id	sid	tid	token	lemma	pos
iajs-1069	1	1	conseguences	conseguence	NOUN
iajs-1069	1	2	of	of	ADP
iajs-1069	1	3	soil	soil	NOUN
iajs-1069	1	4	crude	crude	ADJ
iajs-1069	1	5	oil	oil	NOUN
iajs-1069	1	6	pollution	pollution	NOUN
iajs-1069	1	7	on	on	ADP
iajs-1069	1	8	some	some	DET
iajs-1069	1	9	wood	wood	NOUN
iajs-1069	1	10	properties	property	NOUN
iajs-1069	1	11	of	of	ADP
iajs-1069	1	12	olive	olive	NOUN
iajs-1069	1	13	trees	tree	NOUN
iajs-1069	1	14	mathematics	mathematic	NOUN
iajs-1069	1	15	|	|	ADV
iajs-1069	1	16	169	169	NUM
iajs-1069	1	17	2012	2012	NUM
iajs-1069	1	18	(	(	PUNCT
iajs-1069	1	19	عام	عام	ADP
iajs-1069	1	20	1	1	NUM
iajs-1069	1	21	(	(	PUNCT
iajs-1069	1	22	العدد	العدد	PROPN
iajs-1069	1	23	)	)	PUNCT
iajs-1069	1	24	30مجلة	30مجلة	PROPN
iajs-1069	1	25	إبن	إبن	VERB
iajs-1069	1	26	الهيثم	الهيثم	ADJ
iajs-1069	1	27	للعلوم	للعلوم	NOUN
iajs-1069	1	28	الصرفة	الصرفة	NOUN
iajs-1069	2	1	و	و	PRON
iajs-1069	2	2	التطبيقية	التطبيقية	ADV
iajs-1069	2	3	المجلد	المجلد	ADV
iajs-1069	2	4	)	)	PUNCT
iajs-1069	3	1	ibn	ibn	PROPN
iajs-1069	3	2	al	al	PROPN
iajs-1069	3	3	-	-	PUNCT
iajs-1069	3	4	haitham	haitham	PROPN
iajs-1069	3	5	j.	j.	PROPN
iajs-1069	3	6	for	for	ADP
iajs-1069	3	7	pure	pure	PROPN
iajs-1069	3	8	&	&	CCONJ
iajs-1069	3	9	appl	appl	PROPN
iajs-1069	3	10	.	.	PUNCT
iajs-1069	4	1	sci	sci	PROPN
iajs-1069	4	2	.	.	PUNCT
iajs-1069	5	1	vol.30	vol.30	NOUN
iajs-1069	5	2	(	(	PUNCT
iajs-1069	5	3	1	1	NUM
iajs-1069	5	4	)	)	PUNCT
iajs-1069	5	5	2017	2017	NUM
iajs-1069	5	6	an	an	DET
iajs-1069	5	7	efficient	efficient	ADJ
iajs-1069	5	8	single	single	ADJ
iajs-1069	5	9	stage	stage	NOUN
iajs-1069	5	10	shrinkage	shrinkage	NOUN
iajs-1069	5	11	estimator	estimator	NOUN
iajs-1069	5	12	for	for	ADP
iajs-1069	5	13	the	the	DET
iajs-1069	5	14	scale	scale	NOUN
iajs-1069	5	15	parameter	parameter	NOUN
iajs-1069	5	16	of	of	ADP
iajs-1069	5	17	inverted	inverted	ADJ
iajs-1069	5	18	gamma	gamma	NOUN
iajs-1069	5	19	distribution	distribution	NOUN
iajs-1069	5	20	abbas	abbas	PROPN
iajs-1069	5	21	najim	najim	PROPN
iajs-1069	5	22	salman	salman	PROPN
iajs-1069	5	23	intesar	intesar	PROPN
iajs-1069	5	24	obeid	obeid	PROPN
iajs-1069	5	25	hassoun	hassoun	PROPN
iajs-1069	5	26	dept	dept	NOUN
iajs-1069	5	27	.	.	PROPN
iajs-1069	6	1	of	of	ADP
iajs-1069	6	2	mathematics	mathematics	PROPN
iajs-1069	6	3	/	/	SYM
iajs-1069	6	4	college	college	NOUN
iajs-1069	6	5	of	of	ADP
iajs-1069	6	6	education	education	NOUN
iajs-1069	6	7	for	for	ADP
iajs-1069	6	8	pure	pure	ADJ
iajs-1069	6	9	science	science	NOUN
iajs-1069	6	10	(	(	PUNCT
iajs-1069	6	11	ibn	ibn	PROPN
iajs-1069	6	12	-	-	PUNCT
iajs-1069	6	13	alhaitham)/	alhaitham)/	PROPN
iajs-1069	6	14	university	university	PROPN
iajs-1069	6	15	of	of	ADP
iajs-1069	7	1	baghdad	baghdad	PROPN
iajs-1069	7	2	maymona	maymona	PROPN
iajs-1069	7	3	mohammed	mohammed	PROPN
iajs-1069	7	4	ameen	ameen	PROPN
iajs-1069	7	5	university	university	PROPN
iajs-1069	7	6	of	of	ADP
iajs-1069	7	7	fallujah	fallujah	PROPN
iajs-1069	7	8	received	receive	VERB
iajs-1069	7	9	in	in	ADP
iajs-1069	7	10	:	:	PUNCT
iajs-1069	7	11	28	28	NUM
iajs-1069	7	12	/	/	SYM
iajs-1069	7	13	june/2016	june/2016	PROPN
iajs-1069	7	14	accepted	accept	VERB
iajs-1069	7	15	in	in	ADP
iajs-1069	7	16	:	:	PUNCT
iajs-1069	7	17	23	23	NUM
iajs-1069	7	18	/	/	SYM
iajs-1069	7	19	november/2016	november/2016	PROPN
iajs-1069	7	20	abstract	abstract	NOUN
iajs-1069	7	21	the	the	DET
iajs-1069	7	22	present	present	ADJ
iajs-1069	7	23	paper	paper	NOUN
iajs-1069	7	24	agrees	agree	VERB
iajs-1069	7	25	with	with	ADP
iajs-1069	7	26	estimation	estimation	NOUN
iajs-1069	7	27	of	of	ADP
iajs-1069	7	28	scale	scale	NOUN
iajs-1069	7	29	parameter	parameter	NOUN
iajs-1069	7	30	θ	θ	PROPN
iajs-1069	7	31	of	of	ADP
iajs-1069	7	32	the	the	DET
iajs-1069	7	33	inverted	inverted	ADJ
iajs-1069	7	34	gamma	gamma	NOUN
iajs-1069	7	35	(	(	PUNCT
iajs-1069	7	36	ig	ig	NOUN
iajs-1069	7	37	)	)	PUNCT
iajs-1069	7	38	distribution	distribution	NOUN
iajs-1069	7	39	when	when	SCONJ
iajs-1069	7	40	the	the	DET
iajs-1069	7	41	shape	shape	NOUN
iajs-1069	7	42	parameter	parameter	NOUN
iajs-1069	7	43	α	α	PROPN
iajs-1069	7	44	is	be	AUX
iajs-1069	7	45	known	know	VERB
iajs-1069	7	46	(	(	PUNCT
iajs-1069	7	47	α=1	α=1	NOUN
iajs-1069	7	48	)	)	PUNCT
iajs-1069	7	49	,	,	PUNCT
iajs-1069	7	50	bypreliminarytestsinglestage	bypreliminarytestsinglestage	NOUN
iajs-1069	7	51	shrinkage	shrinkage	NOUN
iajs-1069	7	52	estimators	estimator	NOUN
iajs-1069	7	53	using	use	VERB
iajs-1069	7	54	suitable	suitable	ADJ
iajs-1069	7	55	shrinkage	shrinkage	NOUN
iajs-1069	7	56	weight	weight	NOUN
iajs-1069	7	57	factor	factor	NOUN
iajs-1069	7	58	and	and	CCONJ
iajs-1069	7	59	region	region	NOUN
iajs-1069	7	60	.	.	PUNCT
iajs-1069	8	1	the	the	DET
iajs-1069	8	2	expressions	expression	NOUN
iajs-1069	8	3	for	for	ADP
iajs-1069	8	4	the	the	DET
iajs-1069	8	5	bias	bias	NOUN
iajs-1069	8	6	,	,	PUNCT
iajs-1069	8	7	mean	mean	VERB
iajs-1069	8	8	squared	square	VERB
iajs-1069	8	9	error	error	NOUN
iajs-1069	8	10	[	[	X
iajs-1069	8	11	mse	mse	NOUN
iajs-1069	8	12	]	]	PUNCT
iajs-1069	8	13	for	for	ADP
iajs-1069	8	14	the	the	DET
iajs-1069	8	15	proposed	propose	VERB
iajs-1069	8	16	estimators	estimator	NOUN
iajs-1069	8	17	are	be	AUX
iajs-1069	8	18	derived	derive	VERB
iajs-1069	8	19	.	.	PUNCT
iajs-1069	9	1	comparisons	comparison	NOUN
iajs-1069	9	2	between	between	ADP
iajs-1069	9	3	the	the	DET
iajs-1069	9	4	considered	consider	VERB
iajs-1069	9	5	estimator	estimator	NOUN
iajs-1069	9	6	with	with	ADP
iajs-1069	9	7	the	the	DET
iajs-1069	9	8	usual	usual	ADJ
iajs-1069	9	9	estimator	estimator	NOUN
iajs-1069	9	10	(	(	PUNCT
iajs-1069	9	11	mle	mle	PROPN
iajs-1069	9	12	)	)	PUNCT
iajs-1069	9	13	and	and	CCONJ
iajs-1069	9	14	with	with	ADP
iajs-1069	9	15	the	the	DET
iajs-1069	9	16	existing	exist	VERB
iajs-1069	9	17	estimator	estimator	NOUN
iajs-1069	9	18	are	be	AUX
iajs-1069	9	19	performed	perform	VERB
iajs-1069	9	20	.the	.the	ADP
iajs-1069	9	21	results	result	NOUN
iajs-1069	9	22	are	be	AUX
iajs-1069	9	23	presented	present	VERB
iajs-1069	9	24	in	in	ADP
iajs-1069	9	25	attached	attached	ADJ
iajs-1069	9	26	tables	table	NOUN
iajs-1069	9	27	.	.	PUNCT
iajs-1069	10	1	keywords	keyword	NOUN
iajs-1069	10	2	:	:	PUNCT
iajs-1069	10	3	inverted	inverted	ADJ
iajs-1069	10	4	gamma	gamma	NOUN
iajs-1069	10	5	distribution	distribution	NOUN
iajs-1069	10	6	,	,	PUNCT
iajs-1069	10	7	maximum	maximum	ADJ
iajs-1069	10	8	likelihood	likelihood	NOUN
iajs-1069	10	9	estimator	estimator	NOUN
iajs-1069	10	10	(	(	PUNCT
iajs-1069	10	11	mle	mle	PROPN
iajs-1069	10	12	)	)	PUNCT
iajs-1069	10	13	,	,	PUNCT
iajs-1069	10	14	shrinkage	shrinkage	VERB
iajs-1069	10	15	estimatorpretest	estimatorpret	ADJ
iajs-1069	10	16	region	region	NOUN
iajs-1069	10	17	,	,	PUNCT
iajs-1069	10	18	bias	bias	NOUN
iajs-1069	10	19	,	,	PUNCT
iajs-1069	10	20	mean	mean	VERB
iajs-1069	10	21	squared	square	VERB
iajs-1069	10	22	error	error	NOUN
iajs-1069	10	23	and	and	CCONJ
iajs-1069	10	24	relative	relative	ADJ
iajs-1069	10	25	efficiency	efficiency	NOUN
iajs-1069	10	26	.	.	PUNCT
iajs-1069	11	1	mathematics	mathematic	NOUN
iajs-1069	11	2	|	|	ADV
iajs-1069	11	3	170	170	NUM
iajs-1069	11	4	2012	2012	NUM
iajs-1069	11	5	(	(	PUNCT
iajs-1069	11	6	عام	عام	PROPN
iajs-1069	11	7	1	1	NUM
iajs-1069	11	8	(	(	PUNCT
iajs-1069	11	9	العدد	العدد	PROPN
iajs-1069	11	10	)	)	PUNCT
iajs-1069	11	11	30مجلة	30مجلة	PROPN
iajs-1069	11	12	إبن	إبن	VERB
iajs-1069	11	13	الهيثم	الهيثم	ADJ
iajs-1069	11	14	للعلوم	للعلوم	NOUN
iajs-1069	11	15	الصرفة	الصرفة	NOUN
iajs-1069	12	1	و	و	PRON
iajs-1069	12	2	التطبيقية	التطبيقية	ADV
iajs-1069	12	3	المجلد	المجلد	ADV
iajs-1069	12	4	)	)	PUNCT
iajs-1069	13	1	ibn	ibn	PROPN
iajs-1069	13	2	al	al	PROPN
iajs-1069	13	3	-	-	PUNCT
iajs-1069	13	4	haitham	haitham	PROPN
iajs-1069	13	5	j.	j.	PROPN
iajs-1069	13	6	for	for	ADP
iajs-1069	13	7	pure	pure	PROPN
iajs-1069	13	8	&	&	CCONJ
iajs-1069	13	9	appl	appl	PROPN
iajs-1069	13	10	.	.	PUNCT
iajs-1069	14	1	sci	sci	PROPN
iajs-1069	14	2	.	.	PUNCT
iajs-1069	15	1	vol.30	vol.30	NOUN
iajs-1069	15	2	(	(	PUNCT
iajs-1069	15	3	1	1	NUM
iajs-1069	15	4	)	)	PUNCT
iajs-1069	15	5	2017	2017	NUM
iajs-1069	15	6	introduction	introduction	NOUN
iajs-1069	15	7	“	"	PUNCT
iajs-1069	15	8	in	in	ADP
iajs-1069	15	9	reliability	reliability	NOUN
iajs-1069	15	10	studies	study	NOUN
iajs-1069	15	11	the	the	DET
iajs-1069	15	12	models	model	NOUN
iajs-1069	15	13	which	which	PRON
iajs-1069	15	14	are	be	AUX
iajs-1069	15	15	used	use	VERB
iajs-1069	15	16	in	in	ADP
iajs-1069	15	17	life	life	NOUN
iajs-1069	15	18	testing	testing	NOUN
iajs-1069	15	19	include	include	VERB
iajs-1069	15	20	the	the	DET
iajs-1069	15	21	exponential	exponential	NOUN
iajs-1069	15	22	,	,	PUNCT
iajs-1069	15	23	gamma	gamma	NOUN
iajs-1069	15	24	,	,	PUNCT
iajs-1069	15	25	lognormal	lognormal	ADJ
iajs-1069	15	26	and	and	CCONJ
iajs-1069	15	27	inverted	inverted	ADJ
iajs-1069	15	28	gammadistributions	gammadistribution	NOUN
iajs-1069	15	29	.	.	PUNCT
iajs-1069	16	1	if	if	SCONJ
iajs-1069	16	2	the	the	DET
iajs-1069	16	3	failure	failure	NOUN
iajs-1069	16	4	is	be	AUX
iajs-1069	16	5	mainly	mainly	ADV
iajs-1069	16	6	due	due	ADJ
iajs-1069	16	7	to	to	ADP
iajs-1069	16	8	aging	age	VERB
iajs-1069	16	9	or	or	CCONJ
iajs-1069	16	10	wearing	wear	VERB
iajs-1069	16	11	out	out	ADP
iajs-1069	16	12	process	process	NOUN
iajs-1069	16	13	,	,	PUNCT
iajs-1069	16	14	then	then	ADV
iajs-1069	16	15	its	its	PRON
iajs-1069	16	16	reasonable	reasonable	ADJ
iajs-1069	16	17	in	in	ADP
iajs-1069	16	18	many	many	ADJ
iajs-1069	16	19	applicationsto	applicationsto	NOUN
iajs-1069	16	20	choose	choose	VERB
iajs-1069	16	21	one	one	NUM
iajs-1069	16	22	of	of	ADP
iajs-1069	16	23	the	the	DET
iajs-1069	16	24	above	above	NOUN
iajs-1069	16	25	mentioned	mention	VERB
iajs-1069	16	26	distribution.in	distribution.in	PRON
iajs-1069	16	27	a	a	DET
iajs-1069	16	28	sense	sense	NOUN
iajs-1069	16	29	,	,	PUNCT
iajs-1069	16	30	this	this	DET
iajs-1069	16	31	distribution	distribution	NOUN
iajs-1069	16	32	is	be	AUX
iajs-1069	16	33	unnecessary	unnecessary	ADJ
iajs-1069	16	34	,	,	PUNCT
iajs-1069	16	35	it	it	PRON
iajs-1069	16	36	has	have	VERB
iajs-1069	16	37	the	the	DET
iajs-1069	16	38	same	same	ADJ
iajs-1069	16	39	distribution	distribution	NOUN
iajs-1069	16	40	as	as	ADP
iajs-1069	16	41	the	the	DET
iajs-1069	16	42	reciprocal	reciprocal	NOUN
iajs-1069	16	43	of	of	ADP
iajs-1069	16	44	a	a	DET
iajs-1069	16	45	gamma	gamma	NOUN
iajs-1069	16	46	distribution	distribution	NOUN
iajs-1069	16	47	.however	.however	ADP
iajs-1069	16	48	,	,	PUNCT
iajs-1069	16	49	a	a	DET
iajs-1069	16	50	catalogue	catalogue	NOUN
iajs-1069	16	51	of	of	ADP
iajs-1069	16	52	results	result	NOUN
iajs-1069	16	53	for	for	ADP
iajs-1069	16	54	the	the	DET
iajs-1069	16	55	inverse	inverse	NOUN
iajs-1069	16	56	gamma	gamma	NOUN
iajs-1069	16	57	distribution	distribution	NOUN
iajs-1069	16	58	prevents	prevent	VERB
iajs-1069	16	59	having	have	VERB
iajs-1069	16	60	to	to	PART
iajs-1069	16	61	repeatedly	repeatedly	ADV
iajs-1069	16	62	apply	apply	VERB
iajs-1069	16	63	the	the	DET
iajs-1069	16	64	transformation	transformation	NOUN
iajs-1069	16	65	theorem	theorem	VERB
iajs-1069	16	66	in	in	ADP
iajs-1069	16	67	applications”;[1],[2],[3],[4	applications”;[1],[2],[3],[4	PROPN
iajs-1069	16	68	]	]	PUNCT
iajs-1069	16	69	.	.	PUNCT
iajs-1069	17	1	“	"	PUNCT
iajs-1069	17	2	theinverted	theinverte	VERB
iajs-1069	17	3	gamma	gamma	NOUN
iajs-1069	17	4	distribution	distribution	NOUN
iajs-1069	17	5	is	be	AUX
iajs-1069	17	6	prospective	prospective	ADJ
iajs-1069	17	7	to	to	PART
iajs-1069	17	8	use	use	VERB
iajs-1069	17	9	in	in	ADP
iajs-1069	17	10	life	life	NOUN
iajs-1069	17	11	experiments	experiment	NOUN
iajs-1069	17	12	”	"	PUNCT
iajs-1069	17	13	;	;	PUNCT
iajs-1069	17	14	[	[	X
iajs-1069	17	15	5	5	NUM
iajs-1069	17	16	]	]	PUNCT
iajs-1069	17	17	,	,	PUNCT
iajs-1069	17	18	it	it	PRON
iajs-1069	17	19	has	have	VERB
iajs-1069	17	20	probability	probability	NOUN
iajs-1069	17	21	density	density	NOUN
iajs-1069	17	22	function	function	NOUN
iajs-1069	17	23	(	(	PUNCT
iajs-1069	17	24	p.d.f	p.d.f	ADJ
iajs-1069	17	25	)	)	PUNCT
iajs-1069	17	26	with	with	ADP
iajs-1069	17	27	two	two	NUM
iajs-1069	17	28	parameters	parameter	NOUN
iajs-1069	17	29	α	α	NOUN
iajs-1069	17	30	and	and	CCONJ
iajs-1069	17	31	θ	θ	PROPN
iajs-1069	17	32	as	as	ADP
iajs-1069	17	33	below	below	ADV
iajs-1069	17	34	:	:	PUNCT
iajs-1069	17	35	(	(	PUNCT
iajs-1069	17	36	)	)	PUNCT
iajs-1069	17	37	(	(	PUNCT
iajs-1069	17	38	)	)	PUNCT
iajs-1069	17	39	------------------------(1	------------------------(1	INTJ
iajs-1069	17	40	)	)	PUNCT
iajs-1069	17	41	here	here	ADV
iajs-1069	17	42	α	α	PROPN
iajs-1069	17	43	and	and	CCONJ
iajs-1069	17	44	θ	θ	PROPN
iajs-1069	17	45	arerespectively	arerespectively	ADV
iajs-1069	17	46	the	the	DET
iajs-1069	17	47	shape	shape	NOUN
iajs-1069	17	48	and	and	CCONJ
iajs-1069	17	49	scale	scale	NOUN
iajs-1069	17	50	parameters	parameter	NOUN
iajs-1069	17	51	.	.	PUNCT
iajs-1069	18	1	in	in	ADP
iajs-1069	18	2	conventional	conventional	ADJ
iajs-1069	18	3	notation	notation	NOUN
iajs-1069	18	4	,	,	PUNCT
iajs-1069	18	5	wewrite	wewrite	ADJ
iajs-1069	18	6	x	x	NOUN
iajs-1069	18	7	~	~	NOUN
iajs-1069	18	8	ig	ig	PROPN
iajs-1069	18	9	(	(	PUNCT
iajs-1069	18	10	α	α	NOUN
iajs-1069	18	11	,	,	PUNCT
iajs-1069	18	12	θ	θ	PROPN
iajs-1069	18	13	)	)	PUNCT
iajs-1069	18	14	.	.	PUNCT
iajs-1069	19	1	this	this	DET
iajs-1069	19	2	paper	paper	NOUN
iajs-1069	19	3	deals	deal	NOUN
iajs-1069	19	4	with	with	ADP
iajs-1069	19	5	the	the	DET
iajs-1069	19	6	problem	problem	NOUN
iajs-1069	19	7	for	for	ADP
iajs-1069	19	8	estimation	estimation	NOUN
iajs-1069	19	9	the	the	DET
iajs-1069	19	10	unknown	unknown	ADJ
iajs-1069	19	11	scale	scale	NOUN
iajs-1069	19	12	parameter	parameter	NOUN
iajs-1069	19	13	(	(	PUNCT
iajs-1069	19	14	θ	θ	NOUN
iajs-1069	19	15	)	)	PUNCT
iajs-1069	19	16	of	of	ADP
iajs-1069	19	17	ig	ig	PROPN
iajs-1069	19	18	distribution	distribution	NOUN
iajs-1069	19	19	with	with	ADP
iajs-1069	19	20	known	know	VERB
iajs-1069	19	21	shape	shape	NOUN
iajs-1069	19	22	parameter	parameter	NOUN
iajs-1069	19	23	(	(	PUNCT
iajs-1069	19	24	α	α	NOUN
iajs-1069	19	25	)	)	PUNCT
iajs-1069	19	26	when	when	SCONJ
iajs-1069	19	27	a	a	DET
iajs-1069	19	28	prior	prior	ADJ
iajs-1069	19	29	estimate	estimate	NOUN
iajs-1069	19	30	(	(	PUNCT
iajs-1069	19	31	θo	θo	NOUN
iajs-1069	19	32	)	)	PUNCT
iajs-1069	19	33	regarding	regard	VERB
iajs-1069	19	34	the	the	DET
iajs-1069	19	35	actual	actual	ADJ
iajs-1069	19	36	value	value	NOUN
iajs-1069	19	37	(	(	PUNCT
iajs-1069	19	38	θ	θ	NOUN
iajs-1069	19	39	)	)	PUNCT
iajs-1069	19	40	is	be	AUX
iajs-1069	19	41	available	available	ADJ
iajs-1069	19	42	using	use	VERB
iajs-1069	19	43	preliminary	preliminary	ADJ
iajs-1069	19	44	test	test	NOUN
iajs-1069	19	45	single	single	ADJ
iajs-1069	19	46	stage	stage	NOUN
iajs-1069	19	47	shrinkage	shrinkage	NOUN
iajs-1069	19	48	estimator	estimator	NOUN
iajs-1069	19	49	.	.	PUNCT
iajs-1069	20	1	it	it	PRON
iajs-1069	20	2	is	be	AUX
iajs-1069	20	3	well	well	ADV
iajs-1069	20	4	-	-	PUNCT
iajs-1069	20	5	known	know	VERB
iajs-1069	20	6	that	that	SCONJ
iajs-1069	20	7	,	,	PUNCT
iajs-1069	20	8	the	the	DET
iajs-1069	20	9	prior	prior	ADJ
iajs-1069	20	10	knowledge	knowledge	NOUN
iajs-1069	20	11	regarding	regard	VERB
iajs-1069	20	12	due	due	ADJ
iajs-1069	20	13	reasons	reason	NOUN
iajs-1069	20	14	introduced	introduce	VERB
iajs-1069	20	15	by	by	ADP
iajs-1069	20	16	thompson	thompson	PROPN
iajs-1069	21	1	[	[	X
iajs-1069	21	2	9	9	NUM
iajs-1069	21	3	]	]	PUNCT
iajs-1069	21	4	as	as	ADV
iajs-1069	21	5	well	well	ADV
iajs-1069	21	6	as	as	ADP
iajs-1069	21	7	the	the	DET
iajs-1069	21	8	classical	classical	ADJ
iajs-1069	21	9	estimator	estimator	NOUN
iajs-1069	21	10	of	of	ADP
iajs-1069	21	11	(	(	PUNCT
iajs-1069	21	12	)	)	PUNCT
iajs-1069	21	13	and	and	CCONJ
iajs-1069	21	14	using	use	VERB
iajs-1069	21	15	shrinkage	shrinkage	NOUN
iajs-1069	21	16	weight	weight	NOUN
iajs-1069	21	17	function	function	NOUN
iajs-1069	21	18	[	[	X
iajs-1069	21	19	ψ(θ	ψ(θ	X
iajs-1069	21	20	^	^	PUNCT
iajs-1069	21	21	)	)	PUNCT
iajs-1069	21	22	]	]	PUNCT
iajs-1069	21	23	;	;	PUNCT
iajs-1069	21	24	0	0	NUM
iajs-1069	21	25	ψ	ψ	X
iajs-1069	21	26	(	(	PUNCT
iajs-1069	21	27	θ	θ	NOUN
iajs-1069	21	28	^	^	PUNCT
iajs-1069	21	29	)	)	PUNCT
iajs-1069	21	30	1	1	NUM
iajs-1069	21	31	results	result	VERB
iajs-1069	21	32	what	what	PRON
iajs-1069	21	33	it	it	PRON
iajs-1069	21	34	isknown	isknown	VERB
iajs-1069	21	35	as	as	ADP
iajs-1069	21	36	"	"	PUNCT
iajs-1069	21	37	shrinkage	shrinkage	NOUN
iajs-1069	21	38	estimator	estimator	NOUN
iajs-1069	21	39	”	"	PUNCT
iajs-1069	21	40	,	,	PUNCT
iajs-1069	21	41	which	which	PRON
iajs-1069	21	42	though	though	SCONJ
iajs-1069	21	43	perhaps	perhaps	ADV
iajs-1069	21	44	biased	bias	VERB
iajs-1069	21	45	has	have	VERB
iajs-1069	21	46	smaller	small	ADJ
iajs-1069	21	47	mean	mean	ADJ
iajs-1069	21	48	squared	square	VERB
iajs-1069	21	49	error	error	NOUN
iajs-1069	21	50	(	(	PUNCT
iajs-1069	21	51	mse	mse	NOUN
iajs-1069	21	52	)	)	PUNCT
iajs-1069	21	53	than	than	ADP
iajs-1069	21	54	that	that	PRON
iajs-1069	21	55	of	of	ADP
iajs-1069	21	56	.	.	PUNCT
iajs-1069	22	1	thus	thus	ADV
iajs-1069	22	2	"	"	PUNCT
iajs-1069	22	3	thompson	thompson	NOUN
iajs-1069	22	4	–	–	PUNCT
iajs-1069	22	5	type	type	NOUN
iajs-1069	22	6	"	"	PUNCT
iajs-1069	22	7	shrinkage	shrinkage	NOUN
iajs-1069	22	8	estimator	estimator	NOUN
iajs-1069	22	9	will	will	AUX
iajs-1069	22	10	be	be	AUX
iajs-1069	22	11	=	=	NUM
iajs-1069	22	12	ψ	ψ	X
iajs-1069	22	13	(	(	PUNCT
iajs-1069	22	14	θ	θ	NOUN
iajs-1069	22	15	^	^	PUNCT
iajs-1069	22	16	)	)	PUNCT
iajs-1069	23	1	+	+	CCONJ
iajs-1069	23	2	(	(	PUNCT
iajs-1069	23	3	1ψ(θ	1ψ(θ	NUM
iajs-1069	23	4	^	^	PUNCT
iajs-1069	23	5	)	)	PUNCT
iajs-1069	23	6	)	)	PUNCT
iajs-1069	23	7	θo;-------------(2	θo;-------------(2	PROPN
iajs-1069	23	8	)	)	PUNCT
iajs-1069	23	9	now	now	ADV
iajs-1069	23	10	,	,	PUNCT
iajs-1069	23	11	to	to	PART
iajs-1069	23	12	test	test	VERB
iajs-1069	23	13	the	the	DET
iajs-1069	23	14	prior	prior	ADJ
iajs-1069	23	15	knowledge	knowledge	NOUN
iajs-1069	23	16	of	of	ADP
iajs-1069	23	17	weather	weather	NOUN
iajs-1069	23	18	close	close	ADV
iajs-1069	23	19	to	to	ADP
iajs-1069	23	20	actual	actual	ADJ
iajs-1069	23	21	value	value	NOUN
iajs-1069	23	22	and	and	CCONJ
iajs-1069	23	23	to	to	PART
iajs-1069	23	24	be	be	AUX
iajs-1069	23	25	comfortable	comfortable	ADJ
iajs-1069	23	26	to	to	PART
iajs-1069	23	27	use	use	VERB
iajs-1069	23	28	this	this	DET
iajs-1069	23	29	priorknowledge	priorknowledge	NOUN
iajs-1069	23	30	,	,	PUNCT
iajs-1069	23	31	the	the	DET
iajs-1069	23	32	preliminary	preliminary	ADJ
iajs-1069	23	33	test	test	NOUN
iajs-1069	23	34	single	single	ADJ
iajs-1069	23	35	stage	stage	NOUN
iajs-1069	23	36	shrinkage	shrinkage	NOUN
iajs-1069	23	37	estimator	estimator	NOUN
iajs-1069	23	38	(	(	PUNCT
iajs-1069	23	39	ssse	ssse	NOUN
iajs-1069	23	40	)	)	PUNCT
iajs-1069	23	41	will	will	AUX
iajs-1069	23	42	be	be	AUX
iajs-1069	23	43	used	use	VERB
iajs-1069	23	44	for	for	ADP
iajs-1069	23	45	this	this	DET
iajs-1069	23	46	mission	mission	NOUN
iajs-1069	23	47	when	when	SCONJ
iajs-1069	23	48	using	use	VERB
iajs-1069	23	49	the	the	DET
iajs-1069	23	50	test	test	NOUN
iajs-1069	23	51	estimator	estimator	NOUN
iajs-1069	23	52	of	of	ADP
iajs-1069	23	53	level	level	NOUN
iajs-1069	23	54	of	of	ADP
iajs-1069	23	55	significant	significant	ADJ
iajs-1069	23	56	(	(	PUNCT
iajs-1069	23	57	)	)	PUNCT
iajs-1069	23	58	for	for	ADP
iajs-1069	23	59	testing	test	VERB
iajs-1069	23	60	the	the	DET
iajs-1069	23	61	hypotheses	hypothesis	NOUN
iajs-1069	24	1	θo	θo	ADP
iajs-1069	24	2	ho	ho	ADJ
iajs-1069	24	3	:	:	PUNCT
iajs-1069	24	4	θ	θ	X
iajs-1069	24	5	=	=	NOUN
iajs-1069	24	6	θovs.ha	θovs.ha	X
iajs-1069	24	7	:	:	PUNCT
iajs-1069	24	8	θ	θ	PROPN
iajs-1069	24	9	if	if	SCONJ
iajs-1069	24	10	ho	ho	PROPN
iajs-1069	24	11	correct	correct	PROPN
iajs-1069	24	12	,	,	PUNCT
iajs-1069	24	13	thenthe	thenthe	PROPN
iajs-1069	24	14	estimator	estimator	NOUN
iajs-1069	24	15	which	which	PRON
iajs-1069	24	16	is	be	AUX
iajs-1069	24	17	defined	define	VERB
iajs-1069	24	18	in	in	ADP
iajs-1069	24	19	(	(	PUNCT
iajs-1069	24	20	2	2	NUM
iajs-1069	24	21	)	)	PUNCT
iajs-1069	24	22	will	will	AUX
iajs-1069	24	23	be	be	AUX
iajs-1069	24	24	used	use	VERB
iajs-1069	24	25	.	.	PUNCT
iajs-1069	25	1	conversely	conversely	ADV
iajs-1069	25	2	,	,	PUNCT
iajs-1069	25	3	if	if	SCONJ
iajs-1069	25	4	horejected	horejecte	VERB
iajs-1069	25	5	,	,	PUNCT
iajs-1069	25	6	thendifferentshrinkage	thendifferentshrinkage	NOUN
iajs-1069	25	7	weight	weight	NOUN
iajs-1069	25	8	functionsψ2	functionsψ2	NOUN
iajs-1069	25	9	(	(	PUNCT
iajs-1069	25	10	)	)	PUNCT
iajs-1069	25	11	;	;	PUNCT
iajs-1069	25	12	0	0	NUM
iajs-1069	25	13	(	(	PUNCT
iajs-1069	25	14	)	)	PUNCT
iajs-1069	25	15	will	will	AUX
iajs-1069	25	16	be	be	AUX
iajs-1069	25	17	used	use	VERB
iajs-1069	25	18	and	and	CCONJ
iajs-1069	25	19	then	then	ADV
iajs-1069	25	20	using	use	VERB
iajs-1069	25	21	the	the	DET
iajs-1069	25	22	followingshrinkage	followingshrinkage	NOUN
iajs-1069	25	23	estimator	estimator	NOUN
iajs-1069	25	24	ψ2(θ	ψ2(θ	PUNCT
iajs-1069	25	25	^	^	PUNCT
iajs-1069	25	26	)	)	PUNCT
iajs-1069	26	1	+	+	ADJ
iajs-1069	26	2	(	(	PUNCT
iajs-1069	26	3	1	1	NUM
iajs-1069	26	4	-	-	NUM
iajs-1069	26	5	ψ2(θ	ψ2(θ	NUM
iajs-1069	26	6	^	^	PUNCT
iajs-1069	26	7	)	)	PUNCT
iajs-1069	26	8	)	)	PUNCT
iajs-1069	26	9	θ0	θ0	PROPN
iajs-1069	26	10	----------------------------------------(3	----------------------------------------(3	PROPN
iajs-1069	26	11	)	)	PUNCT
iajs-1069	26	12	consequently	consequently	ADV
iajs-1069	26	13	,	,	PUNCT
iajs-1069	26	14	thecommon	thecommon	NOUN
iajs-1069	26	15	form	form	NOUN
iajs-1069	26	16	of	of	ADP
iajs-1069	26	17	preliminary	preliminary	ADJ
iajs-1069	26	18	test	test	NOUN
iajs-1069	26	19	single	single	ADJ
iajs-1069	26	20	stage	stage	NOUN
iajs-1069	26	21	shrinkage	shrinkage	NOUN
iajs-1069	26	22	estimator(ssse	estimator(ssse	PROPN
iajs-1069	26	23	)	)	PUNCT
iajs-1069	26	24	will	will	AUX
iajs-1069	26	25	be	be	AUX
iajs-1069	26	26	=	=	NOUN
iajs-1069	26	27	{	{	PUNCT
iajs-1069	26	28	(	(	PUNCT
iajs-1069	26	29	)	)	PUNCT
iajs-1069	26	30	(	(	PUNCT
iajs-1069	26	31	(	(	PUNCT
iajs-1069	26	32	)	)	PUNCT
iajs-1069	26	33	)	)	PUNCT
iajs-1069	26	34	(	(	PUNCT
iajs-1069	26	35	)	)	PUNCT
iajs-1069	26	36	(	(	PUNCT
iajs-1069	26	37	(	(	PUNCT
iajs-1069	26	38	)	)	PUNCT
iajs-1069	26	39	)	)	PUNCT
iajs-1069	26	40	-------------(4	-------------(4	ADJ
iajs-1069	26	41	)	)	PUNCT
iajs-1069	26	42	mathematics	mathematic	NOUN
iajs-1069	26	43	|	|	ADV
iajs-1069	26	44	171	171	NUM
iajs-1069	26	45	2012	2012	NUM
iajs-1069	26	46	(	(	PUNCT
iajs-1069	26	47	عام	عام	ADP
iajs-1069	26	48	1	1	NUM
iajs-1069	26	49	(	(	PUNCT
iajs-1069	26	50	العدد	العدد	PROPN
iajs-1069	26	51	)	)	PUNCT
iajs-1069	26	52	30مجلة	30مجلة	PROPN
iajs-1069	26	53	إبن	إبن	VERB
iajs-1069	26	54	الهيثم	الهيثم	ADJ
iajs-1069	26	55	للعلوم	للعلوم	NOUN
iajs-1069	26	56	الصرفة	الصرفة	NOUN
iajs-1069	27	1	و	و	PRON
iajs-1069	27	2	التطبيقية	التطبيقية	ADV
iajs-1069	27	3	المجلد	المجلد	ADV
iajs-1069	27	4	)	)	PUNCT
iajs-1069	28	1	ibn	ibn	PROPN
iajs-1069	28	2	al	al	PROPN
iajs-1069	28	3	-	-	PUNCT
iajs-1069	28	4	haitham	haitham	PROPN
iajs-1069	28	5	j.	j.	PROPN
iajs-1069	28	6	for	for	ADP
iajs-1069	28	7	pure	pure	PROPN
iajs-1069	28	8	&	&	CCONJ
iajs-1069	28	9	appl	appl	PROPN
iajs-1069	28	10	.	.	PUNCT
iajs-1069	29	1	sci	sci	PROPN
iajs-1069	29	2	.	.	PUNCT
iajs-1069	30	1	vol.30	vol.30	NOUN
iajs-1069	30	2	(	(	PUNCT
iajs-1069	30	3	1	1	NUM
iajs-1069	30	4	)	)	PUNCT
iajs-1069	30	5	2017	2017	NUM
iajs-1069	30	6	(	(	PUNCT
iajs-1069	30	7	)	)	PUNCT
iajs-1069	30	8	(	(	PUNCT
iajs-1069	30	9	)	)	PUNCT
iajs-1069	30	10	=	=	SYM
iajs-1069	30	11	1,2	1,2	NUM
iajs-1069	30	12	isa	isa	NOUN
iajs-1069	30	13	shrinkage	shrinkage	NOUN
iajs-1069	30	14	weight	weight	NOUN
iajs-1069	30	15	function	function	NOUN
iajs-1069	30	16	specifying	specify	VERB
iajs-1069	30	17	the	the	DET
iajs-1069	30	18	belief	belief	NOUN
iajs-1069	30	19	of	of	ADP
iajs-1069	30	20	θ^	θ^	NOUN
iajs-1069	30	21	and	and	CCONJ
iajs-1069	30	22	(	(	PUNCT
iajs-1069	30	23	1ψ(θ^	1ψ(θ^	NUM
iajs-1069	30	24	)	)	PUNCT
iajs-1069	30	25	)	)	PUNCT
iajs-1069	30	26	specifying	specify	VERB
iajs-1069	30	27	the	the	DET
iajs-1069	30	28	belief	belief	NOUN
iajs-1069	30	29	θoand	θoand	NOUN
iajs-1069	30	30	ψ1(θ	ψ1(θ	X
iajs-1069	30	31	^	^	PUNCT
iajs-1069	30	32	)	)	PUNCT
iajs-1069	30	33	may	may	AUX
iajs-1069	30	34	be	be	AUX
iajs-1069	30	35	a	a	DET
iajs-1069	30	36	function	function	NOUN
iajs-1069	30	37	of	of	ADP
iajs-1069	30	38	θ	θ	PROPN
iajs-1069	30	39	^	^	PUNCT
iajs-1069	30	40	or	or	CCONJ
iajs-1069	30	41	may	may	AUX
iajs-1069	30	42	be	be	AUX
iajs-1069	30	43	a	a	DET
iajs-1069	30	44	constant	constant	ADJ
iajs-1069	30	45	(	(	PUNCT
iajs-1069	30	46	ad	ad	X
iajs-1069	30	47	hoc	hoc	X
iajs-1069	30	48	basis	basis	NOUN
iajs-1069	30	49	)	)	PUNCT
iajs-1069	30	50	,	,	PUNCT
iajs-1069	30	51	while	while	SCONJ
iajs-1069	30	52	(	(	PUNCT
iajs-1069	30	53	r	r	NOUN
iajs-1069	30	54	)	)	PUNCT
iajs-1069	30	55	is	be	AUX
iajs-1069	30	56	a	a	DET
iajs-1069	30	57	pretest	pret	ADJ
iajs-1069	30	58	region	region	NOUN
iajs-1069	30	59	for	for	ADP
iajs-1069	30	60	acceptance	acceptance	NOUN
iajs-1069	30	61	of	of	ADP
iajs-1069	30	62	the	the	DET
iajs-1069	30	63	prior	prior	ADJ
iajs-1069	30	64	knowledge	knowledge	NOUN
iajs-1069	30	65	with	with	ADP
iajs-1069	30	66	level	level	NOUN
iajs-1069	30	67	of	of	ADP
iajs-1069	30	68	significance	significance	NOUN
iajs-1069	30	69	(	(	PUNCT
iajs-1069	30	70	)	)	PUNCT
iajs-1069	30	71	.	.	PUNCT
iajs-1069	31	1	numerousauthors	numerousauthor	NOUN
iajs-1069	31	2	have	have	AUX
iajs-1069	31	3	been	be	AUX
iajs-1069	31	4	studied	study	VERB
iajs-1069	31	5	the	the	PRON
iajs-1069	31	6	estimator(4)for	estimator(4)for	ADP
iajs-1069	31	7	estimating	estimate	VERB
iajs-1069	31	8	parameters	parameter	NOUN
iajs-1069	31	9	,	,	PUNCT
iajs-1069	31	10	see	see	VERB
iajs-1069	31	11	for	for	ADP
iajs-1069	31	12	example[6],[7]and[8	example[6],[7]and[8	NOUN
iajs-1069	31	13	]	]	PUNCT
iajs-1069	31	14	.	.	PUNCT
iajs-1069	32	1	the	the	DET
iajs-1069	32	2	purpose	purpose	NOUN
iajs-1069	32	3	of	of	ADP
iajs-1069	32	4	this	this	DET
iajs-1069	32	5	paper	paper	NOUN
iajs-1069	32	6	is	be	AUX
iajs-1069	32	7	to	to	PART
iajs-1069	32	8	employ	employ	VERB
iajs-1069	32	9	the	the	DET
iajs-1069	32	10	preliminary	preliminary	ADJ
iajs-1069	32	11	test	test	NOUN
iajs-1069	32	12	single	single	ADJ
iajs-1069	32	13	stage	stage	NOUN
iajs-1069	32	14	(	(	PUNCT
iajs-1069	32	15	ssse	ssse	NOUN
iajs-1069	32	16	)	)	PUNCT
iajs-1069	32	17	defined	define	VERB
iajs-1069	32	18	by	by	ADP
iajs-1069	32	19	(	(	PUNCT
iajs-1069	32	20	4	4	NUM
iajs-1069	32	21	)	)	PUNCT
iajs-1069	32	22	for	for	ADP
iajs-1069	32	23	estimating	estimate	VERB
iajs-1069	32	24	the	the	DET
iajs-1069	32	25	scale	scale	NOUN
iajs-1069	32	26	parameter	parameter	NOUN
iajs-1069	32	27	(	(	PUNCT
iajs-1069	32	28	θ	θ	NOUN
iajs-1069	32	29	)	)	PUNCT
iajs-1069	32	30	of	of	ADP
iajs-1069	32	31	two	two	NUM
iajs-1069	32	32	parameters	parameter	NOUN
iajs-1069	32	33	inverted	invert	VERB
iajs-1069	32	34	gamma	gamma	NOUN
iajs-1069	32	35	(	(	PUNCT
iajs-1069	32	36	ig	ig	NOUN
iajs-1069	32	37	)	)	PUNCT
iajs-1069	32	38	distribution	distribution	NOUN
iajs-1069	32	39	when	when	SCONJ
iajs-1069	32	40	the	the	DET
iajs-1069	32	41	shape	shape	NOUN
iajs-1069	32	42	parameter	parameter	NOUN
iajs-1069	32	43	(	(	PUNCT
iajs-1069	32	44	α	α	NOUN
iajs-1069	32	45	)	)	PUNCT
iajs-1069	32	46	is	be	AUX
iajs-1069	32	47	known	know	VERB
iajs-1069	32	48	.	.	PUNCT
iajs-1069	33	1	the	the	DET
iajs-1069	33	2	expressions	expression	NOUN
iajs-1069	33	3	of	of	ADP
iajs-1069	33	4	bias	bias	NOUN
iajs-1069	33	5	,	,	PUNCT
iajs-1069	33	6	mean	mean	VERB
iajs-1069	33	7	squared	square	VERB
iajs-1069	33	8	error	error	NOUN
iajs-1069	33	9	(	(	PUNCT
iajs-1069	33	10	mse	mse	NOUN
iajs-1069	33	11	)	)	PUNCT
iajs-1069	33	12	and	and	CCONJ
iajs-1069	33	13	relative	relative	ADJ
iajs-1069	33	14	efficiency	efficiency	NOUN
iajs-1069	33	15	(	(	PUNCT
iajs-1069	33	16	r.eff	r.eff	NOUN
iajs-1069	33	17	(	(	PUNCT
iajs-1069	33	18	.	.	PUNCT
iajs-1069	33	19	)	)	PUNCT
iajs-1069	33	20	)	)	PUNCT
iajs-1069	33	21	were	be	AUX
iajs-1069	33	22	derived	derive	VERB
iajs-1069	33	23	for	for	ADP
iajs-1069	33	24	the	the	DET
iajs-1069	33	25	proposed	propose	VERB
iajs-1069	33	26	estimator	estimator	NOUN
iajs-1069	33	27	.	.	PUNCT
iajs-1069	34	1	numerical	numerical	PROPN
iajs-1069	34	2	resultsand	resultsand	PROPN
iajs-1069	34	3	conclusions	conclusion	NOUN
iajs-1069	34	4	due	due	ADJ
iajs-1069	34	5	mentioned	mention	VERB
iajs-1069	34	6	expressions	expression	NOUN
iajs-1069	34	7	including	include	VERB
iajs-1069	34	8	some	some	DET
iajs-1069	34	9	constantswereachieved	constantswereachieve	VERB
iajs-1069	34	10	and	and	CCONJ
iajs-1069	34	11	put	put	VERB
iajs-1069	34	12	in	in	ADP
iajs-1069	34	13	annexed	annex	VERB
iajs-1069	34	14	tables	table	NOUN
iajs-1069	34	15	.	.	PUNCT
iajs-1069	35	1	comparisons	comparison	NOUN
iajs-1069	35	2	between	between	ADP
iajs-1069	35	3	the	the	DET
iajs-1069	35	4	proposed	propose	VERB
iajs-1069	35	5	estimators	estimator	NOUN
iajs-1069	35	6	with	with	ADP
iajs-1069	35	7	the	the	DET
iajs-1069	35	8	classical	classical	ADJ
iajs-1069	35	9	estimator	estimator	NOUN
iajs-1069	35	10	and	and	CCONJ
iajs-1069	35	11	with	with	ADP
iajs-1069	35	12	existing	exist	VERB
iajs-1069	35	13	estimator	estimator	NOUN
iajs-1069	35	14	are	be	AUX
iajs-1069	35	15	performed	perform	VERB
iajs-1069	35	16	.	.	PUNCT
iajs-1069	36	1	maximum	maximum	ADJ
iajs-1069	36	2	likelihood	likelihood	NOUN
iajs-1069	36	3	estimator	estimator	NOUN
iajs-1069	36	4	of	of	ADP
iajs-1069	36	5	θ	θ	PROPN
iajs-1069	36	6	let	let	VERB
iajs-1069	36	7	x1	x1	PROPN
iajs-1069	36	8	,	,	PUNCT
iajs-1069	36	9	x2,---	x2,---	PROPN
iajs-1069	36	10	,	,	PUNCT
iajs-1069	36	11	xn	xn	PUNCT
iajs-1069	36	12	be	be	AUX
iajs-1069	36	13	a	a	DET
iajs-1069	36	14	randomsample	randomsample	NOUN
iajs-1069	36	15	of	of	ADP
iajs-1069	36	16	size	size	NOUN
iajs-1069	36	17	n	n	PRON
iajs-1069	36	18	form	form	VERB
iajs-1069	36	19	ig	ig	PROPN
iajs-1069	36	20	(	(	PUNCT
iajs-1069	36	21	1,θ	1,θ	NUM
iajs-1069	36	22	)	)	PUNCT
iajs-1069	36	23	,	,	PUNCT
iajs-1069	36	24	then	then	ADV
iajs-1069	36	25	the	the	DET
iajs-1069	36	26	natural	natural	ADJ
iajs-1069	36	27	logarithm	logarithm	NOUN
iajs-1069	36	28	of	of	ADP
iajs-1069	36	29	the	the	DET
iajs-1069	36	30	likelihood	likelihood	NOUN
iajs-1069	36	31	function	function	NOUN
iajs-1069	36	32	l(1,θ	l(1,θ	NOUN
iajs-1069	36	33	)	)	PUNCT
iajs-1069	36	34	can	can	AUX
iajs-1069	36	35	be	be	AUX
iajs-1069	36	36	written	write	VERB
iajs-1069	36	37	as	as	ADP
iajs-1069	36	38	:	:	PUNCT
iajs-1069	36	39	(	(	PUNCT
iajs-1069	36	40	)	)	PUNCT
iajs-1069	36	41	∑	∑	ADP
iajs-1069	36	42	∑	∑	PUNCT
iajs-1069	36	43	------------------------------(5	------------------------------(5	PROPN
iajs-1069	36	44	)	)	PUNCT
iajs-1069	36	45	∑	∑	PUNCT
iajs-1069	36	46	-----------------------------(6	-----------------------------(6	PROPN
iajs-1069	36	47	)	)	PUNCT
iajs-1069	36	48	let	let	VERB
iajs-1069	36	49	,	,	PUNCT
iajs-1069	36	50	then	then	ADV
iajs-1069	36	51	the	the	DET
iajs-1069	36	52	maximum	maximum	ADJ
iajs-1069	36	53	likelihood	likelihood	NOUN
iajs-1069	36	54	estimator	estimator	NOUN
iajs-1069	36	55	of	of	ADP
iajs-1069	36	56	θ	θ	PROPN
iajs-1069	36	57	is	be	AUX
iajs-1069	36	58	∑	∑	PUNCT
iajs-1069	36	59	---------------------------------(7	---------------------------------(7	PROPN
iajs-1069	36	60	)	)	PUNCT
iajs-1069	36	61	the	the	DET
iajs-1069	36	62	distribution	distribution	NOUN
iajs-1069	36	63	of	of	ADP
iajs-1069	36	64	is	be	AUX
iajs-1069	36	65	g(nα	g(nα	PROPN
iajs-1069	36	66	,	,	PUNCT
iajs-1069	36	67	θ	θ	PROPN
iajs-1069	36	68	/	/	SYM
iajs-1069	36	69	n	n	CCONJ
iajs-1069	36	70	)	)	PUNCT
iajs-1069	36	71	(	(	PUNCT
iajs-1069	36	72	)	)	PUNCT
iajs-1069	36	73	(	(	PUNCT
iajs-1069	36	74	)	)	PUNCT
iajs-1069	36	75	(	(	PUNCT
iajs-1069	36	76	)	)	PUNCT
iajs-1069	36	77	(	(	PUNCT
iajs-1069	36	78	)	)	PUNCT
iajs-1069	36	79	=	=	SYM
iajs-1069	37	1	=	=	PUNCT
iajs-1069	37	2	(	(	PUNCT
iajs-1069	37	3	)	)	PUNCT
iajs-1069	37	4	and	and	CCONJ
iajs-1069	37	5	,	,	PUNCT
iajs-1069	37	6	(	(	PUNCT
iajs-1069	37	7	)	)	PUNCT
iajs-1069	37	8	(	(	PUNCT
iajs-1069	37	9	)	)	PUNCT
iajs-1069	37	10	preliminary	preliminary	ADJ
iajs-1069	37	11	test	test	NOUN
iajs-1069	37	12	single	single	ADJ
iajs-1069	37	13	shrinkage	shrinkage	NOUN
iajs-1069	37	14	estimator	estimator	NOUN
iajs-1069	37	15	(	(	PUNCT
iajs-1069	37	16	ptssse	ptssse	NOUN
iajs-1069	37	17	)	)	PUNCT
iajs-1069	37	18	.	.	PUNCT
iajs-1069	38	1	using	use	VERB
iajs-1069	38	2	the	the	DET
iajs-1069	38	3	form	form	NOUN
iajs-1069	38	4	(	(	PUNCT
iajs-1069	38	5	4	4	NUM
iajs-1069	38	6	)	)	PUNCT
iajs-1069	38	7	,	,	PUNCT
iajs-1069	38	8	we	we	PRON
iajs-1069	38	9	proposed	propose	VERB
iajs-1069	38	10	the	the	DET
iajs-1069	38	11	preliminary	preliminary	ADJ
iajs-1069	38	12	test	test	NOUN
iajs-1069	38	13	single	single	ADJ
iajs-1069	38	14	stage	stage	NOUN
iajs-1069	38	15	shrinkage	shrinkage	NOUN
iajs-1069	38	16	estimator	estimator	NOUN
iajs-1069	38	17	for	for	ADP
iajs-1069	38	18	estimator	estimator	NOUN
iajs-1069	38	19	the	the	DET
iajs-1069	38	20	scale	scale	NOUN
iajs-1069	38	21	parameter	parameter	NOUN
iajs-1069	38	22	θ	θ	PROPN
iajs-1069	38	23	of	of	ADP
iajs-1069	38	24	inverted	inverted	ADJ
iajs-1069	38	25	gamma	gamma	NOUN
iajs-1069	38	26	distribution	distribution	NOUN
iajs-1069	38	27	when	when	SCONJ
iajs-1069	38	28	a	a	DET
iajs-1069	38	29	prior	prior	ADJ
iajs-1069	38	30	knowledge	knowledge	NOUN
iajs-1069	38	31	θo	θo	ADV
iajs-1069	38	32	available	available	ADJ
iajs-1069	38	33	about	about	ADP
iajs-1069	38	34	θ	θ	PROPN
iajs-1069	38	35	with	with	ADP
iajs-1069	38	36	known	know	VERB
iajs-1069	38	37	shape	shape	NOUN
iajs-1069	38	38	α	α	NOUN
iajs-1069	38	39	=	=	NOUN
iajs-1069	38	40	1	1	NUM
iajs-1069	38	41	as	as	ADP
iajs-1069	38	42	below	below	ADV
iajs-1069	38	43	:	:	PUNCT
iajs-1069	38	44	{	{	PUNCT
iajs-1069	38	45	(	(	PUNCT
iajs-1069	38	46	)	)	PUNCT
iajs-1069	38	47	-----(8	-----(8	INTJ
iajs-1069	38	48	)	)	PUNCT
iajs-1069	38	49	i.e.	i.e.	X
iajs-1069	38	50	we	we	PRON
iajs-1069	38	51	put	put	VERB
iajs-1069	38	52	ψ1	ψ1	NOUN
iajs-1069	38	53	(	(	PUNCT
iajs-1069	38	54	)	)	PUNCT
iajs-1069	38	55	(	(	PUNCT
iajs-1069	38	56	)	)	PUNCT
iajs-1069	38	57	in	in	ADP
iajs-1069	38	58	equation	equation	NOUN
iajs-1069	38	59	(	(	PUNCT
iajs-1069	38	60	4)and	4)and	NUM
iajs-1069	38	61	r	r	NOUN
iajs-1069	38	62	is	be	AUX
iajs-1069	38	63	the	the	DET
iajs-1069	38	64	pretest	pret	ADJ
iajs-1069	38	65	region	region	NOUN
iajs-1069	38	66	mathematics	mathematic	NOUN
iajs-1069	38	67	|	|	ADV
iajs-1069	38	68	172	172	NUM
iajs-1069	38	69	2012	2012	NUM
iajs-1069	38	70	(	(	PUNCT
iajs-1069	38	71	عام	عام	PROPN
iajs-1069	38	72	1	1	NUM
iajs-1069	38	73	(	(	PUNCT
iajs-1069	38	74	العدد	العدد	PROPN
iajs-1069	38	75	)	)	PUNCT
iajs-1069	38	76	30مجلة	30مجلة	PROPN
iajs-1069	38	77	إبن	إبن	VERB
iajs-1069	38	78	الهيثم	الهيثم	ADJ
iajs-1069	38	79	للعلوم	للعلوم	NOUN
iajs-1069	38	80	الصرفة	الصرفة	NOUN
iajs-1069	39	1	و	و	PRON
iajs-1069	39	2	التطبيقية	التطبيقية	ADV
iajs-1069	39	3	المجلد	المجلد	ADV
iajs-1069	39	4	)	)	PUNCT
iajs-1069	40	1	ibn	ibn	PROPN
iajs-1069	40	2	al	al	PROPN
iajs-1069	40	3	-	-	PUNCT
iajs-1069	40	4	haitham	haitham	PROPN
iajs-1069	40	5	j.	j.	PROPN
iajs-1069	40	6	for	for	ADP
iajs-1069	40	7	pure	pure	PROPN
iajs-1069	40	8	&	&	CCONJ
iajs-1069	40	9	appl	appl	PROPN
iajs-1069	40	10	.	.	PUNCT
iajs-1069	41	1	sci	sci	PROPN
iajs-1069	41	2	.	.	PUNCT
iajs-1069	42	1	vol.30	vol.30	NOUN
iajs-1069	42	2	(	(	PUNCT
iajs-1069	42	3	1	1	NUM
iajs-1069	42	4	)	)	PUNCT
iajs-1069	42	5	2017	2017	NUM
iajs-1069	42	6	]	]	PUNCT
iajs-1069	42	7	----------------------------------(9	----------------------------------(9	NOUN
iajs-1069	42	8	)	)	PUNCT
iajs-1069	42	9	for	for	ADP
iajs-1069	42	10	simplicity	simplicity	NOUN
iajs-1069	42	11	,	,	PUNCT
iajs-1069	42	12	assume	assume	VERB
iajs-1069	42	13	r	r	NOUN
iajs-1069	42	14	=[	=[	NOUN
iajs-1069	42	15	a	a	DET
iajs-1069	42	16	,	,	PUNCT
iajs-1069	42	17	b	b	NOUN
iajs-1069	42	18	]	]	X
iajs-1069	42	19	,	,	PUNCT
iajs-1069	42	20	a	a	DET
iajs-1069	42	21	b	b	X
iajs-1069	42	22	i.e.	i.e.	X
iajs-1069	42	23	a=	a=	X
iajs-1069	42	24	,	,	PUNCT
iajs-1069	42	25	b=	b=	NOUN
iajs-1069	42	26	-------------------------(10	-------------------------(10	NOUN
iajs-1069	42	27	)	)	PUNCT
iajs-1069	42	28	where	where	SCONJ
iajs-1069	42	29	and	and	CCONJ
iajs-1069	42	30	are	be	AUX
iajs-1069	42	31	respectively	respectively	ADV
iajs-1069	42	32	the	the	DET
iajs-1069	42	33	lower	low	ADJ
iajs-1069	42	34	and	and	CCONJ
iajs-1069	42	35	upper	upper	ADJ
iajs-1069	42	36	100	100	NUM
iajs-1069	42	37	(	(	PUNCT
iajs-1069	42	38	/2	/2	NUM
iajs-1069	42	39	)	)	PUNCT
iajs-1069	42	40	percentile	percentile	ADJ
iajs-1069	42	41	point	point	NOUN
iajs-1069	42	42	of	of	ADP
iajs-1069	42	43	chi	chi	ADJ
iajs-1069	42	44	-	-	PUNCT
iajs-1069	42	45	square	square	ADJ
iajs-1069	42	46	distribution	distribution	NOUN
iajs-1069	42	47	with	with	ADP
iajs-1069	42	48	(	(	PUNCT
iajs-1069	42	49	2n	2n	NUM
iajs-1069	42	50	)	)	PUNCT
iajs-1069	42	51	degree	degree	NOUN
iajs-1069	42	52	of	of	ADP
iajs-1069	42	53	freedom	freedom	NOUN
iajs-1069	42	54	.	.	PUNCT
iajs-1069	43	1	the	the	DET
iajs-1069	43	2	expression	expression	NOUN
iajs-1069	43	3	for	for	ADP
iajs-1069	43	4	the	the	DET
iajs-1069	43	5	bias	bias	NOUN
iajs-1069	43	6	of	of	ADP
iajs-1069	43	7	the	the	DET
iajs-1069	43	8	estimator	estimator	NOUN
iajs-1069	43	9	is	be	AUX
iajs-1069	43	10	as	as	ADV
iajs-1069	43	11	follow	follow	VERB
iajs-1069	43	12	:	:	PUNCT
iajs-1069	43	13	bias	bias	NOUN
iajs-1069	43	14	(	(	PUNCT
iajs-1069	43	15	)	)	PUNCT
iajs-1069	43	16	=	=	SYM
iajs-1069	43	17	e	e	X
iajs-1069	43	18	(	(	PUNCT
iajs-1069	43	19	)	)	PUNCT
iajs-1069	43	20	θ	θ	PROPN
iajs-1069	44	1	=	=	SYM
iajs-1069	44	2	∫	∫	PROPN
iajs-1069	44	3	(	(	PUNCT
iajs-1069	44	4	)	)	PUNCT
iajs-1069	44	5	(	(	PUNCT
iajs-1069	44	6	)	)	PUNCT
iajs-1069	44	7	∫	∫	PROPN
iajs-1069	44	8	(	(	PUNCT
iajs-1069	44	9	)	)	PUNCT
iajs-1069	44	10	(	(	PUNCT
iajs-1069	44	11	)	)	PUNCT
iajs-1069	44	12	(	(	PUNCT
iajs-1069	44	13	)	)	PUNCT
iajs-1069	44	14	where	where	SCONJ
iajs-1069	44	15	is	be	AUX
iajs-1069	44	16	the	the	DET
iajs-1069	44	17	complement	complement	NOUN
iajs-1069	44	18	region	region	NOUN
iajs-1069	44	19	of	of	ADP
iajs-1069	44	20	r	r	NOUN
iajs-1069	44	21	in	in	ADP
iajs-1069	44	22	real	real	ADJ
iajs-1069	44	23	space	space	NOUN
iajs-1069	44	24	and	and	CCONJ
iajs-1069	44	25	f(θ	f(θ	PROPN
iajs-1069	44	26	^	^	PUNCT
iajs-1069	44	27	)	)	PUNCT
iajs-1069	44	28	isa	isa	NOUN
iajs-1069	44	29	(	(	PUNCT
iajs-1069	44	30	p	p	NOUN
iajs-1069	44	31	d	d	PROPN
iajs-1069	44	32	f	f	PROPN
iajs-1069	44	33	)	)	PUNCT
iajs-1069	44	34	of	of	ADP
iajs-1069	44	35	(	(	PUNCT
iajs-1069	44	36	)	)	PUNCT
iajs-1069	44	37	which	which	PRON
iajs-1069	44	38	has	have	VERB
iajs-1069	44	39	the	the	DET
iajs-1069	44	40	following	follow	VERB
iajs-1069	44	41	forms	form	NOUN
iajs-1069	44	42	.	.	PUNCT
iajs-1069	45	1	(	(	PUNCT
iajs-1069	45	2	)	)	PUNCT
iajs-1069	45	3	(	(	PUNCT
iajs-1069	45	4	)	)	PUNCT
iajs-1069	45	5	(	(	PUNCT
iajs-1069	45	6	)	)	PUNCT
iajs-1069	45	7	(	(	PUNCT
iajs-1069	45	8	)	)	PUNCT
iajs-1069	45	9	------------------(11	------------------(11	X
iajs-1069	45	10	)	)	PUNCT
iajs-1069	45	11	we	we	PRON
iajs-1069	45	12	conclude	conclude	VERB
iajs-1069	45	13	,	,	PUNCT
iajs-1069	45	14	(	(	PUNCT
iajs-1069	45	15	)	)	PUNCT
iajs-1069	45	16	*	*	PUNCT
iajs-1069	46	1	(	(	PUNCT
iajs-1069	46	2	)	)	PUNCT
iajs-1069	46	3	(	(	PUNCT
iajs-1069	46	4	)	)	PUNCT
iajs-1069	46	5	+	+	CCONJ
iajs-1069	46	6	(	(	PUNCT
iajs-1069	46	7	)	)	PUNCT
iajs-1069	46	8	(	(	PUNCT
iajs-1069	46	9	)	)	PUNCT
iajs-1069	46	10	---------(12	---------(12	PROPN
iajs-1069	46	11	)	)	PUNCT
iajs-1069	46	12	(	(	PUNCT
iajs-1069	46	13	,	,	PUNCT
iajs-1069	46	14	)	)	PUNCT
iajs-1069	47	1	=	=	PRON
iajs-1069	47	2	∫	∫	X
iajs-1069	47	3	(	(	PUNCT
iajs-1069	47	4	)	)	PUNCT
iajs-1069	47	5	=	=	SYM
iajs-1069	47	6	=	=	SYM
iajs-1069	47	7	----------(13	----------(13	X
iajs-1069	47	8	)	)	PUNCT
iajs-1069	47	9	the	the	DET
iajs-1069	47	10	bias	bias	NOUN
iajs-1069	47	11	ratio	ratio	NOUN
iajs-1069	47	12	b	b	PROPN
iajs-1069	47	13	(	(	PUNCT
iajs-1069	47	14	.	.	PUNCT
iajs-1069	47	15	)	)	PUNCT
iajs-1069	47	16	of	of	ADP
iajs-1069	47	17	the	the	DET
iajs-1069	47	18	estimator	estimator	NOUN
iajs-1069	47	19	(	(	PUNCT
iajs-1069	47	20	)	)	PUNCT
iajs-1069	47	21	is	be	AUX
iajs-1069	47	22	defined	define	VERB
iajs-1069	47	23	below	below	ADP
iajs-1069	47	24	(	(	PUNCT
iajs-1069	47	25	)	)	PUNCT
iajs-1069	47	26	(	(	PUNCT
iajs-1069	47	27	(	(	PUNCT
iajs-1069	47	28	)	)	PUNCT
iajs-1069	47	29	-----------(14	-----------(14	NOUN
iajs-1069	47	30	)	)	PUNCT
iajs-1069	47	31	and	and	CCONJ
iajs-1069	47	32	the	the	DET
iajs-1069	47	33	expression	expression	NOUN
iajs-1069	47	34	for	for	ADP
iajs-1069	47	35	mean	mean	ADJ
iajs-1069	47	36	square	square	ADJ
iajs-1069	47	37	error	error	NOUN
iajs-1069	47	38	(	(	PUNCT
iajs-1069	47	39	mse	mse	NOUN
iajs-1069	47	40	)	)	PUNCT
iajs-1069	47	41	of	of	ADP
iajs-1069	47	42	is	be	AUX
iajs-1069	47	43	given	give	VERB
iajs-1069	47	44	asbelow	asbelow	ADJ
iajs-1069	47	45	:	:	PUNCT
iajs-1069	48	1	mathematics	mathematic	NOUN
iajs-1069	48	2	|	|	ADV
iajs-1069	48	3	173	173	NUM
iajs-1069	48	4	2012	2012	NUM
iajs-1069	48	5	(	(	PUNCT
iajs-1069	48	6	عام	عام	PROPN
iajs-1069	48	7	1	1	NUM
iajs-1069	48	8	(	(	PUNCT
iajs-1069	48	9	العدد	العدد	PROPN
iajs-1069	48	10	)	)	PUNCT
iajs-1069	48	11	30مجلة	30مجلة	PROPN
iajs-1069	48	12	إبن	إبن	VERB
iajs-1069	48	13	الهيثم	الهيثم	ADJ
iajs-1069	48	14	للعلوم	للعلوم	NOUN
iajs-1069	48	15	الصرفة	الصرفة	NOUN
iajs-1069	49	1	و	و	PRON
iajs-1069	49	2	التطبيقية	التطبيقية	ADV
iajs-1069	49	3	المجلد	المجلد	ADV
iajs-1069	49	4	)	)	PUNCT
iajs-1069	50	1	ibn	ibn	PROPN
iajs-1069	50	2	al	al	PROPN
iajs-1069	50	3	-	-	PUNCT
iajs-1069	50	4	haitham	haitham	PROPN
iajs-1069	50	5	j.	j.	PROPN
iajs-1069	50	6	for	for	ADP
iajs-1069	50	7	pure	pure	PROPN
iajs-1069	50	8	&	&	CCONJ
iajs-1069	50	9	appl	appl	PROPN
iajs-1069	50	10	.	.	PUNCT
iajs-1069	51	1	sci	sci	PROPN
iajs-1069	51	2	.	.	PUNCT
iajs-1069	52	1	vol.30	vol.30	NOUN
iajs-1069	52	2	(	(	PUNCT
iajs-1069	52	3	1	1	NUM
iajs-1069	52	4	)	)	PUNCT
iajs-1069	52	5	2017	2017	NUM
iajs-1069	52	6	(	(	PUNCT
iajs-1069	52	7	)	)	PUNCT
iajs-1069	52	8	,	,	PUNCT
iajs-1069	52	9	(	(	PUNCT
iajs-1069	52	10	)	)	PUNCT
iajs-1069	52	11	*	*	PUNCT
iajs-1069	52	12	(	(	PUNCT
iajs-1069	52	13	)	)	PUNCT
iajs-1069	52	14	(	(	PUNCT
iajs-1069	52	15	)	)	PUNCT
iajs-1069	52	16	(	(	PUNCT
iajs-1069	52	17	)	)	PUNCT
iajs-1069	53	1	+	+	CCONJ
iajs-1069	53	2	(	(	PUNCT
iajs-1069	53	3	)	)	PUNCT
iajs-1069	53	4	(	(	PUNCT
iajs-1069	53	5	)	)	PUNCT
iajs-1069	53	6	*	*	PUNCT
iajs-1069	53	7	(	(	PUNCT
iajs-1069	53	8	)	)	PUNCT
iajs-1069	53	9	(	(	PUNCT
iajs-1069	53	10	)	)	PUNCT
iajs-1069	54	1	+	+	CCONJ
iajs-1069	54	2	*	*	PUNCT
iajs-1069	54	3	(	(	PUNCT
iajs-1069	54	4	)	)	PUNCT
iajs-1069	54	5	+	+	CCONJ
iajs-1069	54	6	(	(	PUNCT
iajs-1069	54	7	)	)	PUNCT
iajs-1069	54	8	(	(	PUNCT
iajs-1069	54	9	)	)	PUNCT
iajs-1069	54	10	-------------------------------------------(15	-------------------------------------------(15	NOUN
iajs-1069	54	11	)	)	PUNCT
iajs-1069	54	12	in	in	ADP
iajs-1069	54	13	this	this	DET
iajs-1069	54	14	paper	paper	NOUN
iajs-1069	54	15	we	we	PRON
iajs-1069	54	16	use	use	VERB
iajs-1069	54	17	the	the	DET
iajs-1069	54	18	shrinkage	shrinkage	NOUN
iajs-1069	54	19	weight	weight	NOUN
iajs-1069	54	20	factor	factor	NOUN
iajs-1069	54	21	(	(	PUNCT
iajs-1069	54	22	k	k	NOUN
iajs-1069	54	23	)	)	PUNCT
iajs-1069	54	24	as	as	ADP
iajs-1069	54	25	the	the	DET
iajs-1069	54	26	same	same	ADJ
iajs-1069	54	27	as	as	ADP
iajs-1069	54	28	of	of	ADP
iajs-1069	54	29	thompson	thompson	NOUN
iajs-1069	54	30	–	–	PUNCT
iajs-1069	54	31	type	type	NOUN
iajs-1069	54	32	as	as	ADP
iajs-1069	54	33	below	below	ADV
iajs-1069	54	34	(	(	PUNCT
iajs-1069	54	35	)	)	PUNCT
iajs-1069	54	36	(	(	PUNCT
iajs-1069	54	37	)	)	PUNCT
iajs-1069	54	38	(	(	PUNCT
iajs-1069	54	39	)	)	PUNCT
iajs-1069	54	40	and	and	CCONJ
iajs-1069	54	41	by	by	ADP
iajs-1069	54	42	simple	simple	ADJ
iajs-1069	54	43	calculation	calculation	NOUN
iajs-1069	54	44	(	(	PUNCT
iajs-1069	54	45	)	)	PUNCT
iajs-1069	54	46	(	(	PUNCT
iajs-1069	54	47	)	)	PUNCT
iajs-1069	54	48	-----------------------------------(16	-----------------------------------(16	NOUN
iajs-1069	54	49	)	)	PUNCT
iajs-1069	54	50	the	the	DET
iajs-1069	54	51	relative	relative	ADJ
iajs-1069	54	52	efficiency	efficiency	NOUN
iajs-1069	54	53	of	of	ADP
iajs-1069	54	54	estimator	estimator	NOUN
iajs-1069	54	55	w.r.t	w.r.t	VERB
iajs-1069	54	56	the	the	DET
iajs-1069	54	57	classical	classical	ADJ
iajs-1069	54	58	estimator	estimator	NOUN
iajs-1069	54	59	is	be	AUX
iajs-1069	54	60	defined	define	VERB
iajs-1069	54	61	as	as	ADP
iajs-1069	54	62	below	below	ADV
iajs-1069	54	63	:	:	PUNCT
iajs-1069	54	64	(	(	PUNCT
iajs-1069	54	65	)	)	PUNCT
iajs-1069	54	66	(	(	PUNCT
iajs-1069	54	67	)	)	PUNCT
iajs-1069	54	68	(	(	PUNCT
iajs-1069	54	69	)	)	PUNCT
iajs-1069	54	70	-------(17	-------(17	PUNCT
iajs-1069	54	71	)	)	PUNCT
iajs-1069	54	72	see	see	VERB
iajs-1069	54	73	for	for	ADP
iajs-1069	54	74	example	example	NOUN
iajs-1069	55	1	[	[	X
iajs-1069	55	2	6],[7],[8]and[9	6],[7],[8]and[9	NUM
iajs-1069	55	3	]	]	PUNCT
iajs-1069	55	4	.	.	PUNCT
iajs-1069	56	1	conclusions	conclusion	NOUN
iajs-1069	56	2	and	and	CCONJ
iajs-1069	56	3	numerical	numerical	ADJ
iajs-1069	56	4	results	result	NOUN
iajs-1069	56	5	the	the	DET
iajs-1069	56	6	computations	computation	NOUN
iajs-1069	56	7	of	of	ADP
iajs-1069	56	8	relative	relative	ADJ
iajs-1069	56	9	efficiency[r.ef	efficiency[r.ef	PROPN
iajs-1069	56	10	f	f	PROPN
iajs-1069	56	11	(	(	PUNCT
iajs-1069	56	12	.	.	PUNCT
iajs-1069	56	13	)	)	PUNCT
iajs-1069	56	14	]	]	PUNCT
iajs-1069	56	15	and	and	CCONJ
iajs-1069	56	16	bias	bias	NOUN
iajs-1069	56	17	ratio	ratio	NOUN
iajs-1069	57	1	[	[	X
iajs-1069	57	2	b	b	X
iajs-1069	57	3	(	(	PUNCT
iajs-1069	57	4	.	.	PUNCT
iajs-1069	57	5	)	)	PUNCT
iajs-1069	57	6	]	]	PUNCT
iajs-1069	58	1	for	for	ADP
iajs-1069	58	2	the	the	DET
iajs-1069	58	3	equation	equation	NOUN
iajs-1069	58	4	(	(	PUNCT
iajs-1069	58	5	14	14	NUM
iajs-1069	58	6	)	)	PUNCT
iajs-1069	58	7	and	and	CCONJ
iajs-1069	58	8	(	(	PUNCT
iajs-1069	58	9	17	17	NUM
iajs-1069	58	10	)	)	PUNCT
iajs-1069	58	11	were	be	AUX
iajs-1069	58	12	used	use	VERB
iajs-1069	58	13	for	for	ADP
iajs-1069	58	14	the	the	DET
iajs-1069	58	15	estimator	estimator	NOUN
iajs-1069	58	16	.thesecomputations	.thesecomputation	NOUN
iajs-1069	58	17	(	(	PUNCT
iajs-1069	58	18	using	use	VERB
iajs-1069	58	19	math	math	NOUN
iajs-1069	58	20	.	.	PUNCT
iajs-1069	59	1	cad	cad	PROPN
iajs-1069	59	2	program	program	PROPN
iajs-1069	59	3	)	)	PUNCT
iajs-1069	59	4	were	be	AUX
iajs-1069	59	5	performed	perform	VERB
iajs-1069	59	6	for	for	ADP
iajs-1069	59	7	=	=	NOUN
iajs-1069	59	8	0.01	0.01	NUM
iajs-1069	59	9	,	,	PUNCT
iajs-1069	59	10	0.05	0.05	NUM
iajs-1069	59	11	,	,	PUNCT
iajs-1069	59	12	0.1,ζ	0.1,ζ	PUNCT
iajs-1069	60	1	=	=	SYM
iajs-1069	60	2	0.25(0.25)2	0.25(0.25)2	NUM
iajs-1069	60	3	and	and	CCONJ
iajs-1069	60	4	n	n	CCONJ
iajs-1069	60	5	=	=	SYM
iajs-1069	60	6	4	4	NUM
iajs-1069	60	7	,	,	PUNCT
iajs-1069	60	8	6	6	NUM
iajs-1069	60	9	,	,	PUNCT
iajs-1069	60	10	8	8	NUM
iajs-1069	60	11	,	,	PUNCT
iajs-1069	60	12	10	10	NUM
iajs-1069	60	13	,	,	PUNCT
iajs-1069	60	14	12	12	NUM
iajs-1069	60	15	.	.	PUNCT
iajs-1069	61	1	these	these	DET
iajs-1069	61	2	computation	computation	NOUN
iajs-1069	61	3	are	be	AUX
iajs-1069	61	4	given	give	VERB
iajs-1069	61	5	in	in	ADP
iajs-1069	61	6	attached	attach	VERB
iajs-1069	61	7	tables	table	NOUN
iajs-1069	61	8	no.(1)and(2	no.(1)and(2	NOUN
iajs-1069	61	9	)	)	PUNCT
iajs-1069	61	10	for	for	ADP
iajs-1069	61	11	some	some	DET
iajs-1069	61	12	samples	sample	NOUN
iajs-1069	61	13	of	of	ADP
iajs-1069	61	14	these	these	DET
iajs-1069	61	15	constants.the	constants.the	DET
iajs-1069	61	16	observation	observation	NOUN
iajs-1069	61	17	mentioned	mention	VERB
iajs-1069	61	18	in	in	ADP
iajs-1069	61	19	the	the	DET
iajs-1069	61	20	tables	table	NOUN
iajs-1069	61	21	leads	lead	VERB
iajs-1069	61	22	to	to	ADP
iajs-1069	61	23	the	the	DET
iajs-1069	61	24	following	follow	VERB
iajs-1069	61	25	results	result	NOUN
iajs-1069	61	26	.	.	PUNCT
iajs-1069	62	1	1.bias	1.bias	NUM
iajs-1069	62	2	ratio	ratio	NOUN
iajs-1069	62	3	[	[	X
iajs-1069	62	4	b	b	X
iajs-1069	62	5	(	(	PUNCT
iajs-1069	62	6	.	.	PUNCT
iajs-1069	62	7	)	)	PUNCT
iajs-1069	62	8	]	]	PUNCT
iajs-1069	62	9	of	of	ADP
iajs-1069	62	10	increases	increase	NOUN
iajs-1069	62	11	whenζ	whenζ	VERB
iajs-1069	62	12	increase	increase	NOUN
iajs-1069	62	13	.	.	PUNCT
iajs-1069	63	1	2	2	X
iajs-1069	63	2	.	.	X
iajs-1069	63	3	the	the	DET
iajs-1069	63	4	r.e	r.e	PROPN
iajs-1069	63	5	f	f	PROPN
iajs-1069	63	6	f	f	PROPN
iajs-1069	63	7	of	of	ADP
iajs-1069	63	8	are	be	AUX
iajs-1069	63	9	adversely	adversely	ADV
iajs-1069	63	10	proportional	proportional	ADJ
iajs-1069	63	11	with	with	ADP
iajs-1069	63	12	value	value	NOUN
iajs-1069	63	13	of	of	ADP
iajs-1069	63	14	especially	especially	ADV
iajs-1069	63	15	when	when	SCONJ
iajs-1069	63	16	ζ	ζ	NOUN
iajs-1069	63	17	=	=	SYM
iajs-1069	63	18	1(θ	1(θ	NUM
iajs-1069	63	19	o	o	NOUN
iajs-1069	63	20	=	=	SYM
iajs-1069	63	21	θ	θ	NOUN
iajs-1069	63	22	)	)	PUNCT
iajs-1069	63	23	this	this	DET
iajs-1069	63	24	yields	yield	NOUN
iajs-1069	63	25	=	=	NOUN
iajs-1069	63	26	0.01	0.01	NUM
iajs-1069	63	27	has	have	VERB
iajs-1069	63	28	higher	high	ADJ
iajs-1069	63	29	r.	r.	NOUN
iajs-1069	63	30	efficiency	efficiency	NOUN
iajs-1069	63	31	for	for	ADP
iajs-1069	63	32	all	all	DET
iajs-1069	63	33	n.	n.	NOUN
iajs-1069	63	34	3	3	NUM
iajs-1069	63	35	.	.	PUNCT
iajs-1069	63	36	bias	bias	NOUN
iajs-1069	63	37	ratio	ratio	NOUN
iajs-1069	63	38	of	of	ADP
iajs-1069	63	39	increases	increase	NOUN
iajs-1069	63	40	when	when	SCONJ
iajs-1069	63	41	increases	increase	VERB
iajs-1069	63	42	especially	especially	ADV
iajs-1069	63	43	when	when	SCONJ
iajs-1069	63	44	ζ=	ζ=	ADJ
iajs-1069	63	45	1	1	NUM
iajs-1069	63	46	.	.	NOUN
iajs-1069	63	47	4	4	NUM
iajs-1069	63	48	.	.	X
iajs-1069	64	1	the	the	DET
iajs-1069	64	2	relative	relative	ADJ
iajs-1069	64	3	efficiency	efficiency	NOUN
iajs-1069	64	4	[	[	X
iajs-1069	64	5	r.e	r.e	PROPN
iajs-1069	64	6	ff(.)]decreases	ff(.)]decreases	PROPN
iajs-1069	64	7	when	when	SCONJ
iajs-1069	64	8	n	n	PRON
iajs-1069	64	9	increases	increase	VERB
iajs-1069	64	10	for	for	ADP
iajs-1069	64	11	all	all	PRON
iajs-1069	64	12	and	and	CCONJ
iajs-1069	64	13	ζ	ζ	NOUN
iajs-1069	64	14	.	.	NOUN
iajs-1069	64	15	5	5	NUM
iajs-1069	64	16	.	.	NOUN
iajs-1069	64	17	relative	relative	ADJ
iajs-1069	64	18	efficiency	efficiency	NOUN
iajs-1069	64	19	has	have	VERB
iajs-1069	64	20	the	the	DET
iajs-1069	64	21	highest	high	ADJ
iajs-1069	64	22	value	value	NOUN
iajs-1069	64	23	at	at	ADP
iajs-1069	64	24	ζ	ζ	NOUN
iajs-1069	64	25	=	=	SYM
iajs-1069	64	26	1	1	NUM
iajs-1069	64	27	(	(	PUNCT
iajs-1069	64	28	θ	θ	NOUN
iajs-1069	64	29	o	o	NOUN
iajs-1069	64	30	=	=	SYM
iajs-1069	64	31	θ	θ	NOUN
iajs-1069	64	32	)	)	PUNCT
iajs-1069	64	33	and	and	CCONJ
iajs-1069	64	34	decreases	decrease	VERB
iajs-1069	64	35	otherwise	otherwise	ADV
iajs-1069	64	36	.	.	PUNCT
iajs-1069	65	1	6	6	X
iajs-1069	65	2	.	.	X
iajs-1069	65	3	the	the	DET
iajs-1069	65	4	proportional	proportional	ADJ
iajs-1069	65	5	estimator	estimator	NOUN
iajs-1069	65	6	is	be	AUX
iajs-1069	65	7	better	well	ADJ
iajs-1069	65	8	than	than	ADP
iajs-1069	65	9	the	the	DET
iajs-1069	65	10	classical	classical	ADJ
iajs-1069	65	11	estimator	estimator	NOUN
iajs-1069	65	12	in	in	ADP
iajs-1069	65	13	the	the	DET
iajs-1069	65	14	sense	sense	NOUN
iajs-1069	65	15	of	of	ADP
iajs-1069	65	16	mean	mean	ADJ
iajs-1069	65	17	squared	square	VERB
iajs-1069	65	18	error	error	NOUN
iajs-1069	65	19	.	.	PUNCT
iajs-1069	66	1	references	reference	NOUN
iajs-1069	66	2	1.chhikara	1.chhikara	NUM
iajs-1069	66	3	,	,	PUNCT
iajs-1069	66	4	r.and	r.and	NOUN
iajs-1069	66	5	folks,(1977),the	folks,(1977),the	DET
iajs-1069	66	6	inverse	inverse	ADJ
iajs-1069	66	7	gaussian	gaussian	ADJ
iajs-1069	66	8	distribution	distribution	NOUN
iajs-1069	66	9	as	as	ADP
iajs-1069	66	10	a	a	DET
iajs-1069	66	11	life	life	NOUN
iajs-1069	66	12	model	model	NOUN
iajs-1069	66	13	,	,	PUNCT
iajs-1069	66	14	techno	techno	NOUN
iajs-1069	66	15	metrics	metric	NOUN
iajs-1069	66	16	19,461	19,461	NUM
iajs-1069	66	17	-	-	SYM
iajs-1069	66	18	468	468	NUM
iajs-1069	66	19	.	.	NOUN
iajs-1069	66	20	2	2	NUM
iajs-1069	66	21	.	.	X
iajs-1069	66	22	sinha	sinha	NOUN
iajs-1069	66	23	,	,	PUNCT
iajs-1069	66	24	s.and	s.and	NOUN
iajs-1069	66	25	kale	kale	NOUN
iajs-1069	66	26	,	,	PUNCT
iajs-1069	66	27	b,(1980),"life	b,(1980),"life	NOUN
iajs-1069	66	28	testing	testing	NOUN
iajs-1069	66	29	and	and	CCONJ
iajs-1069	66	30	reliability	reliability	NOUN
iajs-1069	66	31	estimation	estimation	NOUN
iajs-1069	66	32	.	.	PUNCT
iajs-1069	67	1	john	john	PROPN
iajs-1069	67	2	wiley	wiley	PROPN
iajs-1069	67	3	&	&	CCONJ
iajs-1069	67	4	sons	son	NOUN
iajs-1069	67	5	.	.	PUNCT
iajs-1069	68	1	3.von	3.von	ADJ
iajs-1069	68	2	alren	alren	NOUN
iajs-1069	68	3	,	,	PUNCT
iajs-1069	68	4	w.(ed).(1964),"reliability	w.(ed).(1964),"reliability	NOUN
iajs-1069	68	5	engineering	engineering	NOUN
iajs-1069	68	6	by	by	ADP
iajs-1069	68	7	arinc	arinc	PROPN
iajs-1069	68	8	.	.	PUNCT
iajs-1069	69	1	prentice	prentice	PROPN
iajs-1069	69	2	hall	hall	PROPN
iajs-1069	69	3	,	,	PUNCT
iajs-1069	69	4	inc	inc	PROPN
iajs-1069	69	5	.	.	PROPN
iajs-1069	69	6	,new	,new	PUNCT
iajs-1069	69	7	jersey	jersey	PROPN
iajs-1069	69	8	.	.	PUNCT
iajs-1069	70	1	4.sherif	4.sherif	NUM
iajs-1069	70	2	,	,	PUNCT
iajs-1069	70	3	y.s	y.s	PROPN
iajs-1069	70	4	.	.	PROPN
iajs-1069	70	5	and	and	CCONJ
iajs-1069	70	6	smith	smith	PROPN
iajs-1069	70	7	,	,	PUNCT
iajs-1069	70	8	m.l.(1980	m.l.(1980	PROPN
iajs-1069	70	9	)	)	PUNCT
iajs-1069	70	10	,	,	PUNCT
iajs-1069	70	11	"	"	PUNCT
iajs-1069	70	12	first	first	ADJ
iajs-1069	70	13	passage	passage	NOUN
iajs-1069	70	14	time	time	NOUN
iajs-1069	70	15	distribution	distribution	NOUN
iajs-1069	70	16	of	of	ADP
iajs-1069	70	17	brownian	brownian	ADJ
iajs-1069	70	18	motion	motion	NOUN
iajs-1069	70	19	as	as	ADP
iajs-1069	70	20	a	a	DET
iajs-1069	70	21	reliability	reliability	NOUN
iajs-1069	70	22	model	model	NOUN
iajs-1069	70	23	.	.	PUNCT
iajs-1069	71	1	ieee	ieee	NOUN
iajs-1069	71	2	transaction	transaction	NOUN
iajs-1069	71	3	of	of	ADP
iajs-1069	71	4	reliability,29,5,425	reliability,29,5,425	NOUN
iajs-1069	71	5	-	-	PUNCT
iajs-1069	71	6	426	426	NUM
iajs-1069	71	7	.	.	PUNCT
iajs-1069	72	1	5.lin	5.lin	NUM
iajs-1069	72	2	,	,	PUNCT
iajs-1069	72	3	c;duran	c;duran	ADJ
iajs-1069	72	4	,	,	PUNCT
iajs-1069	72	5	b	b	NOUN
iajs-1069	72	6	,	,	PUNCT
iajs-1069	72	7	and	and	CCONJ
iajs-1069	72	8	lewis,(1989),"inverted	lewis,(1989),"inverte	VERB
iajs-1069	72	9	gamma	gamma	NOUN
iajs-1069	72	10	as	as	ADP
iajs-1069	72	11	a	a	DET
iajs-1069	72	12	life	life	NOUN
iajs-1069	72	13	distribution	distribution	NOUN
iajs-1069	72	14	microelectronics	microelectronic	NOUN
iajs-1069	72	15	and	and	CCONJ
iajs-1069	72	16	reliability	reliability	NOUN
iajs-1069	72	17	29,(4),619	29,(4),619	PROPN
iajs-1069	72	18	-	-	SYM
iajs-1069	72	19	626	626	NUM
iajs-1069	72	20	.	.	PUNCT
iajs-1069	73	1	mathematics	mathematic	NOUN
iajs-1069	73	2	|	|	ADV
iajs-1069	73	3	174	174	NUM
iajs-1069	73	4	2012	2012	NUM
iajs-1069	73	5	(	(	PUNCT
iajs-1069	73	6	عام	عام	ADP
iajs-1069	73	7	1	1	NUM
iajs-1069	73	8	(	(	PUNCT
iajs-1069	73	9	العدد	العدد	PROPN
iajs-1069	73	10	)	)	PUNCT
iajs-1069	73	11	30مجلة	30مجلة	PROPN
iajs-1069	73	12	إبن	إبن	VERB
iajs-1069	73	13	الهيثم	الهيثم	ADJ
iajs-1069	73	14	للعلوم	للعلوم	NOUN
iajs-1069	73	15	الصرفة	الصرفة	NOUN
iajs-1069	74	1	و	و	PRON
iajs-1069	74	2	التطبيقية	التطبيقية	ADV
iajs-1069	74	3	المجلد	المجلد	ADV
iajs-1069	74	4	)	)	PUNCT
iajs-1069	75	1	ibn	ibn	PROPN
iajs-1069	75	2	al	al	PROPN
iajs-1069	75	3	-	-	PUNCT
iajs-1069	75	4	haitham	haitham	PROPN
iajs-1069	75	5	j.	j.	PROPN
iajs-1069	75	6	for	for	ADP
iajs-1069	75	7	pure	pure	PROPN
iajs-1069	75	8	&	&	CCONJ
iajs-1069	75	9	appl	appl	PROPN
iajs-1069	75	10	.	.	PUNCT
iajs-1069	76	1	sci	sci	PROPN
iajs-1069	76	2	.	.	PUNCT
iajs-1069	77	1	vol.30	vol.30	NOUN
iajs-1069	77	2	(	(	PUNCT
iajs-1069	77	3	1	1	NUM
iajs-1069	77	4	)	)	PUNCT
iajs-1069	77	5	2017	2017	NUM
iajs-1069	77	6	6.aljoboori	6.aljoboori	NUM
iajs-1069	77	7	,	,	PUNCT
iajs-1069	77	8	a.n	a.n	PROPN
iajs-1069	77	9	.	.	PROPN
iajs-1069	77	10	,(2002),"on	,(2002),"on	PUNCT
iajs-1069	77	11	shrunken	shrunken	ADJ
iajs-1069	77	12	estimators	estimator	NOUN
iajs-1069	77	13	for	for	ADP
iajs-1069	77	14	the	the	DET
iajs-1069	77	15	parameters	parameter	NOUN
iajs-1069	77	16	of	of	ADP
iajs-1069	77	17	simple	simple	ADJ
iajs-1069	77	18	linear	linear	ADJ
iajs-1069	77	19	regression	regression	NOUN
iajs-1069	77	20	model	model	NOUN
iajs-1069	77	21	.	.	PUNCT
iajs-1069	78	1	ibn	ibn	PROPN
iajs-1069	78	2	–	–	PUNCT
iajs-1069	78	3	al	al	PROPN
iajs-1069	78	4	-	-	PUNCT
iajs-1069	78	5	haithamj	haithamj	NOUN
iajs-1069	78	6	.	.	PUNCT
iajs-1069	79	1	for	for	ADP
iajs-1069	79	2	pure	pure	ADJ
iajs-1069	79	3	and	and	CCONJ
iajs-1069	79	4	applied	applied	ADJ
iajs-1069	79	5	science	science	NOUN
iajs-1069	79	6	,	,	PUNCT
iajs-1069	79	7	15,(4a).60	15,(4a).60	NUM
iajs-1069	79	8	-	-	SYM
iajs-1069	79	9	67	67	NUM
iajs-1069	79	10	.	.	PUNCT
iajs-1069	79	11	7.al	7.al	NUM
iajs-1069	79	12	-	-	PUNCT
iajs-1069	79	13	joboori	joboori	ADJ
iajs-1069	79	14	,	,	PUNCT
iajs-1069	79	15	a.	a.	NOUN
iajs-1069	79	16	n.	n.	PROPN
iajs-1069	79	17	,(2010)."pre	,(2010)."pre	PUNCT
iajs-1069	79	18	–	–	PUNCT
iajs-1069	79	19	test	test	NOUN
iajs-1069	79	20	single	single	ADJ
iajs-1069	79	21	and	and	CCONJ
iajs-1069	79	22	double	double	ADJ
iajs-1069	79	23	stage	stage	NOUN
iajs-1069	79	24	shrunken	shrunken	ADJ
iajs-1069	79	25	estimator	estimator	NOUN
iajs-1069	79	26	for	for	ADP
iajs-1069	79	27	the	the	DET
iajs-1069	79	28	mean	mean	NOUN
iajs-1069	79	29	of	of	ADP
iajs-1069	79	30	normal	normal	ADJ
iajs-1069	79	31	distribution	distribution	NOUN
iajs-1069	79	32	with	with	ADP
iajs-1069	79	33	known	know	VERB
iajs-1069	79	34	variance	variance	NOUN
iajs-1069	79	35	"	"	PUNCT
iajs-1069	79	36	,	,	PUNCT
iajs-1069	79	37	baghdad	baghdad	PROPN
iajs-1069	79	38	journal	journal	PROPN
iajs-1069	79	39	for	for	ADP
iajs-1069	79	40	science	science	NOUN
iajs-1069	79	41	.7.4	.7.4	PUNCT
iajs-1069	79	42	.1432	.1432	PROPN
iajs-1069	79	43	-	-	PUNCT
iajs-1069	79	44	1442	1442	NUM
iajs-1069	79	45	.	.	PUNCT
iajs-1069	80	1	8.al	8.al	X
iajs-1069	80	2	-	-	PUNCT
iajs-1069	80	3	joboori	joboori	ADJ
iajs-1069	80	4	,	,	PUNCT
iajs-1069	80	5	a.	a.	NOUN
iajs-1069	80	6	n	n	NUM
iajs-1069	80	7	;	;	PUNCT
iajs-1069	80	8	khalaf	khalaf	PROPN
iajs-1069	80	9	,	,	PUNCT
iajs-1069	80	10	b.	b.	PROPN
iajs-1069	80	11	a.	a.	PROPN
iajs-1069	80	12	and	and	CCONJ
iajs-1069	80	13	hamza	hamza	PROPN
iajs-1069	80	14	,	,	PUNCT
iajs-1069	80	15	s	s	AUX
iajs-1069	80	16	,	,	PUNCT
iajs-1069	80	17	(	(	PUNCT
iajs-1069	80	18	2010),"estimate	2010),"estimate	NUM
iajs-1069	80	19	the	the	DET
iajs-1069	80	20	scale	scale	NOUN
iajs-1069	80	21	parameter	parameter	NOUN
iajs-1069	80	22	of	of	ADP
iajs-1069	80	23	exponential	exponential	ADJ
iajs-1069	80	24	distribution	distribution	NOUN
iajs-1069	80	25	via	via	ADP
iajs-1069	80	26	modified	modify	VERB
iajs-1069	80	27	tow	tow	NOUN
iajs-1069	80	28	stage	stage	NOUN
iajs-1069	80	29	shrinkage	shrinkage	NOUN
iajs-1069	80	30	technique	technique	NOUN
iajs-1069	80	31	"	"	PUNCT
iajs-1069	80	32	,	,	PUNCT
iajs-1069	80	33	journal	journal	NOUN
iajs-1069	80	34	college	college	NOUN
iajs-1069	80	35	of	of	ADP
iajs-1069	80	36	education	education	NOUN
iajs-1069	80	37	.	.	PUNCT
iajs-1069	81	1	6,62	6,62	NUM
iajs-1069	81	2	-	-	SYM
iajs-1069	81	3	75	75	NUM
iajs-1069	81	4	.	.	PUNCT
iajs-1069	82	1	9.thompson	9.thompson	NUM
iajs-1069	82	2	,	,	PUNCT
iajs-1069	82	3	j.r	j.r	PROPN
iajs-1069	82	4	.	.	PROPN
iajs-1069	82	5	,	,	PUNCT
iajs-1069	82	6	(	(	PUNCT
iajs-1069	82	7	1968a),"some	1968a),"some	NUM
iajs-1069	82	8	shrinkage	shrinkage	NOUN
iajs-1069	82	9	techniques	technique	NOUN
iajs-1069	82	10	for	for	ADP
iajs-1069	82	11	estimating	estimate	VERB
iajs-1069	82	12	the	the	DET
iajs-1069	82	13	mean	mean	NOUN
iajs-1069	82	14	"	"	PUNCT
iajs-1069	82	15	,	,	PUNCT
iajs-1069	82	16	j.	j.	PROPN
iajs-1069	82	17	amer	amer	PROPN
iajs-1069	82	18	.	.	PUNCT
iajs-1069	82	19	statist	statist	PROPN
iajs-1069	82	20	.	.	PUNCT
iajs-1069	83	1	assoc,63,113	assoc,63,113	PROPN
iajs-1069	83	2	-	-	PUNCT
iajs-1069	83	3	122	122	NUM
iajs-1069	83	4	.	.	PUNCT
iajs-1069	84	1	10.v.wilkorsky,(2001),"computing	10.v.wilkorsky,(2001),"compute	VERB
iajs-1069	84	2	the	the	DET
iajs-1069	84	3	distribution	distribution	NOUN
iajs-1069	84	4	of	of	ADP
iajs-1069	84	5	a	a	DET
iajs-1069	84	6	linear	linear	ADJ
iajs-1069	84	7	combination	combination	NOUN
iajs-1069	84	8	of	of	ADP
iajs-1069	84	9	inverted	inverted	ADJ
iajs-1069	84	10	gamma	gamma	NOUN
iajs-1069	84	11	variables	variable	NOUN
iajs-1069	84	12	"	"	PUNCT
iajs-1069	84	13	kybernetika	kybernetika	NOUN
iajs-1069	84	14	,	,	PUNCT
iajs-1069	84	15	37(1),79	37(1),79	NUM
iajs-1069	84	16	-	-	SYM
iajs-1069	84	17	90	90	NUM
iajs-1069	84	18	.	.	PUNCT
iajs-1069	85	1	11.huda	11.huda	NUM
iajs-1069	85	2	,	,	PUNCT
iajs-1069	85	3	a.	a.	NOUN
iajs-1069	85	4	rasheed	rasheed	NOUN
iajs-1069	85	5	and	and	CCONJ
iajs-1069	85	6	akbal	akbal	ADJ
iajs-1069	85	7	,	,	PUNCT
iajs-1069	85	8	j.	j.	PROPN
iajs-1069	85	9	sultan	sultan	PROPN
iajs-1069	85	10	,	,	PUNCT
iajs-1069	85	11	(	(	PUNCT
iajs-1069	85	12	2015),"bayesion	2015),"bayesion	NOUN
iajs-1069	85	13	estimate	estimate	NOUN
iajs-1069	85	14	of	of	ADP
iajs-1069	85	15	the	the	DET
iajs-1069	85	16	scale	scale	NOUN
iajs-1069	85	17	parameter	parameter	NOUN
iajs-1069	85	18	for	for	ADP
iajs-1069	85	19	inverse	inverse	NOUN
iajs-1069	85	20	gamma	gamma	NOUN
iajs-1069	85	21	distribution	distribution	NOUN
iajs-1069	85	22	under	under	ADP
iajs-1069	85	23	linex	linex	ADJ
iajs-1069	85	24	loss	loss	NOUN
iajs-1069	85	25	function	function	NOUN
iajs-1069	85	26	"	"	PUNCT
iajs-1069	85	27	,	,	PUNCT
iajs-1069	85	28	international	international	ADJ
iajs-1069	85	29	journal	journal	NOUN
iajs-1069	85	30	of	of	ADP
iajs-1069	85	31	advanced	advanced	ADJ
iajs-1069	85	32	research	research	NOUN
iajs-1069	85	33	,	,	PUNCT
iajs-1069	85	34	3	3	NUM
iajs-1069	85	35	,	,	PUNCT
iajs-1069	85	36	2,369	2,369	NUM
iajs-1069	86	1	-375	-375	NOUN
iajs-1069	86	2	.	.	PUNCT
iajs-1069	87	1	12.dey	12.dey	PROPN
iajs-1069	87	2	,	,	PUNCT
iajs-1069	87	3	s.	s.	PROPN
iajs-1069	87	4	,(2007),"inverted	,(2007),"inverted	PUNCT
iajs-1069	87	5	exponential	exponential	ADJ
iajs-1069	87	6	distribution	distribution	NOUN
iajs-1069	87	7	as	as	ADP
iajs-1069	87	8	a	a	DET
iajs-1069	87	9	life	life	NOUN
iajs-1069	87	10	distribution	distribution	NOUN
iajs-1069	87	11	model	model	NOUN
iajs-1069	87	12	from	from	ADP
iajs-1069	87	13	a	a	DET
iajs-1069	87	14	bayesian	bayesian	NOUN
iajs-1069	87	15	view	view	NOUN
iajs-1069	87	16	point	point	NOUN
iajs-1069	87	17	data	data	PROPN
iajs-1069	87	18	"	"	PUNCT
iajs-1069	87	19	,	,	PUNCT
iajs-1069	87	20	science	science	NOUN
iajs-1069	87	21	journal	journal	NOUN
iajs-1069	87	22	,	,	PUNCT
iajs-1069	87	23	6,107	6,107	NUM
iajs-1069	87	24	-	-	SYM
iajs-1069	87	25	113	113	NUM
iajs-1069	87	26	.	.	PUNCT
iajs-1069	88	1	table	table	NOUN
iajs-1069	88	2	(	(	PUNCT
iajs-1069	88	3	1	1	X
iajs-1069	88	4	)	)	PUNCT
iajs-1069	88	5	showed	show	VERB
iajs-1069	88	6	bias	bias	NOUN
iajs-1069	88	7	ratio	ratio	NOUN
iajs-1069	89	1	[	[	X
iajs-1069	89	2	b(.)]of	b(.)]of	ADJ
iajs-1069	89	3	δ	δ	PROPN
iajs-1069	89	4	n	n	CCONJ
iajs-1069	89	5	b(-	b(-	PROPN
iajs-1069	89	6	)	)	PUNCT
iajs-1069	89	7	ζ	ζ	NOUN
iajs-1069	89	8	0.75	0.75	NUM
iajs-1069	89	9	0.50	0.50	NUM
iajs-1069	89	10	0.25	0.25	NUM
iajs-1069	89	11	1	1	NUM
iajs-1069	89	12	1.25	1.25	NUM
iajs-1069	89	13	1.50	1.50	NUM
iajs-1069	89	14	1.75	1.75	NUM
iajs-1069	89	15	2	2	NUM
iajs-1069	89	16	0.01	0.01	NUM
iajs-1069	89	17	4	4	NUM
iajs-1069	89	18	b(-	b(-	NOUN
iajs-1069	89	19	)	)	PUNCT
iajs-1069	89	20	-0.75	-0.75	NUM
iajs-1069	89	21	-0.5	-0.5	PROPN
iajs-1069	89	22	-0.25	-0.25	NUM
iajs-1069	89	23	-1.966415e-9	-1.966415e-9	PROPN
iajs-1069	89	24	0.25	0.25	NUM
iajs-1069	89	25	0.5	0.5	NUM
iajs-1069	89	26	0.75	0.75	NUM
iajs-1069	89	27	1	1	NUM
iajs-1069	89	28	6	6	NUM
iajs-1069	89	29	b(-	b(-	PROPN
iajs-1069	89	30	)	)	PUNCT
iajs-1069	89	31	-0.75	-0.75	NUM
iajs-1069	89	32	-0.5	-0.5	PROPN
iajs-1069	89	33	-0.25	-0.25	NUM
iajs-1069	89	34	-1.670148e-10	-1.670148e-10	NOUN
iajs-1069	90	1	0.25	0.25	NUM
iajs-1069	90	2	0.5	0.5	NUM
iajs-1069	90	3	0.75	0.75	NUM
iajs-1069	90	4	0.9999999	0.9999999	NUM
iajs-1069	90	5	8	8	NUM
iajs-1069	90	6	b(-	b(-	NOUN
iajs-1069	90	7	)	)	PUNCT
iajs-1069	90	8	-0.7499999	-0.7499999	NOUN
iajs-1069	91	1	-0.5	-0.5	NUM
iajs-1069	91	2	-0.25	-0.25	NUM
iajs-1069	91	3	-6.020044e-12	-6.020044e-12	NOUN
iajs-1069	91	4	0.25	0.25	NUM
iajs-1069	91	5	0.5	0.5	NUM
iajs-1069	91	6	0.7499999	0.7499999	NUM
iajs-1069	91	7	0.9999999	0.9999999	NUM
iajs-1069	91	8	10	10	NUM
iajs-1069	91	9	b(-	b(-	PROPN
iajs-1069	91	10	)	)	PUNCT
iajs-1069	91	11	-0.7499999	-0.7499999	NOUN
iajs-1069	91	12	-0.5	-0.5	X
iajs-1069	91	13	-0.25	-0.25	NUM
iajs-1069	91	14	-1.193395e-13	-1.193395e-13	PUNCT
iajs-1069	91	15	0.25	0.25	NUM
iajs-1069	91	16	0.4999999	0.4999999	NUM
iajs-1069	91	17	0.7499999	0.7499999	NUM
iajs-1069	91	18	0.9999999	0.9999999	NUM
iajs-1069	91	19	12	12	NUM
iajs-1069	91	20	b(-	b(-	PROPN
iajs-1069	91	21	)	)	PUNCT
iajs-1069	91	22	-0.7499999	-0.7499999	NOUN
iajs-1069	91	23	-0.4999999	-0.4999999	NOUN
iajs-1069	91	24	-0.25	-0.25	NUM
iajs-1069	91	25	-1.490223e-15	-1.490223e-15	NOUN
iajs-1069	91	26	0.25	0.25	NUM
iajs-1069	91	27	0.4999999	0.4999999	NUM
iajs-1069	91	28	0.7499999	0.7499999	NUM
iajs-1069	91	29	0.9999999	0.9999999	NUM
iajs-1069	91	30	0.05	0.05	NUM
iajs-1069	91	31	4	4	NUM
iajs-1069	91	32	b(-	b(-	NOUN
iajs-1069	91	33	)	)	PUNCT
iajs-1069	91	34	-0.7499813	-0.7499813	NOUN
iajs-1069	91	35	-0.4999878	-0.4999878	ADJ
iajs-1069	91	36	-0.2499944	-0.2499944	NOUN
iajs-1069	92	1	-1.2290094e-6	-1.2290094e-6	PUNCT
iajs-1069	92	2	0.2499919	0.2499919	NUM
iajs-1069	92	3	0.4999849	0.4999849	NUM
iajs-1069	92	4	0.749978	0.749978	NUM
iajs-1069	92	5	0.9999711	0.9999711	NUM
iajs-1069	92	6	6	6	NUM
iajs-1069	92	7	b(-	b(-	NOUN
iajs-1069	92	8	)	)	PUNCT
iajs-1069	92	9	-0.7499719	-0.7499719	NOUN
iajs-1069	92	10	-0.4999813	-0.4999813	PROPN
iajs-1069	92	11	-0.2499907	-0.2499907	PROPN
iajs-1069	92	12	-1.0438422e-7	-1.0438422e-7	PUNCT
iajs-1069	92	13	0.2499904	0.2499904	NUM
iajs-1069	92	14	0.4999808	0.4999808	NUM
iajs-1069	92	15	0.7499712	0.7499712	NUM
iajs-1069	92	16	0.9999615	0.9999615	NUM
iajs-1069	92	17	8	8	NUM
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iajs-1069	107	1	[	[	X
iajs-1069	107	2	r.eff	r.eff	X
iajs-1069	107	3	(	(	PUNCT
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iajs-1069	107	6	]	]	PUNCT
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iajs-1069	108	1	δ	δ	PROPN
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iajs-1069	108	3	r.eff(-	r.eff(-	PROPN
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iajs-1069	111	9	4	4	NUM
iajs-1069	111	10	r.eff(-	r.eff(-	NOUN
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iajs-1069	115	10	r.eff(-	r.eff(-	NOUN
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iajs-1069	115	42	12	12	NUM
iajs-1069	115	43	r.eff(-	r.eff(-	NOUN
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iajs-1069	119	2	(	(	PUNCT
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iajs-1069	119	6	مقدر	مقدر	PROPN
iajs-1069	119	7	التخلص	التخلص	NOUN
iajs-1069	119	8	ذي	ذي	PROPN
iajs-1069	119	9	المرحله	المرحله	PROPN
iajs-1069	119	10	الواحده	الواحده	PROPN
iajs-1069	119	11	الكفؤ	الكفؤ	PROPN
iajs-1069	119	12	لمعلمة	لمعلمة	NOUN
iajs-1069	119	13	قياش	قياش	X
iajs-1069	119	14	توزيع	توزيع	PROPN
iajs-1069	120	1	معكوش	معكوش	PROPN
iajs-1069	121	1	َكاما	َكاما	PROPN
iajs-1069	122	1	عباش	عباش	ADV
iajs-1069	122	2	وجم	وجم	DET
iajs-1069	122	3	سلمان	سلمان	NOUN
iajs-1069	122	4	اوتصار	اوتصار	NOUN
iajs-1069	122	5	عبيد	عبيد	VERB
iajs-1069	122	6	حسون	حسون	PROPN
iajs-1069	122	7	جايعت	جايعت	ADJ
iajs-1069	122	8	بغذاد	بغذاد	PROPN
iajs-1069	122	9	/(ابٍ	/(ابٍ	PUNCT
iajs-1069	123	1	انهيثى	انهيثى	ADV
iajs-1069	123	2	)	)	PUNCT
iajs-1069	123	3	كهيت	كهيت	PROPN
iajs-1069	123	4	انخشبيت	انخشبيت	PROPN
iajs-1069	123	5	نهعهىو	نهعهىو	PROPN
iajs-1069	124	1	انصشفت	انصشفت	PROPN
iajs-1069	124	2	/قسى	/قسى	PUNCT
iajs-1069	124	3	انشياضياث	انشياضياث	NOUN
iajs-1069	124	4	ميمووه	ميمووه	NOUN
iajs-1069	124	5	محمد	محمد	ADJ
iajs-1069	124	6	اميه	اميه	ADJ
iajs-1069	124	7	جايعت	جايعت	ADJ
iajs-1069	124	8	انفهىجت	انفهىجت	PROPN
iajs-1069	124	9	8102	8102	NUM
iajs-1069	124	10	/تشريه	/تشريه	PUNCT
iajs-1069	125	1	الثاوي/82قبل	الثاوي/82قبل	PROPN
iajs-1069	125	2	في	في	PART
iajs-1069	125	3	:	:	PUNCT
iajs-1069	125	4	8102	8102	NUM
iajs-1069	125	5	/	/	SYM
iajs-1069	125	6	حسيران	حسيران	PROPN
iajs-1069	125	7	/	/	SYM
iajs-1069	125	8	82استلم	82استلم	NUM
iajs-1069	125	9	في	في	PRON
iajs-1069	125	10	:	:	PUNCT
iajs-1069	125	11	الخالصة	الخالصة	PROPN
iajs-1069	125	12	نخىصيع	نخىصيع	PROPN
iajs-1069	125	13	يعكىط	يعكىط	PROPN
iajs-1069	125	14	َكايا	َكايا	PROPN
iajs-1069	125	15	ري	ري	PROPN
iajs-1069	125	16	انًعهًخيٍ	انًعهًخيٍ	PROPN
iajs-1069	125	17	عُذيا	عُذيا	PUNCT
iajs-1069	125	18	حكىٌ	حكىٌ	ADJ
iajs-1069	125	19	θيخعايم	θيخعايم	NOUN
iajs-1069	125	20	هزا	هزا	PROPN
iajs-1069	125	21	انبحث	انبحث	PROPN
iajs-1069	125	22	يع	يع	ADP
iajs-1069	125	23	حقذيش	حقذيش	PROPN
iajs-1069	125	24	يعهًتانقياط	يعهًتانقياط	PROPN
iajs-1069	125	25	(	(	PUNCT
iajs-1069	125	26	ssseبطشيقت	ssseبطشيقت	ADJ
iajs-1069	125	27	يقذس	يقذس	PROPN
iajs-1069	125	28	االخخباس	االخخباس	VERB
iajs-1069	125	29	األوني	األوني	PROPN
iajs-1069	125	30	انًخقهص	انًخقهص	PROPN
iajs-1069	125	31	ري	ري	PROPN
iajs-1069	125	32	انًشحهت	انًشحهت	PROPN
iajs-1069	125	33	انىاحذة	انىاحذة	PROPN
iajs-1069	125	34	)	)	PUNCT
iajs-1069	126	1	1يعهىيت	1يعهىيت	NUM
iajs-1069	126	2	وحساوي	وحساوي	NOUN
iajs-1069	126	3	يعهًت	يعهًت	PROPN
iajs-1069	126	4	انشكم	انشكم	PROPN
iajs-1069	126	5	(	(	PUNCT
iajs-1069	126	6	mseورنك	mseورنك	NOUN
iajs-1069	126	7	باسخعًال	باسخعًال	NOUN
iajs-1069	126	8	عايم	عايم	NOUN
iajs-1069	126	9	وصٌ	وصٌ	PROPN
iajs-1069	126	10	ويجال	ويجال	VERB
iajs-1069	126	11	يُاسب.أشخقج	يُاسب.أشخقج	NUM
iajs-1069	126	12	يعادالث	يعادالث	NOUN
iajs-1069	126	13	انخحيض	انخحيض	NOUN
iajs-1069	126	14	,	,	PUNCT
iajs-1069	126	15	يخىسطًشبعاث	يخىسطًشبعاث	NOUN
iajs-1069	126	16	انخطأ	انخطأ	NOUN
iajs-1069	126	17	)	)	PUNCT
iajs-1069	127	1	انًقذس	انًقذس	NOUN
iajs-1069	127	2	انًقخشح	انًقخشح	NOUN
iajs-1069	127	3	.	.	PUNCT
iajs-1069	128	1	(	(	PUNCT
iajs-1069	128	2	ويع	ويع	PROPN
iajs-1069	128	3	انًقذساث	انًقذساث	PROPN
iajs-1069	128	4	انًىجىدة	انًىجىدة	VERB
iajs-1069	128	5	انخي	انخي	PROPN
iajs-1069	128	6	mleوأجشيج	mleوأجشيج	PROPN
iajs-1069	128	7	يقاسَاث	يقاسَاث	PROPN
iajs-1069	128	8	بيٍ	بيٍ	ADJ
iajs-1069	128	9	انًقذس	انًقذس	PROPN
iajs-1069	128	10	انًقخشح	انًقخشح	NOUN
iajs-1069	128	11	يع	يع	ADP
iajs-1069	128	12	انًقذس	انًقذس	PROPN
iajs-1069	128	13	انكالسيكي	انكالسيكي	NOUN
iajs-1069	128	14	)	)	PUNCT
iajs-1069	128	15	جضث	جضث	X
iajs-1069	129	1	وحى	وحى	INTJ
iajs-1069	129	2	عشض	عشض	CCONJ
iajs-1069	129	3	هزة	هزة	PROPN
iajs-1069	129	4	انُخائج	انُخائج	PROPN
iajs-1069	129	5	في	في	ADP
iajs-1069	129	6	انجذاول	انجذاول	NOUN
iajs-1069	129	7	انًشفقت	انًشفقت	ADJ
iajs-1069	129	8	.	.	PUNCT
iajs-1069	129	9	اَ	اَ	PROPN
iajs-1069	129	10	حىصيع	حىصيع	PROPN
iajs-1069	129	11	يعكىط	يعكىط	PROPN
iajs-1069	129	12	َكايا	َكايا	PROPN
iajs-1069	129	13	,	,	PUNCT
iajs-1069	129	14	يقذساأليكاٌ	يقذساأليكاٌ	PROPN
iajs-1069	129	15	االعظى	االعظى	PROPN
iajs-1069	129	16	,	,	PUNCT
iajs-1069	129	17	يقذس	يقذس	PROPN
iajs-1069	129	18	االخخباس	االخخباس	VERB
iajs-1069	129	19	انًخقهص	انًخقهص	PROPN
iajs-1069	129	20	,	,	PUNCT
iajs-1069	129	21	انخحيض	انخحيض	PROPN
iajs-1069	129	22	,	,	PUNCT
iajs-1069	129	23	يخىسط	يخىسط	PROPN
iajs-1069	129	24	يشبع	يشبع	PROPN
iajs-1069	129	25	انخطأ	انخطأ	PROPN
iajs-1069	129	26	:	:	PUNCT
iajs-1069	129	27	الكلمات	الكلمات	VERB
iajs-1069	129	28	المفتاحية	المفتاحية	VERB
iajs-1069	129	29	وانكفأة	وانكفأة	X
iajs-1069	129	30	انُسبيت	انُسبيت	X