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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 04 2021
Journal Name
College Of Islamic Sciences
التوجيه القرآني لضبط ارادة الوالدين في الرضاعة عند الافتراق
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يهدف البحث الى دراسة مسالة مهمة اجتماعية ذات طابع اسري يعني بالاهتمام بالطفل من ناحية العناية والرعاية حين افتراق الابوين

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Publication Date
Mon Nov 19 2018
Journal Name
Arab Science Heritage Journal
مفهوم مفهوم التاريخ الطبيعي لحشرة النحل في التراث الإسلامي
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The insects like other creatures in the wide world, and there are more than a million class and type of these objects, some of which human haunted since the old to the present day.

 In this study highlight the insect bee addressing her life and behavior, and the novelty of her and wonders what mystified by the minds of men that her world is full of mysteries and surprises drew the attention of workers in the natural history of the study and scrutiny of methods and different characteristics of scientists as she gives more than it takes. It appeared that the Islamic heritage has singled out these insects with something of interest and precise detail, but that God Almighty made suras from the Koran carrying insect name two Sura

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Publication Date
Sat Jun 18 2022
Journal Name
Al-academy
التنوع الشكلي والتقني في زخارف صندوق ومشبك الحضرة الكاظمية
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تعد التنوعات الشكلية والتقنية الزخرفية بأنواعها (هندسية ،نباتية، نصية خطية) مرتكزا أساسيا في تصميم العديد من المنجزات الثابتة والمنقولة فاستخدامها في العتبات المقدسة الإسلامية أظهر قابليتها الإبداعية من خلال تصاميمها لما تتمتع به من تنوعات شكلية ذات سمة تزيينية تم تنظيمها على وفق تصميم يعبر عن العقائد الدينية الإسلامية والتقاليد الفنية الأصيلة الموظفة في صندوق ومشبك الحضرة الكاظمية بما يمثل
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Publication Date
Sun Jan 17 2021
Journal Name
Arab Science Heritage Journal
التنظيمات المالية في العصر العباسي (132-566هـ/749-1170م)
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The Abbasid Caliphate generally paid attention to the financial aspect through the collection of resources , And also in terms of spending these resources

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Publication Date
Sun Oct 21 2018
Journal Name
Arab Science Heritage Journal
قراءة قراءة في القواعد الإعلالية وأثـــرها فـــي بـــنــيــة الكلمة
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this research talks about the weakness that had happened in the construction of the sentences which effected on the syntactic meaning . it considers an important problems faced the languages .

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Publication Date
Thu Jun 01 2006
Journal Name
Journal Of The College Of Languages (jcl)
Модальные частицы и их значения и происхождения в современном русском языке
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Модальные частицы это служебные слова, которые служат в
предложении для выражении различных оттенков значений и
представляют собой продукт сложных изме- нений грамматического
строя русского языка.
Явно категория модальных частиц тесно соприкасается с
частями речи и частицами ((Модальность в русском языка
выражается формами наклонений, а так же лексическими
средствами-модальными словами и

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Publication Date
Mon Jan 01 2018
Journal Name
مجلة دراسات محاسبية ومالية
إدارة المخاطر في الوحدات الإقتصادية الصناعية بإستعمال مخطط باريتو
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إدارة المخاطر في الوحدات الإقتصادية الصناعية بإستعمال مخطط باريتو

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Publication Date
Fri Jan 31 2025
Journal Name
Journal Of Al-qadisiyah For Computer Science And Mathematics
Modified LASS Method Suggestion as an additional Penalty on Principal Components Estimation – with Application-
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This research deals with a shrinking method concernes with the principal components similar to that one which used in the multiple regression “Least Absolute Shrinkage and Selection: LASS”. The goal here is to make an uncorrelated linear combinations from only a subset of explanatory variables that may have a multicollinearity problem instead taking the whole number say, (K) of them. This shrinkage will force some coefficients to equal zero, after making some restriction on them by some "tuning parameter" say, (t) which balances the bias and variance amount from side, and doesn't exceed the acceptable percent explained variance of these components. This had been shown by MSE criterion in the regression case and the percent explained v

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Publication Date
Fri Dec 01 2023
Journal Name
Journal Of Economics And Administration
تقدير معامالت مناذج احندار رشاحئ اجلزاء ابس تعامل طريقة )SOP)
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فًي التحلٌيل اإلحصائ،ً حٌث تعتبر طرٌمة انحدار شرائح تلعب تمنٌات تحلٌل االنحدار الالمعلمً دوراً مركزٌاً لتمهٌد البٌانات، اذ ٌمكن من خاللها تمدٌر الدوال مباشرة من الجزاء واحدة من أكثر الطرائك المستعملة حالٌاً ( بدالً ة البٌانات الصاخبة)التً تحتوي على أخطاء( أو الملوثة )data noisy من االعتماد على نماذج معلمٌ محددة، وتعتمد طرٌمة التمدٌر المستعملة لمالئمه نموذج انحدار شرائح الجزاء فً الغالب على طرائك المربعات الصغر

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Publication Date
Mon Mar 01 2010
Journal Name
Journal Of Economics And Administrative Sciences
مدى ملائمة خصائص العمل البيئية لتخطيط وتصميم مساحات المصنع دراسة ميدانية في الشركة العامة للصناعات الإنشائية (مصنع الأنابيب البلاستيكية) والجلدية (مصنع الدباغة) في الزعفرانية
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 The Problem of the research  is Limited with the ambguity of environmental work Characterstics role and among them the natural Working Conditions: Temproture, Lighting, Noise, Colours,and Smells, in the Decisions that rule the Planning and Designing work of the industrial Location and it 's targets are Limited with discovering the effect of environmental work Characterstics in planning and designing the industrial Companies and to reach to the most important properties that distinguish the industrial Location Within the frame of dealing with the nature Conditions in the dry, hot regions and the dfining of the relationship between them on the assumption that the Characterstics of environmental work have agreat effect in

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