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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
Sat Feb 08 2025
Journal Name
Political Studies And Strategic
تطور تكنولوجيا الطائرات بدون طيار في ظل الحروب المستقبلية
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The development of drone technology in state of future warsDrones have recently imposed themselves as an effective multi-tasking weapon. States and armed groups have sought to possess them, due to their importance in delivering painful blows to the enemy at a low cost. This technology has played a prominent and varied role in many wars and stimulated countries to manufacture or obtain it

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Publication Date
Wed Dec 20 2023
Journal Name
Arab Science Heritage Journal
إلرشادات النبوية في إستخدام أواني الطعام والشراب وأثرها الصحي
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The research included the statement of some prophetic
guidelines for preserving food and drink from contamination that
causes diseases, which originate either viruses and microbes, or
insects and vermin spread in the air,

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Publication Date
Thu Aug 27 2020
Journal Name
Arab Science Heritage Journal
تعالق النص القرآني في شعر كعب بن مالك الأنصاري
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     The Qur'an was revealed with a clear Arabic tongue, and it seized minds, and was astonished by its eloquence and eloquence of tastes, so it was a new dawn, and a nucleus for the birth of a new literature inspired by the tolerant thought of Islam, its fresh words, and its delicate and revealing meanings

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Publication Date
Tue Jan 28 2020
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
متطلبـــات تدقيــق عمليـــات التجارة الالكترونيــــة في ضـــوء معاييـــــر التدقيـــق
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            في ظل التطورات التقنية التي حدثت خلال السنوات القليلة الماضية ومحاولة الإستفادة من تطور هذه التقنيات في مختلف مجالات الحياة، سعى العديد من منظمات الأعمال ـ بمختلف نشاطاتها وهياكلها القانونية ـ لتوظيف أعمالها بالإستفادة من تقنيات المعلومات ـ بمختلف أنواعهاـ وظهر مفهوم جديد في التعاملات أطلق عليه "التجارة الإلكترونية".وبما أن أية وحدة اقتصادية تعمل ضمن نظام مفتوح يؤثر و

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Publication Date
Sun Nov 04 2018
Journal Name
Arab Science Heritage Journal
الشيخ الشيخ علي خان زنكنة واصلاحاته الداخلية في ايران
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                                                                                                          Shakh Ali Khan Zangna was a minister of a big state in terms of its wide lan

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Publication Date
Sat Feb 09 2019
Journal Name
Journal Of The College Of Education For Women
طرافة التخییل بحسن التعلیل في الشعر الاندلسي دراسة تحلیلیة
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Of good reasoning (the art of unique moral turn him poets of Andalusia in
poetry verse emitter myself, and to achieve a very technical. Either the emitter is
related to the nature of the environment and the composition of personal Andalusia
of appetite for life and interaction with the legibility beautiful, and it was (wit)
feature in them even said they are charming as Bagdad ions , and either art, it made
them this color to show their ability intellectual in the search for bugs, and
stimulate their imaginations in a contract equations in the interpretation and find
justifications for the ideas and meanings Exaggeratedly times, and especially in the
purpose of praise, and novelty in many cases, as in the spinning

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Publication Date
Mon Nov 19 2018
Journal Name
Arab Science Heritage Journal
الطب الطب العربي وأثره على المعرفة الطبية في أوربا
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This Kind of study has a special importance. Great numbers of Arab Muslims share a lot of their work, their Trans lations & new additions to scientific heritage. They facilitate the indirect way for Europeans to got Greek scientific knowledge. Ibn Sina classified & collected in his book (Law) Galen`s medical publications & he clarified, arranged & make them easy to understand.

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Publication Date
Tue Sep 27 2022
Journal Name
Arab Science Heritage Journal
اهمية المنهج القرآني في تخطيط المعالم العلمية للشخصية الاسلامية
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Human wealth is the most valuable wealth on the face of the earth, and building the intellectual, cultural and scientific human being is the greatest process carried out by all religions and philosophies at all times, and the divine law aimed at reforming the earth, including in order to preserve this great wealth, and to preserve its existential and qualitative entity.

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Publication Date
Sun Apr 01 2012
Journal Name
Journal Of Educational And Psychological Researches
حقوق الطفل في ظل الأزمات المجتمعية /الطفل العراقي انموذجا
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Rights of child in the community crisis Iraqi child model The study aimed to identify the types of violation against children in the Iraqi crisis as well as to develop community coping mechanisms to these violations and promote the rights of the child health psychological , social and legal . the first chapter discusses the research problem and its importance and purpose of the research problem and its importance and purpose of the research and the most important terms in the A- Rights of the child ,B- crisis , chapter 2 rights of the child ensure the historical roots , of children’s rights in the holy quran and the sunnah, and legal rights through the twentieth century and the beginnings of century xx, the se through the twentieth cen

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Publication Date
Tue Jan 15 2019
Journal Name
Arab Science Heritage Journal
الـغـطـاء الـنـباتـي الـطـبـيـعـي في شـرق الـرافـديـن ( أقـالـيـم روافـد دجـلة)
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يكون النبات أحد عناصر النظام البيئي Ecosystem  مع المناخ والتربة والطبوغرافية والموقع وعناصر الحياة الأخرى، والنبات الطبيعي الموجود حالياً, بغض النظر عن مدى تدخل الأنسان, هو في حالة " توازن بيئي" Climax مع

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