id	sid	eid	entity	type
iajs-1841	1	1	microsoft	ORG
iajs-1841	1	2	212	CARDINAL
iajs-1841	1	3	212 2018	DATE
iajs-1841	1	4	1(العدد	CARDINAL
iajs-1841	2	1	al-haitham j.	ORG
iajs-1841	3	1	sci.	ORG
iajs-1841	4	1	1) 2018	DATE
iajs-1841	4	2	mansoor gorgees fatimah assim mahdi	PERSON
iajs-1841	5	1	al-haithem/	ORG
iajs-1841	5	2	baghdad	GPE
iajs-1841	6	1	october	DATE
iajs-1841	8	1	1970	DATE
iajs-1841	8	2	hoerl	PERSON
iajs-1841	8	3	kennard	PERSON
iajs-1841	9	1	ridge parameter	PERSON
iajs-1841	13	1	mse	ORG
iajs-1841	14	1	ridge parameter	PERSON
iajs-1841	15	1	213 2018	DATE
iajs-1841	15	2	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	16	1	al-haitham j.	ORG
iajs-1841	17	1	sci.	ORG
iajs-1841	18	1	1) 2018	CARDINAL
iajs-1841	18	2	1	CARDINAL
iajs-1841	18	3	1	CARDINAL
iajs-1841	19	1	1	CARDINAL
iajs-1841	19	2	1	CARDINAL
iajs-1841	19	3	0	CARDINAL
iajs-1841	23	1	two	CARDINAL
iajs-1841	23	2	two	CARDINAL
iajs-1841	24	1	zero	CARDINAL
iajs-1841	25	1	zero	CARDINAL
iajs-1841	27	1	one	CARDINAL
iajs-1841	27	2	first	ORDINAL
iajs-1841	28	1	two	CARDINAL
iajs-1841	30	1	two	CARDINAL
iajs-1841	30	2	two	CARDINAL
iajs-1841	30	3	zero	CARDINAL
iajs-1841	31	1	1	CARDINAL
iajs-1841	31	2	1 2x	CARDINAL
iajs-1841	31	3	2	CARDINAL
iajs-1841	31	4	1 2	QUANTITY
iajs-1841	31	5	x. 1 1	DATE
iajs-1841	34	1	214 2018	DATE
iajs-1841	34	2	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	35	1	al-haitham j.	ORG
iajs-1841	36	1	sci.	ORG
iajs-1841	37	1	1) 2018 1	DATE
iajs-1841	38	1	1 1 2(g	CARDINAL
iajs-1841	38	2	1 2	CARDINAL
iajs-1841	38	3	1 2	CARDINAL
iajs-1841	39	1	2 1	DATE
iajs-1841	40	1	shb	ORG
iajs-1841	40	2	shb	ORG
iajs-1841	40	3	δ c	ORG
iajs-1841	40	4	3	CARDINAL
iajs-1841	40	5	j0 δ 1	ORG
iajs-1841	40	6	1	CARDINAL
iajs-1841	40	7	2	DATE
iajs-1841	40	8		PRODUCT
iajs-1841	40	9	jc	PERSON
iajs-1841	40	10	c. ordinary ridge	PERSON
iajs-1841	42	1	ridge	PERSON
iajs-1841	43	1	k 0	ORG
iajs-1841	43	2	ridge	PERSON
iajs-1841	43	3	rrb	GPE
iajs-1841	43	4	1	CARDINAL
iajs-1841	43	5	+ ki	PERSON
iajs-1841	43	6	4	CARDINAL
iajs-1841	43	7	0	CARDINAL
iajs-1841	43	8	hoerl	PERSON
iajs-1841	43	9	kennard [2	PERSON
iajs-1841	44	1	4	CARDINAL
iajs-1841	44	2	1	CARDINAL
iajs-1841	45	1	+ki	PERSON
iajs-1841	47	1	1 1 2[g(λ+ki)g'	CARDINAL
iajs-1841	47	2	1 1 2g	QUANTITY
iajs-1841	47	3	g'gλ	PERSON
iajs-1841	47	4	1 1 2g	QUANTITY
iajs-1841	48	1	1	CARDINAL
iajs-1841	48	2	5	CARDINAL
iajs-1841	48	3	1δ	CARDINAL
iajs-1841	49	1	1,2,	CARDINAL
iajs-1841	49	2	ridge	PERSON
iajs-1841	51	1	6	CARDINAL
iajs-1841	52	1	215 2018	DATE
iajs-1841	52	2	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	54	1	al-haitham j.	ORG
iajs-1841	55	1	sci.	ORG
iajs-1841	56	1	1) 2018	CARDINAL
iajs-1841	57	1	2	CARDINAL
iajs-1841	57	2	2	CARDINAL
iajs-1841	61	1	+ ki	PERSON
iajs-1841	61	2	7	CARDINAL
iajs-1841	61	3	first	ORDINAL
iajs-1841	61	4	second	ORDINAL
iajs-1841	61	5	rrb	GPE
iajs-1841	64	1	k.	PERSON
iajs-1841	65	1	hoerl	PERSON
iajs-1841	65	2	kennard (1970).suggested graphical method	ORG
iajs-1841	65	3	k.	PERSON
iajs-1841	69	1	hoerl	PERSON
iajs-1841	69	2	kennard	PERSON
iajs-1841	69	3	baldwin	PERSON
iajs-1841	69	4	1975	DATE
iajs-1841	69	5	3	CARDINAL
iajs-1841	69	6	2	CARDINAL
iajs-1841	69	7	2s	CARDINAL
iajs-1841	69	8	2σ	CARDINAL
iajs-1841	69	9	wang	PERSON
iajs-1841	69	10	1976	DATE
iajs-1841	70	1	4	CARDINAL
iajs-1841	70	2	2 ols ols ps	QUANTITY
iajs-1841	70	3	9	CARDINAL
iajs-1841	70	4	srivastava	PERSON
iajs-1841	71	1	5	CARDINAL
iajs-1841	71	2	bayes ols ols 2	PERSON
iajs-1841	72	1	3	CARDINAL
iajs-1841	72	2	10	CARDINAL
iajs-1841	72	3	hazim mansoor gorgees	PERSON
iajs-1841	72	4	mahdi	NORP
iajs-1841	72	5	2017	CARDINAL
iajs-1841	72	6	6	CARDINAL
iajs-1841	73	1	2^ 1	DATE
iajs-1841	73	2	0	CARDINAL
iajs-1841	74	1	11	CARDINAL
iajs-1841	75	1	harold hoteling	PERSON
iajs-1841	75	2	1933	DATE
iajs-1841	76	1	216 2018	DATE
iajs-1841	76	2	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	77	1	al-haitham j.	ORG
iajs-1841	78	1	sci.	ORG
iajs-1841	79	1	1) 2018	DATE
iajs-1841	79	2	two	CARDINAL
iajs-1841	81	1	first	ORDINAL
iajs-1841	81	2	second	ORDINAL
iajs-1841	81	3	second	ORDINAL
iajs-1841	82	1	two	CARDINAL
iajs-1841	84	1	1 2	QUANTITY
iajs-1841	84	2	1 2	QUANTITY
iajs-1841	84	3	1 2	QUANTITY
iajs-1841	85	1	12	CARDINAL
iajs-1841	85	2	z= xg	GPE
iajs-1841	85	3	z'z	PERSON
iajs-1841	87	1	z	ORG
iajs-1841	93	1	0.75	CARDINAL
iajs-1841	93	2	ols	ORG
iajs-1841	93	3	1 1	CARDINAL
iajs-1841	93	4	13	CARDINAL
iajs-1841	93	5	first	ORDINAL
iajs-1841	93	6	217 2018	DATE
iajs-1841	93	7	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	93	8	al-haitham j.	ORG
iajs-1841	94	1	sci.	ORG
iajs-1841	95	1	1) 2018	DATE
iajs-1841	95	2	1 1	CARDINAL
iajs-1841	96	1	14	CARDINAL
iajs-1841	96	2	first	ORDINAL
iajs-1841	96	3	q	ORG
iajs-1841	96	4	first	ORDINAL
iajs-1841	98	1	1 (	CARDINAL
iajs-1841	98	2	15	CARDINAL
iajs-1841	99	1	0.95	PERSON
iajs-1841	99	2	four	CARDINAL
iajs-1841	100	1	three	CARDINAL
iajs-1841	100	2	20	CARDINAL
iajs-1841	100	3	50,80	CARDINAL
iajs-1841	100	4	200	CARDINAL
iajs-1841	101	1	25	DATE
iajs-1841	101	2	30	CARDINAL
iajs-1841	102	1	ridge	PERSON
iajs-1841	102	2	8)	CARDINAL
iajs-1841	102	3	11	CARDINAL
iajs-1841	102	4	12	CARDINAL
iajs-1841	102	5	15	CARDINAL
iajs-1841	103	1	mse	ORG
iajs-1841	104	1	1000	CARDINAL
iajs-1841	105	1	1	CARDINAL
iajs-1841	105	2	2	CARDINAL
iajs-1841	105	3	3	CARDINAL
iajs-1841	106	1	218 2018	DATE
iajs-1841	106	2	1(العدد )	QUANTITY
iajs-1841	108	1	al-haitham j.	ORG
iajs-1841	109	1	sci.	ORG
iajs-1841	110	1	1) 2018	CARDINAL
iajs-1841	110	2	mse	ORG
iajs-1841	110	3	0.75	GPE
iajs-1841	110	4	10	CARDINAL
iajs-1841	110	5	30	CARDINAL
iajs-1841	110	6	20	CARDINAL
iajs-1841	110	7	3.9252e‐018    9.4206e‐018    1.1776e‐017	DATE
iajs-1841	110	8	0.0215    0.0215      	MONEY
iajs-1841	110	9	0.0214	CARDINAL
iajs-1841	110	10	0.0027	CARDINAL
iajs-1841	110	11	0.0027	CARDINAL
iajs-1841	110	12	0.0276	CARDINAL
iajs-1841	110	13	0.0276	MONEY
iajs-1841	110	14	cnk    1.2561e‐017  	PERSON
iajs-1841	110	15	50	CARDINAL
iajs-1841	110	16	2.9790e‐018	CARDINAL
iajs-1841	110	17	0.0220	CARDINAL
iajs-1841	110	18	0.0220	CARDINAL
iajs-1841	110	19	8.2379e‐004    8.2387e‐004    8.2388e‐004	TIME
iajs-1841	110	20	0.0151	CARDINAL
iajs-1841	110	21	0.0151	MONEY
iajs-1841	110	22	cnk      	PERSON
iajs-1841	110	23	80	CARDINAL
iajs-1841	110	24	4.7103e‐018  1.2561e‐017	DATE
iajs-1841	110	25	0.0287	CARDINAL
iajs-1841	110	26	0.0287	CARDINAL
iajs-1841	110	27	0.0287	CARDINAL
iajs-1841	110	28	0.0575	CARDINAL
iajs-1841	110	29	0.0576	CARDINAL
iajs-1841	110	30	0.0576	CARDINAL
iajs-1841	110	31	cnk    2.0411e‐017	PERSON
iajs-1841	110	32	200	CARDINAL
iajs-1841	110	33	2.7680e‐017	CARDINAL
iajs-1841	110	34	4.2948e‐017	CARDINAL
iajs-1841	110	35	0.0271      	PERCENT
iajs-1841	110	36	0.0273	CARDINAL
iajs-1841	110	37	0.0273	CARDINAL
iajs-1841	110	38	0.0370	CARDINAL
iajs-1841	110	39	0.0372	CARDINAL
iajs-1841	110	40	0.0372	CARDINAL
iajs-1841	110	41	cnk    	PERSON
iajs-1841	110	42	2.8425e‐017	CARDINAL
iajs-1841	110	43	219 2018	DATE
iajs-1841	110	44	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	111	1	al-haitham j.	ORG
iajs-1841	112	1	sci.	ORG
iajs-1841	113	1	1) 2018	CARDINAL
iajs-1841	113	2	mse	ORG
iajs-1841	113	3	0.80	CARDINAL
iajs-1841	113	4	10	CARDINAL
iajs-1841	113	5	30	CARDINAL
iajs-1841	113	6	20	CARDINAL
iajs-1841	113	7	9.4206e‐018    2.3551e‐018	DATE
iajs-1841	113	8	0.0215	CARDINAL
iajs-1841	113	9	0.0215	CARDINAL
iajs-1841	113	10	0.0214	CARDINAL
iajs-1841	113	11	0.0027	CARDINAL
iajs-1841	113	12	0.0276      	PERCENT
iajs-1841	113	13	0.0276	MONEY
iajs-1841	113	14	cnk    1.8056e‐017	PERSON
iajs-1841	113	15	50	CARDINAL
iajs-1841	113	16	1.6881e‐017    6.9511e‐018	DATE
iajs-1841	113	17	0.0220	CARDINAL
iajs-1841	113	18	0.0220	CARDINAL
iajs-1841	113	19	0.0151	CARDINAL
iajs-1841	113	20	0.0151	CARDINAL
iajs-1841	113	21	0.0151	CARDINAL
iajs-1841	113	22	cnk    	PERSON
iajs-1841	113	23	2.1846e‐017	CARDINAL
iajs-1841	113	24	80	CARDINAL
iajs-1841	113	25	2.7477e‐017	CARDINAL
iajs-1841	113	26	4.7103e‐018	DATE
iajs-1841	113	27	0.0287	CARDINAL
iajs-1841	113	28	0.0287	CARDINAL
iajs-1841	113	29	0.0287	CARDINAL
iajs-1841	113	30	0.0575	CARDINAL
iajs-1841	113	31	0.0576	CARDINAL
iajs-1841	113	32	0.0576	CARDINAL
iajs-1841	113	33	cnk     	PERSON
iajs-1841	113	34	200	CARDINAL
iajs-1841	113	35	1.8867e‐017	CARDINAL
iajs-1841	113	36	0.0271	CARDINAL
iajs-1841	113	37	0.0273	CARDINAL
iajs-1841	113	38	0.0273	CARDINAL
iajs-1841	113	39	0.0370	CARDINAL
iajs-1841	113	40	0.0372	CARDINAL
iajs-1841	113	41	0.0372	CARDINAL
iajs-1841	113	42	cnk    3.4879e‐004	PERSON
iajs-1841	113	43	1.1935e‐016	CARDINAL
iajs-1841	113	44	220 2018	DATE
iajs-1841	113	45	1(العدد ) 31(لمجلد ا	QUANTITY
iajs-1841	114	1	al-haitham j.	ORG
iajs-1841	115	1	sci.	ORG
iajs-1841	116	1	1) 2018	CARDINAL
iajs-1841	116	2	mse	ORG
iajs-1841	116	3	0.95	ORG
iajs-1841	116	4	10	CARDINAL
iajs-1841	116	5	3.9252e-18 9.4206e-018	DATE
iajs-1841	116	6	0.0215 0.0215	MONEY
iajs-1841	116	7	0.0215	MONEY
iajs-1841	116	8	0.0275 0.0276 0.0276	MONEY
iajs-1841	117	1	1.0206e-017 50	DATE
iajs-1841	117	2	1.7874e-017	CARDINAL
iajs-1841	118	1	0.0151	CARDINAL
iajs-1841	118	2	0.0151	MONEY
iajs-1841	118	3	7.9441e-018	DATE
iajs-1841	118	4	2.3832e-017 80	CARDINAL
iajs-1841	118	5	4.7103e-018	DATE
iajs-1841	120	1	0.0287	MONEY
iajs-1841	120	2	0.0575	CARDINAL
iajs-1841	120	3	0.0576	MONEY
iajs-1841	121	1	1.3346e-017	CARDINAL
iajs-1841	122	1	200	CARDINAL
iajs-1841	122	2	4.4686e-018	ORG
iajs-1841	122	3	2.4081e-017	CARDINAL
iajs-1841	122	4	0.0273	MONEY
iajs-1841	122	5	3.8924e-004	CARDINAL
iajs-1841	122	6	1.6720e-016	CARDINAL
iajs-1841	122	7	mse	ORG
iajs-1841	123	1	ordinary ridge	GPE
iajs-1841	123	2	mse	ORG
iajs-1841	123	3	221 2018	DATE
iajs-1841	123	4	1(العدد )	QUANTITY
iajs-1841	125	1	al-haitham j.	ORG
iajs-1841	126	1	sci.	ORG
iajs-1841	127	1	1) 2018	CARDINAL
iajs-1841	129	1	1	CARDINAL
iajs-1841	129	2	1	CARDINAL
iajs-1841	129	3	2009	DATE
iajs-1841	130	1	2	CARDINAL
iajs-1841	130	2	a. e. hoerl	PERSON
iajs-1841	130	3	r.w	GPE
iajs-1841	130	4	kennard	PERSON
iajs-1841	131	1	ridge	PERSON
iajs-1841	132	1	55-67	CARDINAL
iajs-1841	132	2	1970	DATE
iajs-1841	133	1	3	CARDINAL
iajs-1841	133	2	hoerl	PERSON
iajs-1841	133	3	r. w. kennard	PERSON
iajs-1841	133	4	k.f. baldwin	PERSON
iajs-1841	134	1	ridge	PERSON
iajs-1841	135	1	105	CARDINAL
iajs-1841	136	1	1975	DATE
iajs-1841	137	1	4	CARDINAL
iajs-1841	137	2	wang	ORG
iajs-1841	139	1	2005	DATE
iajs-1841	140	1	5	CARDINAL
iajs-1841	140	2	m.s srivastava	PERSON
iajs-1841	141	1	wiley	ORG
iajs-1841	141	2	new york	GPE
iajs-1841	141	3	2002	DATE
iajs-1841	142	1	6	CARDINAL
iajs-1841	142	2	f. a. mahdi	PERSON
iajs-1841	142	3	ordinary ridge	GPE
iajs-1841	142	4	ijsr	PERSON
iajs-1841	143	1	2426-2429	CARDINAL
iajs-1841	144	1	2017	CARDINAL