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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
Tue Jul 01 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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Publication Date
Sun Jun 18 2023
Journal Name
Arab Science Heritage Journal
إسهامات علماء العرب والمسلمين القدامى في إثراء علوم الرياضات
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     Arab and Muslim scholars have made influential contributions to the development of mathematics by providing it with many achievements and inventions. This research presents the most important of these achievements and assistance in mathematics during the period of the Islamic Renaissance for different Arab and Muslim Scholars. One of the clearest and most prominent examples of these achievements is the establishment of the science of algebra and the discovery of zero and added to the numbers by the Muslim Scholar of Al-Khwarizmi, which facilitated the solution of many arithmetic problems and issues to this day.

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Publication Date
Thu Nov 08 2018
Journal Name
Iraqi National Journal Of Nursing Specialties
المشكالت الصحية المرافقة لالستخدام الخاطئ للحاسوب في مدينة بغداد
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The Research aimed for identification the significant of health problems that occurrences through
misused of computer for those whom attaches with more than two hours daily and to identification the
nature of demographical characteristics variables and that related variables with using computer. Also to
know the level of user’s knowledge for some attaché’s equipment's and finally creating a new suggested
measurement scale for studying health problems that were occurred through misused of computer.
Creating questionnaire includes several domains (Social problems – family environment, Social problems –
external environment, some health problems attaches with related equipment's, psychological problems,
and hea

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Publication Date
Sun Apr 01 2012
Journal Name
Journal Of Educational And Psychological Researches
الأوضاع النفسية والإجتماعية لنساء الأقليات في العراق )دراسة ميدانية(
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The study present a detailed description of the new violent situation that those women faced after 2003 in Iraqi society and the effect of such violence and security breaking down on minority women perception and feeling of bonding or adaptation with this society and how they look to the aaceptance of the society to them and their minority group as a whole. In addition to the impact of these social changes after 2003,on the women rights and personal freedom. One of the aims of the study is to provide data base to be used when efforts present to put a policies or programs for supporting the minority women. Another aim is to point out and define the violations commited on the rights of those women. The field survey included 2100 women from

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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
Sun Oct 02 2011
Journal Name
Journal Of Educational And Psychological Researches
صلابة الشخصية وعلاقتها بتقدير الذات لدى التدريسيين في الجامعة
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     يتركز محور مشكلة البحث الحالي حول مفاهيم أساسية تعكس مكامن القوة في الشخصية الإنسانية وما لها من دور مؤثر على الواقع النفسي والمادي للفرد عموماً وهذه المفاهيم هي صلابة الشخصية، وتقدير الذات,ويتحدد مفهوم الصلابة من خلال مظاهر الشخصية وأسلوبها الذي تتميز به في التعامل مع الواقع وكيفية إدراكها وما تتمتع به من خبرات نفسية وتجارب حياتية داخلية تعكس مدى الوعي بالمستجدات الموقفية التي تصادفها

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