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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
Mon Sep 30 2024
Journal Name
مجلة قبس
جمالية تراكيب الكلمات القصار في نهج البلاغة
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تهدف هذه دراسه

Publication Date
Wed Dec 30 2020
Journal Name
Journal Of Legal Studies And Researches
سياسة التجريم في ظل تراجع المعايير الأخلاقية
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يتعلق موضوع بحثنا في الصلة بين القانون والاخلاق، إذ تكمن جوهر فكرة القانون عموما والجنائي بشكل أخص فهذا الاخير انما يتعامل اساسا مع صور المساس الاكثر خطورة بالمعايير الاخلاقية والقيم التي تستند اليها. ويتعلق الامر بعد ذلك بالحقائق الاجتماعية التي تؤكد وجود تباين ملحوظ في مستويات الالتزام الفردي والجمعي بتلك المعايير نتيجة للتغير والتغيير الاجتماعي السلبي او الايجابي فإذا جمعنا ذلك مع ثبات القانون النسبي ك

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Publication Date
Thu Sep 09 2021
Journal Name
Al-adab Journal
الاغتراب في رواية ديك الفداء لايلي عامير
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ف هذه الدراسة إلى حثىظ هىةهالا ارابىاا وىي ر"ادىة ا فدىء اللاىدا ا رر،ىي ىة ا لأن هىىذه الهىىةهالا تأىىد" ضوحىىا "هىى اة وىىي هىىذه الا"ادىىة "ت حىى تیىىةرا طىىی الا ،ىى ي یةتهىىة "اتجةهةتهىىىىة اللا ااىىىىة "اللاةیىىىىة تة ىىىىة ضن ال ةتىىىى اسىىىىب ةم ضن دجطىىىىد هىىىىذه الهىىىىةهالا ال ث راىىىىة تجط دا وةیة ب زا "كشف ن طأیية اليلاقة ب ن ةلم ال اقع " ةلم الث،م لدى الشخصیةت " ىىىة تبطىىىم حىىىض ىىىن تةى

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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
Thu Jul 01 2010
Journal Name
Political Sciences Journal
العلوم الاجتماعية في جامعة بغداد .. التاريخ والتطورات
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العلوم الاجتماعية في جامعة بغداد .. التاريخ والتطورات

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Publication Date
Fri Jun 01 2007
Journal Name
Journal Of Economics And Administrative Sciences
دور مكننة المعلومات المحاسبي في اتخاذ القرارات
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دور مكننة المعلومات المحاسبي في اتخاذ القرارات

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Publication Date
Mon Oct 22 2018
Journal Name
Arab Science Heritage Journal
الرياضة الرياضة في الاندلس (ركوب الخيل انموذجا)
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              Riding in Andalusia was a sport emphasized by Islam. It also works to strengthen the muscles, prevent them from sagging, gain vitality and vitality, regulate blood circulation and improve brain and heart function. The research we discussed in the study is not limited to a particular class. Most Andalusian rulers practiced equestrian And they hold concerts and competitions of horse competition, as happened during the reign of Caliph al-Hakam al-Mustansir and Muzaffar ibn Abi Amer and the governor adopted Ben Abbad and the Caliph Muhammad bin Bani al-Ahmar, the governor of the city of Granada in the presence of the great poets such as the son of Abu Salt and Ibn

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Publication Date
Mon Jan 07 2019
Journal Name
Arab Science Heritage Journal
تشخيص المادة الفعالة في عشب نبات القريص
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      تناولت هذه الدراسة نبات القريص واسمه العلمي Urtica dioica  والمجهز من صيدلية الحضر ومن المعشب للتعرف على مكوناته الكيميائية واهم المجاميع الفعالة فيه . بينت هذه الدراسة احتواء النبات على القلويـدات ( alkaloids ) والتانينـات (Tannins ) والصابونيات                  ( Saponins  ) وكانت الدالة الحامضية للمستخلص المائي للنبات المجهز من صيدلية الحضر متعادل بينما

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Publication Date
Wed Jan 07 2009
Journal Name
Political Sciences Journal
اثر التوظيف الاستراتيجي في تحقيق اهداف الدولة
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 اثر التوظيف الاستراتيجي في تحقيق اهداف الدولة

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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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