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jeasiq-2145
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 Jan 01 2013
Journal Name
Journal Of The College Of Languages (jcl)
Использование Лексики в современном языке СМИ (В политических текстах)
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Современные исследователи газетного речи много пишу об активном использовании разговорной и даже разговорно-сниженной, жаргонной лексики в общественно-политической публицистике. Это вызвано тем, что «…в силу того контраста, который невольно возникает при соприкосновении разговорных элементов с привычно книжными словами и построениями языка газеты, они были сразу осмыслены как сильное средство созд

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Publication Date
Mon Jul 14 2025
Journal Name
Journal Of Administration And Economics
استخدام بحوث العمليات في اتخاذ القرارات الادارية
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يهدف البحث الى استخدام بحوث العمليات في اتخاذ القرارات الادارية لما لها من اهمية في مواكبة التطورات الحاصلة في مجال استراتيجيات الاعمال ونظم المعلوماتية وإدارة المعرفة في القرن الحالي، إذ لم تعد الأساليب التقليدية في اتخاذ القرارات الإدارية مجدية بعد ظهور توجهات حديثة في الإدارة تركز على ضرورة الاعتماد على الأساليب الكمية كبحوث العمليات, وقد تطور استخدام بحوث العمليات في السنوات الماضية بشكل كبير وأصبحت أ

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
سيمياء المسكوت عنه في القصص العربي القديم
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The semiotic approach to the unspoken seeks to analyze the text in an esoteric way, that is, to clarify what is hidden from it by reading between

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Publication Date
Wed Jan 01 2014
Journal Name
Journal Of The College Of Languages (jcl)
La voix de la mère dans À la Recherche du Temps perdu
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Abstract

The twentieth century French novel had undergo a significant change that took the form of a radical move from the traditional son who follows his father to one who no way prevalent in the classical French novel. The new son in the 2Oth century novel finds himself emotionally attached which both became a new trend and approach in novel writing.

Marcel Proust's novel which can be considered a source of inspiration for most of 2Oth century novelists is a good example of the mother supremacy which is crystal clear from the first page through its parts and chapters till the last page. In fact, Proust had written a completely different novel from the Balzacian conventions. Unlike the latter's novels, Pro

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Publication Date
Wed Jun 01 2011
Journal Name
Political Sciences Journal
بصمات الذاكرة التاريخية في الحياة الوطنية العراقية
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بصمات الذاكرة التاريخية في الحياة الوطنية العراقية

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Publication Date
Mon Dec 01 2008
Journal Name
Political Sciences Journal
التجربة الاتحادية في دولة الامارات العربية المتحدة
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التجربة الاتحادية في دولة الامارات العربية المتحدة

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Publication Date
Tue Jan 29 2019
Journal Name
Arab Science Heritage Journal
المنهج التجريبي والمنهج الرياضي في فلسفة الكندي
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الكندي هو ابو يوسف يعقوب بن اسحاق بن الصباح . كما هو عند ابن جلجل (1) بن عمران بن اسماعيل بن محمد بن الأشعث بن قيس الكندي . كما يضيف ابن النديم(2) كان أبوه اسحق بن الصباح أميرا ً على الكوفة للمهدي والرشيد . على ما يقرره ابن نباته المصري(3) ، كان جده الأشعت بن قيس من أصحاب النبي الكريم وكان قبل ذلك ملكا ً على جميع(كندة)

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Publication Date
Sun Jun 18 2023
Journal Name
Arab Science Heritage Journal
أهل الذمة وأثرهم العلمي في العصر العباسي
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Non-Muslim scholars, who are Jews, Christians, Sabians and Magi, excelled in various pure scientific and human sciences, being the owners of civilizational inheritances. On the rest of the sciences in which non-Muslims excelled, namely mathematics, chemistry, astronomy, astrology, philosophy, history, and the Arabic language.

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Publication Date
Sun Sep 03 2023
Journal Name
مجلة درااست دولية
بناء الدولة في الفكر السياسي لجون راولز
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تعد مسالة بناء الدولة احدة المواضيع المهمة في حقل الدراسات السياسية والتي تعكس مظهراً متعدد الابعاد لمبدأ الثقة المنشود بين الحاكم والمحكوم، فمنذ أمد طويل تحاول الدول تحقيق تنميتها السياسية والبحث عن مقومات ترشيد سياسي لقدراتها المؤسساتية والوظيفية بهدف تعزيز اسس التكامل والاندماج بين المجتمع السياسي والمجتمع المدني. عليه انطلق جون راولز في مفهومه لبناء الدولة المعاصرة من بناء المجتمع العادل، فالعدالة ه

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Publication Date
Sat Dec 01 2018
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
Typical Federal Budget According to the budget performance
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The purpose of this research that, the performance budget  is the best style of budget styles that can help and contribute in forming preparing federal typical budget in Iraq , By taking advantage of the application of the principles of scientific rules that would ensure optimal allocation and investment of the financial resources of the state and achieve the best performance and the lowest possible cost, both with regard to the administrative and accounting side, reducing the waste of public money, so that can enhance the success , power , and safety of financial activity of managerial system that it focuses on the magnetite and quality of the work done and the objectives wanted to meet. so application of performance budget require

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