يهدف هذا البحث إلى استعراض أهمية تقدير دالة الانحدار اللامعلمية باستخدام ما يسمى بدوال لب قانونية والمعتمدة على إعادة تقيس المعلمة التمهيدية التي لها دور كبيرا ومهما في مقدرات اللب ومن ثم العمل على إعطاء الكمية السليمة للتمهيد وقد تم بيان أهمية هذا الأسلوب من خلال تطبيق تلك المفاهيم على بيانات واقعية تشير إلى أسعار الصرف العالمية للدولار الأمريكي مقابل الين الياباني للفترة من يناير كانون الثاني عام 2007

In linear regression, an outlier is an observation with large residual.  In other words, it is an observation whose dependent-variable value is unusual given its values on the predictor variables. An outlier observation may indicate a data entry error or other problem.

An observation with an extreme value on a predictor variable is a point with high leverage. Leverage is a measure of how far an independent variable deviates from its mean. These leverage points can have an effect on the estimate of regression coefficients.

Robust estimation for regression parameters deals with cases that have very high leverage, and cases that are outliers. Robust estimation is essentially a

Facial recognition has been an active field of imaging science. With the recent progresses in computer vision development, it is extensively applied in various areas, especially in law enforcement and security. Human face is a viable biometric that could be effectively used in both identification and verification. Thus far, regardless of a facial model and relevant metrics employed, its main shortcoming is that it requires a facial image, against which comparison is made. Therefore, closed circuit televisions and a facial database are always needed in an operational system. For the last few decades, unfortunately, we have experienced an emergence of asymmetric warfare, where acts of terrorism are often committed in secluded area with no

The method of powder technology has been utilized in fabrication of machinable
ceramics by the approach of glass-ceramic principles. The crystalline ceramic phases
partially dissolved by host glass while the undissolved part remain responsible for the
machinability by the usual cutting tools. Thus avoiding the unnecessary use of special
dies to cast fully melted composition and initiate recrystallization process. Two types of
machinable ceramics have been successfully prepared, the first with high silica content
and the other with high alumina content. A comparison of their properties and discussed.

     يتناول البحث دراسة وتحليل علاقات الهند مع دول مجلس التعاون الخليجي، كونها تحظى بأهمية كبيرة، انطلاقا من الدور المتزايد الذي يطلع به الطرفين على المستوى الإقليمي والدولي، إذ ان الهند من القوى الصاعدة ولها تأثير في التفاعلات الإقليمية والدولية، بينما تتميز دول مجلس التعاون الخليجي بأهمية جيوستراتيجبة واقتصادية كبيرة بالنسبة للقوى الكبرى، نظرا لموقعها الاستراتيجي ولامتلاكها مصادر الطاقة المهمة، و

The goal (purpose) from using development technology that require mathematical procedure related with high Quality & sufficiency of solving complex problem called Dynamic Programming with in recursive method (forward & backward) through  finding series of associated decisions for reliability function of Pareto distribution estimator by using two approach Maximum likelihood & moment .to conclude optimal policy

The deep learning algorithm has recently achieved a lot of success, especially in the field of computer vision. This research aims to describe the classification method applied to the dataset of multiple types of images (Synthetic Aperture Radar (SAR) images and non-SAR images). In such a classification, transfer learning was used followed by fine-tuning methods. Besides, pre-trained architectures were used on the known image database ImageNet. The model VGG16 was indeed used as a feature extractor and a new classifier was trained based on extracted features.The input data mainly focused on the dataset consist of five classes including the SAR images class (houses) and the non-SAR images classes (Cats, Dogs, Horses, and Humans). The Conv

Abstract :

          Researchers have great interest in studying the black box models this thesis has been focused in the study one of the black box models , a ARMAX model which is one of the important models and can be accessed through a number of special cases which models (AR , MA , ARMA, ARX) , which combines method of the time series that depend on historical data and and regression method as explanatory variables addition to that past errors , ARMAX model importance has appeared in many areas of application that direct contact with our daily lives , it consists of constructing ARMAX model several traditional stages of the process , a iden