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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
Sun Oct 31 2021
Journal Name
مجلة علوم الرياضة الدولية
تأثير تدريبات خاصة وفق جهاز الكتروني مصنع في التحكم بتوازن القوة للرجل الأمامية و الخلفية أثناء التقدم و الرجوع في رياضة المبارزة
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Publication Date
Sun Dec 01 2013
Journal Name
مجله ديالى للبحوث الانسانية
تقويم دور مختبرات قسم الكيمياء في العملية التعليمية في كلية التربية – للعلوم الصرفة - ابن الهيثم - جامعة بغداد من وجهة نظر المدرسين والمعيدين
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يعد الكيمياء من العلوم المهمة التي تدرس في جميع مراحل التعليم الاساسي ومراحل التعليم العالي في كليات (الزراعة ، العلوم ، الصيدلة ، التربية الاساسية ، الطب ، طب الاسنان ، الطب البيطري) لأنها تدخل في الكثير من مفاصل الحياة اليومية وما لها من تأثير في تقدم المجتمعات من الناحية الصناعية والاقتصادية حيث تدخل الكيمياء في الصناعات الغذائية ، والصناعات الدوائية او صناعة الاقمشة والزراعة وتطوير الثروة الحيوانية عن ط

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Publication Date
Thu Sep 30 2021
Journal Name
College Of Islamic Sciences
Islam's position on freedom according to John Stuart Mill
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The issue of freedom is the most prominent and distinctive issue of Western thought, which it reached after a long struggle. The English thinker John Stuart Mill is considered the most prominent Western thinker who elaborated on the issue of freedom, until his ideas on the issue of freedom became the semi-final formula for issues of freedom in Western thought, which revolve in their entirety on The individual has complete freedom as long as it does not harm others, and this freedom is controlled by law.

And if the freedoms he offered were not considered an achievement in Western thought; Freedom in Islam is a central and fundamental issue, and the details of freedoms in Islam have not been accomplished by anyone, but rather came

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Publication Date
Sun Jul 07 2013
Journal Name
Journal Of Educational And Psychological Researches
دور الاسرة العراقية في غرس المنظومة القيمية لدى ابنائها
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The family is e Social first come into contact with filial friction direct and continuing as is the social environment the first to grow the patterns of socialization that make up the life of the individual in the future , especially in forming the personality of both social and cultural , the family's work to lay the foundations of standards called the system value , which is ( religious teachings - customs - traditions - norms ) and is on its way interaction values ​​between family members as well as the transfer of expertise , knowledge and models of behavioral by parents to their children , which will be in accordance with the type of interactions and social relations is also affected dev

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
الري والإصلاح الزراعي في العراق (1-132هـ/ 622-750م)
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The organization and development of the irrigation system and agrarian reform in Iraq had an impact on the diversity of its methods and uses.

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Publication Date
Wed Jul 02 2025
Journal Name
Imam Jaafar Al-sadiq University Journal Of Human And Social Sciences
الادارة الالكترونية الناجحة ودورها في حل مشكلات الادارة العامة
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Publication Date
Wed Dec 01 2021
Journal Name
المجلة العراقية للعلوم الاقتصادية
تأثير راس المال الأجنبي المودع في القيمة السوقية للشركة
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يهدف البحث إلى قياس تاثير راس المال المودع للمستثمرين غير العراقيين والمستثمر في أسهم شركات المدرجة في سوق العراق للأوراق المالية في القيمة السوقية لتلك الشركات

Publication Date
Wed Dec 20 2023
Journal Name
Arab Science Heritage Journal
إلرشادات النبوية في إستخدام أواني الطعام والشراب وأثرها الصحي
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The research included the statement of some prophetic
guidelines for preserving food and drink from contamination that
causes diseases, which originate either viruses and microbes, or
insects and vermin spread in the air,

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Publication Date
Sun Jan 05 2014
Journal Name
Journal Of Educational And Psychological Researches
مشكلات الطلبة العراقيين الدارسين في أوكرانيا وعلاقاتها ببعض المتغيرات
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Chapter One

First, the importance of research and the need for him

Highlight the status of the nation and occupies a decent position among nations by what they offer for the good of humanity and tender, which is based mainly on the human and material wealth owned by the nation.

The investment of this wealth investment scientifically accurate based on the strong foundation that qualifies them to heights of glory, so stand out necessary development of all energies Alepeshriaaly the limit can not be considered as these energies fortune unless all elements of effective elements characterized by the positive interaction in various spheres of life and in the in

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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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