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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
Tue Jun 16 2026
Journal Name
مجلة مركز بابل للدراسات الانسانية
التباين المكاني للتركيب العمري والنوعي للسكان في محافظات جنوب العراق وعلاقته بنسبة الإعالة للمدة (2000-2025)
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تناولت الدراسة تحليل التباين المكاني للتركيبين العمري والنوعي للسكان وعلاقتهما بنسب الإعالة في إقليم جنوب العراق (البصرة، ذي قار، ميسان، المثنى، القادسية) خلال المدة الزمنية (2000-2025). واعتمدت الدراسة في معالجتها المنهجية على المنهج الوصفي التحليلي والمنهج المقارن، مستندة إلى بيانات مكانية – سكانية. خلُصت الدراسة إلى أن وحدات الإقليم دخلت مرحلة "الهبة الديموغرافية"، ببلوغ متوسط نسبة السكان في سن العمل (15-64 سن

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Publication Date
Mon Aug 01 2022
Journal Name
Baghdad Science Journal
A Novel Technique for Secure Data Cryptosystem Based on Chaotic Key Image Generation
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The advancements in Information and Communication Technology (ICT), within the previous decades, has significantly changed people’s transmit or store their information over the Internet or networks. So, one of the main challenges is to keep these information safe against attacks. Many researchers and institutions realized the importance and benefits of cryptography in achieving the efficiency and effectiveness of various aspects of secure communication.This work adopts a novel technique for secure data cryptosystem based on chaos theory. The proposed algorithm generate 2-Dimensional key matrix having the same dimensions of the original image that includes random numbers obtained from the 1-Dimensional logistic chaotic map for given con

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Publication Date
Sat Mar 01 2014
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
الاستثمارات الأجنبية في المؤسسات الصغيرة الأردنية الواقع والطموح: Foreign investment in Jordanian small establishments-Reality and emption
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The latest open commercial markets among countries, shift of capitals, and rise of mass economic, large international organizations, and international contracts leaded to a great increase of competition among countries for attracting capital for investments, specially among under developing countries which had bad economic situation, and which thinks that investment is the best solution to solve their old economic problems.

Developing small, and medium establishments in all economic sectors became the main economic force and natural resources for the development and growth of under developing countries. Small and medium establishments became the majority of any country establishments, and the past international experience shows t

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Publication Date
Tue Sep 27 2022
Journal Name
Iraqi Journal Of Soil Science
تقييم بعض الصفات الكيميائية للترب الصحراوية في تحديد دليل نوعيتها * وصحتها لمشروع مزرعة فدك/ محافظة النجف االشرف
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أختير مشروع مزرعة فدك في محافظة النجف االشرف المستثمر من العتبة العلوية المقدسة. يقع المشروع في الجهة الشمالية شرقا ة عرض ''54.38 '57 º31 الـــــــــــى ً الغربية لمحافظة النجف االشرف بين خطي طول ''18.78 '0 º 44 الى ''53.46 '7 º44 ودائر ''17.53 '2 º32 شماال بمساحة اجمالية للمشروع تقدر بـــ 35493 هكتار لتقييم بعض الصفات الكيميائية للترب الصحراوية في تحديد دليل نوعيتها وصحتها لمشروع مزرعة فدك/ محافظة النجف االشرف، اذ تم اخذ 40 عينة سطحية

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Publication Date
Mon Aug 08 2022
Journal Name
مجلة الجامعة العراقية
أولويات ترتيب امتلاك المها ا رت الاتصالية عند المحررين الصحفيين د ا رسة مسحية في جريدة الزمان
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تبحث هذه الدراسة في المهارات االتصالية عند المحررين الصحفيين وترتيب أولويات امتالكها لديهم إذ تلعب المهارات االتصالية دورا مهما في نجاح عملية التحرير الصحفي للرسالة بكل أنواعها سواء كانت خبرا أو مقاال أو تقريرا أو تحقيقا أو حديثا ، وتتنوع هذه المهارات بين األساسية المتعلقة باالتصال والمالحظة القوية وسرعة التعبير وبين المكملة لها المتعلقة باللغة والمعنى واإلرسال واالستقبال ، وتأتي هذه الد ارسة لتركز الضوء

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Publication Date
Tue Dec 01 2009
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
تقويم وقياس العائد على الاستثمار في تدريب الموارد البشرية: بحث ميداني لعينة مختارة من الشركات العراقية الخاصة
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The great challenge that will face the management in the developed and developing countries at the same time as core issue is represented in the question of the labor productivity in the field of in the Training Of human which is believed that it will prevail upon the jobs of their organization for many coming decades in in next years. Farther more, it will limit the construction of the communities and the quality of this life. Therefore, the priority of the economics of those countries will be headed toward increasing this productivity and giving it tried finally to control economically and managerially. In the light of information era, every organization should become knowledgeable enterprise. And for this reason, the achievement of su

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Publication Date
Tue Jan 01 2008
Journal Name
Alustath Journal For Human And Social Science
أثر شكل سبعة المعرفي في اكتساب المفاهيم الفيزيائية و فهم طبيعة العلم لدى طالبات الصف الرابع العام
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Publication Date
Sun Jan 01 2017
Journal Name
المجلة القانونيه العلميه المحكمه -الصادره عن جامعة القاهره
وفاة المكلف الضريبي وعلاقتها المعيارية في استيفاء الدين الضريبي وفقا لاحكام القانون العراقي و المصري - دراسه مقارنه
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Publication Date
Wed Jun 22 2022
Journal Name
Arab Science Heritage Journal
منهج القزويني "ت682هـ ـ 1283م " في دراسة النبات بكتابهِ "عجائب المخلوقات وغرائب الموجودات " أ.د. الاء نافع جاسم
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    he is one of the most prominent Arab personalities who contributed in the Arab Muslim world, scholars and historians who appeared in the seventh century AH - the thirteenth century AD, contributed to enrich the Arab scientific heritage in his distinguished book “The Wonders of Creatures and the Strangeness of Existences” because it contained what God Almighty created and the oddities on dry land and water

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Publication Date
Sun Jan 03 2010
Journal Name
Journal Of Educational And Psychological Researches
اثر برنامج إرشادي في تنمية بعض المفاهيم التربوية المستنبطة من بعض المواقف اليومية التي يعيشها طفل الروضة
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It has became necessary helping the children to developing same of educational values which can be drawn from daily situations which the live. Especially the childhood stage is the basic building of value individual content since its establishment the societies take care of learning children and take care of them. Through their institutes which depended on, in this function. Therefore the importance of this, research is coming from the importance of this age stage and from importance and necessity of children aguirement the educational values and its development to them, and  the importance this research  coming from depending on guidance program with  new content and it is (al bum of pictures) fro

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