Abstract

       There are many uncertainty sources that may affect the statistical reasoning. However, traditional methods can not deal with all kinds of uncertainty sources, which has led many researchers to develop traditional methods. Studies still exist to this day, making hypotheses to create a common understanding for the purpose of reaching new solutions through the use of new methods that combine traditional and modern theories of sources of uncertainty

       The aim of current study was to develop the adaptive fuzzy linear regression model in the case of using inaccurate data as the source of uncertainty. Specifically, the

In this research, the focus was on estimating the parameters on (min- Gumbel distribution), using the maximum likelihood method and the Bayes method. The genetic algorithmmethod was employed in estimating the parameters of the maximum likelihood method as well as  the Bayes method. The comparison was made using the mean error squares (MSE), where the best  estimator  is the one who has the least mean squared error. It was noted that the best estimator was (BLG_GE).

تشير التحليلات الى ان الملاكم يحتاج الى جميع القدرات البدنية والحركية تقريبا وبنسب معينة على وفق الاداء ونوعية وطريقة لعب الملاكم فضلا عن الوقت من الجولة وفي اي جولة، واخيرا نوع المنافس. وهذا التبادل بين الدفاع والهجوم والانتقال يكون كبيرا جدا في اثناء المباراة ، وهذا الامر يحتاج الى امتلاك الملاكم قدرات بدنية وحركية ذات خصوصية لا تجدها في العاب اخرى. وكون الباحثان قد مارسا اللعبة، فقد طرحا السؤال الاتي:

تضمنت الدراسة الحالية تفاصيل الخواص التشريحية للأجزاء الخضرية (الجذر، الساق، السويق، الورقة) لنوعين من جنس Hibiscus المستزرعة في العراق متمثلة في النوعين الباميا Hibiscus esculentus وورد الجمال Hibiscus rosa-sinensis إذ تناولت الدراسة الدليل الثغري ومعدل كل من طول وعرض المعقد الثغري وسمك البشرة المحيطة والقشرة واللحاء ونصف قطر الخشب وعدد أذرع الخشب ووحدات الخشب في الصف الواحد. وقد أظهرت الدراسة أن هناك تبايناً واضحاً في الخو

According to the circumstances experienced by our country which led to Occurrence of many crises that are the most important crisis is gaining fuel therefore, the theory of queue (waiting line) had been used to solve this crisis and as the relevance of this issue indirect and essential role in daily life.

Abstract:

Robust statistics Known as, resistance to errors caused by deviation from the stability hypotheses of the statistical operations (Reasonable, Approximately Met, Asymptotically Unbiased, Reasonably Small Bias, Efficient ) in the data selected in a wide range of probability distributions whether they follow a normal distribution or a mixture of other distributions deviations different standard .

power spectrum function lead to, President role in the analysis of Stationary random processes, form stable random variables organized according to time, may be discrete random variables or continuous. It can be described by measuring its total capacity as function in frequency.

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ليس جديداً القول بان هناك حاجة مستمرة ومتزايدة لاستخدام البيانات الاقتصادية المتسقة عن القطاعات المختلفة في الاقتصاد القومي لدعم وإسناد عملية التحليل الاقتصادي وتطوير النماذج الاقتصادية الكلية.

وتعرض مصفوفة الحسابات القومية Social Accounting Matrix  (SAM) اطاراً شاملاً من المعلومات الأساسية لهذا النوع من النماذج والتحليل. فهي تتضمن كلا من المستخدم- المنتج
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The analysis of the classic principal components are sensitive to the outliers where they are calculated from the characteristic values and characteristic vectors of correlation matrix or variance Non-Robust, which yields an incorrect results in the case of these data contains the outliers values. In order to treat this problem, we resort to use the robust methods where there are many robust methods Will be touched to some of them.

   The robust measurement estimators include the measurement of direct robust estimators for characteristic values by using characteristic vectors without relying on robust estimators for the   variance and covariance matrices. Also the analysis of the princ