The technology of reducing dimensions and choosing variables are very important topics in statistical analysis to multivariate. When two or more of the predictor variables are linked in the complete or incomplete regression relationships, a problem of multicollinearity are occurred which consist of the breach of one basic assumptions of the ordinary least squares method with incorrect estimates results.

 There are several methods proposed to address this problem, including the partial least squares (PLS), used to reduce dimensional regression analysis. By using linear transformations that convert a set of variables associated with a high link to a set of new independent variables and unr

The research dealt with a comparative study between some semi-parametric estimation methods to the Partial linear Single Index Model using simulation. There are two approaches to model estimation two-stage procedure and MADE to estimate this model. Simulations were used to study the finite sample performance of estimating methods based on different Single Index models, error variances, and different sample sizes , and the mean average squared errors were used as a comparison criterion between the methods were used. The results showed a preference for the two-stage procedure depending on all the cases that were used

In this research, some robust non-parametric methods were used to estimate the semi-parametric regression model, and then  these methods were compared using the MSE comparison criterion, different sample sizes, levels of variance, pollution rates, and three different models were used. These methods are S-LLS S-Estimation -local smoothing, (M-LLS)M- Estimation -local smoothing, (S-NW) S-Estimation-NadaryaWatson Smoothing, and (M-NW) M-Estimation-Nadarya-Watson Smoothing.

The results in the first model proved that the (S-LLS) method was the best in the case of large sample sizes, and small sample sizes showed that the

            In this paper the research represents an attempt of expansion in using the parametric and non-parametric estimators to estimate the median effective dose ( ED50 ) in the quintal bioassay and comparing between  these methods . We have Chosen three estimators for Comparison. The first estimator is
( Spearman-Karber )  and the second estimator is ( Moving Average ) and The Third estimator  is ( Extreme Effective Dose ) . We used a minimize Chi-square as a parametric method. We made a Comparison for these estimators by calculating the mean square error of (ED50) for each one of them and comparing it with the optimal the mean square

إننا نتحدث عن عناصر السرعة مهمة وهي السرعة الانتقالية للأطراف السفلى والسرعة الحركية للذراع المسلحة والسرعة الحركية للطعن وسرعة رد الفعل وسرعة الاستجابة في أداء واحد او ما يسمى بالسرعة التفاعلية؛ لذا هدفت الدراسة الى اعداد تدريبات خاصة تتميز بتمازج أنواع السرعة التي تحتاجها رياضة المبارزة في أداء واحد ومن ثم معرفة تأثير تلك التدريبات في تطوير بعض الجمل الحركية في سلاح الشيش وقد استعمل المنهج التجريبي

هدف البحث إلى بناء مقياس التفكير المنتج بالجمناستك لطالبات، وأعتمد المنهج الوصفي بأسلوب العلاقات الارتباطية على عينة من طالبات المرحلة الثانية في كلية التربية البدنية وعلوم الرياضة للبنات/جامعة بغداد للعام الدراسي (2023/2024) البالغ عددهن الكلي (38) طالبة، وتم اختيار العينة بطريقة عمدياً بأسلوب الحصر الشامل بنسبة (100%) من المجتمع الأصل، واختير منهن (5) طالبات عشوائياً للعينة الاستطلاعية، وتم معالجة النتائج أل

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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أن عملية التعلم لازالت تسير بنفس الاسلوب المتبع الذي لا يعتبر المتعلمة محور اساسي في عملية التعلم مما سبب ظهور الملل وانخفاض الرغبة لدى المتعلمات للتعلم لغياب الحافز, ولكون المهارات الاساسية بكرة السلة كالمناولة الصدرية والطبطبة بتغير الاتجاه والتصويب السلمي تعد من المهارات المهمة في اللعبة تم اجراء هذه الدراسة الذي يهدف الى اعداد  منهج تعليمي قائم على انموذج التعلم البنائي والتعرف على تأثيره في بعض ا