id	sid	tid	token	lemma	pos
iajs-906	1	1	2010	2010	NUM
iajs-906	1	2	)	)	PUNCT
iajs-906	1	3	3	3	NUM
iajs-906	1	4	(	(	PUNCT
iajs-906	1	5	23المجلد	23المجلد	NUM
iajs-906	1	6	مجلة	مجلة	VERB
iajs-906	1	7	ابن	ابن	PROPN
iajs-906	1	8	الھیثم	الھیثم	PROPN
iajs-906	1	9	للعلوم	للعلوم	NOUN
iajs-906	1	10	الصرفة	الصرفة	PROPN
iajs-906	1	11	والتطبیقیة	والتطبیقیة	PROPN
iajs-906	1	12	إقتراح	إقتراح	PROPN
iajs-906	1	13	خوارزمیة	خوارزمیة	PROPN
iajs-906	1	14	ھجینة	ھجینة	PROPN
iajs-906	1	15	إلستحداث	إلستحداث	NOUN
iajs-906	1	16	مفتاح	مفتاح	NOUN
iajs-906	1	17	فھرسة	فھرسة	NOUN
iajs-906	1	18	لقاعدة	لقاعدة	PROPN
iajs-906	1	19	البیانات	البیانات	PROPN
iajs-906	1	20	بناءاً	بناءاً	VERB
iajs-906	1	21	على	على	PROPN
iajs-906	1	22	محتویات	محتویات	PROPN
iajs-906	1	23	الصورة	الصورة	PROPN
iajs-906	1	24	جبار	جبار	ADJ
iajs-906	1	25	عماد	عماد	PROPN
iajs-906	1	26	كاظم،شھالء	كاظم،شھالء	PROPN
iajs-906	1	27	طالب	طالب	NOUN
iajs-906	1	28	عبد	عبد	VERB
iajs-906	1	29	الوھاب	الوھاب	ADV
iajs-906	1	30	جامعة	جامعة	PROPN
iajs-906	1	31	بغداد	بغداد	PROPN
iajs-906	1	32	،	،	PROPN
iajs-906	1	33	كلیة	كلیة	PROPN
iajs-906	1	34	التربیة	التربیة	PROPN
iajs-906	1	35	ابن	ابن	PROPN
iajs-906	1	36	الھیثم	الھیثم	PROPN
iajs-906	1	37	،	،	PROPN
iajs-906	2	1	قسم	قسم	PROPN
iajs-906	2	2	علوم	علوم	PROPN
iajs-906	2	3	الحاسبات	الحاسبات	INTJ
iajs-906	2	4	الجامعة	الجامعة	PROPN
iajs-906	2	5	التكنلوجیة	التكنلوجیة	PROPN
iajs-906	2	6	،	،	PROPN
iajs-906	2	7	كلیة	كلیة	PROPN
iajs-906	2	8	العلوم	العلوم	PROPN
iajs-906	2	9	،	،	PROPN
iajs-906	3	1	قسم	قسم	PROPN
iajs-906	3	2	علوم	علوم	PROPN
iajs-906	3	3	الحاسبات	الحاسبات	PROPN
iajs-906	3	4	الخالصة	الخالصة	PROPN
iajs-906	3	5	لحمایة	لحمایة	PROPN
iajs-906	3	6	الصور	الصور	PROPN
iajs-906	3	7	والوثائق	والوثائق	PROPN
iajs-906	3	8	من	من	PROPN
iajs-906	3	9	التزویر	التزویر	PROPN
iajs-906	3	10	او	او	PROPN
iajs-906	3	11	التغییر	التغییر	VERB
iajs-906	3	12	hybrid	hybrid	ADJ
iajs-906	3	13	algorithm)(یتناول	algorithm)(یتناول	PROPN
iajs-906	3	14	ھذا	ھذا	PROPN
iajs-906	3	15	البحث	البحث	PROPN
iajs-906	3	16	اقتراح	اقتراح	PROPN
iajs-906	3	17	طریقة	طریقة	PROPN
iajs-906	4	1	جدیدة	جدیدة	PROPN
iajs-906	4	2	ات	ات	ADP
iajs-906	4	3	الصورة	الصورة	PROPN
iajs-906	5	1	من	من	PROPN
iajs-906	5	2	قیم	قیم	PROPN
iajs-906	5	3	خالل	خالل	PROPN
iajs-906	5	4	ضغط	ضغط	VERB
iajs-906	5	5	البیانات	البیانات	PROPN
iajs-906	5	6	والحصول	والحصول	PROPN
iajs-906	5	7	على	على	PROPN
iajs-906	6	1	مفاتیح	مفاتیح	PROPN
iajs-906	6	2	استرجاع	استرجاع	PROPN
iajs-906	6	3	وتحقق	وتحقق	PROPN
iajs-906	6	4	مبنیة	مبنیة	PROPN
iajs-906	6	5	على	على	PROPN
iajs-906	6	6	محتوی	محتوی	NOUN
iajs-906	6	7	االلكتروني	االلكتروني	PROPN
iajs-906	6	8	وذلك	وذلك	PROPN
iajs-906	6	9	من	من	INTJ
iajs-906	6	10	وخزنھا	وخزنھا	NOUN
iajs-906	6	11	في	في	SCONJ
iajs-906	6	12	قاعدة	قاعدة	PROPN
iajs-906	6	13	البیانات	البیانات	PROPN
iajs-906	6	14	ومن	ومن	PROPN
iajs-906	6	15	ثم	ثم	ADP
iajs-906	6	16	استخدامھا	استخدامھا	ADJ
iajs-906	6	17	لتدقیق	لتدقیق	ADJ
iajs-906	6	18	صحة	صحة	X
iajs-906	6	19	بیانات	بیانات	ADV
iajs-906	6	20	)	)	PUNCT
iajs-906	6	21	االحمر	االحمر	NOUN
iajs-906	6	22	واالزرق	واالزرق	PROPN
iajs-906	6	23	واالخضر(رقمیة	واالخضر(رقمیة	PROPN
iajs-906	6	24	لاللوان	لاللوان	PROPN
iajs-906	6	25	االساسیة	االساسیة	PROPN
iajs-906	6	26	ومقارنة	ومقارنة	PROPN
iajs-906	6	27	مفاتیح	مفاتیح	PROPN
iajs-906	6	28	قیم	قیم	PROPN
iajs-906	6	29	محتویاتھا	محتویاتھا	NOUN
iajs-906	6	30	مع	مع	VERB
iajs-906	6	31	ما	ما	PRON
iajs-906	6	32	مخزون	مخزون	NOUN
iajs-906	6	33	في	في	SCONJ
iajs-906	6	34	قاعدة	قاعدة	PROPN
iajs-906	6	35	نفسھا	نفسھا	VERB
iajs-906	6	36	الطریقةبالوثیقة	الطریقةبالوثیقة	ADJ
iajs-906	6	37	المطلوبة	المطلوبة	PROPN
iajs-906	6	38	من	من	PROPN
iajs-906	6	39	خالل	خالل	PROPN
iajs-906	6	40	إعادة	إعادة	PROPN
iajs-906	6	41	ضغط	ضغط	VERB
iajs-906	6	42	بیاناتھا	بیاناتھا	X
iajs-906	6	43	بحث	بحث	PROPN
iajs-906	7	1	قد	قد	INTJ
iajs-906	7	2	تم	تم	NOUN
iajs-906	7	3	تطویرھا	تطویرھا	PROPN
iajs-906	7	4	بناء	بناء	ADP
iajs-906	7	5	على	على	PROPN
iajs-906	7	6	طرإن	طرإن	PROPN
iajs-906	7	7	الطریقة	الطریقة	PROPN
iajs-906	7	8	ا	ا	PROPN
iajs-906	7	9	.	.	PUNCT
iajs-906	8	1	البیانات	البیانات	PROPN
iajs-906	8	2	وھما	وھما	PROPN
iajs-906	9	1	ق	ق	ADP
iajs-906	9	2	سابقة	سابقة	NOUN
iajs-906	9	3	في	في	ADP
iajs-906	9	4	ضغط	ضغط	PROPN
iajs-906	9	5	واسترجاع	واسترجاع	PROPN
iajs-906	9	6	البیاناتائلمقترحة	البیاناتائلمقترحة	PROPN
iajs-906	9	7	في	في	SCONJ
iajs-906	9	8	ھذا	ھذا	NOUN
iajs-906	9	9	ال	ال	INTJ
iajs-906	10	1	لى	لى	INTJ
iajs-906	10	2	خوارزمیة	خوارزمیة	PROPN
iajs-906	10	3	وذلك	وذلك	PROPN
iajs-906	10	4	بالدمج	بالدمج	PROPN
iajs-906	10	5	بینھما	بینھما	PROPN
iajs-906	10	6	للحصول	للحصول	PROPN
iajs-906	11	1	ع	ع	X
iajs-906	11	2	d4	d4	PROPN
iajs-906	11	3	lifting	lift	VERB
iajs-906	11	4	scheme)(وطریقة	scheme)(وطریقة	PROPN
iajs-906	11	5	haar	haar	VERB
iajs-906	11	6	lifting	lift	VERB
iajs-906	11	7	scheme	scheme	NOUN
iajs-906	11	8	)	)	PUNCT
iajs-906	11	9	(	(	PUNCT
iajs-906	11	10	طریقة	طریقة	NOUN
iajs-906	11	11	ت	ت	PROPN
iajs-906	11	12	الضغط	الضغط	PROPN
iajs-906	11	13	والخزن	والخزن	PROPN
iajs-906	11	14	واالسترجاع	واالسترجاع	NOUN
iajs-906	11	15	لبیانات	لبیانات	PROPN
iajs-906	12	1	من	من	INTJ
iajs-906	12	2	دقة	دقة	VERB
iajs-906	12	3	وصالحیة	وصالحیة	VERB
iajs-906	12	4	الطریقة	الطریقة	PROPN
iajs-906	12	5	المقترحة	المقترحة	PROPN
iajs-906	13	1	من	من	PROPN
iajs-906	13	2	خالل	خالل	PROPN
iajs-906	13	3	اجراء	اجراء	PROPN
iajs-906	13	4	اختبارا	اختبارا	PRON
iajs-906	13	5	تثبتلقد	تثبتلقد	VERB
iajs-906	13	6	تم	تم	NOUN
iajs-906	13	7	ال	ال	NOUN
iajs-906	13	8	.	.	PUNCT
iajs-906	14	1	ھجینة	ھجینة	PROPN
iajs-906	14	2	كما	كما	PROPN
iajs-906	14	3	تمت	تمت	PROPN
iajs-906	14	4	مقارنة	مقارنة	PROPN
iajs-906	14	5	النتائج	النتائج	PROPN
iajs-906	14	6	.	.	PUNCT
iajs-906	15	1	مستوى	مستوى	PROPN
iajs-906	15	2	14مجموعة	14مجموعة	NUM
iajs-906	16	1	من	من	PRON
iajs-906	16	2	الوثائق	الوثائق	ADJ
iajs-906	16	3	المھمة	المھمة	PROPN
iajs-906	16	4	مثل	مثل	NOUN
iajs-906	16	5	الوثائق	الوثائق	NOUN
iajs-906	16	6	الدراسیة	الدراسیة	X
iajs-906	16	7	لمستویات	لمستویات	PROPN
iajs-906	16	8	ضغط	ضغط	VERB
iajs-906	16	9	تصل	تصل	NOUN
iajs-906	16	10	الى	الى	AUX
iajs-906	16	11	lifting	lift	VERB
iajs-906	16	12	scheme	scheme	NOUN
iajs-906	16	13	(	(	PUNCT
iajs-906	16	14	haar(ق	haar(ق	PROPN
iajs-906	16	15	الضغط	الضغط	PROPN
iajs-906	16	16	واالسترجاع	واالسترجاع	NOUN
iajs-906	16	17	االخرى	االخرى	PROPN
iajs-906	16	18	ائالمستحصلة	ائالمستحصلة	PROPN
iajs-906	17	1	من	من	PROPN
iajs-906	17	2	الطریقة	الطریقة	PROPN
iajs-906	17	3	المقترحة	المقترحة	PROPN
iajs-906	17	4	مع	مع	PRON
iajs-906	17	5	مثیالتھا	مثیالتھا	PROPN
iajs-906	18	1	من	من	INTJ
iajs-906	18	2	طر	طر	VERB
iajs-906	18	3	lifting	lift	VERB
iajs-906	18	4	scheme	scheme	NOUN
iajs-906	18	5	and	and	CCONJ
iajs-906	18	6	d4	d4	PROPN
iajs-906	18	7	أظھرت	أظھرت	PROPN
iajs-906	18	8	.	.	PUNCT
iajs-906	19	1	على	على	PROPN
iajs-906	19	2	حده	حده	PROPN
iajs-906	19	3	من	من	PRON
iajs-906	19	4	حیث	حیث	NOUN
iajs-906	19	5	دقة	دقة	NOUN
iajs-906	19	6	اكتشاف	اكتشاف	PROPN
iajs-906	19	7	التزویر	التزویر	PROPN
iajs-906	19	8	او	او	PROPN
iajs-906	19	9	التغییر	التغییر	NOUN
iajs-906	19	10	ومقدار	ومقدار	PROPN
iajs-906	19	11	المساحة	المساحة	PROPN
iajs-906	19	12	الخزنیةكل	الخزنیةكل	PROPN
iajs-906	20	1	ق	ق	PROPN
iajs-906	20	2	المستخدمة	المستخدمة	VERB
iajs-906	20	3	من	من	PROPN
iajs-906	20	4	حیث	حیث	PROPN
iajs-906	20	5	تحّسسھا	تحّسسھا	X
iajs-906	20	6	البسط	البسط	ADJ
iajs-906	20	7	تعدیل	تعدیل	NOUN
iajs-906	20	8	او	او	NOUN
iajs-906	20	9	تغییر	تغییر	VERB
iajs-906	20	10	في	في	ADP
iajs-906	20	11	ائنتائج	ائنتائج	NOUN
iajs-906	20	12	االختبارات	االختبارات	VERB
iajs-906	20	13	ان	ان	PROPN
iajs-906	20	14	الطریقة	الطریقة	PROPN
iajs-906	20	15	المقترحة	المقترحة	PROPN
iajs-906	20	16	تتمیز	تتمیز	PROPN
iajs-906	20	17	على	على	NOUN
iajs-906	20	18	بقیة	بقیة	NOUN
iajs-906	20	19	الطر	الطر	NOUN
iajs-906	20	20	ًا	ًا	AUX
iajs-906	20	21	في	في	DET
iajs-906	20	22	مقدار	مقدار	NOUN
iajs-906	20	23	المساحة	المساحة	PROPN
iajs-906	20	24	المستی	المستی	PROPN
iajs-906	20	25	التي	التي	PROPN
iajs-906	20	26	الوثائق	الوثائق	PROPN
iajs-906	20	27	d4	d4	PROPN
iajs-906	20	28	lifting)(خدمة	lifting)(خدمة	NUM
iajs-906	20	29	مقارنة	مقارنة	PROPN
iajs-906	20	30	بطریقة	بطریقة	ADJ
iajs-906	20	31	راد	راد	NOUN
iajs-906	21	1	استرجاعھا	استرجاعھا	VERB
iajs-906	22	1	في	في	ADP
iajs-906	22	2	حین	حین	PROPN
iajs-906	22	3	اظھرت	اظھرت	PROPN
iajs-906	22	4	تحّسن	تحّسن	NOUN
iajs-906	22	5	scheme	scheme	NOUN
iajs-906	22	6	.	.	PUNCT
iajs-906	23	1	ihjpas	ihjpa	VERB
iajs-906	23	2	ibn	ibn	PROPN
iajs-906	23	3	alhaitham	alhaitham	PROPN
iajs-906	23	4	j.	j.	PROPN
iajs-906	23	5	for	for	ADP
iajs-906	23	6	pure	pure	ADJ
iajs-906	23	7	&	&	CCONJ
iajs-906	23	8	appl	appl	PROPN
iajs-906	23	9	.	.	PUNCT
iajs-906	24	1	sci	sci	PROPN
iajs-906	24	2	.	.	PUNCT
iajs-906	25	1	vol.23	vol.23	PROPN
iajs-906	25	2	(	(	PUNCT
iajs-906	25	3	3	3	NUM
iajs-906	25	4	)	)	PUNCT
iajs-906	25	5	2010	2010	NUM
iajs-906	25	6	proposed	propose	VERB
iajs-906	25	7	hybrid	hybrid	ADJ
iajs-906	25	8	algorithm	algorithm	NOUN
iajs-906	25	9	for	for	ADP
iajs-906	25	10	generate	generate	NOUN
iajs-906	25	11	database	database	NOUN
iajs-906	25	12	index	index	NOUN
iajs-906	25	13	key	key	NOUN
iajs-906	25	14	based	base	VERB
iajs-906	25	15	on	on	ADP
iajs-906	25	16	image	image	NOUN
iajs-906	25	17	contents	content	NOUN
iajs-906	25	18	s.	s.	PROPN
iajs-906	25	19	t.	t.	PROPN
iajs-906	25	20	abdulwahab	abdulwahab	PROPN
iajs-906	25	21	,	,	PUNCT
iajs-906	25	22	e.	e.	PROPN
iajs-906	25	23	k.	k.	PROPN
iajs-906	26	1	jabbar	jabbar	PROPN
iajs-906	26	2	department	department	PROPN
iajs-906	26	3	of	of	ADP
iajs-906	26	4	computer	computer	NOUN
iajs-906	26	5	science	science	NOUN
iajs-906	26	6	,	,	PUNCT
iajs-906	26	7	college	college	NOUN
iajs-906	26	8	of	of	ADP
iajs-906	26	9	education	education	PROPN
iajs-906	26	10	ibn	ibn	PROPN
iajs-906	26	11	al	al	PROPN
iajs-906	26	12	-	-	PUNCT
iajs-906	26	13	haitham	haitham	PROPN
iajs-906	26	14	,	,	PUNCT
iajs-906	26	15	university	university	PROPN
iajs-906	26	16	of	of	ADP
iajs-906	26	17	baghdad	baghdad	PROPN
iajs-906	26	18	department	department	PROPN
iajs-906	26	19	of	of	ADP
iajs-906	26	20	computer	computer	NOUN
iajs-906	26	21	science	science	NOUN
iajs-906	26	22	,	,	PUNCT
iajs-906	26	23	university	university	NOUN
iajs-906	26	24	of	of	ADP
iajs-906	26	25	technology	technology	NOUN
iajs-906	26	26	abstract	abstract	ADV
iajs-906	26	27	this	this	DET
iajs-906	26	28	paper	paper	NOUN
iajs-906	26	29	deals	deal	NOUN
iajs-906	26	30	with	with	ADP
iajs-906	26	31	proposing	propose	VERB
iajs-906	26	32	new	new	ADJ
iajs-906	26	33	lift	lift	NOUN
iajs-906	26	34	ing	ing	ADJ
iajs-906	26	35	scheme	scheme	NOUN
iajs-906	26	36	(	(	PUNCT
iajs-906	26	37	hybrid	hybrid	ADJ
iajs-906	26	38	algorithm	algorithm	NOUN
iajs-906	26	39	)	)	PUNCT
iajs-906	26	40	that	that	PRON
iajs-906	26	41	is	be	AUX
iajs-906	26	42	capable	capable	ADJ
iajs-906	26	43	of	of	ADP
iajs-906	26	44	preventing	prevent	VERB
iajs-906	26	45	images	image	NOUN
iajs-906	26	46	and	and	CCONJ
iajs-906	26	47	documents	document	NOUN
iajs-906	26	48	which	which	PRON
iajs-906	26	49	are	be	AUX
iajs-906	26	50	fraud	fraud	NOUN
iajs-906	26	51	through	through	ADP
iajs-906	26	52	decomposing	decompose	VERB
iajs-906	26	53	there	there	ADV
iajs-906	26	54	in	in	ADP
iajs-906	26	55	to	to	ADP
iajs-906	26	56	the	the	DET
iajs-906	26	57	real	real	ADJ
iajs-906	26	58	colors	color	NOUN
iajs-906	26	59	value	value	NOUN
iajs-906	26	60	arrays	array	VERB
iajs-906	26	61	(	(	PUNCT
iajs-906	26	62	red	red	ADJ
iajs-906	26	63	,	,	PUNCT
iajs-906	26	64	blue	blue	ADJ
iajs-906	26	65	and	and	CCONJ
iajs-906	26	66	green	green	ADJ
iajs-906	26	67	)	)	PUNCT
iajs-906	26	68	to	to	PART
iajs-906	26	69	create	create	VERB
iajs-906	26	70	retrieval	retrieval	NOUN
iajs-906	26	71	keys	key	NOUN
iajs-906	26	72	for	for	ADP
iajs-906	26	73	it	it	PRON
iajs-906	26	74	s	s	VERB
iajs-906	26	75	properties	property	NOUN
iajs-906	26	76	and	and	CCONJ
iajs-906	26	77	store	store	VERB
iajs-906	26	78	it	it	PRON
iajs-906	26	79	in	in	ADP
iajs-906	26	80	the	the	DET
iajs-906	26	81	database	database	NOUN
iajs-906	26	82	and	and	CCONJ
iajs-906	26	83	then	then	ADV
iajs-906	26	84	check	check	VERB
iajs-906	26	85	the	the	DET
iajs-906	26	86	document	document	NOUN
iajs-906	26	87	originality	originality	NOUN
iajs-906	26	88	by	by	ADP
iajs-906	26	89	retrieve	retrieve	VERB
iajs-906	26	90	the	the	DET
iajs-906	26	91	query	query	NOUN
iajs-906	26	92	image	image	NOUN
iajs-906	26	93	or	or	CCONJ
iajs-906	26	94	document	document	NOUN
iajs-906	26	95	through	through	ADP
iajs-906	26	96	the	the	DET
iajs-906	26	97	decomposition	decomposition	NOUN
iajs-906	26	98	described	describe	VERB
iajs-906	26	99	above	above	ADV
iajs-906	26	100	and	and	CCONJ
iajs-906	26	101	compare	compare	VERB
iajs-906	26	102	the	the	DET
iajs-906	26	103	predicted	predict	VERB
iajs-906	26	104	color	color	NOUN
iajs-906	26	105	values	value	NOUN
iajs-906	26	106	(	(	PUNCT
iajs-906	26	107	retrieval	retrieval	NOUN
iajs-906	26	108	keys	key	NOUN
iajs-906	26	109	)	)	PUNCT
iajs-906	26	110	of	of	ADP
iajs-906	26	111	the	the	DET
iajs-906	26	112	query	query	NOUN
iajs-906	26	113	document	document	NOUN
iajs-906	26	114	with	with	ADP
iajs-906	26	115	those	those	PRON
iajs-906	26	116	stored	store	VERB
iajs-906	26	117	in	in	ADP
iajs-906	26	118	the	the	DET
iajs-906	26	119	database	database	NOUN
iajs-906	26	120	.	.	PUNCT
iajs-906	27	1	the	the	DET
iajs-906	27	2	proposed	propose	VERB
iajs-906	27	3	algorithm	algorithm	NOUN
iajs-906	27	4	has	have	AUX
iajs-906	27	5	been	be	AUX
iajs-906	27	6	developed	develop	VERB
iajs-906	27	7	from	from	ADP
iajs-906	27	8	the	the	DET
iajs-906	27	9	two	two	NUM
iajs-906	27	10	known	know	VERB
iajs-906	27	11	lifting	lifting	NOUN
iajs-906	27	12	schemes	scheme	NOUN
iajs-906	27	13	(	(	PUNCT
iajs-906	27	14	haar	haar	NOUN
iajs-906	27	15	and	and	CCONJ
iajs-906	27	16	d4	d4	PROPN
iajs-906	27	17	)	)	PUNCT
iajs-906	27	18	by	by	ADP
iajs-906	27	19	merging	merge	VERB
iajs-906	27	20	them	they	PRON
iajs-906	27	21	to	to	PART
iajs-906	27	22	find	find	VERB
iajs-906	27	23	out	out	ADP
iajs-906	27	24	hybrid	hybrid	ADJ
iajs-906	27	25	lifting	lifting	NOUN
iajs-906	27	26	scheme	scheme	NOUN
iajs-906	27	27	.	.	PUNCT
iajs-906	28	1	the	the	DET
iajs-906	28	2	validity	validity	NOUN
iajs-906	28	3	and	and	CCONJ
iajs-906	28	4	accuracy	accuracy	NOUN
iajs-906	28	5	of	of	ADP
iajs-906	28	6	the	the	DET
iajs-906	28	7	proposed	propose	VERB
iajs-906	28	8	algorithm	algorithm	NOUN
iajs-906	28	9	have	have	AUX
iajs-906	28	10	been	be	AUX
iajs-906	28	11	evaluated	evaluate	VERB
iajs-906	28	12	through	through	ADP
iajs-906	28	13	experiments	experiment	NOUN
iajs-906	28	14	with	with	ADP
iajs-906	28	15	the	the	DET
iajs-906	28	16	decomposition	decomposition	NOUN
iajs-906	28	17	of	of	ADP
iajs-906	28	18	database	database	NOUN
iajs-906	28	19	image	image	NOUN
iajs-906	28	20	consists	consist	VERB
iajs-906	28	21	of	of	ADP
iajs-906	28	22	important	important	ADJ
iajs-906	28	23	documents	document	NOUN
iajs-906	28	24	like	like	ADP
iajs-906	28	25	college	college	NOUN
iajs-906	28	26	certifications	certification	NOUN
iajs-906	28	27	up	up	ADP
iajs-906	28	28	to	to	ADP
iajs-906	28	29	maximal	maximal	ADJ
iajs-906	28	30	decomposition	decomposition	NOUN
iajs-906	28	31	level	level	NOUN
iajs-906	28	32	of	of	ADP
iajs-906	28	33	14	14	NUM
iajs-906	28	34	.	.	PUNCT
iajs-906	29	1	the	the	DET
iajs-906	29	2	t	t	PROPN
iajs-906	29	3	ests	est	NOUN
iajs-906	29	4	results	result	VERB
iajs-906	29	5	using	use	VERB
iajs-906	29	6	the	the	DET
iajs-906	29	7	hybrid	hybrid	ADJ
iajs-906	29	8	algorithm	algorithm	NOUN
iajs-906	29	9	were	be	AUX
iajs-906	29	10	compared	compare	VERB
iajs-906	29	11	with	with	ADP
iajs-906	29	12	that	that	PRON
iajs-906	29	13	of	of	ADP
iajs-906	29	14	the	the	DET
iajs-906	29	15	other	other	ADJ
iajs-906	29	16	methods	method	NOUN
iajs-906	29	17	(	(	PUNCT
iajs-906	29	18	haar	haar	NOUN
iajs-906	29	19	and	and	CCONJ
iajs-906	29	20	d4	d4	PROPN
iajs-906	29	21	lifting	lifting	NOUN
iajs-906	29	22	scheme	scheme	NOUN
iajs-906	29	23	)	)	PUNCT
iajs-906	29	24	in	in	ADP
iajs-906	29	25	terms	term	NOUN
iajs-906	29	26	of	of	ADP
iajs-906	29	27	the	the	DET
iajs-906	29	28	accuracy	accuracy	NOUN
iajs-906	29	29	of	of	ADP
iajs-906	29	30	discovering	discover	VERB
iajs-906	29	31	forgeries	forgery	NOUN
iajs-906	29	32	(	(	PUNCT
iajs-906	29	33	retrieval	retrieval	NOUN
iajs-906	29	34	accuracy	accuracy	NOUN
iajs-906	29	35	)	)	PUNCT
iajs-906	29	36	and	and	CCONJ
iajs-906	29	37	the	the	DET
iajs-906	29	38	required	require	VERB
iajs-906	29	39	store	store	NOUN
iajs-906	29	40	memory	memory	NOUN
iajs-906	29	41	area	area	NOUN
iajs-906	29	42	.	.	PUNCT
iajs-906	30	1	the	the	DET
iajs-906	30	2	results	result	NOUN
iajs-906	30	3	illustrate	illustrate	VERB
iajs-906	30	4	that	that	SCONJ
iajs-906	30	5	the	the	DET
iajs-906	30	6	hybrid	hybrid	ADJ
iajs-906	30	7	algorithm	algorithm	NOUN
iajs-906	30	8	show	show	VERB
iajs-906	30	9	better	well	ADJ
iajs-906	30	10	performance	performance	NOUN
iajs-906	30	11	than	than	ADP
iajs-906	30	12	the	the	DET
iajs-906	30	13	others	other	NOUN
iajs-906	30	14	in	in	ADP
iajs-906	30	15	terms	term	NOUN
iajs-906	30	16	of	of	ADP
iajs-906	30	17	the	the	DET
iajs-906	30	18	sensitivity	sensitivity	NOUN
iajs-906	30	19	to	to	ADP
iajs-906	30	20	any	any	DET
iajs-906	30	21	change	change	NOUN
iajs-906	30	22	in	in	ADP
iajs-906	30	23	the	the	DET
iajs-906	30	24	retrieval	retrieval	NOUN
iajs-906	30	25	documents	document	NOUN
iajs-906	30	26	.	.	PUNCT
iajs-906	31	1	also	also	ADV
iajs-906	31	2	,	,	PUNCT
iajs-906	31	3	hybrid	hybrid	ADJ
iajs-906	31	4	algorithm	algorithm	NOUN
iajs-906	31	5	exhibits	exhibit	VERB
iajs-906	31	6	good	good	ADJ
iajs-906	31	7	improvement	improvement	NOUN
iajs-906	31	8	in	in	ADP
iajs-906	31	9	terms	term	NOUN
iajs-906	31	10	of	of	ADP
iajs-906	31	11	the	the	DET
iajs-906	31	12	used	use	VERB
iajs-906	31	13	memory	memory	NOUN
iajs-906	31	14	space	space	NOUN
iajs-906	31	15	compared	compare	VERB
iajs-906	31	16	to	to	ADP
iajs-906	31	17	the	the	DET
iajs-906	31	18	results	result	NOUN
iajs-906	31	19	obtained	obtain	VERB
iajs-906	31	20	by	by	ADP
iajs-906	31	21	d4	d4	PROPN
iajs-906	31	22	lifting	lifting	NOUN
iajs-906	31	23	scheme	scheme	NOUN
iajs-906	31	24	.	.	PUNCT
iajs-906	32	1	key	key	ADJ
iajs-906	32	2	words	word	NOUN
iajs-906	32	3	:	:	PUNCT
iajs-906	32	4	image	image	NOUN
iajs-906	32	5	retrieval	retrieval	NOUN
iajs-906	32	6	;	;	PUNCT
iajs-906	32	7	fraud	fraud	NOUN
iajs-906	32	8	documents	document	NOUN
iajs-906	32	9	prevention	prevention	NOUN
iajs-906	32	10	;	;	PUNCT
iajs-906	32	11	hybrid	hybrid	ADJ
iajs-906	32	12	algorithm	algorithm	NOUN
iajs-906	32	13	.	.	PUNCT
iajs-906	33	1	introduction	introduction	NOUN
iajs-906	33	2	most	most	ADJ
iajs-906	33	3	of	of	ADP
iajs-906	33	4	database	database	NOUN
iajs-906	33	5	system	system	NOUN
iajs-906	33	6	use	use	VERB
iajs-906	33	7	images	image	NOUN
iajs-906	33	8	since	since	SCONJ
iajs-906	33	9	they	they	PRON
iajs-906	33	10	show	show	VERB
iajs-906	33	11	a	a	DET
iajs-906	33	12	large	large	ADJ
iajs-906	33	13	amount	amount	NOUN
iajs-906	33	14	of	of	ADP
iajs-906	33	15	information	information	NOUN
iajs-906	33	16	and	and	CCONJ
iajs-906	33	17	are	be	AUX
iajs-906	33	18	easy	easy	ADJ
iajs-906	33	19	to	to	PART
iajs-906	33	20	store	store	VERB
iajs-906	33	21	without	without	ADP
iajs-906	33	22	data	datum	NOUN
iajs-906	33	23	entry	entry	NOUN
iajs-906	33	24	.	.	PUNCT
iajs-906	34	1	the	the	DET
iajs-906	34	2	amount	amount	NOUN
iajs-906	34	3	of	of	ADP
iajs-906	34	4	digital	digital	ADJ
iajs-906	34	5	images	image	NOUN
iajs-906	34	6	available	available	ADJ
iajs-906	34	7	for	for	ADP
iajs-906	34	8	the	the	DET
iajs-906	34	9	office	office	NOUN
iajs-906	34	10	document	document	NOUN
iajs-906	34	11	is	be	AUX
iajs-906	34	12	rapidly	rapidly	ADV
iajs-906	34	13	growing	grow	VERB
iajs-906	34	14	because	because	SCONJ
iajs-906	34	15	of	of	ADP
iajs-906	34	16	that	that	SCONJ
iajs-906	34	17	there	there	PRON
iajs-906	34	18	is	be	VERB
iajs-906	34	19	a	a	DET
iajs-906	34	20	great	great	ADJ
iajs-906	34	21	need	need	NOUN
iajs-906	34	22	for	for	ADP
iajs-906	34	23	efficient	efficient	ADJ
iajs-906	34	24	image	image	NOUN
iajs-906	34	25	indexing	indexing	NOUN
iajs-906	34	26	and	and	CCONJ
iajs-906	34	27	access	access	NOUN
iajs-906	34	28	tools	tool	NOUN
iajs-906	34	29	.	.	PUNCT
iajs-906	35	1	document	document	NOUN
iajs-906	35	2	which	which	PRON
iajs-906	35	3	is	be	AUX
iajs-906	35	4	fraud	fraud	NOUN
iajs-906	35	5	involves	involve	VERB
iajs-906	35	6	efforts	effort	NOUN
iajs-906	35	7	to	to	PART
iajs-906	35	8	obtain	obtain	VERB
iajs-906	35	9	genuine	genuine	ADJ
iajs-906	35	10	identity	identity	NOUN
iajs-906	35	11	documents	document	NOUN
iajs-906	35	12	through	through	ADP
iajs-906	35	13	fraudulent	fraudulent	ADJ
iajs-906	35	14	means	mean	NOUN
iajs-906	35	15	and	and	CCONJ
iajs-906	35	16	the	the	DET
iajs-906	35	17	alteration	alteration	NOUN
iajs-906	35	18	of	of	ADP
iajs-906	35	19	valid	valid	ADJ
iajs-906	35	20	documents	document	NOUN
iajs-906	35	21	to	to	PART
iajs-906	35	22	be	be	AUX
iajs-906	35	23	used	use	VERB
iajs-906	35	24	for	for	ADP
iajs-906	35	25	fraudulent	fraudulent	ADJ
iajs-906	35	26	purposes	purpose	NOUN
iajs-906	35	27	[	[	X
iajs-906	35	28	1	1	NUM
iajs-906	35	29	]	]	PUNCT
iajs-906	35	30	.	.	PUNCT
iajs-906	36	1	in	in	ADP
iajs-906	36	2	recent	recent	ADJ
iajs-906	36	3	years	year	NOUN
iajs-906	36	4	,	,	PUNCT
iajs-906	36	5	fraud	fraud	NOUN
iajs-906	36	6	document	document	NOUN
iajs-906	36	7	has	have	AUX
iajs-906	36	8	grown	grow	VERB
iajs-906	36	9	increasingly	increasingly	ADV
iajs-906	36	10	widespread	widespread	ADJ
iajs-906	36	11	.	.	PUNCT
iajs-906	37	1	the	the	DET
iajs-906	37	2	sophistication	sophistication	NOUN
iajs-906	37	3	of	of	ADP
iajs-906	37	4	these	these	DET
iajs-906	37	5	schemes	scheme	NOUN
iajs-906	37	6	has	have	AUX
iajs-906	37	7	also	also	ADV
iajs-906	37	8	grown	grow	VERB
iajs-906	37	9	,	,	PUNCT
iajs-906	37	10	as	as	SCONJ
iajs-906	37	11	document	document	NOUN
iajs-906	37	12	forgers	forger	NOUN
iajs-906	37	13	increasingly	increasingly	ADV
iajs-906	37	14	use	use	VERB
iajs-906	37	15	computer	computer	NOUN
iajs-906	37	16	software	software	NOUN
iajs-906	37	17	and	and	CCONJ
iajs-906	37	18	high	high	ADJ
iajs-906	37	19	-	-	PUNCT
iajs-906	37	20	resolution	resolution	NOUN
iajs-906	37	21	digital	digital	ADJ
iajs-906	37	22	scanners	scanner	NOUN
iajs-906	37	23	to	to	PART
iajs-906	37	24	play	play	VERB
iajs-906	37	25	their	their	PRON
iajs-906	37	26	trade	trade	NOUN
iajs-906	37	27	.	.	PUNCT
iajs-906	38	1	additionally	additionally	ADV
iajs-906	38	2	,	,	PUNCT
iajs-906	38	3	the	the	DET
iajs-906	38	4	internet	internet	NOUN
iajs-906	38	5	is	be	AUX
iajs-906	38	6	being	be	AUX
iajs-906	38	7	used	use	VERB
iajs-906	38	8	more	more	ADV
iajs-906	38	9	frequently	frequently	ADV
iajs-906	38	10	to	to	PART
iajs-906	38	11	market	market	VERB
iajs-906	38	12	fake	fake	ADJ
iajs-906	38	13	documents	document	NOUN
iajs-906	38	14	to	to	ADP
iajs-906	38	15	customers	customer	NOUN
iajs-906	38	16	.	.	PUNCT
iajs-906	39	1	most	most	ADJ
iajs-906	39	2	losses	loss	NOUN
iajs-906	39	3	become	become	VERB
iajs-906	39	4	the	the	DET
iajs-906	39	5	responsibility	responsibility	NOUN
iajs-906	39	6	of	of	ADP
iajs-906	39	7	the	the	DET
iajs-906	39	8	document	document	NOUN
iajs-906	39	9	issuer	issuer	NOUN
iajs-906	39	10	.	.	PUNCT
iajs-906	40	1	fraud	fraud	NOUN
iajs-906	40	2	document	document	NOUN
iajs-906	40	3	prevention	prevention	NOUN
iajs-906	40	4	is	be	AUX
iajs-906	40	5	an	an	DET
iajs-906	40	6	important	important	ADJ
iajs-906	40	7	part	part	NOUN
iajs-906	40	8	of	of	ADP
iajs-906	40	9	protecting	protect	VERB
iajs-906	40	10	a	a	DET
iajs-906	40	11	database	database	NOUN
iajs-906	40	12	since	since	SCONJ
iajs-906	40	13	fraud	fraud	NOUN
iajs-906	40	14	prevention	prevention	NOUN
iajs-906	40	15	can	can	AUX
iajs-906	40	16	occur	occur	VERB
iajs-906	40	17	through	through	ADP
iajs-906	40	18	a	a	DET
iajs-906	40	19	variety	variety	NOUN
iajs-906	40	20	of	of	ADP
iajs-906	40	21	ways	way	NOUN
iajs-906	40	22	[	[	X
iajs-906	40	23	2	2	NUM
iajs-906	40	24	]	]	PUNCT
iajs-906	40	25	.	.	PUNCT
iajs-906	41	1	ihjpas	ihjpas	PROPN
iajs-906	41	2	content	content	NOUN
iajs-906	41	3	-	-	PUNCT
iajs-906	41	4	based	base	VERB
iajs-906	41	5	image	image	NOUN
iajs-906	41	6	retrieval	retrieval	NOUN
iajs-906	41	7	(	(	PUNCT
iajs-906	41	8	cbir	cbir	NOUN
iajs-906	41	9	)	)	PUNCT
iajs-906	41	10	is	be	AUX
iajs-906	41	11	considered	consider	VERB
iajs-906	41	12	as	as	ADP
iajs-906	41	13	the	the	DET
iajs-906	41	14	process	process	NOUN
iajs-906	41	15	of	of	ADP
iajs-906	41	16	retrieving	retrieve	VERB
iajs-906	41	17	desired	desire	VERB
iajs-906	41	18	images	image	NOUN
iajs-906	41	19	or	or	CCONJ
iajs-906	41	20	documents	document	NOUN
iajs-906	41	21	from	from	ADP
iajs-906	41	22	huge	huge	ADJ
iajs-906	41	23	databases	database	NOUN
iajs-906	41	24	based	base	VERB
iajs-906	41	25	on	on	ADP
iajs-906	41	26	extracted	extract	VERB
iajs-906	41	27	features	feature	NOUN
iajs-906	41	28	from	from	ADP
iajs-906	41	29	the	the	DET
iajs-906	41	30	image	image	NOUN
iajs-906	41	31	itself	itself	PRON
iajs-906	41	32	(	(	PUNCT
iajs-906	41	33	without	without	ADP
iajs-906	41	34	indexing	index	VERB
iajs-906	41	35	a	a	DET
iajs-906	41	36	key	key	ADJ
iajs-906	41	37	word	word	NOUN
iajs-906	41	38	)	)	PUNCT
iajs-906	41	39	.	.	PUNCT
iajs-906	42	1	features	feature	NOUN
iajs-906	42	2	are	be	AUX
iajs-906	42	3	derived	derive	VERB
iajs-906	42	4	directly	directly	ADV
iajs-906	42	5	from	from	ADP
iajs-906	42	6	the	the	DET
iajs-906	42	7	images	image	NOUN
iajs-906	42	8	and	and	CCONJ
iajs-906	42	9	they	they	PRON
iajs-906	42	10	are	be	AUX
iajs-906	42	11	extracted	extract	VERB
iajs-906	42	12	and	and	CCONJ
iajs-906	42	13	analyzed	analyze	VERB
iajs-906	42	14	by	by	ADP
iajs-906	42	15	computer	computer	NOUN
iajs-906	42	16	processing	processing	NOUN
iajs-906	42	17	[	[	X
iajs-906	42	18	3	3	NUM
iajs-906	42	19	]	]	PUNCT
iajs-906	42	20	.	.	PUNCT
iajs-906	43	1	cbir	cbir	PROPN
iajs-906	43	2	is	be	AUX
iajs-906	43	3	a	a	DET
iajs-906	43	4	bottleneck	bottleneck	NOUN
iajs-906	43	5	of	of	ADP
iajs-906	43	6	the	the	DET
iajs-906	43	7	access	access	NOUN
iajs-906	43	8	for	for	ADP
iajs-906	43	9	the	the	DET
iajs-906	43	10	multimedia	multimedia	NOUN
iajs-906	43	11	databases	database	NOUN
iajs-906	43	12	that	that	PRON
iajs-906	43	13	deal	deal	VERB
iajs-906	43	14	with	with	ADP
iajs-906	43	15	text	text	NOUN
iajs-906	43	16	,	,	PUNCT
iajs-906	43	17	audio	audio	NOUN
iajs-906	43	18	,	,	PUNCT
iajs-906	43	19	video	video	NOUN
iajs-906	43	20	and	and	CCONJ
iajs-906	43	21	image	image	NOUN
iajs-906	43	22	data	datum	NOUN
iajs-906	43	23	which	which	PRON
iajs-906	43	24	could	could	AUX
iajs-906	43	25	provide	provide	VERB
iajs-906	43	26	ibn	ibn	PROPN
iajs-906	43	27	alhaitham	alhaitham	NOUN
iajs-906	43	28	j.	j.	PROPN
iajs-906	43	29	for	for	ADP
iajs-906	43	30	pure	pure	ADJ
iajs-906	43	31	&	&	CCONJ
iajs-906	43	32	appl	appl	PROPN
iajs-906	43	33	.	.	PUNCT
iajs-906	44	1	sci	sci	PROPN
iajs-906	44	2	.	.	PUNCT
iajs-906	45	1	vol.23	vol.23	PROPN
iajs-906	45	2	(	(	PUNCT
iajs-906	45	3	3	3	NUM
iajs-906	45	4	)	)	PUNCT
iajs-906	45	5	2010	2010	NUM
iajs-906	45	6	us	we	PRON
iajs-906	45	7	with	with	ADP
iajs-906	45	8	enormous	enormous	ADJ
iajs-906	45	9	amount	amount	NOUN
iajs-906	45	10	of	of	ADP
iajs-906	45	11	information	information	NOUN
iajs-906	45	12	.	.	PUNCT
iajs-906	46	1	many	many	ADJ
iajs-906	46	2	commercial	commercial	ADJ
iajs-906	46	3	and	and	CCONJ
iajs-906	46	4	research	research	NOUN
iajs-906	46	5	cbir	cbir	NOUN
iajs-906	46	6	systems	system	NOUN
iajs-906	46	7	have	have	AUX
iajs-906	46	8	been	be	AUX
iajs-906	46	9	built	build	VERB
iajs-906	46	10	and	and	CCONJ
iajs-906	46	11	developed	develop	VERB
iajs-906	46	12	[	[	X
iajs-906	46	13	4	4	NUM
iajs-906	46	14	]	]	PUNCT
iajs-906	46	15	.	.	PUNCT
iajs-906	47	1	content	content	NOUN
iajs-906	47	2	based	base	VERB
iajs-906	47	3	image	image	NOUN
iajs-906	47	4	retrieval	retrieval	NOUN
iajs-906	47	5	allowing	allow	VERB
iajs-906	47	6	to	to	PART
iajs-906	47	7	automatically	automatically	ADV
iajs-906	47	8	extract	extract	VERB
iajs-906	47	9	targets	target	NOUN
iajs-906	47	10	according	accord	VERB
iajs-906	47	11	to	to	ADP
iajs-906	47	12	objective	objective	ADJ
iajs-906	47	13	visual	visual	ADJ
iajs-906	47	14	contents	content	NOUN
iajs-906	47	15	of	of	ADP
iajs-906	47	16	image	image	NOUN
iajs-906	47	17	itself	itself	PRON
iajs-906	47	18	like	like	ADP
iajs-906	47	19	color	color	NOUN
iajs-906	47	20	,	,	PUNCT
iajs-906	47	21	texture	texture	NOUN
iajs-906	47	22	and	and	CCONJ
iajs-906	47	23	shape	shape	NOUN
iajs-906	47	24	[	[	X
iajs-906	47	25	5	5	NUM
iajs-906	47	26	]	]	PUNCT
iajs-906	47	27	.	.	PUNCT
iajs-906	48	1	in	in	ADP
iajs-906	48	2	this	this	DET
iajs-906	48	3	work	work	NOUN
iajs-906	48	4	,	,	PUNCT
iajs-906	48	5	haar	haar	X
iajs-906	48	6	and	and	CCONJ
iajs-906	48	7	d4	d4	PROPN
iajs-906	48	8	lifting	lifting	NOUN
iajs-906	48	9	schemes	scheme	NOUN
iajs-906	48	10	have	have	AUX
iajs-906	48	11	been	be	AUX
iajs-906	48	12	used	use	VERB
iajs-906	48	13	to	to	PART
iajs-906	48	14	decompose	decompose	VERB
iajs-906	48	15	color	color	NOUN
iajs-906	48	16	document	document	NOUN
iajs-906	48	17	images	image	NOUN
iajs-906	48	18	into	into	ADP
iajs-906	48	19	multilevel	multilevel	ADJ
iajs-906	48	20	scale	scale	NOUN
iajs-906	48	21	and	and	CCONJ
iajs-906	48	22	wavelet	wavelet	NOUN
iajs-906	48	23	coefficients	coefficient	NOUN
iajs-906	48	24	.	.	PUNCT
iajs-906	49	1	new	new	ADJ
iajs-906	49	2	lifting	lifting	NOUN
iajs-906	49	3	scheme	scheme	NOUN
iajs-906	49	4	has	have	AUX
iajs-906	49	5	been	be	AUX
iajs-906	49	6	proposed	propose	VERB
iajs-906	49	7	throughout	throughout	ADP
iajs-906	49	8	this	this	DET
iajs-906	49	9	paper	paper	NOUN
iajs-906	49	10	.	.	PUNCT
iajs-906	50	1	the	the	DET
iajs-906	50	2	new	new	ADJ
iajs-906	50	3	scheme	scheme	NOUN
iajs-906	50	4	presents	present	VERB
iajs-906	50	5	a	a	DET
iajs-906	50	6	progressive	progressive	ADJ
iajs-906	50	7	retrieval	retrieval	NOUN
iajs-906	50	8	strategy	strategy	NOUN
iajs-906	50	9	,	,	PUNCT
iajs-906	50	10	which	which	PRON
iajs-906	50	11	contributes	contribute	VERB
iajs-906	50	12	to	to	ADP
iajs-906	50	13	flexible	flexible	ADJ
iajs-906	50	14	compromise	compromise	NOUN
iajs-906	50	15	between	between	ADP
iajs-906	50	16	the	the	DET
iajs-906	50	17	retrieval	retrieval	NOUN
iajs-906	50	18	accuracy	accuracy	NOUN
iajs-906	50	19	and	and	CCONJ
iajs-906	50	20	memory	memory	NOUN
iajs-906	50	21	space	space	NOUN
iajs-906	50	22	.	.	PUNCT
iajs-906	51	1	the	the	DET
iajs-906	51	2	retrieval	retrieval	NOUN
iajs-906	51	3	performances	performance	NOUN
iajs-906	51	4	are	be	AUX
iajs-906	51	5	compared	compare	VERB
iajs-906	51	6	with	with	ADP
iajs-906	51	7	those	those	PRON
iajs-906	51	8	of	of	ADP
iajs-906	51	9	its	its	PRON
iajs-906	51	10	classical	classical	ADJ
iajs-906	51	11	counterpart	counterpart	NOUN
iajs-906	51	12	in	in	ADP
iajs-906	51	13	terms	term	NOUN
iajs-906	51	14	of	of	ADP
iajs-906	51	15	retrieval	retrieval	NOUN
iajs-906	51	16	accuracy	accuracy	NOUN
iajs-906	51	17	and	and	CCONJ
iajs-906	51	18	memory	memory	NOUN
iajs-906	51	19	space	space	NOUN
iajs-906	51	20	.	.	PUNCT
iajs-906	52	1	lifting	lift	VERB
iajs-906	52	2	schemes	scheme	NOUN
iajs-906	52	3	the	the	DET
iajs-906	52	4	lifting	lift	VERB
iajs-906	52	5	scheme	scheme	NOUN
iajs-906	52	6	is	be	AUX
iajs-906	52	7	a	a	DET
iajs-906	52	8	tool	tool	NOUN
iajs-906	52	9	for	for	ADP
iajs-906	52	10	constructing	construct	VERB
iajs-906	52	11	second	second	ADJ
iajs-906	52	12	-	-	PUNCT
iajs-906	52	13	generation	generation	NOUN
iajs-906	52	14	wavelets	wavelet	NOUN
iajs-906	52	15	,	,	PUNCT
iajs-906	52	16	which	which	PRON
iajs-906	52	17	are	be	AUX
iajs-906	52	18	no	no	ADV
iajs-906	52	19	longer	long	ADV
iajs-906	52	20	,	,	PUNCT
iajs-906	52	21	dilates	dilate	VERB
iajs-906	52	22	and	and	CCONJ
iajs-906	52	23	translates	translate	NOUN
iajs-906	52	24	of	of	ADP
iajs-906	52	25	one	one	NUM
iajs-906	52	26	single	single	ADJ
iajs-906	52	27	function	function	NOUN
iajs-906	52	28	.	.	PUNCT
iajs-906	53	1	the	the	DET
iajs-906	53	2	lifting	lift	VERB
iajs-906	53	3	scheme	scheme	NOUN
iajs-906	53	4	can	can	AUX
iajs-906	53	5	be	be	AUX
iajs-906	53	6	viewed	view	VERB
iajs-906	53	7	as	as	ADP
iajs-906	53	8	a	a	DET
iajs-906	53	9	process	process	NOUN
iajs-906	53	10	of	of	ADP
iajs-906	53	11	taking	take	VERB
iajs-906	53	12	an	an	DET
iajs-906	53	13	existing	exist	VERB
iajs-906	53	14	wavelet	wavelet	NOUN
iajs-906	53	15	and	and	CCONJ
iajs-906	53	16	modifying	modify	VERB
iajs-906	53	17	it	it	PRON
iajs-906	53	18	by	by	ADP
iajs-906	53	19	adding	add	VERB
iajs-906	53	20	linear	linear	ADJ
iajs-906	53	21	combinations	combination	NOUN
iajs-906	53	22	of	of	ADP
iajs-906	53	23	the	the	DET
iajs-906	53	24	scaling	scale	VERB
iajs-906	53	25	function	function	NOUN
iajs-906	53	26	at	at	ADP
iajs-906	53	27	the	the	DET
iajs-906	53	28	same	same	ADJ
iajs-906	53	29	level	level	NOUN
iajs-906	53	30	of	of	ADP
iajs-906	53	31	resolution	resolution	NOUN
iajs-906	53	32	[	[	PUNCT
iajs-906	53	33	6].the	6].the	DET
iajs-906	53	34	wavelet	wavelet	NOUN
iajs-906	53	35	lifting	lifting	NOUN
iajs-906	53	36	scheme	scheme	NOUN
iajs-906	53	37	was	be	AUX
iajs-906	53	38	developed	develop	VERB
iajs-906	53	39	by	by	ADP
iajs-906	53	40	wim	wim	PROPN
iajs-906	53	41	sweldens	swelden	NOUN
iajs-906	53	42	and	and	CCONJ
iajs-906	53	43	others	other	NOUN
iajs-906	53	44	.	.	PUNCT
iajs-906	54	1	wavelet	wavelet	NOUN
iajs-906	54	2	lifting	lifting	NOUN
iajs-906	54	3	scheme	scheme	NOUN
iajs-906	54	4	algorithms	algorithm	NOUN
iajs-906	54	5	have	have	VERB
iajs-906	54	6	several	several	ADJ
iajs-906	54	7	advantages	advantage	NOUN
iajs-906	54	8	like	like	ADP
iajs-906	54	9	[	[	X
iajs-906	54	10	7	7	NUM
iajs-906	54	11	]	]	SYM
iajs-906	54	12	:	:	PUNCT
iajs-906	54	13	1	1	X
iajs-906	54	14	.	.	PUNCT
iajs-906	54	15	allows	allow	VERB
iajs-906	54	16	faster	fast	ADJ
iajs-906	54	17	implementation	implementation	NOUN
iajs-906	54	18	of	of	ADP
iajs-906	54	19	the	the	DET
iajs-906	54	20	wavelet	wavelet	NOUN
iajs-906	54	21	transform	transform	NOUN
iajs-906	54	22	.	.	PUNCT
iajs-906	55	1	2	2	X
iajs-906	55	2	.	.	PUNCT
iajs-906	55	3	saves	save	VERB
iajs-906	55	4	storage	storage	NOUN
iajs-906	55	5	by	by	ADP
iajs-906	55	6	providing	provide	VERB
iajs-906	55	7	an	an	DET
iajs-906	55	8	inplace	inplace	NOUN
iajs-906	55	9	calculation	calculation	NOUN
iajs-906	55	10	of	of	ADP
iajs-906	55	11	the	the	DET
iajs-906	55	12	wavelet	wavelet	NOUN
iajs-906	55	13	transform	transform	NOUN
iajs-906	55	14	.	.	PUNCT
iajs-906	56	1	3	3	X
iajs-906	56	2	.	.	X
iajs-906	56	3	simplifies	simplifie	NOUN
iajs-906	56	4	determining	determine	VERB
iajs-906	56	5	the	the	DET
iajs-906	56	6	inverse	inverse	NOUN
iajs-906	56	7	wavelet	wavelet	NOUN
iajs-906	56	8	transform	transform	NOUN
iajs-906	56	9	.	.	PUNCT
iajs-906	57	1	4	4	X
iajs-906	57	2	.	.	PUNCT
iajs-906	57	3	provides	provide	VERB
iajs-906	57	4	a	a	DET
iajs-906	57	5	natural	natural	ADJ
iajs-906	57	6	way	way	NOUN
iajs-906	57	7	to	to	PART
iajs-906	57	8	introduce	introduce	VERB
iajs-906	57	9	and	and	CCONJ
iajs-906	57	10	think	think	VERB
iajs-906	57	11	about	about	ADP
iajs-906	57	12	wavelets	wavelet	NOUN
iajs-906	57	13	.	.	PUNCT
iajs-906	58	1	wavelet	wavelet	NOUN
iajs-906	58	2	algorithms	algorithm	NOUN
iajs-906	58	3	are	be	AUX
iajs-906	58	4	recursive	recursive	ADJ
iajs-906	58	5	.	.	PUNCT
iajs-906	59	1	so	so	ADV
iajs-906	59	2	the	the	DET
iajs-906	59	3	output	output	NOUN
iajs-906	59	4	of	of	ADP
iajs-906	59	5	one	one	NUM
iajs-906	59	6	step	step	NOUN
iajs-906	59	7	of	of	ADP
iajs-906	59	8	the	the	DET
iajs-906	59	9	algorithm	algorithm	NOUN
iajs-906	59	10	becomes	become	VERB
iajs-906	59	11	the	the	DET
iajs-906	59	12	input	input	NOUN
iajs-906	59	13	for	for	ADP
iajs-906	59	14	the	the	DET
iajs-906	59	15	next	next	ADJ
iajs-906	59	16	step	step	NOUN
iajs-906	59	17	.	.	PUNCT
iajs-906	60	1	the	the	DET
iajs-906	60	2	initial	initial	ADJ
iajs-906	60	3	input	input	NOUN
iajs-906	60	4	data	datum	NOUN
iajs-906	60	5	set	set	VERB
iajs-906	60	6	consists	consist	VERB
iajs-906	60	7	of	of	ADP
iajs-906	60	8	2	2	NUM
iajs-906	60	9	n	n	NOUN
iajs-906	60	10	elements	element	NOUN
iajs-906	60	11	.	.	PUNCT
iajs-906	61	1	each	each	DET
iajs-906	61	2	successive	successive	ADJ
iajs-906	61	3	step	step	NOUN
iajs-906	61	4	operates	operate	VERB
iajs-906	61	5	on	on	ADP
iajs-906	61	6	2	2	NUM
iajs-906	61	7	n	n	CCONJ
iajs-906	61	8	-	-	PUNCT
iajs-906	61	9	i	i	PRON
iajs-906	61	10	elements	element	NOUN
iajs-906	61	11	,	,	PUNCT
iajs-906	61	12	were	be	AUX
iajs-906	61	13	i	i	NOUN
iajs-906	61	14	=	=	NOUN
iajs-906	61	15	1	1	NUM
iajs-906	61	16	...	...	PUNCT
iajs-906	61	17	n-1	n-1	PROPN
iajs-906	61	18	.	.	PUNCT
iajs-906	62	1	for	for	ADP
iajs-906	62	2	example	example	NOUN
iajs-906	62	3	,	,	PUNCT
iajs-906	62	4	if	if	SCONJ
iajs-906	62	5	the	the	DET
iajs-906	62	6	initial	initial	ADJ
iajs-906	62	7	data	datum	NOUN
iajs-906	62	8	set	set	NOUN
iajs-906	62	9	contains	contain	VERB
iajs-906	62	10	128	128	NUM
iajs-906	62	11	elements	element	NOUN
iajs-906	62	12	,	,	PUNCT
iajs-906	62	13	the	the	DET
iajs-906	62	14	wavelet	wavelet	NOUN
iajs-906	62	15	transform	transform	NOUN
iajs-906	62	16	will	will	AUX
iajs-906	62	17	consist	consist	VERB
iajs-906	62	18	of	of	ADP
iajs-906	62	19	seven	seven	NUM
iajs-906	62	20	steps	step	NOUN
iajs-906	62	21	on	on	ADP
iajs-906	62	22	128	128	NUM
iajs-906	62	23	,	,	PUNCT
iajs-906	62	24	64	64	NUM
iajs-906	62	25	,	,	PUNCT
iajs-906	62	26	32	32	NUM
iajs-906	62	27	,	,	PUNCT
iajs-906	62	28	16	16	NUM
iajs-906	62	29	,	,	PUNCT
iajs-906	62	30	8	8	NUM
iajs-906	62	31	,	,	PUNCT
iajs-906	62	32	4	4	NUM
iajs-906	62	33	,	,	PUNCT
iajs-906	62	34	and	and	CCONJ
iajs-906	62	35	2	2	NUM
iajs-906	62	36	elements	element	NOUN
iajs-906	62	37	.	.	PUNCT
iajs-906	63	1	stepj+1	stepj+1	PROPN
iajs-906	63	2	follows	follow	VERB
iajs-906	63	3	stepj	stepj	NOUN
iajs-906	63	4	.	.	PUNCT
iajs-906	64	1	if	if	SCONJ
iajs-906	64	2	element	element	NOUN
iajs-906	64	3	i	i	PRON
iajs-906	64	4	in	in	ADP
iajs-906	64	5	step	step	NOUN
iajs-906	64	6	j	j	PROPN
iajs-906	64	7	is	be	AUX
iajs-906	64	8	being	be	AUX
iajs-906	64	9	updated	update	VERB
iajs-906	64	10	,	,	PUNCT
iajs-906	64	11	the	the	DET
iajs-906	64	12	notation	notation	NOUN
iajs-906	64	13	is	be	AUX
iajs-906	64	14	stepj	stepj	NOUN
iajs-906	64	15	,	,	PUNCT
iajs-906	64	16	i.	i.	NOUN
iajs-906	64	17	the	the	DET
iajs-906	64	18	forward	forward	ADV
iajs-906	64	19	lifting	lift	VERB
iajs-906	64	20	scheme	scheme	NOUN
iajs-906	64	21	wavelet	wavelet	NOUN
iajs-906	64	22	transform	transform	NOUN
iajs-906	64	23	divides	divide	VERB
iajs-906	64	24	the	the	DET
iajs-906	64	25	data	datum	NOUN
iajs-906	64	26	set	set	VERB
iajs-906	64	27	being	be	AUX
iajs-906	64	28	processed	process	VERB
iajs-906	64	29	into	into	ADP
iajs-906	64	30	an	an	DET
iajs-906	64	31	even	even	ADV
iajs-906	64	32	half	half	NOUN
iajs-906	64	33	and	and	CCONJ
iajs-906	64	34	an	an	DET
iajs-906	64	35	odd	odd	ADJ
iajs-906	64	36	half	half	NOUN
iajs-906	64	37	[	[	NOUN
iajs-906	64	38	8	8	NUM
iajs-906	64	39	]	]	PUNCT
iajs-906	64	40	.	.	PUNCT
iajs-906	65	1	the	the	DET
iajs-906	65	2	lifting	lift	VERB
iajs-906	65	3	scheme	scheme	NOUN
iajs-906	65	4	is	be	AUX
iajs-906	65	5	a	a	DET
iajs-906	65	6	method	method	NOUN
iajs-906	65	7	for	for	ADP
iajs-906	65	8	decomposing	decompose	VERB
iajs-906	65	9	wavelet	wavelet	NOUN
iajs-906	65	10	transforms	transform	VERB
iajs-906	65	11	into	into	ADP
iajs-906	65	12	a	a	DET
iajs-906	65	13	set	set	NOUN
iajs-906	65	14	of	of	ADP
iajs-906	65	15	stages	stage	NOUN
iajs-906	65	16	namely	namely	ADV
iajs-906	65	17	:	:	PUNCT
iajs-906	65	18	split	split	NOUN
iajs-906	65	19	,	,	PUNCT
iajs-906	65	20	predict	predict	VERB
iajs-906	65	21	,	,	PUNCT
iajs-906	65	22	and	and	CCONJ
iajs-906	65	23	update	update	VERB
iajs-906	65	24	[	[	X
iajs-906	65	25	9	9	NUM
iajs-906	65	26	]	]	PUNCT
iajs-906	65	27	.	.	PUNCT
iajs-906	66	1	a	a	DET
iajs-906	66	2	simple	simple	ADJ
iajs-906	66	3	lifting	lifting	NOUN
iajs-906	66	4	scheme	scheme	NOUN
iajs-906	66	5	forward	forward	ADJ
iajs-906	66	6	transform	transform	NOUN
iajs-906	66	7	is	be	AUX
iajs-906	66	8	shown	show	VERB
iajs-906	66	9	in	in	ADP
iajs-906	66	10	fig	fig	NOUN
iajs-906	66	11	.	.	PUNCT
iajs-906	67	1	(	(	PUNCT
iajs-906	67	2	1	1	NUM
iajs-906	67	3	)	)	PUNCT
iajs-906	67	4	.	.	PUNCT
iajs-906	68	1	the	the	DET
iajs-906	68	2	lifting	lift	VERB
iajs-906	68	3	scheme	scheme	NOUN
iajs-906	68	4	forward	forward	ADJ
iajs-906	68	5	steps	step	NOUN
iajs-906	68	6	illustrated	illustrate	VERB
iajs-906	68	7	in	in	ADP
iajs-906	68	8	figure	figure	NOUN
iajs-906	68	9	(	(	PUNCT
iajs-906	68	10	1	1	NUM
iajs-906	68	11	)	)	PUNCT
iajs-906	68	12	can	can	AUX
iajs-906	68	13	be	be	AUX
iajs-906	68	14	explained	explain	VERB
iajs-906	68	15	as	as	SCONJ
iajs-906	68	16	follows	follow	VERB
iajs-906	68	17	:	:	PUNCT
iajs-906	68	18	1	1	X
iajs-906	68	19	.	.	X
iajs-906	68	20	split	split	VERB
iajs-906	68	21	step	step	NOUN
iajs-906	68	22	this	this	PRON
iajs-906	68	23	divides	divide	VERB
iajs-906	68	24	the	the	DET
iajs-906	68	25	data	datum	NOUN
iajs-906	68	26	set	set	VERB
iajs-906	68	27	into	into	ADP
iajs-906	68	28	odd	odd	ADJ
iajs-906	68	29	and	and	CCONJ
iajs-906	68	30	even	even	ADV
iajs-906	68	31	indexed	indexed	ADJ
iajs-906	68	32	samples	sample	NOUN
iajs-906	68	33	.	.	PUNCT
iajs-906	69	1	the	the	DET
iajs-906	69	2	original	original	ADJ
iajs-906	69	3	signal	signal	NOUN
iajs-906	69	4	is	be	AUX
iajs-906	69	5	sp	sp	AUX
iajs-906	69	6	lit	light	VERB
iajs-906	69	7	into	into	ADP
iajs-906	69	8	even	even	ADV
iajs-906	69	9	indexed	index	VERB
iajs-906	69	10	samples	sample	NOUN
iajs-906	69	11	,	,	PUNCT
iajs-906	69	12	sj,2l	sj,2l	PROPN
iajs-906	69	13	,	,	PUNCT
iajs-906	69	14	and	and	CCONJ
iajs-906	69	15	the	the	DET
iajs-906	69	16	odd	odd	ADJ
iajs-906	69	17	indexed	indexed	ADJ
iajs-906	69	18	samples	sample	NOUN
iajs-906	69	19	,	,	PUNCT
iajs-906	69	20	sj,2l+1	sj,2l+1	PROPN
iajs-906	69	21	,	,	PUNCT
iajs-906	69	22	where	where	SCONJ
iajs-906	69	23	j	j	PROPN
iajs-906	69	24	denotes	denote	VERB
iajs-906	69	25	the	the	DET
iajs-906	69	26	level	level	NOUN
iajs-906	69	27	of	of	ADP
iajs-906	69	28	decomposition	decomposition	NOUN
iajs-906	69	29	and	and	CCONJ
iajs-906	69	30	l	l	NOUN
iajs-906	69	31	=	=	SYM
iajs-906	69	32	0	0	NUM
iajs-906	69	33	,	,	PUNCT
iajs-906	69	34	1	1	NUM
iajs-906	69	35	,	,	PUNCT
iajs-906	69	36	2	2	NUM
iajs-906	69	37	,	,	PUNCT
iajs-906	69	38	…	…	PUNCT
iajs-906	69	39	,	,	PUNCT
iajs-906	69	40	2n-1	2n-1	X
iajs-906	69	41	are	be	AUX
iajs-906	69	42	the	the	DET
iajs-906	69	43	indices	index	NOUN
iajs-906	69	44	of	of	ADP
iajs-906	69	45	the	the	DET
iajs-906	69	46	elements	element	NOUN
iajs-906	69	47	in	in	ADP
iajs-906	69	48	the	the	DET
iajs-906	69	49	signal	signal	NOUN
iajs-906	69	50	.	.	PUNCT
iajs-906	70	1	the	the	DET
iajs-906	70	2	splitting	splitting	NOUN
iajs-906	70	3	process	process	NOUN
iajs-906	70	4	is	be	AUX
iajs-906	70	5	sometimes	sometimes	ADV
iajs-906	70	6	referred	refer	VERB
iajs-906	70	7	to	to	ADP
iajs-906	70	8	as	as	ADP
iajs-906	70	9	the	the	DET
iajs-906	70	10	lazy	lazy	ADJ
iajs-906	70	11	wavelet	wavelet	NOUN
iajs-906	70	12	transform	transform	NOUN
iajs-906	70	13	[	[	X
iajs-906	70	14	10	10	NUM
iajs-906	70	15	]	]	PUNCT
iajs-906	70	16	.	.	PUNCT
iajs-906	71	1	2	2	X
iajs-906	71	2	.	.	X
iajs-906	71	3	predict	predict	VERB
iajs-906	71	4	step	step	NOUN
iajs-906	71	5	predicts	predict	VERB
iajs-906	71	6	the	the	DET
iajs-906	71	7	odd	odd	ADJ
iajs-906	71	8	elements	element	NOUN
iajs-906	71	9	from	from	ADP
iajs-906	71	10	the	the	DET
iajs-906	71	11	even	even	ADJ
iajs-906	71	12	elements	element	NOUN
iajs-906	71	13	.	.	PUNCT
iajs-906	72	1	the	the	DET
iajs-906	72	2	linear	linear	PROPN
iajs-906	72	3	interpolation	interpolation	NOUN
iajs-906	72	4	function	function	NOUN
iajs-906	72	5	"	"	PUNCT
iajs-906	72	6	predicts	predict	VERB
iajs-906	72	7	"	"	PUNCT
iajs-906	72	8	that	that	SCONJ
iajs-906	72	9	an	an	DET
iajs-906	72	10	odd	odd	ADJ
iajs-906	72	11	element	element	NOUN
iajs-906	72	12	will	will	AUX
iajs-906	72	13	be	be	AUX
iajs-906	72	14	located	locate	VERB
iajs-906	72	15	at	at	ADP
iajs-906	72	16	the	the	DET
iajs-906	72	17	mid	mid	NOUN
iajs-906	72	18	-	-	NOUN
iajs-906	72	19	point	point	NOUN
iajs-906	72	20	of	of	ADP
iajs-906	72	21	a	a	DET
iajs-906	72	22	line	line	NOUN
iajs-906	72	23	between	between	ADP
iajs-906	72	24	its	its	PRON
iajs-906	72	25	two	two	NUM
iajs-906	72	26	even	even	ADJ
iajs-906	72	27	neighbors	neighbor	NOUN
iajs-906	72	28	.	.	PUNCT
iajs-906	73	1	the	the	DET
iajs-906	73	2	difference	difference	NOUN
iajs-906	73	3	between	between	ADP
iajs-906	73	4	the	the	DET
iajs-906	73	5	predicted	predict	VERB
iajs-906	73	6	value	value	NOUN
iajs-906	73	7	and	and	CCONJ
iajs-906	73	8	the	the	DET
iajs-906	73	9	actual	actual	ADJ
iajs-906	73	10	value	value	NOUN
iajs-906	73	11	of	of	ADP
iajs-906	73	12	the	the	DET
iajs-906	73	13	odd	odd	ADJ
iajs-906	73	14	element	element	NOUN
iajs-906	73	15	replaces	replace	VERB
iajs-906	73	16	the	the	DET
iajs-906	73	17	odd	odd	ADJ
iajs-906	73	18	element	element	NOUN
iajs-906	73	19	[	[	X
iajs-906	73	20	3	3	NUM
iajs-906	73	21	]	]	PUNCT
iajs-906	73	22	.	.	PUNCT
iajs-906	74	1	ihjpas	ihjpa	VERB
iajs-906	74	2	the	the	DET
iajs-906	74	3	odd	odd	ADJ
iajs-906	74	4	and	and	CCONJ
iajs-906	74	5	even	even	ADV
iajs-906	74	6	subsets	subset	NOUN
iajs-906	74	7	are	be	AUX
iajs-906	74	8	often	often	ADV
iajs-906	74	9	highly	highly	ADV
iajs-906	74	10	correlated	correlate	VERB
iajs-906	74	11	.	.	PUNCT
iajs-906	75	1	thus	thus	ADV
iajs-906	75	2	,	,	PUNCT
iajs-906	75	3	it	it	PRON
iajs-906	75	4	is	be	AUX
iajs-906	75	5	possible	possible	ADJ
iajs-906	75	6	to	to	PART
iajs-906	75	7	predict	predict	VERB
iajs-906	75	8	one	one	NUM
iajs-906	75	9	from	from	ADP
iajs-906	75	10	the	the	DET
iajs-906	75	11	other	other	ADJ
iajs-906	75	12	.	.	PUNCT
iajs-906	76	1	the	the	DET
iajs-906	76	2	predict	predict	ADJ
iajs-906	76	3	step	step	NOUN
iajs-906	76	4	,	,	PUNCT
iajs-906	76	5	where	where	SCONJ
iajs-906	76	6	the	the	DET
iajs-906	76	7	odd	odd	ADJ
iajs-906	76	8	value	value	NOUN
iajs-906	76	9	is	be	AUX
iajs-906	76	10	"	"	PUNCT
iajs-906	76	11	p	p	NOUN
iajs-906	76	12	redicted	redicte	VERB
iajs-906	76	13	"	"	PUNCT
iajs-906	76	14	from	from	ADP
iajs-906	76	15	the	the	DET
iajs-906	76	16	even	even	ADJ
iajs-906	76	17	value	value	NOUN
iajs-906	76	18	is	be	AUX
iajs-906	76	19	described	describe	VERB
iajs-906	76	20	by	by	ADP
iajs-906	76	21	the	the	DET
iajs-906	76	22	equation	equation	NOUN
iajs-906	76	23	1	1	NUM
iajs-906	76	24	:	:	PUNCT
iajs-906	76	25			PROPN
iajs-906	76	26	ijijij	ijijij	PROPN
iajs-906	76	27	evenpoddodd	evenpoddodd	ADJ
iajs-906	76	28	,	,	PUNCT
iajs-906	76	29	,	,	PUNCT
iajs-906	76	30	,	,	PUNCT
iajs-906	76	31	1	1	NUM
iajs-906	76	32			NOUN
iajs-906	76	33	(	(	PUNCT
iajs-906	76	34	1	1	NUM
iajs-906	76	35	)	)	PUNCT
iajs-906	76	36	ibn	ibn	NOUN
iajs-906	76	37	alhaitham	alhaitham	NOUN
iajs-906	76	38	j.	j.	PROPN
iajs-906	76	39	for	for	ADP
iajs-906	76	40	pure	pure	ADJ
iajs-906	76	41	&	&	CCONJ
iajs-906	76	42	appl	appl	PROPN
iajs-906	76	43	.	.	PUNCT
iajs-906	77	1	sci	sci	PROPN
iajs-906	77	2	.	.	PUNCT
iajs-906	78	1	vol.23	vol.23	PROPN
iajs-906	78	2	(	(	PUNCT
iajs-906	78	3	3	3	NUM
iajs-906	78	4	)	)	PUNCT
iajs-906	78	5	2010	2010	NUM
iajs-906	78	6	3.update	3.update	NUM
iajs-906	78	7	step	step	NOUN
iajs-906	78	8	the	the	DET
iajs-906	78	9	update	update	NOUN
iajs-906	78	10	step	step	NOUN
iajs-906	78	11	replaces	replace	VERB
iajs-906	78	12	the	the	DET
iajs-906	78	13	even	even	ADJ
iajs-906	78	14	elements	element	NOUN
iajs-906	78	15	with	with	ADP
iajs-906	78	16	an	an	DET
iajs-906	78	17	average	average	NOUN
iajs-906	78	18	.	.	PUNCT
iajs-906	79	1	the	the	DET
iajs-906	79	2	goal	goal	NOUN
iajs-906	79	3	at	at	ADP
iajs-906	79	4	this	this	DET
iajs-906	79	5	step	step	NOUN
iajs-906	79	6	is	be	AUX
iajs-906	79	7	to	to	PART
iajs-906	79	8	maintain	maintain	VERB
iajs-906	79	9	some	some	DET
iajs-906	79	10	global	global	ADJ
iajs-906	79	11	properties	property	NOUN
iajs-906	79	12	of	of	ADP
iajs-906	79	13	the	the	DET
iajs-906	79	14	original	original	ADJ
iajs-906	79	15	signal	signal	NOUN
iajs-906	79	16	in	in	ADP
iajs-906	79	17	the	the	DET
iajs-906	79	18	reduced	reduce	VERB
iajs-906	79	19	set	set	NOUN
iajs-906	79	20	[	[	X
iajs-906	79	21	7	7	NUM
iajs-906	79	22	]	]	PUNCT
iajs-906	79	23	.	.	PUNCT
iajs-906	80	1	this	this	DET
iajs-906	80	2	result	result	NOUN
iajs-906	80	3	in	in	ADP
iajs-906	80	4	a	a	DET
iajs-906	80	5	smoother	smooth	ADJ
iajs-906	80	6	input	input	NOUN
iajs-906	80	7	for	for	ADP
iajs-906	80	8	the	the	DET
iajs-906	80	9	next	next	ADJ
iajs-906	80	10	step	step	NOUN
iajs-906	80	11	of	of	ADP
iajs-906	80	12	the	the	DET
iajs-906	80	13	next	next	ADJ
iajs-906	80	14	step	step	NOUN
iajs-906	80	15	of	of	ADP
iajs-906	80	16	the	the	DET
iajs-906	80	17	wavelet	wavelet	NOUN
iajs-906	80	18	transforms	transform	VERB
iajs-906	80	19	.	.	PUNCT
iajs-906	81	1	the	the	DET
iajs-906	81	2	odd	odd	ADJ
iajs-906	81	3	elements	element	NOUN
iajs-906	81	4	also	also	ADV
iajs-906	81	5	represent	represent	VERB
iajs-906	81	6	an	an	DET
iajs-906	81	7	approximation	approximation	NOUN
iajs-906	81	8	of	of	ADP
iajs-906	81	9	the	the	DET
iajs-906	81	10	original	original	ADJ
iajs-906	81	11	data	datum	NOUN
iajs-906	81	12	set	set	NOUN
iajs-906	81	13	,	,	PUNCT
iajs-906	81	14	which	which	PRON
iajs-906	81	15	allows	allow	VERB
iajs-906	81	16	filters	filter	NOUN
iajs-906	81	17	to	to	PART
iajs-906	81	18	be	be	AUX
iajs-906	81	19	constructed	construct	VERB
iajs-906	81	20	.	.	PUNCT
iajs-906	82	1	the	the	DET
iajs-906	82	2	update	update	NOUN
iajs-906	82	3	phase	phase	NOUN
iajs-906	82	4	follows	follow	VERB
iajs-906	82	5	the	the	DET
iajs-906	82	6	predict	predict	ADJ
iajs-906	82	7	phase	phase	NOUN
iajs-906	82	8	.	.	PUNCT
iajs-906	83	1	the	the	DET
iajs-906	83	2	original	original	ADJ
iajs-906	83	3	value	value	NOUN
iajs-906	83	4	of	of	ADP
iajs-906	83	5	the	the	DET
iajs-906	83	6	odd	odd	ADJ
iajs-906	83	7	elements	element	NOUN
iajs-906	83	8	has	have	AUX
iajs-906	83	9	been	be	AUX
iajs-906	83	10	overwritten	overwrite	VERB
iajs-906	83	11	by	by	ADP
iajs-906	83	12	the	the	DET
iajs-906	83	13	difference	difference	NOUN
iajs-906	83	14	between	between	ADP
iajs-906	83	15	the	the	DET
iajs-906	83	16	odd	odd	ADJ
iajs-906	83	17	element	element	NOUN
iajs-906	83	18	and	and	CCONJ
iajs-906	83	19	its	its	PRON
iajs-906	83	20	even	even	ADJ
iajs-906	83	21	"	"	PUNCT
iajs-906	83	22	predictor	predictor	NOUN
iajs-906	83	23	"	"	PUNCT
iajs-906	83	24	as	as	ADP
iajs-906	83	25	in	in	ADP
iajs-906	83	26	equation	equation	NOUN
iajs-906	83	27	1	1	NUM
iajs-906	83	28	.	.	PUNCT
iajs-906	84	1	so	so	ADV
iajs-906	84	2	in	in	ADP
iajs-906	84	3	calculating	calculate	VERB
iajs-906	84	4	an	an	DET
iajs-906	84	5	average	average	NOUN
iajs-906	84	6	the	the	DET
iajs-906	84	7	update	update	NOUN
iajs-906	84	8	phase	phase	NOUN
iajs-906	84	9	must	must	AUX
iajs-906	84	10	operate	operate	VERB
iajs-906	84	11	on	on	ADP
iajs-906	84	12	the	the	DET
iajs-906	84	13	differences	difference	NOUN
iajs-906	84	14	that	that	PRON
iajs-906	84	15	are	be	AUX
iajs-906	84	16	stored	store	VERB
iajs-906	84	17	in	in	ADP
iajs-906	84	18	the	the	DET
iajs-906	84	19	odd	odd	ADJ
iajs-906	84	20	elements	element	NOUN
iajs-906	84	21	[	[	X
iajs-906	84	22	8	8	NUM
iajs-906	84	23	]	]	X
iajs-906	84	24	:	:	PUNCT
iajs-906	84	25			PROPN
iajs-906	85	1	ijijij	ijijij	PROPN
iajs-906	85	2	oddueveneven	oddueveneven	INTJ
iajs-906	85	3	,	,	PUNCT
iajs-906	85	4	,	,	PUNCT
iajs-906	85	5	,	,	PUNCT
iajs-906	85	6	1	1	NUM
iajs-906	85	7			NOUN
iajs-906	85	8	(	(	PUNCT
iajs-906	85	9	2	2	NUM
iajs-906	85	10	)	)	PUNCT
iajs-906	85	11	haar	haar	NOUN
iajs-906	85	12	lifting	lift	VERB
iajs-906	85	13	scheme	scheme	NOUN
iajs-906	85	14	haar	haar	NOUN
iajs-906	85	15	lifting	lift	VERB
iajs-906	85	16	scheme	scheme	NOUN
iajs-906	85	17	prediction	prediction	NOUN
iajs-906	85	18	step	step	NOUN
iajs-906	85	19	predicts	predict	VERB
iajs-906	85	20	that	that	SCONJ
iajs-906	85	21	the	the	DET
iajs-906	85	22	odd	odd	ADJ
iajs-906	85	23	element	element	NOUN
iajs-906	85	24	will	will	AUX
iajs-906	85	25	be	be	AUX
iajs-906	85	26	equal	equal	ADJ
iajs-906	85	27	to	to	ADP
iajs-906	85	28	the	the	DET
iajs-906	85	29	even	even	ADJ
iajs-906	85	30	element	element	NOUN
iajs-906	85	31	.	.	PUNCT
iajs-906	86	1	the	the	DET
iajs-906	86	2	difference	difference	NOUN
iajs-906	86	3	between	between	ADP
iajs-906	86	4	the	the	DET
iajs-906	86	5	predicted	predict	VERB
iajs-906	86	6	value	value	NOUN
iajs-906	86	7	(	(	PUNCT
iajs-906	86	8	the	the	DET
iajs-906	86	9	even	even	ADJ
iajs-906	86	10	element	element	NOUN
iajs-906	86	11	)	)	PUNCT
iajs-906	86	12	and	and	CCONJ
iajs-906	86	13	the	the	DET
iajs-906	86	14	actual	actual	ADJ
iajs-906	86	15	value	value	NOUN
iajs-906	86	16	of	of	ADP
iajs-906	86	17	the	the	DET
iajs-906	86	18	odd	odd	ADJ
iajs-906	86	19	element	element	NOUN
iajs-906	86	20	replaces	replace	VERB
iajs-906	86	21	the	the	DET
iajs-906	86	22	odd	odd	ADJ
iajs-906	86	23	element	element	NOUN
iajs-906	86	24	.	.	PUNCT
iajs-906	87	1	for	for	ADP
iajs-906	87	2	the	the	DET
iajs-906	87	3	forward	forward	ADJ
iajs-906	87	4	transform	transform	VERB
iajs-906	87	5	iteration	iteration	PROPN
iajs-906	87	6	j	j	PROPN
iajs-906	87	7	and	and	CCONJ
iajs-906	87	8	element	element	PROPN
iajs-906	87	9	i	i	PRON
iajs-906	87	10	,	,	PUNCT
iajs-906	87	11	the	the	DET
iajs-906	87	12	new	new	ADJ
iajs-906	87	13	odd	odd	ADJ
iajs-906	87	14	element	element	NOUN
iajs-906	87	15	,	,	PUNCT
iajs-906	87	16	j+1,i	j+1,i	PROPN
iajs-906	87	17	would	would	AUX
iajs-906	87	18	be	be	AUX
iajs-906	87	19	[	[	X
iajs-906	87	20	8	8	NUM
iajs-906	87	21	]	]	PUNCT
iajs-906	87	22	:	:	PUNCT
iajs-906	87	23	ijijij	ijijij	ADJ
iajs-906	87	24	evenoddodd	evenoddodd	NOUN
iajs-906	87	25	,	,	PUNCT
iajs-906	87	26	,	,	PUNCT
iajs-906	87	27	,	,	PUNCT
iajs-906	87	28	1	1	NUM
iajs-906	87	29			NOUN
iajs-906	87	30	(	(	PUNCT
iajs-906	87	31	3	3	NUM
iajs-906	87	32	)	)	PUNCT
iajs-906	87	33	in	in	ADP
iajs-906	87	34	the	the	DET
iajs-906	87	35	haar	haar	NOUN
iajs-906	87	36	lifting	lift	VERB
iajs-906	87	37	scheme	scheme	NOUN
iajs-906	87	38	,	,	PUNCT
iajs-906	87	39	the	the	DET
iajs-906	87	40	update	update	NOUN
iajs-906	87	41	step	step	NOUN
iajs-906	87	42	replaces	replace	VERB
iajs-906	87	43	an	an	DET
iajs-906	87	44	even	even	ADJ
iajs-906	87	45	element	element	NOUN
iajs-906	87	46	with	with	ADP
iajs-906	87	47	the	the	DET
iajs-906	87	48	average	average	NOUN
iajs-906	87	49	of	of	ADP
iajs-906	87	50	the	the	DET
iajs-906	87	51	even	even	ADJ
iajs-906	87	52	/	/	SYM
iajs-906	87	53	odd	odd	ADJ
iajs-906	87	54	pair	pair	NOUN
iajs-906	87	55	.	.	PUNCT
iajs-906	88	1	the	the	DET
iajs-906	88	2	new	new	ADJ
iajs-906	88	3	odd	odd	ADJ
iajs-906	88	4	value	value	NOUN
iajs-906	88	5	is	be	AUX
iajs-906	88	6	got	get	VERB
iajs-906	88	7	from	from	ADP
iajs-906	88	8	old	old	ADJ
iajs-906	88	9	odd	odd	ADJ
iajs-906	88	10	value	value	NOUN
iajs-906	88	11	and	and	CCONJ
iajs-906	88	12	old	old	ADJ
iajs-906	88	13	even	even	ADJ
iajs-906	88	14	value	value	NOUN
iajs-906	88	15	as	as	ADP
iajs-906	88	16	in	in	ADP
iajs-906	88	17	equations	equation	NOUN
iajs-906	88	18	3	3	NUM
iajs-906	88	19	.	.	NOUN
iajs-906	88	20	2	2	NUM
iajs-906	88	21	,	,	PUNCT
iajs-906	88	22	,	,	PUNCT
iajs-906	88	23	,	,	PUNCT
iajs-906	88	24	1	1	NUM
iajs-906	88	25	ijij	ijij	ADJ
iajs-906	88	26	ij	ij	NOUN
iajs-906	88	27	oddeven	oddeven	NOUN
iajs-906	88	28	even	even	ADV
iajs-906	88	29			ADJ
iajs-906	88	30			X
iajs-906	88	31	(	(	PUNCT
iajs-906	88	32	4	4	X
iajs-906	88	33	)	)	PUNCT
iajs-906	88	34	the	the	DET
iajs-906	88	35	original	original	ADJ
iajs-906	88	36	value	value	NOUN
iajs-906	88	37	of	of	ADP
iajs-906	88	38	the	the	DET
iajs-906	88	39	oddj	oddj	ADJ
iajs-906	88	40	,	,	PUNCT
iajs-906	88	41	i	i	PRON
iajs-906	88	42	element	element	NOUN
iajs-906	88	43	has	have	AUX
iajs-906	88	44	been	be	AUX
iajs-906	88	45	replaced	replace	VERB
iajs-906	88	46	by	by	ADP
iajs-906	88	47	the	the	DET
iajs-906	88	48	difference	difference	NOUN
iajs-906	88	49	between	between	ADP
iajs-906	88	50	this	this	DET
iajs-906	88	51	element	element	NOUN
iajs-906	88	52	and	and	CCONJ
iajs-906	88	53	its	its	PRON
iajs-906	88	54	even	even	ADJ
iajs-906	88	55	predecessor	predecessor	NOUN
iajs-906	88	56	.	.	PUNCT
iajs-906	89	1	the	the	DET
iajs-906	89	2	new	new	ADJ
iajs-906	89	3	even	even	ADJ
iajs-906	89	4	value	value	NOUN
iajs-906	89	5	is	be	AUX
iajs-906	89	6	got	get	VERB
iajs-906	89	7	from	from	ADP
iajs-906	89	8	old	old	ADJ
iajs-906	89	9	even	even	ADJ
iajs-906	89	10	value	value	NOUN
iajs-906	89	11	and	and	CCONJ
iajs-906	89	12	old	old	ADJ
iajs-906	89	13	odd	odd	ADJ
iajs-906	89	14	value	value	NOUN
iajs-906	89	15	as	as	ADP
iajs-906	89	16	in	in	ADP
iajs-906	89	17	equations	equation	NOUN
iajs-906	89	18	4	4	NUM
iajs-906	89	19	.	.	NOUN
iajs-906	89	20	ijijij	ijijij	PROPN
iajs-906	89	21	oddevenodd	oddevenodd	ADJ
iajs-906	89	22	,	,	PUNCT
iajs-906	89	23	1,,1	1,,1	NUM
iajs-906	89	24			PROPN
iajs-906	89	25			ADJ
iajs-906	89	26	(	(	PUNCT
iajs-906	89	27	5	5	NUM
iajs-906	89	28	)	)	PUNCT
iajs-906	89	29	substituting	substitute	VERB
iajs-906	89	30	this	this	PRON
iajs-906	89	31	into	into	ADP
iajs-906	89	32	the	the	DET
iajs-906	89	33	average	average	NOUN
iajs-906	89	34	,	,	PUNCT
iajs-906	89	35	we	we	PRON
iajs-906	89	36	get	get	VERB
iajs-906	89	37	:	:	PUNCT
iajs-906	89	38	2	2	NUM
iajs-906	89	39	,	,	PUNCT
iajs-906	89	40	1	1	NUM
iajs-906	89	41	,	,	PUNCT
iajs-906	89	42	,	,	PUNCT
iajs-906	89	43	,	,	PUNCT
iajs-906	89	44	1	1	NUM
iajs-906	89	45	ijijij	ijijij	NOUN
iajs-906	89	46	ij	ij	NOUN
iajs-906	89	47	oddeveneven	oddeveneven	NOUN
iajs-906	89	48	even	even	ADV
iajs-906	89	49			VERB
iajs-906	89	50			ADJ
iajs-906	89	51			PROPN
iajs-906	89	52			PROPN
iajs-906	89	53	(	(	PUNCT
iajs-906	89	54	6	6	NUM
iajs-906	89	55	)	)	SYM
iajs-906	89	56	2	2	NUM
iajs-906	89	57	,	,	PUNCT
iajs-906	89	58	1	1	NUM
iajs-906	89	59	,	,	PUNCT
iajs-906	89	60	,	,	PUNCT
iajs-906	89	61	1	1	NUM
iajs-906	89	62	ij	ij	NOUN
iajs-906	89	63	ijij	ijij	ADJ
iajs-906	89	64	odd	odd	ADJ
iajs-906	89	65	eveneven	eveneven	ADJ
iajs-906	89	66			PUNCT
iajs-906	89	67			ADJ
iajs-906	89	68			PROPN
iajs-906	89	69	(	(	PUNCT
iajs-906	89	70	7	7	X
iajs-906	89	71	)	)	PUNCT
iajs-906	89	72	the	the	DET
iajs-906	89	73	averages	average	NOUN
iajs-906	89	74	(	(	PUNCT
iajs-906	89	75	even	even	ADV
iajs-906	89	76	elements	element	NOUN
iajs-906	89	77	)	)	PUNCT
iajs-906	89	78	become	become	VERB
iajs-906	89	79	the	the	DET
iajs-906	89	80	input	input	NOUN
iajs-906	89	81	for	for	ADP
iajs-906	89	82	the	the	DET
iajs-906	89	83	next	next	ADJ
iajs-906	89	84	recursive	recursive	ADJ
iajs-906	89	85	step	step	NOUN
iajs-906	89	86	of	of	ADP
iajs-906	89	87	the	the	DET
iajs-906	89	88	forward	forward	ADJ
iajs-906	89	89	transform	transform	NOUN
iajs-906	89	90	.	.	PUNCT
iajs-906	90	1	this	this	PRON
iajs-906	90	2	can	can	AUX
iajs-906	90	3	be	be	AUX
iajs-906	90	4	shown	show	VERB
iajs-906	90	5	in	in	ADP
iajs-906	90	6	figure	figure	NOUN
iajs-906	90	7	(	(	PUNCT
iajs-906	90	8	2	2	NUM
iajs-906	90	9	)	)	PUNCT
iajs-906	90	10	.	.	PUNCT
iajs-906	91	1	the	the	DET
iajs-906	91	2	number	number	NOUN
iajs-906	91	3	of	of	ADP
iajs-906	91	4	data	datum	NOUN
iajs-906	91	5	elements	element	NOUN
iajs-906	91	6	processed	process	VERB
iajs-906	91	7	by	by	ADP
iajs-906	91	8	the	the	DET
iajs-906	91	9	wavelet	wavelet	NOUN
iajs-906	91	10	transform	transform	NOUN
iajs-906	91	11	must	must	AUX
iajs-906	91	12	be	be	AUX
iajs-906	91	13	a	a	DET
iajs-906	91	14	power	power	NOUN
iajs-906	91	15	of	of	ADP
iajs-906	91	16	two	two	NUM
iajs-906	91	17	.	.	PUNCT
iajs-906	92	1	if	if	SCONJ
iajs-906	92	2	there	there	PRON
iajs-906	92	3	are	be	VERB
iajs-906	92	4	2n	2n	NUM
iajs-906	92	5	data	datum	NOUN
iajs-906	92	6	elements	element	NOUN
iajs-906	92	7	,	,	PUNCT
iajs-906	92	8	the	the	DET
iajs-906	92	9	first	first	ADJ
iajs-906	92	10	step	step	NOUN
iajs-906	92	11	of	of	ADP
iajs-906	92	12	the	the	DET
iajs-906	92	13	forward	forward	ADJ
iajs-906	92	14	transform	transform	NOUN
iajs-906	92	15	will	will	AUX
iajs-906	92	16	produce	produce	VERB
iajs-906	92	17	2n-1	2n-1	NUM
iajs-906	92	18	averages	average	NOUN
iajs-906	92	19	and	and	CCONJ
iajs-906	92	20	2	2	NUM
iajs-906	92	21	n-1	n-1	NOUN
iajs-906	92	22	differences	difference	NOUN
iajs-906	92	23	(	(	PUNCT
iajs-906	92	24	between	between	ADP
iajs-906	92	25	the	the	DET
iajs-906	92	26	prediction	prediction	NOUN
iajs-906	92	27	and	and	CCONJ
iajs-906	92	28	the	the	DET
iajs-906	92	29	actual	actual	ADJ
iajs-906	92	30	odd	odd	ADJ
iajs-906	92	31	element	element	NOUN
iajs-906	92	32	value	value	NOUN
iajs-906	92	33	)	)	PUNCT
iajs-906	92	34	.	.	PUNCT
iajs-906	93	1	these	these	DET
iajs-906	93	2	differences	difference	NOUN
iajs-906	93	3	are	be	AUX
iajs-906	93	4	sometimes	sometimes	ADV
iajs-906	93	5	referred	refer	VERB
iajs-906	93	6	to	to	ADP
iajs-906	93	7	as	as	ADP
iajs-906	93	8	wavelet	wavelet	NOUN
iajs-906	93	9	coefficients	coefficient	NOUN
iajs-906	93	10	.	.	PUNCT
iajs-906	94	1	figure	figure	NOUN
iajs-906	94	2	(	(	PUNCT
iajs-906	94	3	3	3	X
iajs-906	94	4	)	)	PUNCT
iajs-906	94	5	shows	show	VERB
iajs-906	94	6	a	a	DET
iajs-906	94	7	4steps	4steps	NUM
iajs-906	94	8	forward	forward	ADJ
iajs-906	94	9	wavelet	wavelet	NOUN
iajs-906	94	10	transform	transform	NOUN
iajs-906	94	11	on	on	ADP
iajs-906	94	12	a	a	DET
iajs-906	94	13	16	16	NUM
iajs-906	94	14	-	-	PUNCT
iajs-906	94	15	element	element	NOUN
iajs-906	94	16	data	datum	NOUN
iajs-906	94	17	set	set	VERB
iajs-906	94	18	.	.	PUNCT
iajs-906	95	1	one	one	NUM
iajs-906	95	2	of	of	ADP
iajs-906	95	3	the	the	DET
iajs-906	95	4	elegant	elegant	ADJ
iajs-906	95	5	features	feature	NOUN
iajs-906	95	6	of	of	ADP
iajs-906	95	7	the	the	DET
iajs-906	95	8	lifting	lift	VERB
iajs-906	95	9	scheme	scheme	NOUN
iajs-906	95	10	is	be	AUX
iajs-906	95	11	that	that	SCONJ
iajs-906	95	12	the	the	DET
iajs-906	95	13	inverse	inverse	NOUN
iajs-906	95	14	transform	transform	NOUN
iajs-906	95	15	is	be	AUX
iajs-906	95	16	a	a	DET
iajs-906	95	17	mirror	mirror	NOUN
iajs-906	95	18	of	of	ADP
iajs-906	95	19	the	the	DET
iajs-906	95	20	forward	forward	ADJ
iajs-906	95	21	transform	transform	NOUN
iajs-906	95	22	as	as	SCONJ
iajs-906	95	23	shown	show	VERB
iajs-906	95	24	in	in	ADP
iajs-906	95	25	figure	figure	NOUN
iajs-906	95	26	(	(	PUNCT
iajs-906	95	27	4	4	NUM
iajs-906	95	28	)	)	PUNCT
iajs-906	95	29	.	.	PUNCT
iajs-906	96	1	in	in	ADP
iajs-906	96	2	the	the	DET
iajs-906	96	3	case	case	NOUN
iajs-906	96	4	of	of	ADP
iajs-906	96	5	the	the	DET
iajs-906	96	6	haar	haar	PROPN
iajs-906	96	7	transform	transform	NOUN
iajs-906	96	8	,	,	PUNCT
iajs-906	96	9	ihjpas	ihjpa	NOUN
iajs-906	96	10	additions	addition	NOUN
iajs-906	96	11	are	be	AUX
iajs-906	96	12	substituted	substitute	VERB
iajs-906	96	13	for	for	ADP
iajs-906	96	14	subtractions	subtraction	NOUN
iajs-906	96	15	and	and	CCONJ
iajs-906	96	16	subtractions	subtraction	NOUN
iajs-906	96	17	for	for	ADP
iajs-906	96	18	additions	addition	NOUN
iajs-906	96	19	.	.	PUNCT
iajs-906	97	1	the	the	DET
iajs-906	97	2	merge	merge	NOUN
iajs-906	97	3	step	step	NOUN
iajs-906	97	4	replaces	replace	VERB
iajs-906	97	5	the	the	DET
iajs-906	97	6	split	split	ADJ
iajs-906	97	7	step	step	NOUN
iajs-906	97	8	.	.	PUNCT
iajs-906	98	1	d4	d4	PROPN
iajs-906	98	2	lifting	lifting	NOUN
iajs-906	98	3	scheme	scheme	NOUN
iajs-906	98	4	the	the	DET
iajs-906	98	5	daubechies	daubechie	NOUN
iajs-906	98	6	d4	d4	VERB
iajs-906	98	7	lifting	lifting	NOUN
iajs-906	98	8	scheme	scheme	NOUN
iajs-906	98	9	wavelet	wavelet	NOUN
iajs-906	98	10	transforms	transform	NOUN
iajs-906	98	11	are	be	AUX
iajs-906	98	12	composed	compose	VERB
iajs-906	98	13	of	of	ADP
iajs-906	98	14	update	update	NOUN
iajs-906	98	15	and	and	CCONJ
iajs-906	98	16	predict	predict	VERB
iajs-906	98	17	steps	step	NOUN
iajs-906	98	18	.	.	PUNCT
iajs-906	99	1	in	in	ADP
iajs-906	99	2	this	this	DET
iajs-906	99	3	case	case	NOUN
iajs-906	99	4	a	a	DET
iajs-906	99	5	normalization	normalization	NOUN
iajs-906	99	6	step	step	NOUN
iajs-906	99	7	has	have	AUX
iajs-906	99	8	been	be	AUX
iajs-906	99	9	added	add	VERB
iajs-906	99	10	as	as	ADV
iajs-906	99	11	well	well	ADV
iajs-906	99	12	.	.	PUNCT
iajs-906	100	1	one	one	NUM
iajs-906	100	2	forward	forward	ADJ
iajs-906	100	3	transform	transform	NOUN
iajs-906	100	4	step	step	NOUN
iajs-906	100	5	is	be	AUX
iajs-906	100	6	shown	show	VERB
iajs-906	100	7	in	in	ADP
iajs-906	100	8	figure	figure	NOUN
iajs-906	100	9	(	(	PUNCT
iajs-906	100	10	5	5	NUM
iajs-906	100	11	)	)	PUNCT
iajs-906	101	1	[	[	X
iajs-906	101	2	3	3	NUM
iajs-906	101	3	,	,	PUNCT
iajs-906	101	4	8	8	NUM
iajs-906	101	5	]	]	PUNCT
iajs-906	101	6	.	.	PUNCT
iajs-906	102	1	ibn	ibn	PROPN
iajs-906	102	2	alhaitham	alhaitham	PROPN
iajs-906	102	3	j.	j.	PROPN
iajs-906	102	4	for	for	ADP
iajs-906	102	5	pure	pure	ADJ
iajs-906	102	6	&	&	CCONJ
iajs-906	102	7	appl	appl	PROPN
iajs-906	102	8	.	.	PUNCT
iajs-906	103	1	sci	sci	PROPN
iajs-906	103	2	.	.	PUNCT
iajs-906	104	1	vol.23	vol.23	PROPN
iajs-906	104	2	(	(	PUNCT
iajs-906	104	3	3	3	NUM
iajs-906	104	4	)	)	PUNCT
iajs-906	104	5	2010	2010	NUM
iajs-906	104	6	the	the	PRON
iajs-906	104	7	sp	sp	ADP
iajs-906	104	8	lit	light	VERB
iajs-906	104	9	step	step	NOUN
iajs-906	104	10	divides	divide	VERB
iajs-906	104	11	the	the	DET
iajs-906	104	12	input	input	NOUN
iajs-906	104	13	data	datum	NOUN
iajs-906	104	14	into	into	ADP
iajs-906	104	15	even	even	ADV
iajs-906	104	16	elements	element	NOUN
iajs-906	104	17	which	which	PRON
iajs-906	104	18	are	be	AUX
iajs-906	104	19	stored	store	VERB
iajs-906	104	20	in	in	ADP
iajs-906	104	21	the	the	DET
iajs-906	104	22	first	first	ADJ
iajs-906	104	23	half	half	NOUN
iajs-906	104	24	of	of	ADP
iajs-906	104	25	an	an	DET
iajs-906	104	26	n	n	NUM
iajs-906	104	27	element	element	NOUN
iajs-906	104	28	array	array	NOUN
iajs-906	104	29	section	section	NOUN
iajs-906	104	30	(	(	PUNCT
iajs-906	104	31	s0	s0	PROPN
iajs-906	104	32	to	to	ADP
iajs-906	104	33	shalf-1	shalf-1	NUM
iajs-906	104	34	)	)	PUNCT
iajs-906	104	35	and	and	CCONJ
iajs-906	104	36	odd	odd	ADJ
iajs-906	104	37	elements	element	NOUN
iajs-906	104	38	which	which	PRON
iajs-906	104	39	are	be	AUX
iajs-906	104	40	stored	store	VERB
iajs-906	104	41	in	in	ADP
iajs-906	104	42	the	the	DET
iajs-906	104	43	second	second	ADJ
iajs-906	104	44	half	half	NOUN
iajs-906	104	45	of	of	ADP
iajs-906	104	46	an	an	DET
iajs-906	104	47	n	n	NUM
iajs-906	104	48	element	element	NOUN
iajs-906	104	49	array	array	NOUN
iajs-906	104	50	section	section	NOUN
iajs-906	104	51	(	(	PUNCT
iajs-906	104	52	shalf	shalf	ADV
iajs-906	104	53	to	to	ADP
iajs-906	104	54	sn-1	sn-1	NOUN
iajs-906	104	55	)	)	PUNCT
iajs-906	104	56	.	.	PUNCT
iajs-906	105	1	in	in	ADP
iajs-906	105	2	the	the	DET
iajs-906	105	3	forward	forward	ADJ
iajs-906	105	4	transform	transform	NOUN
iajs-906	105	5	equations	equation	NOUN
iajs-906	105	6	below	below	ADP
iajs-906	105	7	the	the	DET
iajs-906	105	8	expression	expression	NOUN
iajs-906	105	9	s[half+n	s[half+n	NOUN
iajs-906	105	10	]	]	PUNCT
iajs-906	105	11	references	reference	VERB
iajs-906	105	12	an	an	DET
iajs-906	105	13	odd	odd	ADJ
iajs-906	105	14	element	element	NOUN
iajs-906	105	15	and	and	CCONJ
iajs-906	105	16	s[n	s[n	NOUN
iajs-906	105	17	]	]	PUNCT
iajs-906	105	18	references	reference	NOUN
iajs-906	105	19	an	an	DET
iajs-906	105	20	even	even	ADJ
iajs-906	105	21	element	element	NOUN
iajs-906	105	22	.	.	PUNCT
iajs-906	106	1	although	although	SCONJ
iajs-906	106	2	the	the	DET
iajs-906	106	3	diagram	diagram	NOUN
iajs-906	106	4	above	above	ADV
iajs-906	106	5	shows	show	VERB
iajs-906	106	6	two	two	NUM
iajs-906	106	7	normalization	normalization	NOUN
iajs-906	106	8	steps	step	NOUN
iajs-906	106	9	,	,	PUNCT
iajs-906	106	10	in	in	ADP
iajs-906	106	11	practice	practice	NOUN
iajs-906	106	12	they	they	PRON
iajs-906	106	13	are	be	AUX
iajs-906	106	14	folded	fold	VERB
iajs-906	106	15	into	into	ADP
iajs-906	106	16	a	a	DET
iajs-906	106	17	single	single	ADJ
iajs-906	106	18	function	function	NOUN
iajs-906	106	19	.	.	PUNCT
iajs-906	107	1	forward	forward	ADV
iajs-906	107	2	transform	transform	VERB
iajs-906	107	3	step	step	NOUN
iajs-906	107	4	equations	equation	NOUN
iajs-906	107	5	:	:	PUNCT
iajs-906	107	6	update	update	NOUN
iajs-906	107	7	1	1	NUM
iajs-906	107	8	(	(	PUNCT
iajs-906	107	9	u1	u1	NOUN
iajs-906	107	10	):	):	PUNCT
iajs-906	107	11	for	for	ADP
iajs-906	107	12	n	n	NOUN
iajs-906	107	13	=	=	SYM
iajs-906	107	14	0	0	NUM
iajs-906	107	15	to	to	PART
iajs-906	107	16	half-1	half-1	NUM
iajs-906	107	17			ADJ
iajs-906	107	18			ADP
iajs-906	107	19			ADJ
iajs-906	107	20			ADP
iajs-906	107	21			PROPN
iajs-906	107	22	13	13	PROPN
iajs-906	107	23			PRON
iajs-906	107	24	halfsnsns	halfsnsns	PROPN
iajs-906	107	25	(	(	PUNCT
iajs-906	107	26	8)	8)	NUM
iajs-906	107	27	where	where	SCONJ
iajs-906	107	28	:	:	PUNCT
iajs-906	107	29	s[n	s[n	VERB
iajs-906	107	30	]	]	X
iajs-906	107	31	:	:	PUNCT
iajs-906	107	32	one	one	NUM
iajs-906	107	33	dimensional	dimensional	ADJ
iajs-906	107	34	sequence	sequence	NOUN
iajs-906	107	35	of	of	ADP
iajs-906	107	36	input	input	NOUN
iajs-906	107	37	samples	sample	NOUN
iajs-906	107	38	predict	predict	VERB
iajs-906	107	39	(	(	PUNCT
iajs-906	107	40	p1	p1	NOUN
iajs-906	107	41	):	):	PUNCT
iajs-906	107	42			ADJ
iajs-906	107	43			PUNCT
iajs-906	107	44			ADJ
iajs-906	107	45			PUNCT
iajs-906	107	46			ADJ
iajs-906	107	47			ADP
iajs-906	107	48			ADJ
iajs-906	107	49	1	1	NOUN
iajs-906	107	50	4	4	NUM
iajs-906	107	51	23	23	NUM
iajs-906	107	52	0	0	NUM
iajs-906	107	53	4	4	NUM
iajs-906	107	54	3	3	NUM
iajs-906	107	55			PROPN
iajs-906	107	56			PROPN
iajs-906	107	57			PUNCT
iajs-906	107	58	halfsshaflshalfs	halfsshaflshalfs	NOUN
iajs-906	107	59	(	(	PUNCT
iajs-906	107	60	9	9	NUM
iajs-906	107	61	)	)	PUNCT
iajs-906	107	62	for	for	ADP
iajs-906	107	63	n	n	NOUN
iajs-906	107	64	=	=	SYM
iajs-906	107	65	1	1	NUM
iajs-906	107	66	to	to	ADP
iajs-906	107	67	half-1	half-1	NUM
iajs-906	107	68	:	:	PUNCT
iajs-906	108	1			ADJ
iajs-906	108	2			ADP
iajs-906	108	3			ADJ
iajs-906	108	4			PUNCT
iajs-906	108	5			ADJ
iajs-906	108	6			ADP
iajs-906	108	7			ADJ
iajs-906	108	8	1	1	NOUN
iajs-906	108	9	4	4	NUM
iajs-906	108	10	23	23	NUM
iajs-906	108	11	4	4	NUM
iajs-906	108	12	3	3	NUM
iajs-906	108	13			PROPN
iajs-906	108	14			PROPN
iajs-906	108	15			PROPN
iajs-906	108	16	nsnsnhaflsnhalfs	nsnsnhaflsnhalfs	NOUN
iajs-906	108	17	(	(	PUNCT
iajs-906	108	18	10	10	NUM
iajs-906	108	19	)	)	PUNCT
iajs-906	108	20	update	update	NOUN
iajs-906	108	21	2	2	NUM
iajs-906	108	22	(	(	PUNCT
iajs-906	108	23	u2	u2	NOUN
iajs-906	108	24	):	):	PUNCT
iajs-906	108	25	for	for	ADP
iajs-906	108	26	n	n	NOUN
iajs-906	108	27	=	=	SYM
iajs-906	108	28	0	0	NUM
iajs-906	108	29	to	to	ADP
iajs-906	108	30	half-2	half-2	NUM
iajs-906	108	31			ADJ
iajs-906	108	32			PUNCT
iajs-906	108	33			ADJ
iajs-906	108	34			ADP
iajs-906	108	35			PROPN
iajs-906	108	36	1	1	PROPN
iajs-906	108	37	nhalfsnsns	nhalfsnsns	NOUN
iajs-906	108	38	(	(	PUNCT
iajs-906	108	39	11	11	NUM
iajs-906	108	40	)	)	PUNCT
iajs-906	108	41			ADJ
iajs-906	108	42			ADP
iajs-906	108	43			ADJ
iajs-906	108	44			PUNCT
iajs-906	108	45			PROPN
iajs-906	108	46	halfshalfshalfs	halfshalfshalfs	PROPN
iajs-906	108	47			PROPN
iajs-906	108	48	11	11	NUM
iajs-906	108	49	(	(	PUNCT
iajs-906	108	50	12	12	NUM
iajs-906	108	51	)	)	PUNCT
iajs-906	108	52	normalize	normalize	VERB
iajs-906	108	53	:	:	PUNCT
iajs-906	108	54	for	for	ADP
iajs-906	108	55	n	n	NOUN
iajs-906	108	56	=	=	SYM
iajs-906	108	57	0	0	NUM
iajs-906	108	58	to	to	PART
iajs-906	108	59	half-1	half-1	NUM
iajs-906	108	60			ADJ
iajs-906	108	61			ADP
iajs-906	108	62			ADJ
iajs-906	108	63	nsns	nsns	PROPN
iajs-906	108	64	2	2	NUM
iajs-906	108	65	13	13	NUM
iajs-906	108	66			NOUN
iajs-906	108	67			NUM
iajs-906	108	68	(	(	PUNCT
iajs-906	108	69	13	13	NUM
iajs-906	108	70	)	)	PUNCT
iajs-906	108	71			ADJ
iajs-906	108	72			ADP
iajs-906	108	73			PROPN
iajs-906	108	74	halfnshalfns	halfnshalfns	PROPN
iajs-906	108	75			PRON
iajs-906	108	76			PUNCT
iajs-906	108	77			X
iajs-906	108	78	2	2	NUM
iajs-906	108	79	13	13	NUM
iajs-906	108	80	(	(	PUNCT
iajs-906	108	81	14	14	NUM
iajs-906	108	82	)	)	PUNCT
iajs-906	108	83	proposed	propose	VERB
iajs-906	108	84	hybrid	hybrid	ADJ
iajs-906	108	85	lifting	lifting	NOUN
iajs-906	108	86	scheme	scheme	NOUN
iajs-906	108	87	in	in	ADP
iajs-906	108	88	archive	archive	NOUN
iajs-906	108	89	systems	system	NOUN
iajs-906	108	90	with	with	ADP
iajs-906	108	91	an	an	DET
iajs-906	108	92	amount	amount	NOUN
iajs-906	108	93	of	of	ADP
iajs-906	108	94	digital	digital	ADJ
iajs-906	108	95	images	image	NOUN
iajs-906	108	96	that	that	PRON
iajs-906	108	97	are	be	AUX
iajs-906	108	98	rapidly	rapidly	ADV
iajs-906	108	99	growing	grow	VERB
iajs-906	108	100	,	,	PUNCT
iajs-906	108	101	there	there	PRON
iajs-906	108	102	is	be	VERB
iajs-906	108	103	a	a	DET
iajs-906	108	104	great	great	ADJ
iajs-906	108	105	need	need	NOUN
iajs-906	108	106	for	for	ADP
iajs-906	108	107	efficient	efficient	ADJ
iajs-906	108	108	image	image	NOUN
iajs-906	108	109	indexing	indexing	NOUN
iajs-906	108	110	key	key	NOUN
iajs-906	108	111	as	as	ADP
iajs-906	108	112	access	access	NOUN
iajs-906	108	113	tool	tool	NOUN
iajs-906	108	114	in	in	ADP
iajs-906	108	115	order	order	NOUN
iajs-906	108	116	to	to	PART
iajs-906	108	117	fully	fully	ADV
iajs-906	108	118	utilize	utilize	VERB
iajs-906	108	119	this	this	DET
iajs-906	108	120	massive	massive	ADJ
iajs-906	108	121	digital	digital	ADJ
iajs-906	108	122	resource	resource	NOUN
iajs-906	108	123	,	,	PUNCT
iajs-906	108	124	and	and	CCONJ
iajs-906	108	125	to	to	PART
iajs-906	108	126	retrieve	retrieve	VERB
iajs-906	108	127	stored	store	VERB
iajs-906	108	128	data	datum	NOUN
iajs-906	108	129	base	base	NOUN
iajs-906	108	130	images	image	NOUN
iajs-906	108	131	.	.	PUNCT
iajs-906	109	1	the	the	DET
iajs-906	109	2	traditional	traditional	ADJ
iajs-906	109	3	index	index	NOUN
iajs-906	109	4	key	key	NOUN
iajs-906	109	5	in	in	ADP
iajs-906	109	6	database	database	NOUN
iajs-906	109	7	like	like	ADP
iajs-906	109	8	document	document	NOUN
iajs-906	109	9	numbers	number	NOUN
iajs-906	109	10	,	,	PUNCT
iajs-906	109	11	document	document	NOUN
iajs-906	109	12	number	number	NOUN
iajs-906	109	13	and	and	CCONJ
iajs-906	109	14	date	date	NOUN
iajs-906	109	15	,	,	PUNCT
iajs-906	109	16	sequence	sequence	NOUN
iajs-906	109	17	number	number	NOUN
iajs-906	109	18	,	,	PUNCT
iajs-906	109	19	codes	code	NOUN
iajs-906	109	20	and	and	CCONJ
iajs-906	109	21	others	other	NOUN
iajs-906	109	22	is	be	AUX
iajs-906	109	23	just	just	ADV
iajs-906	109	24	codes	code	NOUN
iajs-906	109	25	to	to	ADP
iajs-906	109	26	images	image	NOUN
iajs-906	109	27	coding	code	VERB
iajs-906	109	28	since	since	SCONJ
iajs-906	109	29	it	it	PRON
iajs-906	109	30	does	do	AUX
iajs-906	109	31	not	not	PART
iajs-906	109	32	extract	extract	VERB
iajs-906	109	33	from	from	ADP
iajs-906	109	34	the	the	DET
iajs-906	109	35	image	image	NOUN
iajs-906	109	36	contents	content	NOUN
iajs-906	109	37	.	.	PUNCT
iajs-906	110	1	so	so	ADV
iajs-906	110	2	in	in	ADP
iajs-906	110	3	this	this	DET
iajs-906	110	4	paper	paper	NOUN
iajs-906	110	5	we	we	PRON
iajs-906	110	6	try	try	VERB
iajs-906	110	7	to	to	PART
iajs-906	110	8	create	create	VERB
iajs-906	110	9	index	index	NOUN
iajs-906	110	10	key	key	NOUN
iajs-906	110	11	from	from	ADP
iajs-906	110	12	the	the	DET
iajs-906	110	13	document	document	NOUN
iajs-906	110	14	image	image	NOUN
iajs-906	110	15	itself	itself	PRON
iajs-906	110	16	[	[	X
iajs-906	110	17	11	11	NUM
iajs-906	110	18	]	]	PUNCT
iajs-906	110	19	.	.	PUNCT
iajs-906	111	1	in	in	ADP
iajs-906	111	2	general	general	ADJ
iajs-906	111	3	,	,	PUNCT
iajs-906	111	4	both	both	PRON
iajs-906	111	5	haar	haar	PROPN
iajs-906	111	6	and	and	CCONJ
iajs-906	111	7	d4	d4	PROPN
iajs-906	111	8	algorithms	algorithm	NOUN
iajs-906	111	9	are	be	AUX
iajs-906	111	10	used	use	VERB
iajs-906	111	11	mainly	mainly	ADV
iajs-906	111	12	for	for	ADP
iajs-906	111	13	image	image	NOUN
iajs-906	111	14	decomposition	decomposition	NOUN
iajs-906	111	15	.	.	PUNCT
iajs-906	112	1	each	each	DET
iajs-906	112	2	one	one	NUM
iajs-906	112	3	of	of	ADP
iajs-906	112	4	them	they	PRON
iajs-906	112	5	has	have	VERB
iajs-906	112	6	the	the	DET
iajs-906	112	7	special	special	ADJ
iajs-906	112	8	features	feature	NOUN
iajs-906	112	9	for	for	ADP
iajs-906	112	10	accuracy	accuracy	NOUN
iajs-906	112	11	,	,	PUNCT
iajs-906	112	12	retrieval	retrieval	NOUN
iajs-906	112	13	and	and	CCONJ
iajs-906	112	14	memory	memory	NOUN
iajs-906	112	15	space	space	NOUN
iajs-906	112	16	required	require	VERB
iajs-906	112	17	.	.	PUNCT
iajs-906	113	1	ihjpas	ihjpas	PROPN
iajs-906	113	2	in	in	ADP
iajs-906	113	3	the	the	DET
iajs-906	113	4	proposed	propose	VERB
iajs-906	113	5	algorithm	algorithm	NOUN
iajs-906	113	6	,	,	PUNCT
iajs-906	113	7	haar	haar	PROPN
iajs-906	113	8	and	and	CCONJ
iajs-906	113	9	d4	d4	PROPN
iajs-906	113	10	algorithms	algorithm	NOUN
iajs-906	113	11	have	have	AUX
iajs-906	113	12	been	be	AUX
iajs-906	113	13	used	use	VERB
iajs-906	113	14	as	as	ADP
iajs-906	113	15	tools	tool	NOUN
iajs-906	113	16	for	for	ADP
iajs-906	113	17	image	image	NOUN
iajs-906	113	18	key	key	ADJ
iajs-906	113	19	generation	generation	NOUN
iajs-906	113	20	depends	depend	VERB
iajs-906	113	21	on	on	ADP
iajs-906	113	22	its	its	PRON
iajs-906	113	23	features	feature	NOUN
iajs-906	113	24	through	through	ADP
iajs-906	113	25	image	image	NOUN
iajs-906	113	26	multi	multi	NOUN
iajs-906	113	27	decomposition	decomposition	NOUN
iajs-906	113	28	until	until	SCONJ
iajs-906	113	29	find	find	VERB
iajs-906	113	30	a	a	DET
iajs-906	113	31	numerical	numerical	ADJ
iajs-906	113	32	value	value	NOUN
iajs-906	113	33	to	to	PART
iajs-906	113	34	be	be	AUX
iajs-906	113	35	the	the	DET
iajs-906	113	36	unique	unique	ADJ
iajs-906	113	37	image	image	NOUN
iajs-906	113	38	key	key	NOUN
iajs-906	113	39	consists	consist	NOUN
iajs-906	113	40	of	of	ADP
iajs-906	113	41	three	three	NUM
iajs-906	113	42	parts	part	NOUN
iajs-906	113	43	(	(	PUNCT
iajs-906	113	44	red	red	ADJ
iajs-906	113	45	,	,	PUNCT
iajs-906	113	46	green	green	ADJ
iajs-906	113	47	and	and	CCONJ
iajs-906	113	48	blue	blue	ADJ
iajs-906	113	49	color	color	NOUN
iajs-906	113	50	array	array	NOUN
iajs-906	113	51	)	)	PUNCT
iajs-906	113	52	.	.	PUNCT
iajs-906	114	1	then	then	ADV
iajs-906	114	2	,	,	PUNCT
iajs-906	114	3	this	this	DET
iajs-906	114	4	image	image	NOUN
iajs-906	114	5	key	key	NOUN
iajs-906	114	6	has	have	VERB
iajs-906	114	7	to	to	PART
iajs-906	114	8	be	be	AUX
iajs-906	114	9	stored	store	VERB
iajs-906	114	10	with	with	ADP
iajs-906	114	11	the	the	DET
iajs-906	114	12	document	document	NOUN
iajs-906	114	13	image	image	NOUN
iajs-906	114	14	in	in	ADP
iajs-906	114	15	the	the	DET
iajs-906	114	16	database	database	NOUN
iajs-906	114	17	in	in	ADP
iajs-906	114	18	order	order	NOUN
iajs-906	114	19	to	to	PART
iajs-906	114	20	use	use	VERB
iajs-906	114	21	it	it	PRON
iajs-906	114	22	later	later	ADV
iajs-906	114	23	on	on	ADV
iajs-906	114	24	to	to	PART
iajs-906	114	25	discover	discover	VERB
iajs-906	114	26	about	about	ADP
iajs-906	114	27	any	any	DET
iajs-906	114	28	changes	change	NOUN
iajs-906	114	29	on	on	ADP
iajs-906	114	30	the	the	DET
iajs-906	114	31	document	document	NOUN
iajs-906	114	32	image	image	NOUN
iajs-906	114	33	stored	store	VERB
iajs-906	114	34	in	in	ADP
iajs-906	114	35	the	the	DET
iajs-906	114	36	database	database	NOUN
iajs-906	114	37	to	to	PART
iajs-906	114	38	prevent	prevent	VERB
iajs-906	114	39	fraud	fraud	NOUN
iajs-906	114	40	.	.	PUNCT
iajs-906	115	1	the	the	DET
iajs-906	115	2	proposed	propose	VERB
iajs-906	115	3	hybrid	hybrid	ADJ
iajs-906	115	4	lifting	lifting	NOUN
iajs-906	115	5	scheme	scheme	NOUN
iajs-906	115	6	depends	depend	VERB
iajs-906	115	7	on	on	ADP
iajs-906	115	8	merging	merging	NOUN
iajs-906	115	9	of	of	ADP
iajs-906	115	10	the	the	DET
iajs-906	115	11	lifting	lift	VERB
iajs-906	115	12	schemes	scheme	NOUN
iajs-906	115	13	(	(	PUNCT
iajs-906	115	14	haar	haar	NOUN
iajs-906	115	15	and	and	CCONJ
iajs-906	115	16	d4	d4	PROPN
iajs-906	115	17	)	)	PUNCT
iajs-906	115	18	equations	equation	NOUN
iajs-906	115	19	in	in	ADP
iajs-906	115	20	update	update	NOUN
iajs-906	115	21	steps	step	NOUN
iajs-906	115	22	of	of	ADP
iajs-906	115	23	d4	d4	PROPN
iajs-906	115	24	in	in	ADP
iajs-906	115	25	order	order	NOUN
iajs-906	115	26	to	to	PART
iajs-906	115	27	find	find	VERB
iajs-906	115	28	new	new	ADJ
iajs-906	115	29	algorithm	algorithm	NOUN
iajs-906	115	30	with	with	ADP
iajs-906	115	31	new	new	ADJ
iajs-906	115	32	ibn	ibn	PROPN
iajs-906	115	33	alhaitham	alhaitham	NOUN
iajs-906	115	34	j.	j.	PROPN
iajs-906	115	35	for	for	ADP
iajs-906	115	36	pure	pure	ADJ
iajs-906	115	37	&	&	CCONJ
iajs-906	115	38	appl	appl	PROPN
iajs-906	115	39	.	.	PUNCT
iajs-906	116	1	sci	sci	PROPN
iajs-906	116	2	.	.	PUNCT
iajs-906	117	1	vol.23	vol.23	PROPN
iajs-906	117	2	(	(	PUNCT
iajs-906	117	3	3	3	NUM
iajs-906	117	4	)	)	PUNCT
iajs-906	117	5	2010	2010	NUM
iajs-906	117	6	features	feature	VERB
iajs-906	117	7	aid	aid	NOUN
iajs-906	117	8	for	for	ADP
iajs-906	117	9	generation	generation	NOUN
iajs-906	117	10	image	image	NOUN
iajs-906	117	11	key	key	NOUN
iajs-906	117	12	.	.	PUNCT
iajs-906	118	1	because	because	SCONJ
iajs-906	118	2	we	we	PRON
iajs-906	118	3	did	do	AUX
iajs-906	118	4	notice	notice	VERB
iajs-906	118	5	that	that	SCONJ
iajs-906	118	6	d4	d4	PROPN
iajs-906	118	7	algorithm	algorithm	NOUN
iajs-906	118	8	needs	need	VERB
iajs-906	118	9	huge	huge	ADJ
iajs-906	118	10	memory	memory	NOUN
iajs-906	118	11	to	to	PART
iajs-906	118	12	perform	perform	VERB
iajs-906	118	13	its	its	PRON
iajs-906	118	14	steps	step	NOUN
iajs-906	118	15	and	and	CCONJ
iajs-906	118	16	to	to	PART
iajs-906	118	17	save	save	VERB
iajs-906	118	18	last	last	ADJ
iajs-906	118	19	numbers	number	NOUN
iajs-906	118	20	and	and	CCONJ
iajs-906	118	21	haar	haar	X
iajs-906	118	22	algorithm	algorithm	PROPN
iajs-906	118	23	is	be	AUX
iajs-906	118	24	not	not	PART
iajs-906	118	25	very	very	ADV
iajs-906	118	26	sensitive	sensitive	ADJ
iajs-906	118	27	to	to	ADP
iajs-906	118	28	small	small	ADJ
iajs-906	118	29	changes	change	NOUN
iajs-906	118	30	that	that	PRON
iajs-906	118	31	may	may	AUX
iajs-906	118	32	be	be	AUX
iajs-906	118	33	happened	happen	VERB
iajs-906	118	34	in	in	ADP
iajs-906	118	35	document	document	NOUN
iajs-906	118	36	image	image	NOUN
iajs-906	118	37	.	.	PUNCT
iajs-906	119	1	while	while	SCONJ
iajs-906	119	2	,	,	PUNCT
iajs-906	119	3	our	our	PRON
iajs-906	119	4	proposed	propose	VERB
iajs-906	119	5	algorithm	algorithm	NOUN
iajs-906	119	6	needs	need	VERB
iajs-906	119	7	little	little	ADJ
iajs-906	119	8	storage	storage	NOUN
iajs-906	119	9	space	space	NOUN
iajs-906	119	10	and	and	CCONJ
iajs-906	119	11	very	very	ADV
iajs-906	119	12	sensitive	sensitive	ADJ
iajs-906	119	13	capacity	capacity	NOUN
iajs-906	119	14	to	to	ADP
iajs-906	119	15	small	small	ADJ
iajs-906	119	16	changes	change	NOUN
iajs-906	119	17	.	.	PUNCT
iajs-906	120	1	therefore	therefore	ADV
iajs-906	120	2	,	,	PUNCT
iajs-906	120	3	the	the	DET
iajs-906	120	4	following	follow	VERB
iajs-906	120	5	update	update	NOUN
iajs-906	120	6	equation	equation	NOUN
iajs-906	120	7	will	will	AUX
iajs-906	120	8	be	be	AUX
iajs-906	120	9	used	use	VERB
iajs-906	120	10	:	:	PUNCT
iajs-906	120	11			ADJ
iajs-906	120	12			ADP
iajs-906	120	13			ADJ
iajs-906	120	14			ADP
iajs-906	120	15			NOUN
iajs-906	120	16			NOUN
iajs-906	120	17			PROPN
iajs-906	120	18	2	2	NUM
iajs-906	120	19	/	/	SYM
iajs-906	120	20	nhalfsnsns	nhalfsnsns	NOUN
iajs-906	120	21			PROPN
iajs-906	120	22	(	(	PUNCT
iajs-906	120	23	15	15	NUM
iajs-906	120	24	)	)	PUNCT
iajs-906	120	25	the	the	DET
iajs-906	120	26	above	above	ADJ
iajs-906	120	27	equation	equation	NOUN
iajs-906	120	28	has	have	AUX
iajs-906	120	29	been	be	AUX
iajs-906	120	30	taken	take	VERB
iajs-906	120	31	from	from	ADP
iajs-906	120	32	haar	haar	NOUN
iajs-906	120	33	algorithm	algorithm	NOUN
iajs-906	120	34	equation	equation	NOUN
iajs-906	120	35	(	(	PUNCT
iajs-906	120	36	7	7	NUM
iajs-906	120	37	)	)	PUNCT
iajs-906	120	38	with	with	ADP
iajs-906	120	39	d4	d4	PROPN
iajs-906	120	40	update	update	NOUN
iajs-906	120	41	1	1	NUM
iajs-906	120	42	(	(	PUNCT
iajs-906	120	43	u1	u1	NOUN
iajs-906	120	44	)	)	PUNCT
iajs-906	120	45	terms	term	NOUN
iajs-906	120	46	in	in	ADP
iajs-906	120	47	equation	equation	NOUN
iajs-906	120	48	(	(	PUNCT
iajs-906	120	49	8)	8)	NUM
iajs-906	120	50	and	and	CCONJ
iajs-906	120	51	replaces	replace	VERB
iajs-906	120	52	the	the	DET
iajs-906	120	53	equation	equation	NOUN
iajs-906	120	54	(	(	PUNCT
iajs-906	120	55	11	11	NUM
iajs-906	120	56	)	)	PUNCT
iajs-906	120	57	of	of	ADP
iajs-906	120	58	d4	d4	PROPN
iajs-906	120	59	update	update	NOUN
iajs-906	120	60	2	2	NUM
iajs-906	120	61	(	(	PUNCT
iajs-906	120	62	u2	u2	NOUN
iajs-906	120	63	)	)	PUNCT
iajs-906	120	64	with	with	ADP
iajs-906	120	65	haar	haar	PROPN
iajs-906	120	66	update	update	NOUN
iajs-906	120	67	equation	equation	NOUN
iajs-906	120	68	(	(	PUNCT
iajs-906	120	69	7	7	NUM
iajs-906	120	70	)	)	PUNCT
iajs-906	120	71	.	.	PUNCT
iajs-906	121	1	figure	figure	NOUN
iajs-906	121	2	(	(	PUNCT
iajs-906	121	3	6	6	NUM
iajs-906	121	4	)	)	PUNCT
iajs-906	121	5	explains	explain	VERB
iajs-906	121	6	the	the	DET
iajs-906	121	7	structure	structure	NOUN
iajs-906	121	8	of	of	ADP
iajs-906	121	9	the	the	DET
iajs-906	121	10	proposed	propose	VERB
iajs-906	121	11	hybrid	hybrid	ADJ
iajs-906	121	12	algorithm	algorithm	NOUN
iajs-906	121	13	u1h	u1h	X
iajs-906	121	14	which	which	PRON
iajs-906	121	15	contains	contain	VERB
iajs-906	121	16	the	the	DET
iajs-906	121	17	modification	modification	NOUN
iajs-906	121	18	of	of	ADP
iajs-906	121	19	d4	d4	PROPN
iajs-906	121	20	update	update	NOUN
iajs-906	121	21	1	1	NUM
iajs-906	121	22	and	and	CCONJ
iajs-906	121	23	u2h	u2h	PROPN
iajs-906	121	24	contains	contain	VERB
iajs-906	121	25	the	the	DET
iajs-906	121	26	modification	modification	NOUN
iajs-906	121	27	of	of	ADP
iajs-906	121	28	d4	d4	PROPN
iajs-906	121	29	update	update	NOUN
iajs-906	121	30	2	2	NUM
iajs-906	121	31	.	.	PUNCT
iajs-906	122	1	the	the	DET
iajs-906	122	2	following	follow	VERB
iajs-906	122	3	steps	step	NOUN
iajs-906	122	4	represent	represent	VERB
iajs-906	122	5	the	the	DET
iajs-906	122	6	proposal	proposal	NOUN
iajs-906	122	7	algorithm	algorithm	NOUN
iajs-906	122	8	index	index	NOUN
iajs-906	122	9	key	key	ADJ
iajs-906	122	10	generation	generation	NOUN
iajs-906	122	11	.	.	PUNCT
iajs-906	123	1	algorithm	algorithm	NOUN
iajs-906	123	2	:	:	PUNCT
iajs-906	123	3	hybrid	hybrid	ADJ
iajs-906	123	4	algorithm	algorithm	NOUN
iajs-906	123	5	for	for	ADP
iajs-906	123	6	generate	generate	VERB
iajs-906	123	7	index	index	NOUN
iajs-906	123	8	key	key	NOUN
iajs-906	123	9	based	base	VERB
iajs-906	123	10	on	on	ADP
iajs-906	123	11	image	image	NOUN
iajs-906	123	12	contents	content	NOUN
iajs-906	123	13	.	.	PUNCT
iajs-906	124	1	inputs	input	NOUN
iajs-906	124	2	:	:	PUNCT
iajs-906	124	3	database	database	NOUN
iajs-906	124	4	document	document	NOUN
iajs-906	124	5	images	image	NOUN
iajs-906	124	6	.	.	PUNCT
iajs-906	125	1	output	output	NOUN
iajs-906	125	2	:	:	PUNCT
iajs-906	125	3	image	image	NOUN
iajs-906	125	4	index	index	NOUN
iajs-906	125	5	key	key	NOUN
iajs-906	125	6	.	.	PUNCT
iajs-906	126	1	begin	begin	VERB
iajs-906	126	2	image	image	NOUN
iajs-906	126	3	scanning	scanning	NOUN
iajs-906	126	4	;	;	PUNCT
iajs-906	126	5	{	{	PUNCT
iajs-906	126	6	key	key	ADJ
iajs-906	126	7	generation	generation	NOUN
iajs-906	126	8	}	}	PUNCT
iajs-906	126	9	for	for	ADP
iajs-906	126	10	recursive=1	recursive=1	PROPN
iajs-906	126	11	to	to	ADP
iajs-906	126	12	14	14	NUM
iajs-906	126	13	for	for	ADP
iajs-906	126	14	i=1	i=1	PROPN
iajs-906	126	15	to	to	ADP
iajs-906	126	16	n	n	PROPN
iajs-906	126	17	{	{	PUNCT
iajs-906	126	18	where	where	SCONJ
iajs-906	126	19	n	n	NOUN
iajs-906	126	20	=	=	SYM
iajs-906	126	21	image	image	NOUN
iajs-906	126	22	width	width	NOUN
iajs-906	126	23	*	*	PUNCT
iajs-906	126	24	image	image	NOUN
iajs-906	126	25	height	height	NOUN
iajs-906	126	26	}	}	PUNCT
iajs-906	126	27	split	split	NOUN
iajs-906	126	28	(	(	PUNCT
iajs-906	126	29	image	image	NOUN
iajs-906	126	30	values	value	NOUN
iajs-906	126	31	)	)	PUNCT
iajs-906	126	32	{	{	PUNCT
iajs-906	126	33	divide	divide	VERB
iajs-906	126	34	the	the	DET
iajs-906	126	35	image	image	NOUN
iajs-906	126	36	values	value	NOUN
iajs-906	126	37	to	to	ADP
iajs-906	126	38	even	even	ADV
iajs-906	126	39	and	and	CCONJ
iajs-906	126	40	odd	odd	ADJ
iajs-906	126	41	elements	element	NOUN
iajs-906	126	42	}	}	PUNCT
iajs-906	126	43	next	next	ADP
iajs-906	126	44	i	i	PRON
iajs-906	126	45	for	for	ADP
iajs-906	126	46	n	n	PRON
iajs-906	126	47	=	=	NOUN
iajs-906	126	48	0	0	NUM
iajs-906	126	49	to	to	PART
iajs-906	126	50	half	half	NOUN
iajs-906	126	51	-1	-1	PUNCT
iajs-906	126	52	{	{	PUNCT
iajs-906	126	53	u1	u1	NOUN
iajs-906	126	54	for	for	ADP
iajs-906	126	55	even	even	ADV
iajs-906	126	56	elements	element	NOUN
iajs-906	126	57	}	}	PUNCT
iajs-906	126	58			ADJ
iajs-906	126	59			ADP
iajs-906	126	60			ADJ
iajs-906	126	61			ADP
iajs-906	126	62			NOUN
iajs-906	126	63			NOUN
iajs-906	126	64			PROPN
iajs-906	126	65	2	2	NUM
iajs-906	126	66	/	/	SYM
iajs-906	126	67	nhalfsnsns	nhalfsnsns	NOUN
iajs-906	126	68			VERB
iajs-906	126	69	next	next	ADJ
iajs-906	126	70	n	n	PRON
iajs-906	126	71			ADJ
iajs-906	126	72			PUNCT
iajs-906	126	73			ADJ
iajs-906	126	74			PUNCT
iajs-906	126	75			ADJ
iajs-906	126	76			ADP
iajs-906	126	77			ADJ
iajs-906	126	78	1	1	NOUN
iajs-906	126	79	4	4	NUM
iajs-906	126	80	23	23	NUM
iajs-906	126	81	0	0	NUM
iajs-906	126	82	4	4	NUM
iajs-906	126	83	3	3	NUM
iajs-906	126	84			PROPN
iajs-906	126	85			PROPN
iajs-906	126	86			SYM
iajs-906	126	87	halfsshaflshalfs	halfsshaflshalfs	NOUN
iajs-906	126	88	{	{	PUNCT
iajs-906	126	89	for	for	ADP
iajs-906	126	90	the	the	DET
iajs-906	126	91	first	first	ADJ
iajs-906	126	92	value	value	NOUN
iajs-906	126	93	of	of	ADP
iajs-906	126	94	odd	odd	ADJ
iajs-906	126	95	elements	element	NOUN
iajs-906	126	96	only	only	ADV
iajs-906	126	97	}	}	PUNCT
iajs-906	126	98	for	for	ADP
iajs-906	126	99	n	n	X
iajs-906	126	100	=	=	NOUN
iajs-906	126	101	1	1	NUM
iajs-906	126	102	to	to	PART
iajs-906	126	103	half-1	half-1	NUM
iajs-906	126	104	{	{	PUNCT
iajs-906	126	105	p1	p1	PROPN
iajs-906	126	106	f	f	PROPN
iajs-906	126	107	or	or	CCONJ
iajs-906	126	108	odd	odd	ADJ
iajs-906	126	109	elements	element	NOUN
iajs-906	126	110	}	}	PUNCT
iajs-906	126	111			ADJ
iajs-906	126	112			ADP
iajs-906	126	113			ADJ
iajs-906	126	114			PUNCT
iajs-906	126	115			ADJ
iajs-906	126	116			ADP
iajs-906	126	117			ADJ
iajs-906	126	118	1	1	NOUN
iajs-906	126	119	4	4	NUM
iajs-906	126	120	23	23	NUM
iajs-906	126	121	4	4	NUM
iajs-906	126	122	3	3	NUM
iajs-906	126	123			PROPN
iajs-906	126	124			PROPN
iajs-906	126	125			PROPN
iajs-906	126	126	nsnsnhaflsnhalfs	nsnsnhaflsnhalfs	ADV
iajs-906	126	127	next	next	ADJ
iajs-906	126	128	n	n	CCONJ
iajs-906	126	129	for	for	ADP
iajs-906	126	130	n	n	PRON
iajs-906	126	131	=	=	NOUN
iajs-906	126	132	0	0	NUM
iajs-906	126	133	to	to	ADP
iajs-906	126	134	half-2	half-2	NUM
iajs-906	126	135	{	{	PUNCT
iajs-906	126	136	u2	u2	NOUN
iajs-906	126	137	for	for	ADP
iajs-906	126	138	even	even	ADV
iajs-906	126	139	elements	element	NOUN
iajs-906	126	140	}	}	PUNCT
iajs-906	126	141			ADJ
iajs-906	126	142			ADP
iajs-906	126	143			ADJ
iajs-906	126	144			ADP
iajs-906	126	145			NOUN
iajs-906	126	146			NOUN
iajs-906	126	147			PROPN
iajs-906	126	148	2	2	NUM
iajs-906	126	149	/	/	SYM
iajs-906	126	150	nhalfsnsns	nhalfsnsns	PROPN
iajs-906	126	151			PROPN
iajs-906	126	152			ADJ
iajs-906	126	153			ADP
iajs-906	126	154			ADJ
iajs-906	126	155			PUNCT
iajs-906	126	156			PROPN
iajs-906	126	157	halfshalfshalfs	halfshalfshalfs	PROPN
iajs-906	126	158			PROPN
iajs-906	126	159	11	11	NUM
iajs-906	126	160	next	next	ADP
iajs-906	126	161	n	n	CCONJ
iajs-906	126	162	for	for	ADP
iajs-906	126	163	n	n	DET
iajs-906	126	164	=	=	NOUN
iajs-906	126	165	0	0	NUM
iajs-906	126	166	to	to	PART
iajs-906	126	167	half	half	NOUN
iajs-906	126	168	-1	-1	ADP
iajs-906	126	169	{	{	PUNCT
iajs-906	126	170	normalization	normalization	NOUN
iajs-906	126	171	}	}	PUNCT
iajs-906	126	172			ADJ
iajs-906	126	173			NOUN
iajs-906	126	174			PROPN
iajs-906	126	175			PROPN
iajs-906	126	176			ADJ
iajs-906	126	177	nsns	nsns	PROPN
iajs-906	126	178	*	*	SYM
iajs-906	126	179	517.0	517.0	NUM
iajs-906	126	180			ADJ
iajs-906	126	181			NOUN
iajs-906	126	182			PROPN
iajs-906	126	183			PROPN
iajs-906	126	184			NOUN
iajs-906	126	185	nhalfshal	nhalfshal	PROPN
iajs-906	126	186	fns	fns	PROPN
iajs-906	126	187			PROPN
iajs-906	126	188	*	*	PROPN
iajs-906	126	189	932.1	932.1	NUM
iajs-906	126	190	ihjpas	ihjpas	NOUN
iajs-906	126	191	1	1	NUM
iajs-906	126	192	.	.	PUNCT
iajs-906	126	193	proposed	propose	VERB
iajs-906	126	194	algorithm	algorithm	NOUN
iajs-906	126	195	implementation	implementation	NOUN
iajs-906	126	196	the	the	DET
iajs-906	126	197	implementation	implementation	NOUN
iajs-906	126	198	of	of	ADP
iajs-906	126	199	the	the	DET
iajs-906	126	200	proposed	propose	VERB
iajs-906	126	201	algorithm	algorithm	NOUN
iajs-906	126	202	is	be	AUX
iajs-906	126	203	performed	perform	VERB
iajs-906	126	204	on	on	ADP
iajs-906	126	205	pentium	pentium	NOUN
iajs-906	126	206	iv	iv	NUM
iajs-906	126	207	pc	pc	NOUN
iajs-906	126	208	with	with	ADP
iajs-906	126	209	visual	visual	ADJ
iajs-906	126	210	basic	basic	ADJ
iajs-906	126	211	compiler	compiler	NOUN
iajs-906	126	212	and	and	CCONJ
iajs-906	126	213	access	access	NOUN
iajs-906	126	214	database	database	NOUN
iajs-906	126	215	software	software	NOUN
iajs-906	126	216	in	in	ADP
iajs-906	126	217	two	two	NUM
iajs-906	126	218	stages	stage	NOUN
iajs-906	126	219	as	as	SCONJ
iajs-906	126	220	follows	follow	VERB
iajs-906	126	221	:	:	PUNCT
iajs-906	126	222	stage	stage	NOUN
iajs-906	126	223	1	1	NUM
iajs-906	126	224	:	:	PUNCT
iajs-906	126	225	to	to	PART
iajs-906	126	226	create	create	VERB
iajs-906	126	227	index	index	NOUN
iajs-906	126	228	key	key	NOUN
iajs-906	126	229	for	for	ADP
iajs-906	126	230	input	input	NOUN
iajs-906	126	231	document	document	NOUN
iajs-906	126	232	image	image	NOUN
iajs-906	126	233	.	.	PUNCT
iajs-906	127	1	stage	stage	NOUN
iajs-906	127	2	2	2	NUM
iajs-906	127	3	:	:	PUNCT
iajs-906	127	4	to	to	ADP
iajs-906	127	5	discovering	discover	VERB
iajs-906	127	6	fraud	fraud	NOUN
iajs-906	127	7	document	document	NOUN
iajs-906	127	8	image	image	NOUN
iajs-906	127	9	through	through	ADP
iajs-906	127	10	retrieval	retrieval	NOUN
iajs-906	127	11	document	document	NOUN
iajs-906	127	12	image	image	NOUN
iajs-906	127	13	.	.	PUNCT
iajs-906	128	1	ibn	ibn	PROPN
iajs-906	128	2	alhaitham	alhaitham	PROPN
iajs-906	128	3	j.	j.	PROPN
iajs-906	128	4	for	for	ADP
iajs-906	128	5	pure	pure	ADJ
iajs-906	128	6	&	&	CCONJ
iajs-906	128	7	appl	appl	PROPN
iajs-906	128	8	.	.	PUNCT
iajs-906	129	1	sci	sci	PROPN
iajs-906	129	2	.	.	PUNCT
iajs-906	130	1	vol.23	vol.23	PROPN
iajs-906	130	2	(	(	PUNCT
iajs-906	130	3	3	3	NUM
iajs-906	130	4	)	)	PUNCT
iajs-906	130	5	2010	2010	NUM
iajs-906	130	6	stage	stage	NOUN
iajs-906	130	7	1	1	NUM
iajs-906	130	8	:	:	PUNCT
iajs-906	130	9	as	as	ADP
iajs-906	130	10	show	show	NOUN
iajs-906	130	11	in	in	ADP
iajs-906	130	12	figure	figure	NOUN
iajs-906	130	13	(	(	PUNCT
iajs-906	130	14	7	7	NUM
iajs-906	130	15	)	)	PUNCT
iajs-906	130	16	,	,	PUNCT
iajs-906	130	17	input	input	VERB
iajs-906	130	18	new	new	ADJ
iajs-906	130	19	document	document	NOUN
iajs-906	130	20	image	image	NOUN
iajs-906	130	21	and	and	CCONJ
iajs-906	130	22	prepare	prepare	VERB
iajs-906	130	23	the	the	DET
iajs-906	130	24	document	document	NOUN
iajs-906	130	25	image	image	NOUN
iajs-906	130	26	to	to	ADP
iajs-906	130	27	:	:	PUNCT
iajs-906	130	28			PRON
iajs-906	130	29	compute	compute	VERB
iajs-906	130	30	the	the	DET
iajs-906	130	31	unique	unique	ADJ
iajs-906	130	32	index	index	NOUN
iajs-906	130	33	key	key	NOUN
iajs-906	130	34	by	by	ADP
iajs-906	130	35	the	the	DET
iajs-906	130	36	proposed	propose	VERB
iajs-906	130	37	algorithm	algorithm	NOUN
iajs-906	130	38	.	.	PUNCT
iajs-906	131	1			PROPN
iajs-906	131	2	save	save	VERB
iajs-906	131	3	the	the	DET
iajs-906	131	4	input	input	NOUN
iajs-906	131	5	image	image	NOUN
iajs-906	131	6	and	and	CCONJ
iajs-906	131	7	its	its	PRON
iajs-906	131	8	key	key	ADJ
iajs-906	131	9	index	index	NOUN
iajs-906	131	10	in	in	ADP
iajs-906	131	11	database	database	NOUN
iajs-906	131	12	.	.	PUNCT
iajs-906	132	1	stage	stage	NOUN
iajs-906	132	2	2	2	NUM
iajs-906	132	3	:	:	PUNCT
iajs-906	132	4	check	check	VERB
iajs-906	132	5	the	the	DET
iajs-906	132	6	fraud	fraud	NOUN
iajs-906	132	7	in	in	ADP
iajs-906	132	8	documents	document	NOUN
iajs-906	132	9	image	image	NOUN
iajs-906	132	10	when	when	SCONJ
iajs-906	132	11	retrieval	retrieval	VERB
iajs-906	132	12	any	any	DET
iajs-906	132	13	document	document	NOUN
iajs-906	132	14	images	image	NOUN
iajs-906	132	15	as	as	ADP
iajs-906	132	16	show	show	NOUN
iajs-906	132	17	in	in	ADP
iajs-906	132	18	figure	figure	NOUN
iajs-906	132	19	(	(	PUNCT
iajs-906	132	20	8)	8)	NUM
iajs-906	132	21	:	:	PUNCT
iajs-906	132	22			NOUN
iajs-906	132	23	compute	compute	VERB
iajs-906	132	24	the	the	DET
iajs-906	132	25	unique	unique	ADJ
iajs-906	132	26	index	index	NOUN
iajs-906	132	27	key	key	NOUN
iajs-906	132	28	to	to	ADP
iajs-906	132	29	retrieval	retrieval	NOUN
iajs-906	132	30	image	image	NOUN
iajs-906	132	31	.	.	PUNCT
iajs-906	133	1			PROPN
iajs-906	133	2	compare	compare	VERB
iajs-906	133	3	this	this	DET
iajs-906	133	4	index	index	NOUN
iajs-906	133	5	key	key	NOUN
iajs-906	133	6	with	with	ADP
iajs-906	133	7	stored	store	VERB
iajs-906	133	8	index	index	NOUN
iajs-906	133	9	key	key	NOUN
iajs-906	133	10	of	of	ADP
iajs-906	133	11	the	the	DET
iajs-906	133	12	document	document	NOUN
iajs-906	133	13	image	image	NOUN
iajs-906	133	14	.	.	PUNCT
iajs-906	134	1			X
iajs-906	135	1	if	if	SCONJ
iajs-906	135	2	the	the	DET
iajs-906	135	3	index	index	NOUN
iajs-906	135	4	key	key	NOUN
iajs-906	135	5	is	be	AUX
iajs-906	135	6	the	the	DET
iajs-906	135	7	same	same	ADJ
iajs-906	135	8	,	,	PUNCT
iajs-906	135	9	then	then	ADV
iajs-906	135	10	the	the	DET
iajs-906	135	11	document	document	NOUN
iajs-906	135	12	image	image	NOUN
iajs-906	135	13	is	be	AUX
iajs-906	135	14	not	not	PART
iajs-906	135	15	fraud	fraud	NOUN
iajs-906	135	16	(	(	PUNCT
iajs-906	135	17	original	original	ADJ
iajs-906	135	18	)	)	PUNCT
iajs-906	135	19	,	,	PUNCT
iajs-906	135	20	otherwise	otherwise	ADV
iajs-906	135	21	,	,	PUNCT
iajs-906	135	22	the	the	DET
iajs-906	135	23	document	document	NOUN
iajs-906	135	24	image	image	NOUN
iajs-906	135	25	is	be	AUX
iajs-906	135	26	fraud	fraud	NOUN
iajs-906	135	27	.	.	PUNCT
iajs-906	136	1			NOUN
iajs-906	136	2	display	display	NOUN
iajs-906	136	3	message	message	NOUN
iajs-906	136	4	box	box	PROPN
iajs-906	136	5	as	as	ADP
iajs-906	136	6	result	result	NOUN
iajs-906	136	7	to	to	ADP
iajs-906	136	8	upper	upper	ADJ
iajs-906	136	9	if	if	SCONJ
iajs-906	136	10	statement	statement	NOUN
iajs-906	136	11	.	.	PUNCT
iajs-906	137	1	applications	application	NOUN
iajs-906	137	2	and	and	CCONJ
iajs-906	137	3	results	result	VERB
iajs-906	137	4	the	the	DET
iajs-906	137	5	experiments	experiment	NOUN
iajs-906	137	6	focus	focus	VERB
iajs-906	137	7	on	on	ADP
iajs-906	137	8	discovering	discover	VERB
iajs-906	137	9	forgeries	forgery	NOUN
iajs-906	137	10	in	in	ADP
iajs-906	137	11	the	the	DET
iajs-906	137	12	document	document	NOUN
iajs-906	137	13	images	image	NOUN
iajs-906	137	14	through	through	ADP
iajs-906	137	15	the	the	DET
iajs-906	137	16	comparison	comparison	NOUN
iajs-906	137	17	of	of	ADP
iajs-906	137	18	the	the	DET
iajs-906	137	19	retrieval	retrieval	NOUN
iajs-906	137	20	keys	key	NOUN
iajs-906	137	21	between	between	ADP
iajs-906	137	22	the	the	DET
iajs-906	137	23	query	query	NOUN
iajs-906	137	24	document	document	NOUN
iajs-906	137	25	images	image	NOUN
iajs-906	137	26	and	and	CCONJ
iajs-906	137	27	the	the	DET
iajs-906	137	28	original	original	ADJ
iajs-906	137	29	document	document	NOUN
iajs-906	137	30	images	image	NOUN
iajs-906	137	31	that	that	PRON
iajs-906	137	32	previously	previously	ADV
iajs-906	137	33	stored	store	VERB
iajs-906	137	34	in	in	ADP
iajs-906	137	35	the	the	DET
iajs-906	137	36	database	database	NOUN
iajs-906	137	37	.	.	PUNCT
iajs-906	138	1	two	two	NUM
iajs-906	138	2	important	important	ADJ
iajs-906	138	3	retrieval	retrieval	NOUN
iajs-906	138	4	indicates	indicate	VERB
iajs-906	138	5	have	have	AUX
iajs-906	138	6	been	be	AUX
iajs-906	138	7	taken	take	VERB
iajs-906	138	8	into	into	ADP
iajs-906	138	9	consideration	consideration	NOUN
iajs-906	138	10	throughout	throughout	ADP
iajs-906	138	11	these	these	DET
iajs-906	138	12	experiments	experiment	NOUN
iajs-906	138	13	.	.	PUNCT
iajs-906	139	1	the	the	DET
iajs-906	139	2	first	first	ADJ
iajs-906	139	3	one	one	NOUN
iajs-906	139	4	is	be	AUX
iajs-906	139	5	the	the	DET
iajs-906	139	6	sensitivity	sensitivity	NOUN
iajs-906	139	7	to	to	ADP
iajs-906	139	8	any	any	DET
iajs-906	139	9	change	change	NOUN
iajs-906	139	10	in	in	ADP
iajs-906	139	11	the	the	DET
iajs-906	139	12	query	query	NOUN
iajs-906	139	13	documents	document	NOUN
iajs-906	139	14	image	image	NOUN
iajs-906	139	15	(	(	PUNCT
iajs-906	139	16	retrieval	retrieval	NOUN
iajs-906	139	17	accuracy	accuracy	NOUN
iajs-906	139	18	)	)	PUNCT
iajs-906	139	19	,	,	PUNCT
iajs-906	139	20	and	and	CCONJ
iajs-906	139	21	the	the	DET
iajs-906	139	22	other	other	ADJ
iajs-906	139	23	is	be	AUX
iajs-906	139	24	the	the	DET
iajs-906	139	25	reduction	reduction	NOUN
iajs-906	139	26	in	in	ADP
iajs-906	139	27	the	the	DET
iajs-906	139	28	memory	memory	NOUN
iajs-906	139	29	space	space	NOUN
iajs-906	139	30	required	require	VERB
iajs-906	139	31	.	.	PUNCT
iajs-906	140	1	in	in	ADP
iajs-906	140	2	order	order	NOUN
iajs-906	140	3	to	to	PART
iajs-906	140	4	verify	verify	VERB
iajs-906	140	5	the	the	DET
iajs-906	140	6	validity	validity	NOUN
iajs-906	140	7	,	,	PUNCT
iajs-906	140	8	accuracy	accuracy	NOUN
iajs-906	140	9	and	and	CCONJ
iajs-906	140	10	capability	capability	NOUN
iajs-906	140	11	of	of	ADP
iajs-906	140	12	the	the	DET
iajs-906	140	13	proposed	propose	VERB
iajs-906	140	14	hybrid	hybrid	ADJ
iajs-906	140	15	algorithm	algorithm	NOUN
iajs-906	140	16	for	for	ADP
iajs-906	140	17	discovering	discover	VERB
iajs-906	140	18	fraud	fraud	NOUN
iajs-906	140	19	documents	document	NOUN
iajs-906	140	20	,	,	PUNCT
iajs-906	140	21	several	several	ADJ
iajs-906	140	22	important	important	ADJ
iajs-906	140	23	document	document	NOUN
iajs-906	140	24	images	image	NOUN
iajs-906	140	25	have	have	AUX
iajs-906	140	26	been	be	AUX
iajs-906	140	27	selected	select	VERB
iajs-906	140	28	for	for	ADP
iajs-906	140	29	this	this	DET
iajs-906	140	30	purpose	purpose	NOUN
iajs-906	140	31	.	.	PUNCT
iajs-906	141	1	these	these	DET
iajs-906	141	2	documents	document	NOUN
iajs-906	141	3	include	include	VERB
iajs-906	141	4	different	different	ADJ
iajs-906	141	5	college	college	NOUN
iajs-906	141	6	certifications	certification	NOUN
iajs-906	141	7	.	.	PUNCT
iajs-906	142	1	the	the	DET
iajs-906	142	2	experimental	experimental	ADJ
iajs-906	142	3	tests	test	NOUN
iajs-906	142	4	have	have	AUX
iajs-906	142	5	been	be	AUX
iajs-906	142	6	carried	carry	VERB
iajs-906	142	7	out	out	ADP
iajs-906	142	8	in	in	ADP
iajs-906	142	9	the	the	DET
iajs-906	142	10	simplest	simple	ADJ
iajs-906	142	11	way	way	NOUN
iajs-906	142	12	so	so	SCONJ
iajs-906	142	13	that	that	SCONJ
iajs-906	142	14	the	the	DET
iajs-906	142	15	fraud	fraud	NOUN
iajs-906	142	16	document	document	NOUN
iajs-906	142	17	images	image	NOUN
iajs-906	142	18	can	can	AUX
iajs-906	142	19	be	be	AUX
iajs-906	142	20	created	create	VERB
iajs-906	142	21	from	from	ADP
iajs-906	142	22	the	the	DET
iajs-906	142	23	originals	original	NOUN
iajs-906	142	24	after	after	ADP
iajs-906	142	25	changing	change	VERB
iajs-906	142	26	the	the	DET
iajs-906	142	27	originality	originality	NOUN
iajs-906	142	28	through	through	ADP
iajs-906	142	29	adding	add	VERB
iajs-906	142	30	small	small	ADJ
iajs-906	142	31	dots	dot	NOUN
iajs-906	142	32	or	or	CCONJ
iajs-906	142	33	dashes	dash	NOUN
iajs-906	142	34	or	or	CCONJ
iajs-906	142	35	replacing	replace	VERB
iajs-906	142	36	some	some	DET
iajs-906	142	37	marks	mark	NOUN
iajs-906	142	38	and	and	CCONJ
iajs-906	142	39	names	name	NOUN
iajs-906	142	40	.	.	PUNCT
iajs-906	143	1	the	the	DET
iajs-906	143	2	detection	detection	NOUN
iajs-906	143	3	of	of	ADP
iajs-906	143	4	the	the	DET
iajs-906	143	5	fraud	fraud	NOUN
iajs-906	143	6	documents	document	NOUN
iajs-906	143	7	will	will	AUX
iajs-906	143	8	appear	appear	VERB
iajs-906	143	9	through	through	ADP
iajs-906	143	10	an	an	DET
iajs-906	143	11	alarm	alarm	NOUN
iajs-906	143	12	installed	instal	VERB
iajs-906	143	13	in	in	ADP
iajs-906	143	14	the	the	DET
iajs-906	143	15	program	program	NOUN
iajs-906	143	16	.	.	PUNCT
iajs-906	144	1	the	the	DET
iajs-906	144	2	results	result	NOUN
iajs-906	144	3	obtained	obtain	VERB
iajs-906	144	4	by	by	ADP
iajs-906	144	5	using	use	VERB
iajs-906	144	6	the	the	DET
iajs-906	144	7	proposed	propose	VERB
iajs-906	144	8	hybrid	hybrid	ADJ
iajs-906	144	9	algorithm	algorithm	NOUN
iajs-906	144	10	are	be	AUX
iajs-906	144	11	shown	show	VERB
iajs-906	144	12	in	in	ADP
iajs-906	144	13	figure	figure	NOUN
iajs-906	144	14	(	(	PUNCT
iajs-906	144	15	9	9	NUM
iajs-906	144	16	)	)	PUNCT
iajs-906	144	17	.	.	PUNCT
iajs-906	145	1	it	it	PRON
iajs-906	145	2	can	can	AUX
iajs-906	145	3	be	be	AUX
iajs-906	145	4	noted	note	VERB
iajs-906	145	5	the	the	DET
iajs-906	145	6	capability	capability	NOUN
iajs-906	145	7	of	of	ADP
iajs-906	145	8	the	the	DET
iajs-906	145	9	hybrid	hybrid	ADJ
iajs-906	145	10	algorithm	algorithm	NOUN
iajs-906	145	11	to	to	PART
iajs-906	145	12	detect	detect	VERB
iajs-906	145	13	any	any	DET
iajs-906	145	14	change	change	NOUN
iajs-906	145	15	in	in	ADP
iajs-906	145	16	the	the	DET
iajs-906	145	17	document	document	NOUN
iajs-906	145	18	originality	originality	NOUN
iajs-906	145	19	even	even	ADV
iajs-906	145	20	if	if	SCONJ
iajs-906	145	21	it	it	PRON
iajs-906	145	22	is	be	AUX
iajs-906	145	23	very	very	ADV
iajs-906	145	24	small	small	ADJ
iajs-906	145	25	or	or	CCONJ
iajs-906	145	26	negligible	negligible	ADJ
iajs-906	145	27	.	.	PUNCT
iajs-906	146	1	in	in	ADP
iajs-906	146	2	the	the	DET
iajs-906	146	3	other	other	ADJ
iajs-906	146	4	hand	hand	NOUN
iajs-906	146	5	,	,	PUNCT
iajs-906	146	6	the	the	DET
iajs-906	146	7	same	same	ADJ
iajs-906	146	8	experiments	experiment	NOUN
iajs-906	146	9	have	have	AUX
iajs-906	146	10	been	be	AUX
iajs-906	146	11	repeated	repeat	VERB
iajs-906	146	12	but	but	CCONJ
iajs-906	146	13	using	use	VERB
iajs-906	146	14	haar	haar	NOUN
iajs-906	146	15	lifting	lift	VERB
iajs-906	146	16	scheme	scheme	NOUN
iajs-906	146	17	.	.	PUNCT
iajs-906	147	1	the	the	DET
iajs-906	147	2	results	result	NOUN
iajs-906	147	3	can	can	AUX
iajs-906	147	4	be	be	AUX
iajs-906	147	5	shown	show	VERB
iajs-906	147	6	in	in	ADP
iajs-906	147	7	figure	figure	NOUN
iajs-906	147	8	(	(	PUNCT
iajs-906	147	9	10	10	NUM
iajs-906	147	10	)	)	PUNCT
iajs-906	147	11	.	.	PUNCT
iajs-906	148	1	it	it	PRON
iajs-906	148	2	reveals	reveal	VERB
iajs-906	148	3	that	that	SCONJ
iajs-906	148	4	there	there	PRON
iajs-906	148	5	is	be	VERB
iajs-906	148	6	no	no	DET
iajs-906	148	7	detection	detection	NOUN
iajs-906	148	8	recorded	record	VERB
iajs-906	148	9	for	for	ADP
iajs-906	148	10	the	the	DET
iajs-906	148	11	fraud	fraud	NOUN
iajs-906	148	12	document	document	NOUN
iajs-906	148	13	.	.	PUNCT
iajs-906	149	1	while	while	SCONJ
iajs-906	149	2	,	,	PUNCT
iajs-906	149	3	when	when	SCONJ
iajs-906	149	4	d4	d4	PROPN
iajs-906	149	5	lifting	lifting	NOUN
iajs-906	149	6	scheme	scheme	NOUN
iajs-906	149	7	has	have	AUX
iajs-906	149	8	been	be	AUX
iajs-906	149	9	used	use	VERB
iajs-906	149	10	for	for	ADP
iajs-906	149	11	the	the	DET
iajs-906	149	12	same	same	ADJ
iajs-906	149	13	experiments	experiment	NOUN
iajs-906	149	14	,	,	PUNCT
iajs-906	149	15	it	it	PRON
iajs-906	149	16	detects	detect	VERB
iajs-906	149	17	the	the	DET
iajs-906	149	18	fraud	fraud	NOUN
iajs-906	149	19	document	document	NOUN
iajs-906	149	20	but	but	CCONJ
iajs-906	149	21	using	use	VERB
iajs-906	149	22	high	high	ADJ
iajs-906	149	23	storage	storage	NOUN
iajs-906	149	24	memory	memory	NOUN
iajs-906	149	25	space	space	NOUN
iajs-906	149	26	for	for	ADP
iajs-906	149	27	saving	save	VERB
iajs-906	149	28	index	index	NOUN
iajs-906	149	29	keys	key	NOUN
iajs-906	149	30	compared	compare	VERB
iajs-906	149	31	with	with	ADP
iajs-906	149	32	hybrid	hybrid	ADJ
iajs-906	149	33	algorithm	algorithm	NOUN
iajs-906	149	34	as	as	SCONJ
iajs-906	149	35	shown	show	VERB
iajs-906	149	36	in	in	ADP
iajs-906	149	37	figure	figure	NOUN
iajs-906	149	38	(	(	PUNCT
iajs-906	149	39	11	11	NUM
iajs-906	149	40	)	)	PUNCT
iajs-906	149	41	.	.	PUNCT
iajs-906	150	1	table	table	NOUN
iajs-906	150	2	(	(	PUNCT
iajs-906	150	3	1	1	X
iajs-906	150	4	)	)	PUNCT
iajs-906	150	5	summarizes	summarize	VERB
iajs-906	150	6	the	the	DET
iajs-906	150	7	results	result	NOUN
iajs-906	150	8	of	of	ADP
iajs-906	150	9	three	three	NUM
iajs-906	150	10	types	type	NOUN
iajs-906	150	11	of	of	ADP
iajs-906	150	12	important	important	ADJ
iajs-906	150	13	document	document	NOUN
iajs-906	150	14	(	(	PUNCT
iajs-906	150	15	college	college	NOUN
iajs-906	150	16	certification	certification	NOUN
iajs-906	150	17	)	)	PUNCT
iajs-906	150	18	using	use	VERB
iajs-906	150	19	haar	haar	NOUN
iajs-906	150	20	,	,	PUNCT
iajs-906	150	21	d4	d4	PROPN
iajs-906	150	22	and	and	CCONJ
iajs-906	150	23	the	the	DET
iajs-906	150	24	proposed	propose	VERB
iajs-906	150	25	hybrid	hybrid	ADJ
iajs-906	150	26	algorithms	algorithm	NOUN
iajs-906	150	27	respectively	respectively	ADV
iajs-906	150	28	.	.	PUNCT
iajs-906	151	1	the	the	DET
iajs-906	151	2	table	table	NOUN
iajs-906	151	3	illustrates	illustrate	VERB
iajs-906	151	4	that	that	SCONJ
iajs-906	151	5	the	the	DET
iajs-906	151	6	hybrid	hybrid	ADJ
iajs-906	151	7	algorithm	algorithm	NOUN
iajs-906	151	8	has	have	VERB
iajs-906	151	9	very	very	ADV
iajs-906	151	10	good	good	ADJ
iajs-906	151	11	results	result	NOUN
iajs-906	151	12	in	in	ADP
iajs-906	151	13	terms	term	NOUN
iajs-906	151	14	of	of	ADP
iajs-906	151	15	fraud	fraud	NOUN
iajs-906	151	16	detection	detection	NOUN
iajs-906	151	17	with	with	ADP
iajs-906	151	18	small	small	ADJ
iajs-906	151	19	storage	storage	NOUN
iajs-906	151	20	space	space	NOUN
iajs-906	151	21	for	for	ADP
iajs-906	151	22	saving	save	VERB
iajs-906	151	23	index	index	NOUN
iajs-906	151	24	keys	key	NOUN
iajs-906	151	25	.	.	PUNCT
iajs-906	152	1	ihjpas	ihjpas	PROPN
iajs-906	152	2	conclusions	conclusion	NOUN
iajs-906	152	3	based	base	VERB
iajs-906	152	4	on	on	ADP
iajs-906	152	5	the	the	DET
iajs-906	152	6	above	above	ADJ
iajs-906	152	7	experiment	experiment	NOUN
iajs-906	152	8	results	result	NOUN
iajs-906	152	9	,	,	PUNCT
iajs-906	152	10	the	the	DET
iajs-906	152	11	following	follow	VERB
iajs-906	152	12	conclusion	conclusion	NOUN
iajs-906	152	13	can	can	AUX
iajs-906	152	14	be	be	AUX
iajs-906	152	15	drawn	draw	VERB
iajs-906	152	16	:	:	PUNCT
iajs-906	153	1	1	1	X
iajs-906	153	2	.	.	PUNCT
iajs-906	153	3	the	the	DET
iajs-906	153	4	proposed	propose	VERB
iajs-906	153	5	hybrid	hybrid	NOUN
iajs-906	153	6	algorithm	algorithm	NOUN
iajs-906	153	7	shows	show	VERB
iajs-906	153	8	accurate	accurate	ADJ
iajs-906	153	9	sensitivity	sensitivity	NOUN
iajs-906	153	10	against	against	ADP
iajs-906	153	11	any	any	DET
iajs-906	153	12	change	change	NOUN
iajs-906	153	13	in	in	ADP
iajs-906	153	14	the	the	DET
iajs-906	153	15	original	original	ADJ
iajs-906	153	16	documents	document	NOUN
iajs-906	153	17	compared	compare	VERB
iajs-906	153	18	to	to	ADP
iajs-906	153	19	the	the	DET
iajs-906	153	20	other	other	ADJ
iajs-906	153	21	lifting	lifting	NOUN
iajs-906	153	22	methods	method	NOUN
iajs-906	153	23	.	.	PUNCT
iajs-906	154	1	2	2	X
iajs-906	154	2	.	.	X
iajs-906	154	3	the	the	DET
iajs-906	154	4	proposal	proposal	NOUN
iajs-906	154	5	hyper	hyper	ADJ
iajs-906	154	6	algorithm	algorithm	NOUN
iajs-906	154	7	have	have	VERB
iajs-906	154	8	best	good	ADJ
iajs-906	154	9	performance	performance	NOUN
iajs-906	154	10	in	in	ADP
iajs-906	154	11	terms	term	NOUN
iajs-906	154	12	of	of	ADP
iajs-906	154	13	discovering	discover	VERB
iajs-906	154	14	fraud	fraud	NOUN
iajs-906	154	15	documents	document	NOUN
iajs-906	154	16	ibn	ibn	PROPN
iajs-906	154	17	alhaitham	alhaitham	PROPN
iajs-906	154	18	j.	j.	PROPN
iajs-906	154	19	for	for	ADP
iajs-906	154	20	pure	pure	ADJ
iajs-906	154	21	&	&	CCONJ
iajs-906	154	22	appl	appl	PROPN
iajs-906	154	23	.	.	PUNCT
iajs-906	155	1	sci	sci	PROPN
iajs-906	155	2	.	.	PUNCT
iajs-906	156	1	vol.23	vol.23	PROPN
iajs-906	156	2	(	(	PUNCT
iajs-906	156	3	3	3	NUM
iajs-906	156	4	)	)	PUNCT
iajs-906	156	5	2010	2010	NUM
iajs-906	156	6	3	3	NUM
iajs-906	156	7	.	.	PUNCT
iajs-906	156	8	harr	harr	PROPN
iajs-906	156	9	lifting	lifting	NOUN
iajs-906	156	10	scheme	scheme	NOUN
iajs-906	156	11	shows	show	VERB
iajs-906	156	12	almost	almost	ADV
iajs-906	156	13	no	no	PRON
iajs-906	156	14	sensitivity	sensitivity	NOUN
iajs-906	156	15	against	against	ADP
iajs-906	156	16	document	document	NOUN
iajs-906	156	17	fraud	fraud	NOUN
iajs-906	156	18	.	.	PUNCT
iajs-906	157	1	4	4	X
iajs-906	157	2	.	.	X
iajs-906	157	3	d4	d4	PROPN
iajs-906	157	4	lifting	lifting	NOUN
iajs-906	157	5	scheme	scheme	NOUN
iajs-906	157	6	exhibits	exhibit	VERB
iajs-906	157	7	acceptable	acceptable	ADJ
iajs-906	157	8	sensitivity	sensitivity	NOUN
iajs-906	157	9	against	against	ADP
iajs-906	157	10	document	document	NOUN
iajs-906	157	11	fraud	fraud	NOUN
iajs-906	157	12	but	but	CCONJ
iajs-906	157	13	with	with	ADP
iajs-906	157	14	relatively	relatively	ADV
iajs-906	157	15	high	high	ADJ
iajs-906	157	16	memory	memory	NOUN
iajs-906	157	17	space	space	NOUN
iajs-906	157	18	required	require	VERB
iajs-906	157	19	for	for	ADP
iajs-906	157	20	saving	save	VERB
iajs-906	157	21	index	index	NOUN
iajs-906	157	22	keys	key	NOUN
iajs-906	157	23	compared	compare	VERB
iajs-906	157	24	harr	harr	PROPN
iajs-906	157	25	and	and	CCONJ
iajs-906	157	26	hybrid	hybrid	NOUN
iajs-906	157	27	algorithm	algorithm	NOUN
iajs-906	157	28	.	.	PUNCT
iajs-906	158	1	5	5	X
iajs-906	158	2	.	.	X
iajs-906	158	3	in	in	ADP
iajs-906	158	4	terms	term	NOUN
iajs-906	158	5	of	of	ADP
iajs-906	158	6	the	the	DET
iajs-906	158	7	memory	memory	NOUN
iajs-906	158	8	space	space	NOUN
iajs-906	158	9	required	require	VERB
iajs-906	158	10	for	for	ADP
iajs-906	158	11	saving	save	VERB
iajs-906	158	12	index	index	NOUN
iajs-906	158	13	keys	key	NOUN
iajs-906	158	14	in	in	ADP
iajs-906	158	15	the	the	DET
iajs-906	158	16	database	database	NOUN
iajs-906	158	17	,	,	PUNCT
iajs-906	158	18	the	the	DET
iajs-906	158	19	hybrid	hybrid	ADJ
iajs-906	158	20	algorithm	algorithm	NOUN
iajs-906	158	21	presents	present	VERB
iajs-906	158	22	less	less	ADJ
iajs-906	158	23	memory	memory	NOUN
iajs-906	158	24	space	space	NOUN
iajs-906	158	25	compared	compare	VERB
iajs-906	158	26	to	to	ADP
iajs-906	158	27	d4	d4	PROPN
iajs-906	158	28	lifting	lifting	NOUN
iajs-906	158	29	scheme	scheme	NOUN
iajs-906	158	30	.	.	PUNCT
iajs-906	159	1	references	reference	NOUN
iajs-906	159	2	1	1	NUM
iajs-906	159	3	.	.	PUNCT
iajs-906	160	1	jim	jim	PROPN
iajs-906	160	2	,	,	PUNCT
iajs-906	160	3	k.(2008	k.(2008	PROPN
iajs-906	160	4	)	)	PUNCT
iajs-906	160	5	,	,	PUNCT
iajs-906	160	6	document	document	NOUN
iajs-906	160	7	fraud	fraud	NOUN
iajs-906	160	8	investigation,(http://www.honestreporting.com/	investigation,(http://www.honestreporting.com/	PROPN
iajs-906	160	9	articles	article	NOUN
iajs-906	160	10	/	/	SYM
iajs-906	160	11	reports	report	NOUN
iajs-906	160	12	/	/	SYM
iajs-906	160	13	document	document	NOUN
iajs-906	160	14	_	_	NOUN
iajs-906	160	15	fraud_investigation.asp	fraud_investigation.asp	NOUN
iajs-906	160	16	)	)	PUNCT
iajs-906	160	17	.	.	PUNCT
iajs-906	161	1	2	2	X
iajs-906	161	2	.	.	X
iajs-906	161	3	blanco	blanco	PROPN
iajs-906	161	4	,	,	PUNCT
iajs-906	161	5	j.	j.	PROPN
iajs-906	161	6	(	(	PUNCT
iajs-906	161	7	2002	2002	NUM
iajs-906	161	8	)	)	PUNCT
iajs-906	161	9	,	,	PUNCT
iajs-906	161	10	guide	guide	VERB
iajs-906	161	11	to	to	PART
iajs-906	161	12	fraud	fraud	VERB
iajs-906	161	13	prevention	prevention	NOUN
iajs-906	161	14	-	-	PUNCT
iajs-906	161	15	part	part	NOUN
iajs-906	161	16	4	4	NUM
iajs-906	161	17	”	"	PUNCT
iajs-906	161	18	,	,	PUNCT
iajs-906	161	19	(	(	PUNCT
iajs-906	161	20	http://www.furninfo.com/abso	http://www.furninfo.com/abso	PROPN
iajs-906	161	21	lutenm	lutenm	PROPN
iajs-906	161	22	/	/	SYM
iajs-906	161	23	templates	template	NOUN
iajs-906	161	24	/article_retailing.asp?articleid=2359&zoneid=7	/article_retailing.asp?articleid=2359&zoneid=7	NOUN
iajs-906	161	25	)	)	PUNCT
iajs-906	161	26	.	.	PUNCT
iajs-906	162	1	3	3	X
iajs-906	162	2	.	.	X
iajs-906	162	3	latha	latha	PROPN
iajs-906	162	4	,	,	PUNCT
iajs-906	162	5	y.	y.	PROPN
iajs-906	162	6	m.	m.	PROPN
iajs-906	162	7	;	;	PUNCT
iajs-906	162	8	jinaga	jinaga	PROPN
iajs-906	162	9	,	,	PUNCT
iajs-906	162	10	b.c	b.c	PROPN
iajs-906	162	11	.	.	PROPN
iajs-906	162	12	and	and	CCONJ
iajs-906	162	13	reddy	reddy	PROPN
iajs-906	162	14	,	,	PUNCT
iajs-906	162	15	v.s.k	v.s.k	NOUN
iajs-906	162	16	.	.	PUNCT
iajs-906	162	17	(	(	PUNCT
iajs-906	162	18	2008	2008	NUM
iajs-906	162	19	)	)	PUNCT
iajs-906	162	20	“	"	PUNCT
iajs-906	162	21	a	a	DET
iajs-906	162	22	precise	precise	ADJ
iajs-906	162	23	content	content	NOUN
iajs-906	162	24	-	-	PUNCT
iajs-906	162	25	based	base	VERB
iajs-906	162	26	color	color	NOUN
iajs-906	162	27	image	image	NOUN
iajs-906	162	28	retrieval	retrieval	NOUN
iajs-906	162	29	:	:	PUNCT
iajs-906	162	30	lifting	lift	VERB
iajs-906	162	31	scheme	scheme	NOUN
iajs-906	162	32	”	"	PUNCT
iajs-906	162	33	,	,	PUNCT
iajs-906	162	34	icgst	icgst	NOUN
iajs-906	162	35	-	-	PUNCT
iajs-906	162	36	gvip	gvip	NOUN
iajs-906	162	37	journal	journal	NOUN
iajs-906	162	38	,	,	PUNCT
iajs-906	162	39	issn	issn	PROPN
iajs-906	162	40	:	:	PUNCT
iajs-906	162	41	1687	1687	NUM
iajs-906	162	42	-	-	PUNCT
iajs-906	162	43	398x	398x	PROPN
iajs-906	162	44	,	,	PUNCT
iajs-906	162	45	8	8	NUM
iajs-906	162	46	,	,	PUNCT
iajs-906	162	47	issue	issue	NOUN
iajs-906	162	48	(	(	PUNCT
iajs-906	162	49	1	1	NUM
iajs-906	162	50	):	):	PUNCT
iajs-906	162	51	:	:	PUNCT
iajs-906	162	52	25	25	NUM
iajs-906	162	53	-	-	SYM
iajs-906	162	54	32	32	NUM
iajs-906	162	55	.	.	PUNCT
iajs-906	163	1	4	4	X
iajs-906	163	2	.	.	X
iajs-906	164	1	jin	jin	NOUN
iajs-906	164	2	,	,	PUNCT
iajs-906	164	3	x.	x.	NOUN
iajs-906	164	4	and	and	CCONJ
iajs-906	164	5	french	french	PROPN
iajs-906	164	6	,	,	PUNCT
iajs-906	164	7	j.c	j.c	PROPN
iajs-906	164	8	.	.	PROPN
iajs-906	164	9	(	(	PUNCT
iajs-906	164	10	2003	2003	NUM
iajs-906	164	11	)	)	PUNCT
iajs-906	164	12	,	,	PUNCT
iajs-906	164	13	improving	improve	VERB
iajs-906	164	14	image	image	NOUN
iajs-906	164	15	retrieval	retrieval	NOUN
iajs-906	164	16	effectiveness	effectiveness	NOUN
iajs-906	164	17	via	via	ADP
iajs-906	164	18	multiple	multiple	ADJ
iajs-906	164	19	queries	query	NOUN
iajs-906	164	20	,	,	PUNCT
iajs-906	164	21	university	university	NOUN
iajs-906	164	22	of	of	ADP
iajs-906	164	23	virginia	virginia	PROPN
iajs-906	164	24	,	,	PUNCT
iajs-906	164	25	charlottesville	charlottesville	PROPN
iajs-906	164	26	,	,	PUNCT
iajs-906	164	27	,	,	PUNCT
iajs-906	164	28	86	86	NUM
iajs-906	164	29	-	-	SYM
iajs-906	164	30	93	93	NUM
iajs-906	164	31	.	.	PUNCT
iajs-906	165	1	5	5	NUM
iajs-906	165	2	.	.	X
iajs-906	165	3	tody	tody	PROPN
iajs-906	165	4	,	,	PUNCT
iajs-906	165	5	d.	d.	PROPN
iajs-906	165	6	(	(	PUNCT
iajs-906	165	7	2003	2003	NUM
iajs-906	165	8	)	)	PUNCT
iajs-906	165	9	,	,	PUNCT
iajs-906	165	10	simple	simple	ADJ
iajs-906	165	11	image	image	NOUN
iajs-906	165	12	retrieval	retrieval	NOUN
iajs-906	165	13	interface	interface	NOUN
iajs-906	165	14	concepts	concept	NOUN
iajs-906	165	15	and	and	CCONJ
iajs-906	165	16	issues	issue	NOUN
iajs-906	165	17	”	"	PUNCT
iajs-906	165	18	,	,	PUNCT
iajs-906	165	19	mmdb’03	mmdb’03	PROPN
iajs-906	165	20	,	,	PUNCT
iajs-906	165	21	new	new	PROPN
iajs-906	165	22	orleans	orleans	PROPN
iajs-906	165	23	,	,	PUNCT
iajs-906	165	24	louisiana	louisiana	PROPN
iajs-906	165	25	,	,	PUNCT
iajs-906	165	26	usa	usa	PROPN
iajs-906	165	27	,	,	PUNCT
iajs-906	165	28	1	1	NUM
iajs-906	165	29	-	-	SYM
iajs-906	165	30	6	6	NUM
iajs-906	165	31	.	.	NOUN
iajs-906	165	32	6	6	NUM
iajs-906	165	33	.	.	X
iajs-906	165	34	pradhan	pradhan	PROPN
iajs-906	165	35	,	,	PUNCT
iajs-906	165	36	b.	b.	PROPN
iajs-906	165	37	;	;	PUNCT
iajs-906	165	38	sandeep	sandeep	PROPN
iajs-906	165	39	,	,	PUNCT
iajs-906	165	40	k.	k.	PROPN
iajs-906	165	41	;	;	PUNCT
iajs-906	165	42	mansor	mansor	PROPN
iajs-906	165	43	,	,	PUNCT
iajs-906	165	44	s.	s.	PROPN
iajs-906	165	45	;	;	PUNCT
iajs-906	165	46	ramli	ramli	PROPN
iajs-906	165	47	,	,	PUNCT
iajs-906	165	48	a.	a.	NOUN
iajs-906	165	49	,	,	PUNCT
iajs-906	165	50	and	and	CCONJ
iajs-906	165	51	sharif	sharif	PROPN
iajs-906	165	52	,	,	PUNCT
iajs-906	165	53	a.m	a.m	PROPN
iajs-906	165	54	.	.	PUNCT
iajs-906	166	1	(	(	PUNCT
iajs-906	166	2	2007	2007	NUM
iajs-906	166	3	)	)	PUNCT
iajs-906	166	4	,	,	PUNCT
iajs-906	166	5	gis	gis	NOUN
iajs-906	166	6	terrain	terrain	NOUN
iajs-906	166	7	data	datum	NOUN
iajs-906	166	8	compression	compression	NOUN
iajs-906	166	9	using	use	VERB
iajs-906	166	10	lifting	lift	VERB
iajs-906	166	11	scheme	scheme	NOUN
iajs-906	166	12	-	-	PUNCT
iajs-906	166	13	a	a	DET
iajs-906	166	14	new	new	ADJ
iajs-906	166	15	dimension	dimension	NOUN
iajs-906	166	16	,	,	PUNCT
iajs-906	166	17	international	international	ADJ
iajs-906	166	18	journal	journal	NOUN
iajs-906	166	19	of	of	ADP
iajs-906	166	20	the	the	DET
iajs-906	166	21	computer	computer	NOUN
iajs-906	166	22	,	,	PUNCT
iajs-906	166	23	the	the	DET
iajs-906	166	24	internet	internet	NOUN
iajs-906	166	25	and	and	CCONJ
iajs-906	166	26	management	management	NOUN
iajs-906	166	27	,	,	PUNCT
iajs-906	166	28	15	15	NUM
iajs-906	166	29	,	,	PUNCT
iajs-906	166	30	(	(	PUNCT
iajs-906	166	31	2	2	NUM
iajs-906	166	32	):	):	PUNCT
iajs-906	166	33	9	9	NUM
iajs-906	166	34	-19	-19	NUM
iajs-906	166	35	.	.	PUNCT
iajs-906	167	1	7	7	X
iajs-906	167	2	.	.	X
iajs-906	167	3	spires	spire	NOUN
iajs-906	167	4	,	,	PUNCT
iajs-906	167	5	w.	w.	NOUN
iajs-906	167	6	(	(	PUNCT
iajs-906	167	7	2005	2005	NUM
iajs-906	167	8	)	)	PUNCT
iajs-906	167	9	,	,	PUNCT
iajs-906	167	10	lossless	lossless	NOUN
iajs-906	167	11	image	image	NOUN
iajs-906	167	12	compression	compression	NOUN
iajs-906	167	13	via	via	ADP
iajs-906	167	14	the	the	DET
iajs-906	167	15	lifting	lift	VERB
iajs-906	167	16	scheme	scheme	NOUN
iajs-906	167	17	,	,	PUNCT
iajs-906	167	18	university	university	NOUN
iajs-906	167	19	of	of	ADP
iajs-906	167	20	central	central	PROPN
iajs-906	167	21	florida	florida	PROPN
iajs-906	167	22	,	,	PUNCT
iajs-906	167	23	22	22	NUM
iajs-906	167	24	.	.	NOUN
iajs-906	167	25	8	8	NUM
iajs-906	167	26	.	.	X
iajs-906	168	1	kaplan	kaplan	PROPN
iajs-906	168	2	,	,	PUNCT
iajs-906	168	3	i.	i.	PROPN
iajs-906	168	4	(	(	PUNCT
iajs-906	168	5	2003	2003	NUM
iajs-906	168	6	)	)	PUNCT
iajs-906	168	7	,	,	PUNCT
iajs-906	168	8	wavelets	wavelet	NOUN
iajs-906	168	9	and	and	CCONJ
iajs-906	168	10	signal	signal	NOUN
iajs-906	168	11	processing	processing	NOUN
iajs-906	168	12	,	,	PUNCT
iajs-906	168	13	(	(	PUNCT
iajs-906	168	14	http://www.bearcave.com/misl/misl	http://www.bearcave.com/misl/misl	NOUN
iajs-906	168	15	_	_	PUNCT
iajs-906	168	16	tech	tech	NOUN
iajs-906	168	17	/	/	SYM
iajs-906	168	18	wavelets/	wavelets/	NOUN
iajs-906	168	19	)	)	PUNCT
iajs-906	168	20	.	.	PUNCT
iajs-906	169	1	9	9	X
iajs-906	169	2	.	.	X
iajs-906	170	1	islam	islam	PROPN
iajs-906	170	2	,	,	PUNCT
iajs-906	170	3	s.	s.	PROPN
iajs-906	170	4	;	;	PUNCT
iajs-906	170	5	bhuyan	bhuyan	PROPN
iajs-906	170	6	,	,	PUNCT
iajs-906	170	7	m.s	m.s	PROPN
iajs-906	170	8	.	.	PROPN
iajs-906	170	9	;	;	PUNCT
iajs-906	170	10	madesa	madesa	PROPN
iajs-906	170	11	,	,	PUNCT
iajs-906	170	12	a.h	a.h	PROPN
iajs-906	170	13	.	.	PROPN
iajs-906	170	14	and	and	CCONJ
iajs-906	170	15	othman	othman	PROPN
iajs-906	170	16	,	,	PUNCT
iajs-906	170	17	m.	m.	NOUN
iajs-906	170	18	(	(	PUNCT
iajs-906	170	19	2007	2007	NUM
iajs-906	170	20	)	)	PUNCT
iajs-906	170	21	,	,	PUNCT
iajs-906	170	22	inverse	inverse	ADJ
iajs-906	170	23	discrete	discrete	ADJ
iajs-906	170	24	wavelet	wavelet	NOUN
iajs-906	170	25	transform	transform	NOUN
iajs-906	170	26	processor	processor	NOUN
iajs-906	170	27	for	for	ADP
iajs-906	170	28	jpeg	jpeg	NOUN
iajs-906	170	29	2000	2000	NUM
iajs-906	170	30	,	,	PUNCT
iajs-906	170	31	proceedings	proceeding	NOUN
iajs-906	170	32	of	of	ADP
iajs-906	170	33	the	the	DET
iajs-906	170	34	international	international	ADJ
iajs-906	170	35	conference	conference	NOUN
iajs-906	170	36	on	on	ADP
iajs-906	170	37	electrical	electrical	ADJ
iajs-906	170	38	engineering	engineering	NOUN
iajs-906	170	39	and	and	CCONJ
iajs-906	170	40	informatics	informatics	PROPN
iajs-906	170	41	institute	institute	PROPN
iajs-906	170	42	technology	technology	PROPN
iajs-906	170	43	bandung	bandung	PROPN
iajs-906	170	44	,	,	PUNCT
iajs-906	170	45	indonesia	indonesia	PROPN
iajs-906	170	46	,	,	PUNCT
iajs-906	170	47	240	240	NUM
iajs-906	170	48	-	-	SYM
iajs-906	170	49	243	243	NUM
iajs-906	170	50	.	.	PUNCT
iajs-906	170	51	ihjpas	ihjpas	PROPN
iajs-906	170	52	10	10	NUM
iajs-906	170	53	.	.	PUNCT
iajs-906	171	1	tashakkori	tashakkori	PROPN
iajs-906	171	2	,	,	PUNCT
iajs-906	171	3	r.	r.	PROPN
iajs-906	171	4	;	;	PUNCT
iajs-906	171	5	tyler	tyler	NOUN
iajs-906	171	6	,	,	PUNCT
iajs-906	171	7	j.m	j.m	PROPN
iajs-906	171	8	.	.	PUNCT
iajs-906	171	9	;	;	PUNCT
iajs-906	171	10	qi	qi	PROPN
iajs-906	171	11	,	,	PUNCT
iajs-906	171	12	x.	x.	NOUN
iajs-906	171	13	and	and	CCONJ
iajs-906	171	14	sallee	sallee	PROPN
iajs-906	171	15	,	,	PUNCT
iajs-906	171	16	c.w	c.w	PROPN
iajs-906	171	17	.	.	PROPN
iajs-906	171	18	(	(	PUNCT
iajs-906	171	19	2008	2008	NUM
iajs-906	171	20	)	)	PUNCT
iajs-906	171	21	”	"	PUNCT
iajs-906	172	1	effect	effect	NOUN
iajs-906	172	2	of	of	ADP
iajs-906	172	3	scanning	scanning	NOUN
iajs-906	172	4	of	of	ADP
iajs-906	172	5	medical	medical	ADJ
iajs-906	172	6	images	image	NOUN
iajs-906	172	7	on	on	ADP
iajs-906	172	8	the	the	DET
iajs-906	172	9	performance	performance	NOUN
iajs-906	172	10	of	of	ADP
iajs-906	172	11	lifting	lifting	NOUN
iajs-906	172	12	”	"	PUNCT
iajs-906	172	13	,	,	PUNCT
iajs-906	172	14	dept	dept	NOUN
iajs-906	172	15	.	.	PROPN
iajs-906	172	16	of	of	ADP
iajs-906	172	17	computer	computer	NOUN
iajs-906	172	18	science	science	NOUN
iajs-906	172	19	,	,	PUNCT
iajs-906	172	20	appalachian	appalachian	PROPN
iajs-906	172	21	state	state	PROPN
iajs-906	172	22	university	university	PROPN
iajs-906	172	23	,	,	PUNCT
iajs-906	172	24	boone	boone	PROPN
iajs-906	172	25	,	,	PUNCT
iajs-906	172	26	nc	nc	PROPN
iajs-906	172	27	28608	28608	NUM
iajs-906	172	28	,	,	PUNCT
iajs-906	172	29	1	1	NUM
iajs-906	172	30	-	-	SYM
iajs-906	172	31	10	10	NUM
iajs-906	172	32	.	.	PUNCT
iajs-906	173	1	11	11	NUM
iajs-906	173	2	.	.	X
iajs-906	174	1	rahma	rahma	PROPN
iajs-906	174	2	,	,	PUNCT
iajs-906	174	3	a.	a.	NOUN
iajs-906	174	4	and	and	CCONJ
iajs-906	174	5	jabbar	jabbar	PROPN
iajs-906	174	6	,	,	PUNCT
iajs-906	174	7	e.	e.	PROPN
iajs-906	174	8	k.	k.	PROPN
iajs-906	174	9	(	(	PUNCT
iajs-906	174	10	2007	2007	NUM
iajs-906	174	11	)	)	PUNCT
iajs-906	174	12	”	"	PUNCT
iajs-906	174	13	proposal	proposal	NOUN
iajs-906	174	14	database	database	NOUN
iajs-906	174	15	image	image	NOUN
iajs-906	174	16	index	index	NOUN
iajs-906	174	17	key	key	ADJ
iajs-906	174	18	extracting	extract	VERB
iajs-906	174	19	algorithm	algorithm	NOUN
iajs-906	174	20	based	base	VERB
iajs-906	174	21	on	on	ADP
iajs-906	174	22	image	image	NOUN
iajs-906	174	23	contents(iike	contents(iike	PROPN
iajs-906	174	24	)	)	PUNCT
iajs-906	174	25	“	"	PUNCT
iajs-906	174	26	,	,	PUNCT
iajs-906	174	27	journal	journal	NOUN
iajs-906	174	28	of	of	ADP
iajs-906	174	29	computers	computer	NOUN
iajs-906	174	30	,	,	PUNCT
iajs-906	174	31	communication	communication	NOUN
iajs-906	174	32	,	,	PUNCT
iajs-906	174	33	control	control	NOUN
iajs-906	174	34	and	and	CCONJ
iajs-906	174	35	system	system	NOUN
iajs-906	174	36	engineering	engineering	NOUN
iajs-906	174	37	university	university	PROPN
iajs-906	174	38	of	of	ADP
iajs-906	174	39	technology	technology	NOUN
iajs-906	174	40	7	7	NUM
iajs-906	174	41	(	(	PUNCT
iajs-906	174	42	2	2	NUM
iajs-906	174	43	):	):	PUNCT
iajs-906	174	44	60	60	NUM
iajs-906	174	45	-	-	SYM
iajs-906	174	46	67	67	NUM
iajs-906	174	47	.	.	PUNCT
iajs-906	175	1	ibn	ibn	PROPN
iajs-906	175	2	alhaitham	alhaitham	PROPN
iajs-906	175	3	j.	j.	PROPN
iajs-906	175	4	for	for	ADP
iajs-906	175	5	pure	pure	ADJ
iajs-906	175	6	&	&	CCONJ
iajs-906	175	7	appl	appl	PROPN
iajs-906	175	8	.	.	PUNCT
iajs-906	176	1	sci	sci	PROPN
iajs-906	176	2	.	.	PUNCT
iajs-906	177	1	vol.23	vol.23	PROPN
iajs-906	177	2	(	(	PUNCT
iajs-906	177	3	3	3	NUM
iajs-906	177	4	)	)	PUNCT
iajs-906	177	5	2010	2010	NUM
iajs-906	177	6	fig	fig	NOUN
iajs-906	177	7	.	.	PUNCT
iajs-906	178	1	(	(	PUNCT
iajs-906	178	2	1	1	NUM
iajs-906	178	3	):	):	PUNCT
iajs-906	178	4	lifting	lift	VERB
iajs-906	178	5	scheme	scheme	NOUN
iajs-906	178	6	forward	forward	ADJ
iajs-906	178	7	wavelet	wavelet	NOUN
iajs-906	178	8	transform	transform	NOUN
iajs-906	178	9	.	.	PUNCT
iajs-906	179	1	fig	fig	NOUN
iajs-906	179	2	.	.	PUNCT
iajs-906	180	1	(	(	PUNCT
iajs-906	180	2	2	2	NUM
iajs-906	180	3	):	):	PUNCT
iajs-906	180	4	two	two	NUM
iajs-906	180	5	steps	step	NOUN
iajs-906	180	6	in	in	ADP
iajs-906	180	7	the	the	DET
iajs-906	180	8	wavelet	wavelet	NOUN
iajs-906	180	9	lifting	lifting	NOUN
iajs-906	180	10	scheme	scheme	NOUN
iajs-906	180	11	haar	haar	X
iajs-906	180	12	forward	forward	ADV
iajs-906	180	13	transform	transform	PROPN
iajs-906	180	14	.	.	PUNCT
iajs-906	181	1	fig	fig	NOUN
iajs-906	181	2	.	.	PUNCT
iajs-906	182	1	(	(	PUNCT
iajs-906	182	2	3	3	NUM
iajs-906	182	3	):	):	PUNCT
iajs-906	182	4	4	4	NUM
iajs-906	182	5	steps	step	NOUN
iajs-906	182	6	of	of	ADP
iajs-906	182	7	a	a	DET
iajs-906	182	8	16	16	NUM
iajs-906	182	9	element	element	NOUN
iajs-906	182	10	wavelet	wavelet	NOUN
iajs-906	182	11	transform	transform	NOUN
iajs-906	182	12	.	.	PUNCT
iajs-906	183	1	split	split	VERB
iajs-906	183	2	predict	predict	ADJ
iajs-906	183	3	update	update	NOUN
iajs-906	183	4	even	even	ADV
iajs-906	183	5	values	value	NOUN
iajs-906	183	6	odd	odd	ADJ
iajs-906	183	7	values	value	NOUN
iajs-906	183	8	+	+	CCONJ
iajs-906	183	9	sj	sj	X
iajs-906	183	10	+	+	CCONJ
iajs-906	183	11	split	split	ADJ
iajs-906	183	12	predict	predict	ADJ
iajs-906	183	13	update	update	NOUN
iajs-906	183	14	+	+	CCONJ
iajs-906	183	15	split	split	ADJ
iajs-906	183	16	predict	predict	ADJ
iajs-906	183	17	update	update	NOUN
iajs-906	183	18	averages	average	NOUN
iajs-906	183	19	coefficients	coefficient	NOUN
iajs-906	183	20	sj	sj	AUX
iajs-906	183	21	forward	forward	ADV
iajs-906	183	22	transform	transform	VERB
iajs-906	183	23	step	step	NOUN
iajs-906	183	24	forward	forward	ADV
iajs-906	183	25	transform	transform	VERB
iajs-906	183	26	step	step	NOUN
iajs-906	183	27	forward	forward	ADV
iajs-906	183	28	transform	transform	VERB
iajs-906	183	29	step	step	NOUN
iajs-906	183	30	forward	forward	ADV
iajs-906	183	31	transform	transform	VERB
iajs-906	183	32	step	step	NOUN
iajs-906	183	33	16	16	NUM
iajs-906	183	34	data	datum	NOUN
iajs-906	183	35	elements	element	NOUN
iajs-906	183	36	8	8	NUM
iajs-906	183	37	coefficients	coefficient	NOUN
iajs-906	183	38	4	4	NUM
iajs-906	183	39	coefficients	coefficient	NOUN
iajs-906	183	40	2	2	NUM
iajs-906	183	41	coefficients	coefficient	NOUN
iajs-906	183	42	1	1	NUM
iajs-906	183	43	coefficients	coefficient	NOUN
iajs-906	183	44	8	8	NUM
iajs-906	183	45	averages	average	NOUN
iajs-906	183	46	4	4	NUM
iajs-906	183	47	averages	average	NOUN
iajs-906	183	48	2	2	NUM
iajs-906	183	49	averages	average	NOUN
iajs-906	183	50	1	1	NUM
iajs-906	183	51	average	average	ADJ
iajs-906	183	52	merge	merge	NOUN
iajs-906	183	53	updat	updat	PROPN
iajs-906	183	54	predict	predict	VERB
iajs-906	183	55	even	even	ADV
iajs-906	183	56	values	value	NOUN
iajs-906	183	57	odd	odd	ADJ
iajs-906	183	58	values	value	NOUN
iajs-906	183	59	+	+	CCONJ
iajs-906	183	60	sj	sj	AUX
iajs-906	183	61	ihjpas	ihjpa	VERB
iajs-906	183	62	fig	fig	NOUN
iajs-906	183	63	.	.	PUNCT
iajs-906	184	1	(	(	PUNCT
iajs-906	184	2	4	4	NUM
iajs-906	184	3	):	):	PUNCT
iajs-906	184	4	lifting	lift	VERB
iajs-906	184	5	scheme	scheme	NOUN
iajs-906	184	6	inverse	inverse	NOUN
iajs-906	184	7	transform	transform	NOUN
iajs-906	184	8	.	.	PUNCT
iajs-906	185	1	ibn	ibn	PROPN
iajs-906	185	2	alhaitham	alhaitham	PROPN
iajs-906	185	3	j.	j.	PROPN
iajs-906	185	4	for	for	ADP
iajs-906	185	5	pure	pure	ADJ
iajs-906	185	6	&	&	CCONJ
iajs-906	185	7	appl	appl	PROPN
iajs-906	185	8	.	.	PUNCT
iajs-906	186	1	sci	sci	PROPN
iajs-906	186	2	.	.	PUNCT
iajs-906	187	1	vol.23	vol.23	PROPN
iajs-906	187	2	(	(	PUNCT
iajs-906	187	3	3	3	NUM
iajs-906	187	4	)	)	PUNCT
iajs-906	187	5	2010	2010	NUM
iajs-906	187	6	fig	fig	NOUN
iajs-906	187	7	.	.	PUNCT
iajs-906	188	1	(	(	PUNCT
iajs-906	188	2	5	5	NUM
iajs-906	188	3	):	):	PUNCT
iajs-906	188	4	forward	forward	ADV
iajs-906	188	5	transform	transform	VERB
iajs-906	188	6	step	step	NOUN
iajs-906	188	7	of	of	ADP
iajs-906	188	8	the	the	DET
iajs-906	188	9	lifting	lifting	ADJ
iajs-906	188	10	scheme	scheme	NOUN
iajs-906	188	11	version	version	NOUN
iajs-906	188	12	of	of	ADP
iajs-906	188	13	the	the	DET
iajs-906	188	14	daubechies	daubechie	NOUN
iajs-906	188	15	d4	d4	PROPN
iajs-906	188	16	fig	fig	PROPN
iajs-906	188	17	.	.	PUNCT
iajs-906	189	1	(	(	PUNCT
iajs-906	189	2	6	6	NUM
iajs-906	189	3	):	):	PUNCT
iajs-906	189	4	hybrid	hybrid	ADJ
iajs-906	189	5	lifting	lifting	NOUN
iajs-906	189	6	scheme	scheme	NOUN
iajs-906	189	7	fig	fig	NOUN
iajs-906	189	8	.	.	PUNCT
iajs-906	190	1	(	(	PUNCT
iajs-906	190	2	7	7	NUM
iajs-906	190	3	):	):	PUNCT
iajs-906	190	4	hybrid	hybrid	ADJ
iajs-906	190	5	lifting	lifting	NOUN
iajs-906	190	6	scheme	scheme	NOUN
iajs-906	190	7	application	application	NOUN
iajs-906	190	8	-	-	PUNCT
iajs-906	190	9	first	first	ADJ
iajs-906	190	10	stage	stage	NOUN
iajs-906	190	11	.	.	PUNCT
iajs-906	191	1	split	split	VERB
iajs-906	191	2	p	p	ADJ
iajs-906	191	3	evenj+1	evenj+1	NOUN
iajs-906	191	4	oddj+1	oddj+1	NOUN
iajs-906	192	1	+	+	CCONJ
iajs-906	192	2	sj	sj	VERB
iajs-906	192	3	u	u	PROPN
iajs-906	192	4	u	u	PROPN
iajs-906	192	5	n2	n2	PROPN
iajs-906	192	6	n1	n1	PROPN
iajs-906	192	7	split	split	NOUN
iajs-906	192	8	p1	p1	NOUN
iajs-906	192	9	evenj+1	evenj+1	NOUN
iajs-906	192	10	oddj+1	oddj+1	NOUN
iajs-906	192	11	+	+	CCONJ
iajs-906	192	12	sj	sj	PROPN
iajs-906	192	13	u1h	u1h	PROPN
iajs-906	192	14	u2h	u2h	PROPN
iajs-906	192	15	n2	n2	PROPN
iajs-906	192	16	n1	n1	PROPN
iajs-906	192	17	input	input	NOUN
iajs-906	192	18	image	image	NOUN
iajs-906	192	19	compute	compute	NOUN
iajs-906	192	20	image	image	NOUN
iajs-906	192	21	index	index	NOUN
iajs-906	192	22	key	key	NOUN
iajs-906	192	23	by	by	ADP
iajs-906	192	24	using	use	VERB
iajs-906	192	25	hybrid	hybrid	ADJ
iajs-906	192	26	algorithm	algorithm	NOUN
iajs-906	192	27	database	database	NOUN
iajs-906	192	28	input	input	NOUN
iajs-906	192	29	query	query	NOUN
iajs-906	192	30	image	image	NOUN
iajs-906	192	31	retrieval	retrieval	NOUN
iajs-906	192	32	document	document	NOUN
iajs-906	192	33	image	image	NOUN
iajs-906	192	34	from	from	ADP
iajs-906	192	35	database	database	NOUN
iajs-906	192	36	using	use	VERB
iajs-906	192	37	hybrid	hybrid	ADJ
iajs-906	192	38	algorithm	algorithm	NOUN
iajs-906	192	39	image	image	NOUN
iajs-906	192	40	database	database	NOUN
iajs-906	192	41	compute	compute	PROPN
iajs-906	192	42	image	image	NOUN
iajs-906	192	43	index	index	NOUN
iajs-906	192	44	key	key	NOUN
iajs-906	192	45	by	by	ADP
iajs-906	192	46	using	use	VERB
iajs-906	192	47	hybrid	hybrid	ADJ
iajs-906	192	48	algorithm	algorithm	NOUN
iajs-906	192	49	for	for	ADP
iajs-906	192	50	image	image	NOUN
iajs-906	192	51	comparison	comparison	NOUN
iajs-906	192	52	of	of	ADP
iajs-906	192	53	the	the	DET
iajs-906	192	54	query	query	NOUN
iajs-906	192	55	keys	key	VERB
iajs-906	192	56	with	with	ADP
iajs-906	192	57	the	the	DET
iajs-906	192	58	stored	store	VERB
iajs-906	192	59	keys	key	NOUN
iajs-906	192	60	field	field	NOUN
iajs-906	192	61	to	to	PART
iajs-906	192	62	decide	decide	VERB
iajs-906	192	63	fraud	fraud	NOUN
iajs-906	192	64	or	or	CCONJ
iajs-906	192	65	original	original	ADJ
iajs-906	192	66	ihjpas	ihjpas	NOUN
iajs-906	192	67	fig	fig	NOUN
iajs-906	192	68	.	.	PUNCT
iajs-906	193	1	(	(	PUNCT
iajs-906	193	2	8)	8)	NUM
iajs-906	193	3	:	:	PUNCT
iajs-906	193	4	hybrid	hybrid	ADJ
iajs-906	193	5	lifting	lifting	NOUN
iajs-906	193	6	scheme	scheme	NOUN
iajs-906	193	7	application	application	NOUN
iajs-906	193	8	-	-	PUNCT
iajs-906	193	9	second	second	ADJ
iajs-906	193	10	stage	stage	NOUN
iajs-906	193	11	.	.	PUNCT
iajs-906	194	1	ibn	ibn	PROPN
iajs-906	194	2	alhaitham	alhaitham	PROPN
iajs-906	194	3	j.	j.	PROPN
iajs-906	194	4	for	for	ADP
iajs-906	194	5	pure	pure	ADJ
iajs-906	194	6	&	&	CCONJ
iajs-906	194	7	appl	appl	PROPN
iajs-906	194	8	.	.	PUNCT
iajs-906	195	1	sci	sci	PROPN
iajs-906	195	2	.	.	PUNCT
iajs-906	196	1	vol.23	vol.23	PROPN
iajs-906	196	2	(	(	PUNCT
iajs-906	196	3	3	3	NUM
iajs-906	196	4	)	)	PUNCT
iajs-906	196	5	2010	2010	NUM
iajs-906	196	6	(	(	PUNCT
iajs-906	196	7	a	a	NOUN
iajs-906	196	8	)	)	PUNCT
iajs-906	196	9	original	original	ADJ
iajs-906	196	10	document	document	NOUN
iajs-906	196	11	.	.	PUNCT
iajs-906	197	1	(	(	PUNCT
iajs-906	197	2	b	b	X
iajs-906	197	3	)	)	PUNCT
iajs-906	197	4	fraud	fraud	NOUN
iajs-906	197	5	document	document	NOUN
iajs-906	197	6	(	(	PUNCT
iajs-906	197	7	degree	degree	NOUN
iajs-906	197	8	no	no	NOUN
iajs-906	197	9	.	.	NOUN
iajs-906	197	10	4	4	NUM
iajs-906	197	11	and	and	CCONJ
iajs-906	197	12	13	13	NUM
iajs-906	197	13	)	)	PUNCT
iajs-906	197	14	.	.	PUNCT
iajs-906	198	1	(	(	PUNCT
iajs-906	198	2	c	c	X
iajs-906	198	3	)	)	PUNCT
iajs-906	198	4	alarm	alarm	NOUN
iajs-906	198	5	results	result	NOUN
iajs-906	198	6	.	.	PUNCT
iajs-906	199	1	fig	fig	NOUN
iajs-906	199	2	.	.	PUNCT
iajs-906	200	1	(	(	PUNCT
iajs-906	200	2	9	9	NUM
iajs-906	200	3	):	):	PUNCT
iajs-906	200	4	experimental	experimental	ADJ
iajs-906	200	5	results	result	NOUN
iajs-906	200	6	for	for	ADP
iajs-906	200	7	the	the	DET
iajs-906	200	8	college	college	NOUN
iajs-906	200	9	certification	certification	NOUN
iajs-906	200	10	using	use	VERB
iajs-906	200	11	hybrid	hybrid	ADJ
iajs-906	200	12	algorithm	algorithm	NOUN
iajs-906	200	13	.	.	PUNCT
iajs-906	201	1	(	(	PUNCT
iajs-906	201	2	a	a	X
iajs-906	201	3	)	)	PUNCT
iajs-906	201	4	original	original	ADJ
iajs-906	201	5	document	document	NOUN
iajs-906	201	6	.	.	PUNCT
iajs-906	202	1	(	(	PUNCT
iajs-906	202	2	b	b	X
iajs-906	202	3	)	)	PUNCT
iajs-906	202	4	fraud	fraud	NOUN
iajs-906	202	5	document	document	NOUN
iajs-906	202	6	(	(	PUNCT
iajs-906	202	7	degree	degree	NOUN
iajs-906	202	8	no	no	NOUN
iajs-906	202	9	.	.	NOUN
iajs-906	202	10	4	4	NUM
iajs-906	202	11	and	and	CCONJ
iajs-906	202	12	13	13	NUM
iajs-906	202	13	)	)	PUNCT
iajs-906	202	14	.	.	PUNCT
iajs-906	203	1	(	(	PUNCT
iajs-906	203	2	c	c	X
iajs-906	203	3	)	)	PUNCT
iajs-906	203	4	alarm	alarm	NOUN
iajs-906	203	5	results	result	NOUN
iajs-906	203	6	.	.	PUNCT
iajs-906	204	1	fig	fig	NOUN
iajs-906	204	2	.	.	PUNCT
iajs-906	205	1	(	(	PUNCT
iajs-906	205	2	10	10	NUM
iajs-906	205	3	):	):	PUNCT
iajs-906	205	4	experiment	experiment	NOUN
iajs-906	205	5	results	result	NOUN
iajs-906	205	6	for	for	ADP
iajs-906	205	7	the	the	DET
iajs-906	205	8	college	college	NOUN
iajs-906	205	9	certification	certification	NOUN
iajs-906	205	10	using	use	VERB
iajs-906	205	11	haar	haar	NOUN
iajs-906	205	12	lifting	lift	VERB
iajs-906	205	13	scheme	scheme	NOUN
iajs-906	205	14	.	.	PUNCT
iajs-906	206	1	the	the	DET
iajs-906	206	2	document	document	NOUN
iajs-906	206	3	is	be	AUX
iajs-906	206	4	fraud	fraud	NOUN
iajs-906	206	5	.	.	PUNCT
iajs-906	207	1	the	the	DET
iajs-906	207	2	document	document	NOUN
iajs-906	207	3	is	be	AUX
iajs-906	207	4	original	original	ADJ
iajs-906	207	5	.	.	PUNCT
iajs-906	208	1	ihjpas	ihjpas	PROPN
iajs-906	208	2	(	(	PUNCT
iajs-906	208	3	a	a	X
iajs-906	208	4	)	)	PUNCT
iajs-906	208	5	original	original	ADJ
iajs-906	208	6	document	document	NOUN
iajs-906	208	7	.	.	PUNCT
iajs-906	209	1	(	(	PUNCT
iajs-906	209	2	b	b	X
iajs-906	209	3	)	)	PUNCT
iajs-906	209	4	fraud	fraud	NOUN
iajs-906	209	5	document	document	NOUN
iajs-906	209	6	(	(	PUNCT
iajs-906	209	7	degree	degree	NOUN
iajs-906	209	8	no	no	NOUN
iajs-906	209	9	.	.	NOUN
iajs-906	209	10	4	4	NUM
iajs-906	209	11	and	and	CCONJ
iajs-906	209	12	13	13	NUM
iajs-906	209	13	)	)	PUNCT
iajs-906	209	14	.	.	PUNCT
iajs-906	210	1	(	(	PUNCT
iajs-906	210	2	c	c	X
iajs-906	210	3	)	)	PUNCT
iajs-906	210	4	alarm	alarm	NOUN
iajs-906	210	5	results	result	NOUN
iajs-906	210	6	.	.	PUNCT
iajs-906	211	1	fig	fig	NOUN
iajs-906	211	2	.	.	PUNCT
iajs-906	212	1	(	(	PUNCT
iajs-906	212	2	11	11	NUM
iajs-906	212	3	):	):	PUNCT
iajs-906	212	4	experiment	experiment	NOUN
iajs-906	212	5	results	result	NOUN
iajs-906	212	6	for	for	ADP
iajs-906	212	7	the	the	DET
iajs-906	212	8	college	college	NOUN
iajs-906	212	9	certification	certification	NOUN
iajs-906	212	10	using	use	VERB
iajs-906	212	11	d4	d4	PROPN
iajs-906	212	12	lifting	lifting	NOUN
iajs-906	212	13	scheme	scheme	NOUN
iajs-906	212	14	.	.	PUNCT
iajs-906	213	1	ibn	ibn	PROPN
iajs-906	213	2	alhaitham	alhaitham	PROPN
iajs-906	213	3	j.	j.	PROPN
iajs-906	213	4	for	for	ADP
iajs-906	213	5	pure	pure	ADJ
iajs-906	213	6	&	&	CCONJ
iajs-906	213	7	appl	appl	PROPN
iajs-906	213	8	.	.	PUNCT
iajs-906	214	1	sci	sci	PROPN
iajs-906	214	2	.	.	PUNCT
iajs-906	215	1	vol.23	vol.23	PROPN
iajs-906	215	2	(	(	PUNCT
iajs-906	215	3	3	3	NUM
iajs-906	215	4	)	)	PUNCT
iajs-906	215	5	2010	2010	NUM
iajs-906	215	6	table	table	NOUN
iajs-906	215	7	(	(	PUNCT
iajs-906	215	8	1	1	NUM
iajs-906	215	9	):	):	PUNCT
iajs-906	215	10	experiment	experiment	NOUN
iajs-906	215	11	results	result	NOUN
iajs-906	215	12	for	for	ADP
iajs-906	215	13	the	the	DET
iajs-906	215	14	college	college	NOUN
iajs-906	215	15	certifications	certification	NOUN
iajs-906	215	16	.	.	PUNCT
iajs-906	216	1	notes	note	VERB
iajs-906	216	2	:	:	PUNCT
iajs-906	216	3	(	(	PUNCT
iajs-906	216	4	f	f	X
iajs-906	216	5	)	)	PUNCT
iajs-906	216	6	means	mean	VERB
iajs-906	216	7	fraud	fraud	NOUN
iajs-906	216	8	document	document	NOUN
iajs-906	216	9	copy	copy	NOUN
iajs-906	216	10	.	.	PUNCT
iajs-906	217	1	the	the	DET
iajs-906	217	2	document	document	NOUN
iajs-906	217	3	is	be	AUX
iajs-906	217	4	fraud	fraud	NOUN
iajs-906	217	5	.	.	PUNCT
iajs-906	218	1	ihjpas	ihjpas	PROPN