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Comparison of Some Methods for Estimating Parameters of General Linear Model in Presence of Heteroscedastic Problem and High Leverage Points
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Linear regression is one of the most important statistical tools through which it is possible to know the relationship between the response variable and one variable (or more) of the independent variable(s), which is often used in various fields of science. Heteroscedastic is one of the linear regression problems, the effect of which leads to inaccurate conclusions. The problem of heteroscedastic may be accompanied by the presence of extreme outliers in the independent variables (High leverage points) (HLPs), the presence of (HLPs) in the data set result unrealistic estimates and misleading inferences. In this paper, we review some of the robust weighted estimation methods that accommodate both Robust and classical methods in the detection of extreme outliers (High leverage points) (HLPs) and the determination of weights. The methods include both Diagnostic Robust Generalized Potential Based on Minimum Volume Ellipsoid (DRGP (MVE)), Diagnostic Robust Generalized Potential Based on Minimum Covariance Determinant (DRGP (MCD)), and Diagnostic Robust Generalized Potential Based on Index Set Equality (DRGP (ISE)). The comparison was made according to the standard error criterion of the estimated parameters  SE ( ) and SE ( ) of general linear regression model, for sample sizes (n=60, n=100, n=160), with different degree (severity) of heterogeneity, and contamination percentage (HLPs) are (τ =10%, τ=30%). it was found through comparison that weighted least squares estimation based on the weights of the DRGP (ISE) method are considered the best in estimating the parameters of the multiple linear regression model because they have the lowest standard error values of the estimators ( ) and ( )  as compared to other methods.

Paper type: A case study

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Publication Date
Sat Mar 01 2014
Journal Name
Journal Of Accounting And Financial Studies ( Jafs )
دور محاسبة التكاليف في إبلاغ الإدارة بتكاليف الجودة
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Due to the great technical developments in the field of informational knowledge, technological and productive changes and intense competition among institutes in the era of globalization, focus of these institutes on the notion of total quality management has been increased. Quality costs have represented an essential ratio of the production costs, a matter that requires preparing information about these costs, Because of that, the need for preparation and availability of accounting information system to measure and prove these costs has been emerged.

        The descriptive analytic method has been used here to answer the questions raised in this study. Among the results that have been reached

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Publication Date
Sun Jun 01 2008
Journal Name
Journal Of The College Of Languages (jcl)
מאבק היחיד בדת ובחברה בסיפורי פרישמן עיון אנאליטי
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מבוא
אין איזה סוג מן הספק ש החוקרים התמזג ו בתאריכי החברות הישנות מצדדים שונים ,
פוליטיים, חברתיים או מחשבתיים. שהספרות נחשב ת אחת תעודותיה של הידיעה
החשובות ביותר שתאפשר להישען עליה ולשאוב את הידיעות ליצירות הגנוז ות בחברה
מהחברות שיהיה קשה לפעמים רבים לדעת אות ן מתוך מקורותיה של הידיעה לפי
הכתיבות הפוליטיות,החברתיות,פולסופיות וכ.... (1)
הסופר הוא צורתה של החברה , הנושאים שלו הם הבעות והרגשות עצמיות ו

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Publication Date
Wed Feb 05 2020
Journal Name
مجلة العلوم السياسية
قراءة فكرية سياسية في التاؤيل الباطني عند الإسماعيلية
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ان للإسماعيلية اهمية كبيرة في التاريخ الاسلامي والفكر السياسي الاسلامي , لما شغلته من حيزٍ كبيرٍ من حيث التنظير و الكتابة و من حيث التطبيق و الممارسة للسلطة السياسية من خلال اقامة دولتهم المنشودة في مصر (الدولة الفاطمية ) , اذ جعلت لنفسها فكراً خاصاً بها وحاولت ان تنشره في بلدان مختلفة من العالم الاسلامي واليوم حضورهم موجود وفاعل ولكن يكتفه الغموض و السرية . وان اهم ما ميز فكرهم السياسي هو اعتمادهم على التأويل ا

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Publication Date
Tue Oct 05 2021
Journal Name
Arab Science Heritage Journal
وقفة مع التأويل اللغوي في تفسير القرآن الكريم
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The significance of interpretation for linguists varied , and its methods varied between appreciations, deletion, understanding the meaning

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Publication Date
Wed Dec 19 2018
Journal Name
Journal Of Planner And Development
دور الفضاء الحضري في استدامة النظام البيئي والاجتماعي
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Publication Date
Sat Feb 01 2025
Journal Name
مجلة الفارابي للعلوم الإنسانية
دراسة تحليلية لترجمة المسكوكات اللغوية في الصحافة الاسبانية
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دراسة تحليلية لترجمة المسكوكات اللغوية في الصحافة الاسبانية.

Publication Date
Mon Jul 22 2019
Journal Name
Arab Science Heritage Journal
تطورُ د راسةِ الهمزةِ وكتابتُها في المرحمةِ الإعداديّة
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يُعنى هذا البحث بمهارة د  راسة وكتابة الهمزة التي تعدّ , برغم كثرة محاولات تيسيرها من
أعقد المسائل المتعمقة بقواعد الإملاء في الكتابة العربية

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Publication Date
Thu Jul 16 2020
Journal Name
مجلة حمورابي
انعكاسات تطور القوة المعلوماتية الامريكية في البيئة الداخلية
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The global globalization the world is experiencing has enabled international actors—states, international governmental and non-governmental organizations, such as liberation movements, international social movements, and even terrorist organizations—to use cyber power to achieve their goals. Therefore, this study discusses the impact of information power on the domestic environment of the United States.

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Publication Date
Thu Aug 27 2020
Journal Name
Arab Science Heritage Journal
بلاد ما وراء النهر في كتب الرحالة والجغرافيين
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Land beyond the river has the attention of historians, especially travelers and geographers of its various regions under the Islamic Arab state. They antedate the social and economic aspects, including agriculture, industry and trade in their products and goods to other countries and urbanism, which we will address in our research

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Publication Date
Sun Jul 03 2016
Journal Name
Journal Of Educational And Psychological Researches
توظيف الشخصية في القصيدة الجديدة/ حميد سعيد انوذجا
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This poem is regarded an important Harmonized structure in modern and Contemporary Culture to achieve aqualitative poem Comported with the other cultural structures inorder to discover the ego and aspiration in shaping distinctive voices.
The Iraqi poetry is affected tangibly by this poem because of the intellective vaccinating between Iraqi and Arab poets ingeneral and western cultures in particular as a result of the tranplahin movement and other important means.
The modern poet wood to ask some important characters to enrich his technician text inspite the fact that this is not a new way in Arab poetry but it takes avarant – criented to become outside the limits of rigid description within ongoing kinematic structure to be in

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