	3	are	be	AUX
6108v982t4v	4	4	identified	identify	VERB
6108v982t4v	4	5	under	under	ADP
6108v982t4v	4	6	which	which	PRON
6108v982t4v	4	7	the	the	DET
6108v982t4v	4	8	sequence	sequence	NOUN
6108v982t4v	4	9	of	of	ADP
6108v982t4v	4	10	parameter	parameter	NOUN
6108v982t4v	4	11	estimates	estimate	NOUN
6108v982t4v	4	12	of	of	ADP
6108v982t4v	4	13	the	the	DET
6108v982t4v	4	14	sm	sm	NOUN
6108v982t4v	4	15	-	-	PUNCT
6108v982t4v	4	16	nlms	nlm	NOUN
6108v982t4v	4	17	algorithm	algorithm	VERB
6108v982t4v	4	18	converges	converge	VERB
6108v982t4v	4	19	to	to	ADP
6108v982t4v	4	20	the	the	DET
6108v982t4v	4	21	unknown	unknown	ADJ
6108v982t4v	4	22	true	true	ADJ
6108v982t4v	4	23	parameter	parameter	NOUN
6108v982t4v	4	24	almost	almost	ADV
6108v982t4v	4	25	surely	surely	ADV
6108v982t4v	4	26	.	.	PUNCT
6108v982t4v	5	1	utilizing	utilize	VERB
6108v982t4v	5	2	the	the	DET
6108v982t4v	5	3	built	build	VERB
6108v982t4v	5	4	-	-	PUNCT
6108v982t4v	5	5	in	in	ADP
6108v982t4v	5	6	selective	selective	ADJ
6108v982t4v	5	7	update	update	NOUN
6108v982t4v	5	8	feature	feature	NOUN
6108v982t4v	5	9	of	of	ADP
6108v982t4v	5	10	the	the	DET
6108v982t4v	5	11	sm	sm	NOUN
6108v982t4v	5	12	-	-	PUNCT
6108v982t4v	5	13	nlms	nlm	NOUN
6108v982t4v	5	14	algorithm	algorithm	NOUN
6108v982t4v	5	15	,	,	PUNCT
6108v982t4v	5	16	we	we	PRON
6108v982t4v	5	17	develop	develop	VERB
6108v982t4v	5	18	an	an	DET
6108v982t4v	5	19	energyand	energyand	ADJ
6108v982t4v	5	20	bandwidth	bandwidth	ADJ
6108v982t4v	5	21	-	-	PUNCT
6108v982t4v	5	22	efficient	efficient	ADJ
6108v982t4v	5	23	diffusion	diffusion	NOUN
6108v982t4v	5	24	scheme	scheme	NOUN
6108v982t4v	5	25	for	for	ADP
6108v982t4v	5	26	distributed	distribute	VERB
6108v982t4v	5	27	estimation	estimation	NOUN
6108v982t4v	5	28	problems	problem	NOUN
6108v982t4v	5	29	.	.	PUNCT
6108v982t4v	6	1	furthermore	furthermore	ADV
6108v982t4v	6	2	,	,	PUNCT
6108v982t4v	6	3	kernel	kernel	NOUN
6108v982t4v	6	4	methods	method	NOUN
6108v982t4v	6	5	are	be	AUX
6108v982t4v	6	6	employed	employ	VERB
6108v982t4v	6	7	to	to	PART
6108v982t4v	6	8	extend	extend	VERB
6108v982t4v	6	9	two	two	NUM
6108v982t4v	6	10	linear	linear	ADJ
6108v982t4v	6	11	smf	smf	PROPN
6108v982t4v	6	12	algorithms	algorithm	NOUN
6108v982t4v	6	13	to	to	PART
6108v982t4v	6	14	solve	solve	VERB
6108v982t4v	6	15	nonlinear	nonlinear	ADJ
6108v982t4v	6	16	adaptive	adaptive	ADJ
6108v982t4v	6	17	filtering	filter	VERB
6108v982t4v	6	18	problems	problem	NOUN
6108v982t4v	6	19	.	.	PUNCT
6108v982t4v	7	1	these	these	DET
6108v982t4v	7	2	two	two	NUM
6108v982t4v	7	3	proposed	propose	VERB
6108v982t4v	7	4	kernel	kernel	NOUN
6108v982t4v	7	5	smf	smf	PROPN
6108v982t4v	7	6	algorithms	algorithm	NOUN
6108v982t4v	7	7	are	be	AUX
6108v982t4v	7	8	equipped	equip	VERB
6108v982t4v	7	9	with	with	ADP
6108v982t4v	7	10	several	several	ADJ
6108v982t4v	7	11	appealing	appealing	ADJ
6108v982t4v	7	12	features	feature	NOUN
6108v982t4v	7	13	,	,	PUNCT
6108v982t4v	7	14	including	include	VERB
6108v982t4v	7	15	data	data	NOUN
6108v982t4v	7	16	-	-	PUNCT
6108v982t4v	7	17	dependent	dependent	ADJ
6108v982t4v	7	18	selective	selective	ADJ
6108v982t4v	7	19	update	update	NOUN
6108v982t4v	7	20	of	of	ADP
6108v982t4v	7	21	filter	filter	NOUN
6108v982t4v	7	22	parameter	parameter	NOUN
6108v982t4v	7	23	estimates	estimate	NOUN
6108v982t4v	7	24	without	without	ADP
6108v982t4v	7	25	compromising	compromise	VERB
6108v982t4v	7	26	mse	mse	ADJ
6108v982t4v	7	27	performance	performance	NOUN
6108v982t4v	7	28	,	,	PUNCT
6108v982t4v	7	29	sparse	sparse	ADJ
6108v982t4v	7	30	kernel	kernel	NOUN
6108v982t4v	7	31	expansions	expansion	NOUN
6108v982t4v	7	32	and	and	CCONJ
6108v982t4v	7	33	asymptotically	asymptotically	ADV
6108v982t4v	7	34	upper	upper	ADJ
6108v982t4v	7	35	bounded	bound	VERB
6108v982t4v	7	36	filtering	filter	VERB
6108v982t4v	7	37	error	error	NOUN
6108v982t4v	7	38	magnitude.the	magnitude.the	DET
6108v982t4v	7	39	second	second	ADJ
6108v982t4v	7	40	part	part	NOUN
6108v982t4v	7	41	of	of	ADP
6108v982t4v	7	42	this	this	DET
6108v982t4v	7	43	dissertation	dissertation	NOUN
6108v982t4v	7	44	is	be	AUX
6108v982t4v	7	45	concerned	concern	VERB
6108v982t4v	7	46	with	with	ADP
6108v982t4v	7	47	crowdsensing	crowdsensing	ADJ
6108v982t4v	7	48	applications	application	NOUN
6108v982t4v	7	49	where	where	SCONJ
6108v982t4v	7	50	uncertainties	uncertainty	NOUN
6108v982t4v	7	51	arise	arise	VERB
6108v982t4v	7	52	due	due	ADP
6108v982t4v	7	53	to	to	ADP
6108v982t4v	7	54	the	the	DET
6108v982t4v	7	55	interactions	interaction	NOUN
6108v982t4v	7	56	of	of	ADP
6108v982t4v	7	57	human	human	ADJ
6108v982t4v	7	58	participants	participant	NOUN
6108v982t4v	7	59	who	who	PRON
6108v982t4v	7	60	influence	influence	VERB
6108v982t4v	7	61	the	the	DET
6108v982t4v	7	62	system	system	NOUN
6108v982t4v	7	63	performance	performance	NOUN
6108v982t4v	7	64	by	by	ADP
6108v982t4v	7	65	adopting	adopt	VERB
6108v982t4v	7	66	different	different	ADJ
6108v982t4v	7	67	strategies	strategy	NOUN
6108v982t4v	7	68	to	to	PART
6108v982t4v	7	69	meet	meet	VERB
6108v982t4v	7	70	their	their	PRON
6108v982t4v	7	71	own	own	ADJ
6108v982t4v	7	72	interests	interest	NOUN
6108v982t4v	7	73	.	.	PUNCT
6108v982t4v	8	1	the	the	DET
6108v982t4v	8	2	challenges	challenge	NOUN
6108v982t4v	8	3	with	with	ADP
6108v982t4v	8	4	regards	regard	NOUN
6108v982t4v	8	5	to	to	ADP
6108v982t4v	8	6	user	user	NOUN
6108v982t4v	8	7	participation	participation	NOUN
6108v982t4v	8	8	and	and	CCONJ
6108v982t4v	8	9	data	datum	NOUN
6108v982t4v	8	10	quality	quality	NOUN
6108v982t4v	8	11	are	be	AUX
6108v982t4v	8	12	addressed	address	VERB
6108v982t4v	8	13	by	by	ADP
6108v982t4v	8	14	designing	design	VERB
6108v982t4v	8	15	appropriate	appropriate	ADJ
6108v982t4v	8	16	incentive	incentive	NOUN
6108v982t4v	8	17	mechanisms	mechanism	NOUN
6108v982t4v	8	18	that	that	PRON
6108v982t4v	8	19	encourage	encourage	VERB
6108v982t4v	8	20	desired	desire	VERB
6108v982t4v	8	21	behaviors	behavior	NOUN
6108v982t4v	8	22	of	of	ADP
6108v982t4v	8	23	the	the	DET
6108v982t4v	8	24	strategic	strategic	ADJ
6108v982t4v	8	25	agents	agent	NOUN
6108v982t4v	8	26	.	.	PUNCT
6108v982t4v	9	1	we	we	PRON
6108v982t4v	9	2	solve	solve	VERB
6108v982t4v	9	3	the	the	DET
6108v982t4v	9	4	optimization	optimization	NOUN
6108v982t4v	9	5	problem	problem	NOUN
6108v982t4v	9	6	of	of	ADP
6108v982t4v	9	7	minimizing	minimize	VERB
6108v982t4v	9	8	total	total	ADJ
6108v982t4v	9	9	payment	payment	NOUN
6108v982t4v	9	10	to	to	PART
6108v982t4v	9	11	be	be	AUX
6108v982t4v	9	12	made	make	VERB
6108v982t4v	9	13	to	to	ADP
6108v982t4v	9	14	strategic	strategic	ADJ
6108v982t4v	9	15	agents	agent	NOUN
6108v982t4v	9	16	while	while	SCONJ
6108v982t4v	9	17	ensuring	ensure	VERB
6108v982t4v	9	18	a	a	DET
6108v982t4v	9	19	certain	certain	ADJ
6108v982t4v	9	20	level	level	NOUN
6108v982t4v	9	21	of	of	ADP
6108v982t4v	9	22	estimation	estimation	NOUN
6108v982t4v	9	23	accuracy	accuracy	NOUN
6108v982t4v	9	24	.	.	PUNCT
6108v982t4v	10	1	the	the	DET
6108v982t4v	10	2	proposed	propose	VERB
6108v982t4v	10	3	framework	framework	NOUN
6108v982t4v	10	4	provides	provide	VERB
6108v982t4v	10	5	an	an	DET
6108v982t4v	10	6	insightful	insightful	ADJ
6108v982t4v	10	7	guideline	guideline	NOUN
6108v982t4v	10	8	for	for	ADP
6108v982t4v	10	9	building	build	VERB
6108v982t4v	10	10	cost	cost	NOUN
6108v982t4v	10	11	-	-	PUNCT
6108v982t4v	10	12	efficient	efficient	ADJ
6108v982t4v	10	13	crowdsensing	crowdsensing	ADJ
6108v982t4v	10	14	platforms	platform	NOUN
6108v982t4v	10	15	.	.	PUNCT
6108v982t4v	11	1	finally	finally	ADV
6108v982t4v	11	2	,	,	PUNCT
6108v982t4v	11	3	we	we	PRON
6108v982t4v	11	4	take	take	VERB
6108v982t4v	11	5	a	a	DET
6108v982t4v	11	6	further	further	ADJ
6108v982t4v	11	7	step	step	NOUN
6108v982t4v	11	8	to	to	PART
6108v982t4v	11	9	address	address	VERB
6108v982t4v	11	10	the	the	DET
6108v982t4v	11	11	problem	problem	NOUN
6108v982t4v	11	12	of	of	ADP
6108v982t4v	11	13	estimation	estimation	NOUN
6108v982t4v	11	14	in	in	ADP
6108v982t4v	11	15	the	the	DET
6108v982t4v	11	16	presence	presence	NOUN
6108v982t4v	11	17	of	of	ADP
6108v982t4v	11	18	adversarial	adversarial	ADJ
6108v982t4v	11	19	agents	agent	NOUN
6108v982t4v	11	20	whose	whose	DET
6108v982t4v	11	21	objective	objective	NOUN
6108v982t4v	11	22	is	be	AUX
6108v982t4v	11	23	to	to	PART
6108v982t4v	11	24	degrade	degrade	VERB
6108v982t4v	11	25	the	the	DET
6108v982t4v	11	26	estimation	estimation	NOUN
6108v982t4v	11	27	accuracy	accuracy	NOUN
6108v982t4v	11	28	.	.	PUNCT
6108v982t4v	12	1	an	an	DET
6108v982t4v	12	2	optimal	optimal	ADJ
6108v982t4v	12	3	linear	linear	ADJ
6108v982t4v	12	4	fusion	fusion	NOUN
6108v982t4v	12	5	scheme	scheme	NOUN
6108v982t4v	12	6	is	be	AUX
6108v982t4v	12	7	presented	present	VERB
6108v982t4v	12	8	to	to	PART
6108v982t4v	12	9	mitigate	mitigate	VERB
6108v982t4v	12	10	the	the	DET
6108v982t4v	12	11	effect	effect	NOUN
6108v982t4v	12	12	of	of	ADP
6108v982t4v	12	13	the	the	DET
6108v982t4v	12	14	adversarial	adversarial	ADJ
6108v982t4v	12	15	attack	attack	NOUN
6108v982t4v	12	16	.	.	PUNCT
6108v982t4v	13	1	we	we	PRON
6108v982t4v	13	2	show	show	VERB
6108v982t4v	13	3	that	that	SCONJ
6108v982t4v	13	4	when	when	SCONJ
6108v982t4v	13	5	the	the	DET
6108v982t4v	13	6	attack	attack	NOUN
6108v982t4v	13	7	of	of	ADP
6108v982t4v	13	8	the	the	DET
6108v982t4v	13	9	adversarial	adversarial	ADJ
6108v982t4v	13	10	agent	agent	NOUN
6108v982t4v	13	11	is	be	AUX
6108v982t4v	13	12	restricted	restrict	VERB
6108v982t4v	13	13	,	,	PUNCT
6108v982t4v	13	14	the	the	DET
6108v982t4v	13	15	estimator	estimator	NOUN
6108v982t4v	13	16	can	can	AUX
6108v982t4v	13	17	obtain	obtain	VERB
6108v982t4v	13	18	a	a	DET
6108v982t4v	13	19	better	well	ADJ
6108v982t4v	13	20	estimate	estimate	NOUN
6108v982t4v	13	21	by	by	ADP
6108v982t4v	13	22	properly	properly	ADV
6108v982t4v	13	23	fusing	fuse	VERB
6108v982t4v	13	24	the	the	DET
6108v982t4v	13	25	information	information	NOUN
6108v982t4v	13	26	from	from	ADP
6108v982t4v	13	27	the	the	DET
6108v982t4v	13	28	adversarial	adversarial	ADJ
6108v982t4v	13	29	agent	agent	NOUN
6108v982t4v	13	30	rather	rather	ADV
6108v982t4v	13	31	than	than	ADP
6108v982t4v	13	32	simply	simply	ADV
6108v982t4v	13	33	discarding	discard	VERB
6108v982t4v	13	34	it	it	PRON
6108v982t4v	13	35	.	.	PUNCT