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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
Sun Apr 28 2019
Journal Name
Arab Science Heritage Journal
الاراء الآراء والمعتقدات والتسميات الشعبية في مناخ العراق
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This research aims to present a range of views and beliefs about the climate that have prevailed spontaneously in the Iraqi society and, whether agricultural or Bedouin communities and even popular communities within cities.

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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
Mon Dec 01 2008
Journal Name
Journal Of Economics And Administrative Sciences
أتجاهات مقارنة في تنظيم الادارة المحلية دراسة تحليلية
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ليست الادارة المحلية أو نظام الحكم المحلي ابتكاراُ حديثاً للانسان، بل أنه لازم البشرية منذ أقدم العصور وحتى الآن، إذ الملاجظ أن القرى الصغيرة نشأت قبل أن تنشئ الدولة أو قيل أن يتبلور مفهوم الدولة في الوقت الحاضر وكانت القرى والمدن تجتمع بين حين وأخر- اجتماع أفرادها- لادارة شؤونهم وحل مشاكلهم، وكان هذا خير دليل لتطبيق مفهوم الديمقراطية المباشرة بين أفراد المجتمع الواحد، ولذلك فإن الحك

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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
Thu Feb 07 2019
Journal Name
Journal Of The College Of Education For Women
الانفتاح الدلالي في الخطاب الشعري الحدیث (اللیل انموذجاً)
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This research deals with the idea of how the poetic reading can be a
rich field for producing the potential meanings in each text, through observing
the connection of the words and their link with other, thus composes, from the
collection of these interlaced meanings, what is called the poetic significant
(Symbolic) elaboration which deals with the reader of the text by regarding
him as a producer not as a consumer who can read a conscious reading, and
be diligent to solve the problem of the links of the relations among the
inspiring words because the language of poetry is an inspired language which
is capable of diversity and multiplicity of readings which is called the Symbolic
elaboration.

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Publication Date
Fri Feb 08 2019
Journal Name
Journal Of The College Of Education For Women
التشابھ الزواجي في تمایز الذات لدى موظفي الجامعة
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According to Bowens Family systems theory self – differentiation defiance as a
construct that consists of two interrelated abilities : the first is an intrapsychic
ability to distinguish between the thoughts and feelings , and an inter personal
ability to maintain connections with others while achieving an autonomous self .
The present research concerned in testing the hypothesis of marital similarity
(people married persons with the same level of self – differentiation).
The present research aimed to:
1. Measures self – differentiation of university officers .
2. Measures self - differentiation of sample husbands' .
3. Measures self - differentiation of sample wives .
4. Acquaint to the relation betwe

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Publication Date
Wed May 11 2022
Journal Name
د.زينب ميثم علي
الناقد مبدعاً ؛ دراسة في منظور يوسف اليوسف النقدي
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تتباين القراءة والكتابة من ناقد لآخر تبعا للموضوع الذي يتناوله، وطبيعة المادة، والمكونات المعرفية التي تؤسس فهمه، فمنهم الناقد التقليدي الذي يتبع السائد في نقده للمادة الفنية اما بالموافقة والتبني أو بالمغالطة والقدح، ومنهم الناقد المقلد الذي ينتخب اتجاها غربيا يرغب في تطبيقه على جزء من النصوص التي انتقاها، ومنهم الناقد الذي يتبع أفكاره ويدمجها مع النص ناقد مختلف يبحث في ما يذلل من قواعد، يحلل ويشرح وفقها

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Publication Date
Fri Jun 30 2023
Journal Name
Journal Of The College Of Islamic Sciences
الصورة الفنية للأزهار في شعر ابي وكيع التنيسي
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ارتبط الانسان بالطبيعة بأشكالها المختلفة ارتباطا وثيقا ، فهي تمثل الحاضنة له بمجالات حياته كلها، فما كان من الأدباء الا أن يجعلوها في كثير من الأحيان مادة لأدبهم وأرضية خصبة لنتاجهم، فتمظهرت بصورها المختلفة وحاجة الانسان لها وخيرها وشرها في الأدب على مدى التاريخ، والعرب شأنهم شأن غيرهم من الأمم فمنذ عصر ما قبل الاسلام كانت الطبيعة منفذا مهما وملجأ للشعراء في انتاج الأدب وابداعه وإلى يومنا هذا، ونحن إذ نتحد

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Publication Date
Thu Dec 01 2016
Journal Name
مجلة كلية الحقوق جامعة النهرين
دور المبادئ العامة للقانون في إطار التجارة الدولية
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المبادئ العامة للقانون ودرها في اطار التجارة الدولية

Publication Date
Thu Jan 03 2019
Journal Name
Journal Of Planner And Development
تمكين المجتمع المحلي في العراق لتوفير الإسكان الميسر
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