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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 Jan 01 2021
Journal Name
Indonesian Journal Of Electrical Engineering And Computer Science
BotDetectorFW: an optimized botnet detection framework based on five features-distance measures supported by comparisons of four machine learning classifiers using CICIDS2017 dataset
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<p><span>A Botnet is one of many attacks that can execute malicious tasks and develop continuously. Therefore, current research introduces a comparison framework, called BotDetectorFW, with classification and complexity improvements for the detection of Botnet attack using CICIDS2017 dataset. It is a free online dataset consist of several attacks with high-dimensions features. The process of feature selection is a significant step to obtain the least features by eliminating irrelated features and consequently reduces the detection time. This process implemented inside BotDetectorFW using two steps; data clustering and five distance measure formulas (cosine, dice, driver &amp; kroeber, overlap, and pearson correlation

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Publication Date
Thu Jan 06 2011
Journal Name
مجلة العلوم السياسية
الارهاب في العراق :دراسة في الاسباب الحقيقية
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يناقش البحث الاسباب الحقيقية بتفشي الارهاب في العراق بعد العام 2003

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Publication Date
Sat Jan 01 2011
Journal Name
Political Sciences Journal
الاهاب في الهعراق .. دراسة في الاسباب الحقيقية
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لقد حمَّلت مفردة الإرهاب بكمٍ هائلٍ من المفاهيم والدلالات المُتباينة والمُتناقضة . لذا حاول البحث التأكيد على أهمية وضع تعريفٍ مُحدد لظاهرة الارهاب،ومن ثم توضيح ماهي الاسباب الحقيقية وراء تنامي الارهاب في العراق بعد 2003 ،وما هي المتغيرات الاجتماعية والسياسية التي اسهمت في تصاعد وتيرة العمليات الارهابية في العراق،لاسيما وإن المجتمع العراقي مجتمع متعدد الشرائح الاجتماعية،وبشكلٍ قد يُمَّ

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Publication Date
Wed Mar 30 2022
Journal Name
Arab Science Heritage Journal
البرهان في عدم وقوع النسخ في القرآن
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The nature of this research is that it is a descriptive study that deals with the issue of abrogation in the Noble Qur’an by research and study, as it is one of the issues that have been and are still the subject of

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Publication Date
Tue Mar 30 2021
Journal Name
College Of Islamic Sciences
الحق في تاديب الناشز في الفقه الاسلامي
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اني ئاوات صالح عبد الله مواليد 1980 السليمانية  حامل شهادة الدكتوراه في جامعة بغداد كلية العلوم الاسلامية قسم الشريعة تخصص الفقه مدرس في جامعة حلبجة

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Publication Date
Thu Nov 12 2020
Journal Name
Arab Science Heritage Journal
التعليم في بغداد طبيعته ووسائله في العصر العباسي الأخير وأثره في الوقت الحاضر
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The implementation of the educational system is in itself an application of the provisions of Islamic law and the basis upon which the social system rests

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Publication Date
Sun Dec 18 2022
Journal Name
Journal Of The College Of Basic Education
A (k,ℓ) Span in Three Dimensional Projective Space PG(3,p) Over Galois Field where p=4
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الغرض من هذا العمل هو دراسة الفضاء الإسقاطي ثلاثي الأبعاد PG (3، P) حيث p = 4 باستخدام المعادلات الجبرية وجدنا النقاط والخطوط والمستويات وفي هذا الفضاء نبني (k، ℓ) -span وهي مجموعة من خطوط k لا يتقاطع اثنان منها. نثبت أن الحد الأقصى للكمال (k، ℓ) -span في PG (3،4) هو (17، ℓ) -span ، وهو ما يساوي جميع نقاط المساحة التي تسمى السبريد.

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Publication Date
Tue Mar 01 2022
Journal Name
Materials Today Communications
Fe2O3-SiO2 nanocomposite film-induced high nonlinear effect for multiwavelength mode-locked generation in ytterbium-doped fiber laser
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In this work, the possibility of a multiwavelength mode-locked fiber laser generation based on Four-Wave Mixing (FWM) induced by Fe2O3-SiO2 nanocomposite material is investigated for the first time. A multiwavelength mode-locked pulses fiber laser are generated from Ytterbium–doped fiber laser (YDFL) due to the combined action of high nonlinear absorption and high refractive coefficients of Fe2O3-SiO2 nanocomposite incorporated inside YDFL ring cavity. Up to more than 20 lasing lines in the 1040–1070 nm band with an equally lines separation of ~0.6 nm have been observed by just simple variation of passive modulation of the state of the polarization and the pump power altogether. Moreover, a passively mode-locked operation of YDFL laser

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Publication Date
Fri Feb 06 2026
Journal Name
Optik
Mitigation optical losses via plasmonic core/shell (Co/Gr) nanoparticles introduced in ultra-thin film silicon solar cell
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Optical losses represent one of the primary obstacles to increasing the efficiency of silicon solar cells. The recommended solution to minimize optical losses is the use of plasmonic metal nanoparticles; however, they act as recombination centers within the solar cell construction, leading to a decrease in performance. The goal of this article is to introduce cobalt/graphene nanoparticles into the solar cell to minimize the optical losses. An ultra-thin film silicon PIN solar cell of dimensions (400 ×400 ×900) nm3 with ring metal contact shape was designed and numerically investigated using COMSOL Multiphysics software version 6.2 by the finite element method (FEM). Core/shell cobalt-graphene (Co/Gr) nanoparticles are periodically int

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Publication Date
Sun Aug 05 2018
Journal Name
Journal Of Entomology And Zoology Studies
Some biochemical traits in broiler chicken as affected by insulin-like growth factor-1 (IGF-1) gene polymorphisms
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This study was conducted during the period 1/9/2014 – 1/2/2015 and aimed to identify the polymorphisms of IGF-1 gene in broiler chickens and their effects on some biochemical traits. A total of 300 one-day-old broiler chicks (Cobb500, n=150; Hubbard F-15, n=150) were evaluated in this study. Blood samples were individually collected from all birds for DNA extraction. PCR-RFLP method being used for determination the genotypes of IGF-1 gene which then correlated with biochemical traits studied. Cobb500 broilers with TT genotype had significantly (p˂0.05) higher serum triglycerides values than those of TC and CC genotypes. Low density lipoprotein (LDL) were significantly (p˂0.05) higher in Hubbard F-15 broilers with TT genotype than those

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