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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
Tue Jan 29 2019
Journal Name
Arab Science Heritage Journal
منهج النديم البغدادي في فهرسة دواوين الشعر (حتى نهاية العصر الأموي )
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الحديث عن محمد بن إسحاق النديم حديث عن عالم جليل كان له فضل تصنيف سفر خالد من أسفار المعرفة و العلم و سجل ضم عناوين ما أنتجته الأمة العربية الإسلامية في وقت عزها و مجدها و سطوع كوكبها في سماء الدنيا ، فجاء هذا الكتاب جامعا نافعا في بابه .

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Publication Date
Sun Jan 01 2023
Journal Name
كتاب المؤتمر العلمي الانساني الثاني لكلية الحكمة الجامعة
اهمية شبكة المعلومات الدولية لتدريسيي مادة اللغة العربية في جامعة بغداد
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Publication Date
Sat Dec 02 2023
Journal Name
مجلة اكليل للدراسات الانسانية
تأثير المناخ على المقنن المائي لمحصول زهرة الشمس في محافظة ميسان
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Publication Date
Fri Feb 08 2019
Journal Name
Journal Of The College Of Education For Women
السلوك القیادي لدى الاطفال الایتام واقرانھم غیر الایتام في المرحلة الابتدائیة
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The family is considered one of the most important social institutions which has a
strong and clear effect on the child in forming his personality through the process
of social upbringing which works on transforming the child from a merely
biological being into an individual who has customs and traditions and the behavior
of the group to which he belongs, and till now there is no social organization or
institution that can do this process not even in partial way like the family
.Therefore depriving the child of his parents leads to depriving him of the normal
chances of growth which relate to his age stage and thus this shortcoming is hard to
treat and based on the preceding the current research aimed at the follo

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Publication Date
Sat Jun 01 2013
Journal Name
Journal Of The College Of Languages (jcl)
دوگانه ای متضاد ( خیر ضد شر ) در شعر فارسی ( بر رسی انتقادی وتحلیلی )
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The conflicting duality of goodness and evil has a psychological effect on the life of humans, the nature of human beings is originally goodness whereas the tendency of evil flows from the society, therefore the first who found a meaning of evil on earth is kabeel when he quarreled fiercly with his brother who carried in himself all the meanings of goodness and toierance.

 

    In this paper of mine we find that Robaayat Al khayam carries a poetic content of a special meaning in that every expression reflects semantic relationship (the good played a part in the formation lies with and the evil) of which its foundation lies with the human personality (soul), and he (the poet) a scribes it to matters of

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Publication Date
Tue Oct 01 2024
Journal Name
مجلة بحوث الشرق الاوسط
نظرية التعددية الثقافية في الفكر السياسي لـ ويل كيمليكا: دراسة نقدية
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التعددية الثقافية هي مفهوم يتعلق بالمجتمعات التي تضم ثقافات عده، أو العالم الذي يتضمن ثقافات متنوعة؛ فالتعددية هي التنوع الثقافي والفكري؛ وبالتالي هي عنصر إثراء للإنسانية وأساس لوجودها؛ فالتعددية الثقافية تتضمن القبول بالثقافات والافكار الانسانية كلها، وإفساح المجال أمامها للمشاركة في بنا ء الثقافة والفكر العالمي؛ وهكذا فإنها تتمثل في التسامح مع الثقافات والافكار المختلفة الاعتراف بالهويات والخصوصيات

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Publication Date
Sun Feb 10 2019
Journal Name
Journal Of The College Of Education For Women
صورة التشبیھ الضمني في شعر أبي تمام (ت٢٣١ ھـ - دراسة تحليلية-
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The research addresses a pattern of imagery which is regarded a Prominent feature of Abi Tamaam's Poetry (the image of implicit simile) which is based on the hidden signified and the signifier which can be deduced out of context . The investigation requires a study whose proof is based on imagery which is of three types: natural proof , human proof and Quran proof . After handling the realistic structures of this image, the researcher has shifted attention to its types and has dealt with the psychological domain , dividing it in two types: the sensory image and the mental image. The research is directed towards studying the implicit sentence regarding its styles of expression : declarative expression and composition expression . The

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Publication Date
Wed Dec 19 2018
Journal Name
Journal Of Planner And Development
التنمية الحضرية للمناطق السكنية غير الرسمية/العشوائية المتدهورة في مدينة بغداد
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Publication Date
Mon Apr 15 2019
Journal Name
مجلة الحقيقة
الحماية القانونية للأراضي الرطبة في ضوء اتفاقية رامسار) الأهوار العراقية نموذجاً (
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Publication Date
Tue Oct 06 2020
Journal Name
College Of Islamic Sciences
الصناعة وأثرها في بلاد المشرق الإسلامي خلال العصر العباسي 132- 656هـ
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The process of doing many kinds of industries , crafts , professions around Islamic Arabian State , they enable us to say that Arab Muslims over their homelands had been occupied various types of crafts and manufacturing before emergence Islam . Moreover Islam encouraged to work within manufacture field . And These matters were clarified through verses of the Holy Qur’an and honored prophetic guidance ( Sunna  )  . Whereas Arab Muslims applied principle “ Free of Business “  . They admitted to different social groups such as pact – fellows people  to profession or craft which they desire to work . We have to not forget that Arab Muslims had broken all restraints and shackles which had restricted the worker bef

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