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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 Nov 12 2018
Journal Name
Arab Science Heritage Journal
الاسس الاسس الفكرية لثقافة التعايش السلمي في المجتمعات
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Those human societies, which based on pluralism and cultural diversity, can be handled with completely consciously، when converting the contradiction to integration and the collision to coexistence and the transition from intolerance to tolerance.  This diversity in communities make individuals differ acconding to the following:  

1- The requirements of human nature.

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Publication Date
Wed Feb 01 2006
Journal Name
Political Sciences Journal
اشكالية الطائفية السياسية في العراق بين الاستمرارية والانكفائية
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اشكالية الطائفية السياسية في العراق بين الاستمرارية والانكفائية

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Publication Date
Thu Jun 01 2006
Journal Name
بيت الحكمة
المنطق منهجا نقديا - دراسة في قراءة الشكل الجمالي
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المنطق منهجا نقديا - دراسة في قراءة الشكل الجمالي كتاب (المنطق منهجا نقدياً – دراسة في قراءة الشكل الفني) يهتم الكتاب بدراسة التصورات المنطقية في الفنون التشكيلية وهو يقع في اربعة فصول خصص الاول منها لبيان المنهجية والفكرة العامة عن علاقة المعرفة بالقواعد الفكرية والقواعد المنطقية موضحا ذلك في (مدخل عام) وتعلق الفصل الثاني بالمفاهيم المنطقية وما كتبه علماء المنطق في عرض شامل ومكثف تناول فيه المؤلف مفهوم ال

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Publication Date
Tue Sep 27 2022
Journal Name
Arab Science Heritage Journal
كتب الخطط في مصر حتى نهاية العصر المملوكي
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Books of plans are a type of writing in Islamic history , its a type of work whose authors have strived to serve as a comprehensive historical encyclopedia, and they focused most of their attention on highlighting the various aspects of the history of Egypt

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Publication Date
Tue Nov 13 2018
Journal Name
Arab Science Heritage Journal
اثر أثر العقيدة في ترسيخ التمكين عند المسلمين
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That is feared we frequent urgent calls from Islamic scholars and leaders of the Muslim faithful to their religion and nation to a culturally، economically، politically and militarily Muslim communities، in response to the call of the divine stones in the sit-rope of God and taking the greatest causes of strength and stamina، pride and empowerment

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Publication Date
Wed Jan 29 2020
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
الضريبـــــــــــــة البيئيـــــــــة ودورها في الحد من التلوث البيئـــــــــــــــي
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Despite the growing interest in the subject of the environment and environmental pollution and the increasing of scientific studies to measure the environmental cost, but it still suffers shortcomings and incompleteness due to the difficulties facing the process of measuring of these costs , Due to lack of the possibility of determining the monetary value to it.

             The research began trying to develop solutions to the problem of the research , which is the actual measuring nothingness of environmental pollution for research sample plant and It’s comparison to local and international environmental pollution standards , for the purpose of adoption in the imposi

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Publication Date
Tue Jan 15 2019
Journal Name
Arab Science Heritage Journal
الانجازات العلمية للبيروني في كتب التراث العلمي العربي
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عاش البيروني في القرن الرابع الهجري الذي كان يمثل مثاراً للصراعات السياسية والفكرية، ومن خلال هذه الأوضاع المتأزمة برز البيروني كعلم من اعلام هذا القرن، ومن أبرز مفكري الحضارة العربية الاسلامية فنجده كتب في الرياضيات

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Publication Date
Sun Nov 04 2018
Journal Name
Arab Science Heritage Journal
اسطورة اسطورة الطائر انزو في ضوء المصادر المسمارية
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There was an ancient Myth came from cuneiform texts which had written by ancient Iraqi , its hero is the goddess Nerottaa .it was appeared in two languages Sumerian and Akkadian .

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Publication Date
Fri Sep 01 2006
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
دور المحاسبة في اتخاذ القرارات الاستراتيجية للموازنة الرأسمالية
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تعد عملية اتخاذ القرارات الستراتجية للموازنة الراسمالية احدى المعضلات التي تواجه منظمات الاعمال عند القيام بتخصيص ، او اعادة تخصيص مواردها الاقتصادية النادرة على أفضل استخدام ، والسبب يعود الى ان هذا النوع من القرارات ينطوي على صعوبات متعددة ومختلفة نظراً لندرة الموارد من ناحية الاستخدامات البديلة المتنافسة على هذه الموارد من ناحية اخرى .

كما ان تنفيذ المشروعات الراسمالية يحتاج الى تمويل ضخم ومدة زم

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Publication Date
Sat Dec 01 2012
Journal Name
Journal Of Economics And Administrative Sciences
Using Benford’s Law to detect Financial Fraud
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Fraud Includes acts involving the exercise of deception by multiple parties inside and outside companies in order to obtain economic benefits against the harm to those companies, as they are to commit fraud upon the availability of three factors which represented by the existence of opportunities, motivation, and rationalization. Fraud detecting require necessity of indications the possibility of its existence. Here, Benford’s law can play an important role in direct the light towards the possibility of the existence of financial fraud in the accounting records of the company, which provides the required effort and time for detect fraud and prevent it.

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