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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
Thu Jul 29 2021
Journal Name
Arab Science Heritage Journal
القيم الحضارية في سورة الحجرات دراسة موضوعية
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Praisebe to God, Lord of the worlds, and blessings and peace be upon the most honorable messengers, our Prophet Muhammad, may God bless him and granthim peace. And after

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Publication Date
Mon Sep 25 2023
Journal Name
Arab Science Heritage Journal
أساليب الطلب في مجموعة ايُّ العذابات أدنى
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The method of request is one of the important rhetorical methods used by the creator in terms of rhetorical diversification, influence, artistic aesthetics and increasing textual coherence, and we tried through a group (Which torments are inferior) by the poet Majid Al-Rubaie, to shed light on these methods and their ability, displacement, relationality, direct and advertising interactions from them, and what they broadcast From metaphorical purposes is the second image of it, after its main image and title. This cohesion and harmony between the two images is an important and influential rhetorical trend.

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Publication Date
Mon Dec 01 2008
Journal Name
Political Sciences Journal
المنظمات الدولية دراسة في منهجها وطبيعة فهمها
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المنظمات الدولية دراسة في منهجها وطبيعة فهمها

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
سيمياء المسكوت عنه في القصص العربي القديم
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The semiotic approach to the unspoken seeks to analyze the text in an esoteric way, that is, to clarify what is hidden from it by reading between

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Publication Date
Sun Jan 01 2012
Journal Name
Journal Of The College Of Languages (jcl)
Les Symboles Philosophiques Dans La Maison Du Berger Et Le Mont Des Oliviers
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         Dans le romantisme et ses textes, il est important de mentionner qu'il n'existe  qu'un seul thème romantique qui est l'amour, mais assez pour avoir fait du XIXème siècle, une révolution du texte romantique. L'amour  consiste à la réduction de l'univers, à un seul être, puis la dilatation de ce seul être, voilà l'amour. cet amour passionnel n'est qu'un arrangement froid et réfléchi excluant d'emblée l'exaltation des sentiments. Néanmoins, cet amour passionnel peut être brutal. quant à la mort, dans le drame romantique, l'amour et la mort sont liés. Beaucoup d'histoires d'amour finissent le plus souvent par

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Publication Date
Sun Dec 02 2018
Journal Name
Arab Science Heritage Journal
نظرة نظرة الى فن الفلاحة في الاسلام
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       This research is marked by "a look at the art of farming in Islam" to sign Mehdi Mohaqiq worthy of translation into Arabic because it is known in the arts and sciences of agriculture in the Islamic heritage, which was known and which has been translated into Arabic, has dealt with the following topics:

- The attention of Muslim scholars to study the works of Greece

- The discretion of the caliphs and the judges and the Senate Agriculture ordered

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Publication Date
Wed Jun 01 2011
Journal Name
Political Sciences Journal
ماهية الازمة الدولية : دراسة في الاطار النظري
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ماهية الازمة الدولية : دراسة في الاطار النظري

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Publication Date
Tue Oct 05 2021
Journal Name
Arab Science Heritage Journal
مظاهر الترف في الوظائف ابان العصر الفاطمي
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The Fatimids were arguing with the Abbasids in everything, even in the causes of civilization, and the Islamic moderization had matured,

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
دراسة دلالية في الاشعار الوجدانية لوليد حسين
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 in his Diwan, and standing on them, and determines This study dealt with the lexical and semantic fields in the sentimental poems in Walid Hussein's Diwan (I do not desire to whisper the question) that the classification

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Publication Date
Sun Jan 04 2004
Journal Name
Al-academy
المنظومة الصورية والتعبير اللغوي في العرض المسرحي
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المنظومة الصورية والتعبير اللغوي في العرض المسرحي

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