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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
Wed Dec 19 2018
Journal Name
Arab Science Heritage Journal
جمالية جمالية المكان في الرسم العربي الإسلامي
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The God Almighty prefer on the Arab nation, and entrusted to carry his message to the secular world as a whole, , gave her all necessities of life in terms of location, who are the heart in the earth's surface. From this blessed place emerged the greatest civilizations and the world has ever known for it than in human history, a four empires Alsamyat

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Publication Date
Mon Nov 12 2018
Journal Name
Arab Science Heritage Journal
النزعة النزعة العلمية في الفكر الفلسفي الإسلامي
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This research is an attempt to prove the scientific tendency in the Islamic philosophical heritage through a review of the most important ideas of intellectual and philosophical theories brought by the philosophers of this

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Publication Date
Mon Jan 07 2019
Journal Name
Arab Science Heritage Journal
سياسة سياسة الخلفاء العباسيين في المجال الزراعي
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       سار العباسيون على نفس النهج الذي كان عليه الأمويين في كثير من الانظمه والتقاليد والسياسات على الرغم من إن الدولة العباسية كانت تمثل بداية لعصر جديد في تاريخ الإسلام(1)،ومن تلك الأنظمة التي ورثوها عن الأمويين  وطوروها هي اهتمامهم بالنظام الزراعي منذ بداية قيام دولتهم وهنا سنحاول تقديم بعض الانجازات

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Publication Date
Sun Jul 03 2005
Journal Name
Political Sciences Journal
العوامل المؤثرة في نشأة النظام السياسي الامريكي
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العوامل المؤثرة في نشأة النظام السياسي الامريكي

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Publication Date
Sun Jan 13 2019
Journal Name
Arab Science Heritage Journal
التعريف بمخطوط كنز التجار في معرفة الأحجار
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اهتم العرب بالجواهر والاحجار الكريمة منذ القدم وازداد هذا الاهتمام في حقب الترف والحضارة . ولم يقتصر استخدام الجواهر والاحجار على الطبقات الغنية كالخلفاء والامراء والوزراء بل شمل كل شرائح المجتمع الاخرى لان الاحجار

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Publication Date
Tue Dec 11 2018
Journal Name
Arab Science Heritage Journal
البيروني البيروني وجهوده العلمي في الرياضيات والفيزياء
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    He was born in one of  suburbs of Khawarzm in 362 AH and he was  died in 440 AH.  Newton and Gregor quote from him the  mathematical laws in the interpolation and he laid the first foundations for trig.

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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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