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Comparison of Some Methods for Estimating Parameters of General Linear Model in Presence of Heteroscedastic Problem and High Leverage Points
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Linear regression is one of the most important statistical tools through which it is possible to know the relationship between the response variable and one variable (or more) of the independent variable(s), which is often used in various fields of science. Heteroscedastic is one of the linear regression problems, the effect of which leads to inaccurate conclusions. The problem of heteroscedastic may be accompanied by the presence of extreme outliers in the independent variables (High leverage points) (HLPs), the presence of (HLPs) in the data set result unrealistic estimates and misleading inferences. In this paper, we review some of the robust weighted estimation methods that accommodate both Robust and classical methods in the detection of extreme outliers (High leverage points) (HLPs) and the determination of weights. The methods include both Diagnostic Robust Generalized Potential Based on Minimum Volume Ellipsoid (DRGP (MVE)), Diagnostic Robust Generalized Potential Based on Minimum Covariance Determinant (DRGP (MCD)), and Diagnostic Robust Generalized Potential Based on Index Set Equality (DRGP (ISE)). The comparison was made according to the standard error criterion of the estimated parameters  SE ( ) and SE ( ) of general linear regression model, for sample sizes (n=60, n=100, n=160), with different degree (severity) of heterogeneity, and contamination percentage (HLPs) are (τ =10%, τ=30%). it was found through comparison that weighted least squares estimation based on the weights of the DRGP (ISE) method are considered the best in estimating the parameters of the multiple linear regression model because they have the lowest standard error values of the estimators ( ) and ( )  as compared to other methods.

Paper type: A case study

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Publication Date
Wed Jun 22 2022
Journal Name
Arab Science Heritage Journal
الإمام علي الهادي(ع) دراسة تحليلية في السيرة والمنهج
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God bestowed upon the Imams of the Ahl al-Bayt (peace be upon them) knowledge and wisdom, in addition to give them virtue as long as it was not given to anyone from the worlds. knowledge have been enriched from them that cause pride.

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Publication Date
Mon Jul 22 2019
Journal Name
Arab Science Heritage Journal
رؤية حضارية لمناهج الفكر الفلسفي واتجاهاته في المشرق الإسلامي
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This research involves the civilized vision of the trends and approaches of philosophical thought in the Islamic Orient, whose objectives were to show Islamic philosophy and the pioneers of thought in it and the most important products that crystallized after its emergence in the Islamic world

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Publication Date
Sun Jan 05 2014
Journal Name
Journal Of Educational And Psychological Researches
دور المؤسسات التربوية في ترسيخ قيم النزاهة لدى الناشئة
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   The research aims to identify the role of educational institutions in instilling the values ​​of integrity among emerging in word and deed and identifies research in educational institutions that have a significant impact in the emerging figures such as (family , school , media , mosque , civil society organizations , youth clubs .Have been identified the most important search terms of ( values ​​,educational institutions , Integrity) also touched search particular concern values ​​education and its impact on emergent behavior , then separate search in the role of each educational institution to establish moral values ​​in general and the values ​​of integrity, particularly in the behavior of emerging

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Publication Date
Sun Oct 21 2018
Journal Name
Arab Science Heritage Journal
قراءة قراءة في القواعد الإعلالية وأثـــرها فـــي بـــنــيــة الكلمة
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this research talks about the weakness that had happened in the construction of the sentences which effected on the syntactic meaning . it considers an important problems faced the languages .

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Publication Date
Sun Oct 01 2006
Journal Name
Journal Of Educational And Psychological Researches
الكفايات التدريسية اللازمة لمدرسي التربية الإسلامية في المرحلة الإعدادية
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مشكلة البحث :

إن القرآن الكريم هو النور المبين والذكر الحكيم يحتوي على الغاية الأسمى التي تهدف اليها الإنسانية ، فهو روح التربية الإسلامية وهو المنهج القديم الذي تستمد منه فلسفتنا التربوية واتجاهاتها ،                                        (الزوبعي ، 1974: 18)

إن الدين الإسلامي هو نظام الهي

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Publication Date
Fri Jun 01 2012
Journal Name
Journal Of The College Of Languages (jcl)
Функция и значение союзов и союзных слов в русском и арабском языках Тахсин Раззак Азиз
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Одной из трудностей, вызывающих искажение смысла предложения, при переводе и понимании любых текстов зачастую является неправильное понимание функций и значений: союзов и союзных слов или замена одного значения другим. Это объясняется прежде всего тем, что при чтении основное внимание сосредоточено на переводе главных частей речи, на их многофункциональности и многозначности и упускаются из вида втор

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Publication Date
Thu Oct 01 2015
Journal Name
Al-academy
The Factors influencing to the cognition operation & its Data: وفاء جاسم محمد
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The present research deals with the influencing factors which depends on the way perceptual of the graphic designer which enters in the design logos of the loco European health, where the search include four chapters, the researcher reviewed in the chapter 0ne the methodical frame of the research ,as reviewed in the second chapter the theoretical frame, and the previous studies which included three sections, the first section included the perceptual understandable and types of it, and the second section included the influencing factors in the designer perceptual ways and its division . While the third section included the perceptual in graphic designer through the percepted shapes and the relation with ground and colors for express the i

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Publication Date
Tue Nov 13 2018
Journal Name
Arab Science Heritage Journal
المجتمع المجتمع الاسكندري: عاداته وتقاليده الاجتماعية في العصر المملوكي
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It is important to study that the social circumstances in Alexandria through  Mamluk era specially social life in Egypt specially in Alexandria  which had describe as it was show change in opposite with other sides of life

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Publication Date
Mon Jan 01 2018
Journal Name
حوليات كلية الآداب
الومضة في نصوص الريح لاتصادق أحدًا للشاعر لطيف هملت
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Publication Date
Sun Apr 06 2014
Journal Name
Journal Of Educational And Psychological Researches
الكفاية في التعامل مع الضغوط لدى المراهقون العراقيين والجزائريين
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 This study tested the impact of region and gender on adolescents 'stress perceptions and coping styles. A total sample of 650 adolescents (5 9.4% female) from 2 countries (Iraq - Algeria). Samples of n = 325 were drawn from each country completed questionnaires on stress and coping behaviors in four domains (school, parents, peer, and future). Results revealed that levels of perceived stressfulness of issues in different domains were universally similar among adolescents from the two countries. School-related stress received the highest rankings, Parent- , future-, peer-related stress, ranked (second, third, and fourth) respectively. Differences emerged with respect to coping style depending on region and gender. Coping sty

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