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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
Sun Dec 02 2007
Journal Name
Political Sciences Journal
دور وزارة الخارجية الامريكية في عملية صنع القرار
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دور وزارة الخارجية الامريكية في عملية صنع القرار

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Publication Date
Wed Oct 01 2008
Journal Name
Journal Of Educational And Psychological Researches
توقعات الشباب العربي لمشكلاتهم الاجتماعية في المرحلة الراهنة
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مشكلة البحث:- تواجه المجتمعات العربية في المرحلة الراهنة ,تحديات كبيرة تستهدف الشاب العربي ،والتأثير عليه في الجوانب الاجتماعية والتربوية والثقافية والاقتصادية والأمنية والسياسية ولغض تسليط الأضواء على هذه الجوانب ولاسيما الجانب الاجتماعي،من هنا تبرز مشكلة البحث الحالي في التعرف على توقعات الشباب العربي لمشكلاتهم الاجتماعية في المرحلة الراهنة .

أهمية البحث:-

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Publication Date
Wed Oct 04 2023
Journal Name
Arab Science Heritage Journal
مرجعية الموروث الشعري في شعر ابي إسحاق الغزي
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Literary heritage and its employment in poetry has received the attention of poets, and they have employed it in their literary texts, as this employment is one of the oldest phenomena in Arabic literature, that the inspiration of this heritage in texts through the overlap of their texts with previous texts, and no poet neglected the importance of this employment.  The ancient critics determined that the poet’s special culture is represented in the necessity of taking from the ancients, and this taking is the reference from which the poet draws his material and idea, as well as to clarify the meaning and its significance

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Publication Date
Tue Nov 06 2018
Journal Name
Arab Science Heritage Journal
المراحل المراحل التاريخية لتطور التنبوء الجوي في العراق
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This research paper sheds light on the stages of Atmospheric forecast in Iraq. It was found that atmospheric forecast in Iraq has passed through several successive and interrelated historical stages. Each stage is characterized by special methods of prediction that are different from other stages. The oldest stages used astronomy to forecasting cases of cold , heat, flood and drought

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Publication Date
Tue Jan 29 2019
Journal Name
Arab Science Heritage Journal
المنهج النقدي في كتاب (الرجال) للنجاشي (ت 450هـ)
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       يهدف هذا البحث الموسوم بـ (المنهج النقدي في كتاب الرجال للنجاشي(ت 450هـ )إلى تسليط الضوء على حياة النجاشي ومكانته العلمية والكشف عن منهجه النقدي في كتابه المذكور. 

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Publication Date
Tue Jan 08 2019
Journal Name
Arab Science Heritage Journal
تطور التعليم العالي في مدينة بغداد 1908-1957
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من المتفق عليه أن هناك طريقا واحدا لنشر الثقافة والقضاء على الجهل هو التعليم .ولعل أبرز ماشهدته مدينة بغداد من تطور هو ظهور المدر سة ومن ثم إنتشارها بشكل كبير وفق المفهوم الحديث مما أثرفي عموم الحياة اليومية ، ومن ضمنها التعليم العالي .إن الإستقرار من أهم ماتحتاجه الجامعة للقيام بواجباتها ولايأتي الإستقرار إلا بالإستقرار الذي يضمن لنا أن تكون الجامعة بعيدة عن ما قد يستجد من الأهواء و النزاعات.

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Publication Date
Mon Jan 07 2013
Journal Name
Journal Of Educational And Psychological Researches
استراتيجية الاكتشاف الموجه وأثرها في مهارات التواصل الرياضي
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  • Aim of the current research is to know the impact of guided discovery strategy sports communication skills among students in first grade average in mathematics.
  • , Consisted sample of (58) a student from a school Baghdad Rusafa, divided in two groups, one experimental studied according to strategy discovery The second group studied the traditional way, the researchers built search tool (test communication skills sports), and using a number of statistical methods including : -
  • Test (t - test) was used to independent samples to examine the match Mediterranean experimental and control groups and tested Levin (Leven - test
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Publication Date
Wed Jan 07 2009
Journal Name
Political Sciences Journal
السياسة في الفلسفة الاسلامية : الفكر السياسي عند الفارابي
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السياسة في الفلسفة الاسلامية : الفكر السياسي عند الفارابي

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Publication Date
Mon Oct 22 2018
Journal Name
Arab Science Heritage Journal
الحركات الحركات الفكرية والثورية في التراث العربي- الإسلامي
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The intellectual and revolutionary movements that have emerged since the beginning of the second half of the first century of the Islamic era did not appear suddenly, but must have preceded by a social consciousness, multi-forms, in the forefront of class awareness and religious awareness, and awareness was more painful, Of the society of the Arabian Peninsula - before Islam - feel it and suffer from it, a sense of injustice and tyranny, oppression and humiliation, and the destruction of dignity as well as poverty and hunger, and the injustice of tribal laws, and tyranny of each other and the tyranny of their heads on the tribes members and families belonging to this tribe or hill

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Publication Date
Sun Dec 23 2018
Journal Name
Arab Science Heritage Journal
دور دور الخلافة العباسية في تقوية النشاط التجاري
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The role of the Abbasid Caliphate in strengthening the business with the Indian subcontinent and development. Came upon Baghdad and the shift of succession to Iraq in the forefront of efforts made by the Abbasids to revive the trade with Eastern countries, given that the commercial was targeted among other factors,'s location in Iraq amid the ancient world among the countries of Turk

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