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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 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
Wed Feb 05 2020
Journal Name
Political Sciences Journal
Kenyan foreign policy towards Somalia
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Abstract The Kenyan policy towards Somalia was influenced by a set of interrelated factors between the two countries and stemmed from the internal environment and most prominent: the geographical factor, ethnic, cultural, religious, political, economic and security, has been dominated by this policy since independence from the British colonial administration in the sixties of the last century and so far the nature of instability and tension, As the two countries are geographically contiguous and as security risks escalate, Kenya in 2011 rushed military action against Somalia, the first military action by Kenya outside its borders since independence.

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Publication Date
Sun Dec 23 2018
Journal Name
Arab Science Heritage Journal
التفسير التفسير النبىي للقرآن الكريم وأحره في التفسير بالمأحىر
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The science of exegesis was started by the first teacher, the Holy Prophet, and then further developed in various methods and approaches through history

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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
Mon Aug 18 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
Wed Dec 21 2022
Journal Name
التطورات المنهجية والمعرفية في العلوم السياسية: واقع العلوم السياسية في العراق والعالم العربي
دراسة أزمة أوكرانيا وتأثيرها في الوطن العربي والنظام العالمي
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تم ت داول مصطلح الأزمة ا دلولية في السياسية ا دلولية خال القرن التاسع عش ر لتحدي دا ملدة الانتقالية بين السلم والحرب سواء أ دت الأزمة إلى نشوب صراع مسلح أم مت ت ت سويتها بالطرق السلمية، وتع دالأزمة ا دلولية مرحلة مت هيدية ل لحرب وهي ا رملحلة التي يسعى فيها أ طرا فالأزمة إلى إبعاد احتمالية نشوء أ و اندلاع الحرب، فالأزمة ه ي مدة حرجة ومرحلة خطيرة بين وقتي السلم والحرب، إن العلاقات ا دلولية تكاد ت عيشأ زمات متلاحقة ع

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Publication Date
Mon Nov 12 2018
Journal Name
Arab Science Heritage Journal
البرجوازية البرجوازية المسلمة في الشرق الادنى خلال العصر العباسي
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The shortcomings of the Muslim regime were however, became more obvious in later periods. Under the first Abbasids, the Muslims bourgeoisies were still a new class, rising in the social hierarchy of the caliph empire. It became even powerful class and a factor to reckon with

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Publication Date
Thu Aug 27 2020
Journal Name
Arab Science Heritage Journal
دراسة الوعي اللغوي في الخطاب القانوني محاكم العراق أنموذجًا
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The legal text in the language of civil law, constitutional law, language of judges, and legal profession is concerned with a legal language and words that are coherently significant

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Publication Date
Sat Feb 09 2019
Journal Name
Journal Of The College Of Education For Women
طرافة التخییل بحسن التعلیل في الشعر الاندلسي دراسة تحلیلیة
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Of good reasoning (the art of unique moral turn him poets of Andalusia in
poetry verse emitter myself, and to achieve a very technical. Either the emitter is
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purpose of praise, and novelty in many cases, as in the spinning

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