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jeasiq-1749
Comparison of some robust methods in the presence of problems of multicollinearity and high leverage points
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Abstract

The multiple linear regression model of the important regression models used in the analysis for different fields of science Such as business, economics, medicine and social sciences high in data has undesirable effects on analysis results . The multicollinearity is a major problem in multiple linear regression. In its simplest state, it leads to the departure of the model parameter that is capable of its scientific properties, Also there is an important problem in regression analysis is the presence of high leverage points in the data have undesirable effects on the results of the analysis , In this research , we present some of the robust methods in the multiple linear regression model These methods include the (Jackknife Ridge regression) methods based on the (MM) estimator and the (GM2) estimator (Modified Generalized M-estimator) . Using the Monte Carlo simulation, the two methods were compared in accordance with the comparison criterion, the mean squares error (MSE) and sample sizes  (n = 20, n = 50, n = 100) and different pollution ratios (τ = 5%, 15%) , The comparison shows that (RJGM2) is the best method for estimating the parameters of the multiple linear regression model, which has the lowest value for mean squares error (MSE) compared with the rest of the other estimations.

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Publication Date
Mon Jan 01 2024
Journal Name
بيت الحكمة
دور مجلس المنافسة في الحد من الممارسات التمييزية ضد العمالء
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Publication Date
Sun Sep 01 2024
Journal Name
مجلة ديالى للبحوث الإنسانية
البنية التركيبية والبيانية في قصيدة (أدر الكؤوس) لعبد الحسن زلزلة
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يعد التحليل البلاغي تركيبيا وبيانيا من الآليات الكاشفة عن الدلالات العميقة المتولّدة جراء علاقات البنية السطحية ، مكونة نسقاً دلالياً متماسكاً ومشحوناً بتكثيف معنوي للصور البلاغية المنسوجة في نص القصيدة، والتي تفتح للمتلقي نافذة التشكيل المتخيل لحال الشعب وحاكمه ، والعلاقة القائمة بينهما في القصيدة ، إذ نسج الشاعر علائقية متنامية الدلالة بين أجزاء قصيدته ووحداتها ؛ لتكون كلاً واحداً ناقلاً المتلقي لواق

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Publication Date
Wed Jul 01 2015
Journal Name
Journal Of Educational And Psychological Researches
دور القيم الأخلاقية في تعديل السلوك الانساني وفق المنظور الاسلامي
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Praise be to Allah and peace be upon our master and lover of our hearts and our souls doctor Muhammad and divine , especially the rest of God in Aladdin , and a curse on all the enemies to the day of judgment ,

After : The issue of education of man , and brought up within the curriculum properly and comprehensively cannot be completed for the seriousness and accuracy without revelation , the Qur'an inspiring , than when gentle expert , is a factory of man and humanity , in fact ... is the process of modifying behavior, one of the goals of education community at various levels in the family the school and the whole university and other educational institutions and community-based factories humanity that th

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Publication Date
Tue Oct 05 2021
Journal Name
Arab Science Heritage Journal
اسرة بنو الشحنة ودورها في الحياة الادارية خلال العصر المملوكي
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The sultans of the Mamluk state, since the establishment of their state in the year   AD, were keen to bring scholars closer to them, and entrusted the vra in the state.  ;  This is because of their confidence in

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Publication Date
Thu Nov 08 2018
Journal Name
Arab Science Heritage Journal
براعة براعة علماء الأندلس في الزراعة من خلال مؤلفاتهم الفلاحية
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           It was the sayings of Andalusia scholars in agriculture based on experiments and theories that helped a lot in the success and development of agriculture in the Andalusia ,and also The divisions of the soil and out types and forms it helped a lot of to know arable of non-arable land earth and all off the determination of the color of repentance is important often discovered by agricultural scientists and that helped in the cultivation of certain crops in certain land without another land.and though each particular agricultural crops specific soil in which to live and not live in other soil ,

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Publication Date
Wed Dec 20 2023
Journal Name
Arab Science Heritage Journal
السقيان الدلاليان الادراكي و التعبيري في اسماء البضائع دراسةلسانية وصفية
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The research studies the semantic generation structures of
commodity names in the Baghdad dialect of Arabic, specifically
those names that reflect popular taste. Through descriptive field
studies of the social use of these words

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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
Wed Oct 31 2018
Journal Name
Arab Science Heritage Journal
الدور الدور العلمي للمرأة في التراث البغدادي ( العصر العباسي أنموذجاً )
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تناول البحث اثر النساء في البيت العباسي وتأثيرهن الثقافي والعلمي في التراث البغدادي ، وانعكاسه على الواقع الاجتماعي الذي يعد بحد ذاته مظهر من مظاهر الانسجام والتلاحم بين الماضي والحاضر إذ تركن أثرا بارزا في الحضارة والعلم وأسهمن بصورة مباشره او غير مباشره في دعم وتطور الحضارة  العربية الإسلامية .

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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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Publication Date
Wed Nov 14 2018
Journal Name
Arab Science Heritage Journal
المكانة المكانة التاريخية للمرأة ودورها في المجتمعات القديمة دراسة تمهيدية
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It was a women's importance in ancient societies، especially Mesopotamia as they worship mother goddess first entrance religious belief، which is undoubtedly a reflection of the vision of the community it represents the natural fertility cycle and Ishtar but realistic image of women dual and contradictory and nature of the code it by a thin love compassionate and another treachery and betrayal side and hatred. As we have seen in the Epic of Gilgamesh

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