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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
Sat Feb 02 2019
Journal Name
Journal Of The College Of Education For Women
دراسة تاريخية للمجتمع الاسلامي في كتاب البصائر والذخائر للتوحيدي
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Publication Date
Mon Nov 17 2025
Journal Name
Kufa Journal Physical Education Sciences
دور الاعداد التكنلوجي للطالبات في التفاعل مع التعليم الالكتروني
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Publication Date
Wed Dec 01 2010
Journal Name
Journal Of Economics And Administrative Sciences
التدقيق الداخلي وأثرة في الحد من ظاهرة غسيل الأموال
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Still Financial institutions, including banks, a key target for money launderers to transfer illicit funds to the legitimate funds and by weaknesses in the internal audit procedures applied in the banks or through a lack of legal structure to combat this phenomenon in addition to the procedures by other regulations                                                                

T

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Publication Date
Sun Jan 03 2016
Journal Name
Journal Of Educational And Psychological Researches
دور الإرشاد النفسي في تحقيق جودة الحياة بالمجتمع المعاصر
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 Psychological Counseling Services occupies a high position in the developed countries and that for its psychologist services for different sectors of the community members, and has been popularized until recently the wrong concept of the effect, that the psychological service is provided only to the owners of behavior is normal only, Vantage him neglect to provide psychological services a large segment of the community members who are in dire need of these services.

                The counseling service is part of a global social movement seeking to emphasize the quality of life of the human and the emphasis on the value and dign

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Publication Date
Tue Jun 03 2003
Journal Name
Al-academy
دور المعالجة الادراكية في اختزال البنية التصميمية للعلامة التجارية
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دور المعالجة الادراكية في اختزال البنية التصميمية للعلامة التجارية

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Publication Date
Wed Dec 20 2023
Journal Name
Arab Science Heritage Journal
التحليل الداللي للكلمات المستبدلة في سورتي المؤمنون و النور
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The words in the Holy Qur’an are distinguished by the
accuracy of expression, their elegance, the lightness of their
performance, the harmony of their timbre, as well as the ease of
their pronunciation. We find the coarse words in which the
movement of sounds and the hesitation of the soul are mixed, as
it was distinguished by the abundance of its words indicating the
same meaning without a phenomenon that the reader or the
listener notices

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Publication Date
Tue Jan 01 2019
Journal Name
Journal Of The College Of Languages (jcl)
To Shape a Silence While Breaking it: Toni Morrison’s the Bluest Eye
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Toni Morrison (1931-), the first African-American winner of Noble Prize in literature (1993) and the winner of the 1988 Pulitzer Prize for fiction, regards herself as the historian of African-American people. She does not think of her writings as literature but as a sacred book dedicated to explore the interior lives of blacks. She creates history by disregarding European standards and the white man's view of African- Americans. She adopts her people's point of view, invests their heritage, voices their pains and uses their vernacular. She even writes to a black audience. She establishes the black novel  by depicting the blackness of American literature. In choos

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Publication Date
Mon Nov 17 2025
Journal Name
Tikrit Journal Of Administration And Economics Sciences
دور تكلفة الانتاج الانظف في تحقيق الميزة التنافسية المستدامة
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يهدف البحث إلىبيان دور الانتاج الانظف وتأثير تطبيقه على تكاليف الوحدة الاقتصادية وادواته وتقنياته التي تساهم في دعم الميزة التنافسية المستدامة

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Publication Date
Tue Sep 27 2022
Journal Name
Arab Science Heritage Journal
اهمية المنهج القرآني في تخطيط المعالم العلمية للشخصية الاسلامية
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Human wealth is the most valuable wealth on the face of the earth, and building the intellectual, cultural and scientific human being is the greatest process carried out by all religions and philosophies at all times, and the divine law aimed at reforming the earth, including in order to preserve this great wealth, and to preserve its existential and qualitative entity.

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Publication Date
Fri Dec 01 2023
Journal Name
قضايا سياسية
الوعي الطبقي في الفكر السياسي الماركسي الحديث( نماذج مختارة)
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مثل الوعي الطبقي اعلى مراحله لدى الفكر الماركسي الحديث عند كل من ماركس وانجلز ولينين ليس مجرد انعكاس للواقع وانما يكون بصورة جدلية من خلال انعكاس الوعي على الواقع واعادة انتاجه فبعد ان كان الوعي هو نتاج تطور الواقع اصبح اداة في تطوير الواقع، أي تأثير البنى الفوقية على البنى التحتية( المادية التاريخية) بعكس ما دعى اليه ماركس، اذ أعطى لينين للوعي دوراً كبيرا في التطور التاريخي، وعد الوعي الطبقي هو الاداة التي

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