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The use of the Principal components and Partial least squares methods to estimate the parameters of the logistic regression model in the case of linear multiplication problem
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Abstract

  The logistic regression model is one of the nonlinear models that aims at obtaining highly efficient capabilities, It also the researcher an idea of the effect of the explanatory variable on the binary response variable.                                                                                                       

The large number of explanatory variables usually used to illustrate the response led to the problem of linear multiplicity between the explanatory variables that make estimating the parameters of the model not very accurate.                                                                                

In this paper, examined methods for estimating the parameters of the logistic regression model in the case of the problem of linear multiplicity These methods are: Principal components of logistic regression method and Partial least square regression method.                                                                                                                                       

The results of the simulation showed that the method (PCLR(3pc’s)) is best for estimating the parameters of the binary logistic regression model response in the case of a problem of linear multiplicity.                                                                                                                                 

 

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Publication Date
Fri May 02 2025
Journal Name
مجلة الدراسات التربوية و العلمية
الاهمية الاستراتيجية لدول بحر البلطيق في السياسة الروسية
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شكلت منطقة البلطيق منعطفا سياسيا في السياسة الروسية حلف الناتو لما لها من اهمية جغرافية كونها تشكل جزءا من بوابة شرق اوربا

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 Sep 01 2010
Journal Name
Journal Of Economics And Administrative Sciences
أنتاج الفقر في الدول النامية بين المفهوم والأسباب
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The poverty in the developing countries is output to under development as we consider welfare, where as when the poverty disappear that produced be the general development . Historically, in our countries, the underdevelopment is the result of colonialism period and what is associated with it of transferring the surplus abroad  and the disorder of production structure.  And at the present  time, the poverty is reproduced and aggravated in the last years as a result of many  internal and external reasons.Today, poverty is associated in many forms with the poverty previously.

 

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Publication Date
Fri Jun 08 2018
Journal Name
المجلة السياسية والدولية
مبادى القانون الطبيعي وتطوره في الفكر السياسي الغربي
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لقد أثارت فكرة القانون الطبيعي اهتمام الفقهاء والفلاسفة في الشرق والغرب ، القدامى منهم والمحدثون وشيدوا نظريات وأقاموا مناقشات حول فكرة القانون الطبيعي والطبيعة والعقل الطبيعي مما جعل هذه الفكرة تبدو إحدى المعطيات الأساسية للفكر الإنساني والتي لا يمكن تجاوزها في إي وقت أو في إي مكان. يبدو إن مفهوم القانون الطبيعي وان كان يعد من اعرق المفاهيم الفلسفية إلا انه يعد واحد من تلك المفاهيم التي وان احتفظت بجوهرها

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Publication Date
Sat Aug 10 2013
Journal Name
Journal Of Accounting And Financial Studies (jafs)
التهرب الضريبي واثره على التنمية الاقتصادية في العراق
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Highlights the role of taxes in being a major source of funding sources internal economic and social development, and then, any decrease in tax revenue caused by tax evasion, for example, would weaken the government's ability to finance their investments and core financing private sector investment as a result of reduced ability to increase their reserves's cash banks, as well as the weakening of the effectiveness of tax evasion taxes as a tool to guide economic activity in the framework of service for development, and to achieve justice. And the statement of the reasons for and methods of evasion mandated to pay the tax due on them, whether legitimately or illegal with the statement of the proposed methods to tackle tax evasion and elimina

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Publication Date
Sun Oct 21 2018
Journal Name
Journal Of Planner And Development
التمكين الإقتصادي للمرأة الريفية ودورها في التنمية المستدامة
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Publication Date
Thu Jun 01 2006
Journal Name
بيت الحكمة
المنطق منهجا نقديا - دراسة في قراءة الشكل الجمالي
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المنطق منهجا نقديا - دراسة في قراءة الشكل الجمالي كتاب (المنطق منهجا نقدياً – دراسة في قراءة الشكل الفني) يهتم الكتاب بدراسة التصورات المنطقية في الفنون التشكيلية وهو يقع في اربعة فصول خصص الاول منها لبيان المنهجية والفكرة العامة عن علاقة المعرفة بالقواعد الفكرية والقواعد المنطقية موضحا ذلك في (مدخل عام) وتعلق الفصل الثاني بالمفاهيم المنطقية وما كتبه علماء المنطق في عرض شامل ومكثف تناول فيه المؤلف مفهوم ال

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Publication Date
Fri Feb 08 2019
Journal Name
Journal Of The College Of Education For Women
الظواھر اللغویة في شعر ھارون بن موسى الرَّمادي
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The Andoluosian literatures has been captured my mind, and had a very
pure and great place in my spirit, which is remembering me the roots of
genuine Arabic civilization spread during eight century in endoluos region.
also the Arabic creation which is moved from east to far way land in that
ages. And very clearly appearance tremendous men interested in science and
all kind of literature and arts especially in poetry, no one who has taste and
minimum knowledge can denied the effect of indoluosan prosperity among
readers. So for that reason I work very hard to choose a very famous poet his
nick name (Al-Ramadee) he is Youseif Bin Haroon born in the first decade
of the 4TH hijri (Islamic Calendar), died in (403H).

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Publication Date
Fri May 22 2026
Journal Name
مجلة السلام الجامعة
أثر النفط في السياسة الخارجية العراقية ( 1991-2021 )
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تتناول هذه الدراسة أثر النفط في السياسة الخارجية العراقية خلال المدة ‎1991–2021‎، عبر تحليل الكيفية التي أثّر بها المورد النفطي في قدرة الدولة على التفاوض، وبناء المكانة، وإدارة العلاقات الإقليمية والدولية في ثلاث لحظات تاريخية رئيسة: مرحلة الحصار الدولي وبرنامج «النفط مقابل الغذاء»، ومرحلة إعادة بناء الدولة بعد عام 2003، ومرحلة الانخراط في ترتيبات أوبك+ حتى عام 2021. وتوظّف الدراسة مقاربة تاريخية–سياسية مدعوم

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
ملامح التلطف في نهج البلاغة الرسائل والوصايا انموذجاً
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This study aims to look in the commandments and letters of Imam

 Abi Talib (A.S.) that narrated in the (Nehj Albalagah). In addition the researcher will study the method of kindness and and sentences structures of

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