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A Comparative Study of Some Methods of Estimating Robust Variance Covariance Matrix of the Parameters Estimated by (OLS) in Cross-Sectional Data
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Abstract

The Classical Normal Linear Regression Model Based on Several hypotheses, one of them is Heteroscedasticity as it is known that the wing of least squares method (OLS), under the existence of these two problems make the estimators, lose their desirable properties, in addition the statistical inference becomes unaccepted table. According that we put tow alternative,  the first one is  (Generalized Least Square) Which is denoted by (GLS), and the second alternative is to (Robust covariance matrix estimation) the estimated parameters method(OLS), and that the way (GLS) method neat and certified, if the capabilities (Efficient) and the statistical inference Thread on the basis of an acceptable but this method requires knowledge and knowledge of the nature of the problem and the private model of the problem, whether the Heteroscedasticity otherwise, the method (GLS) become inappropriate. The second alternative is a matrix contrast common variation fortified it does not require prior knowledge of the nature of your problem model, it's also an easy way and by this method has met with popular and interest in more than two decades by researchers, that the estimated of Robust covariance matrix the estimated parameters method(OLS), shall be according to data that is handled type, and we have dealt with in this study, cross-sectional data where the problem of Heteroscedasticity in contrast may be contained therein(Heteroscedasticity- Consistent Covariance matrix Estimation) and symbolized by the (HCCME) and includes many ways, and we have dealt with in our study of these methods  

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Publication Date
Wed Oct 07 2026
Journal Name
Journal Of The College Of Education For Women
دلالة الفعل المزيد في الخطبة الشقشقيّة للإمام عليّ (عليه السلام)
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Publication Date
Mon Dec 01 2025
Journal Name
مجلة الترجمة واللسانيات
الحبكة ودورها في الادب القصصي نماذج مختارة من الكتاب المقدس
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Publication Date
Thu Feb 07 2019
Journal Name
Journal Of The College Of Education For Women
اثر البرنامج القصصي في تنمیة الثقة بالنفس لدى طفل الروضة
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The early childhood is a dangerous period for the development of children
in their present and future life . It is important to design programs for the preschool
period .
These programs are relatd to the childs Personality and its integration .
The most effective stories and attractive programs for the child is the objective
stories which can develop his self-canfidence . Therefore the kindergarten
should participate in developing the childs personality and experience
because it is the most effective institute in the childs life .
The present study aims at finding out the effect of the narrative program in
the kindergartens . This has been done by investigating the truth of a number
of hypotheses to measure

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Publication Date
Mon Nov 19 2018
Journal Name
Arab Science Heritage Journal
اثر اثر الزكاة في تحقيق التنمية المستدامة للفكر الاقتصادي الإسلامي
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This paper deals with the most important issue in sustainable demelpment in Arabic Islamic economic ideology.

 It discusses the concept of zakat & its developments.It give ahistorical view on Zakat depanding or Holy Quran we identify that zakat depanding or Holy Quran. We identify that Zakat must be: gold, silver &its position inits indgment suchas cashpaper

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Publication Date
Mon Nov 12 2018
Journal Name
Arab Science Heritage Journal
العلاقة العلاقة الترابطية بين اللون والشكل في الاعمال التراثية التشكيلية
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          Whatever forms embodied in nature or in the product by forming elements, Kahadjom, fonts, and colors that characterized that her aesthetic and expressive values ​​evoked to multiple indications of which are unequivocal, including what is iconic. Each one of these constituent elements of her form of extreme importance

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Publication Date
Sat Jan 05 2019
Journal Name
Journal Of Planner And Development
التفاوت التنموي المكاني في العراق بمقاييس تنموية مقترحة واليات مواجهته
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Publication Date
Sun Nov 11 2018
Journal Name
Arab Science Heritage Journal
الصورة الصورة الواقعية في التراث السردي العربي ((الشخصيات والأماكن مثالاً))
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(Abstract)

A man find himself in front of narrative literal productions when he read the title of this paper that deals with specialist , followers of Arabic literal narration productions through the era of Arabic literature in a period arrived to 1500 years. It is strange to present (Narration art in Arabic heritage) , in addition to (Arabic diwan) . This matter introduces us to come back to the past to inspect Arabic narration production , specially that is called (Artistic narration ) which is full ,variety of purposes and goals.

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Publication Date
Thu Nov 12 2020
Journal Name
Arab Science Heritage Journal
المواجهة العربية الإسلامية للمغول في شمال الجزيرة الفراتية وبلاد الشام
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The current study deals with the Islamic Arab  of Mongolian invasion  in  the Island of Euphrates. We have exposed  conditions of  Levant  before the Mongolian invasion and that includes   situations of princess  of Levant and their  caliphates , they have been unaware  the danger surrounding them  and their country. It has also included  the Islamic  Arabic threat  through  the integration of  Islamic Arabic  cities residents  in  Levant  to confront

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Publication Date
Mon Dec 01 2008
Journal Name
Journal Of Economics And Administrative Sciences
السياسة النقدية في العراق بعد 9/4/2003 (الواقع والطموح)
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لا يستطيع كل كائن حي أو كيان اجتماعي أداء دوره الذي يفترض أن يقوم به ما لم يمتلك الوسائل الكافية والضرورية لأداء ذلك الدور قال سبحانه وتعالى ((قال ربنا الذي أعطى كل شيء خلقه ثم هدى – طه 50)).

والنشاط الاقتصادي كجزء من الكيان الكلي للمجتمع لا يختلف عن هذه القاعدة، إذ عندما يراد من النظام الاقتصادي أداء دور فاعل فلا غنى له عن الوسائل التي تمكنه من أداء دوره المنشود. للنظام الاقتصادي مجمو

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Publication Date
Mon Nov 26 2018
Journal Name
Arab Science Heritage Journal
النظام النظام السياسي العربي وصلته بالشعب في الدولة العربية الإسلامية
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         This study deals with it the era of Taher Bin Al Hussein for his son Abdullah when preside Diyarbakir and Rabia in succession of ALMa`amoon Abbasi in the political and historical dimensions

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