Variable selection is an essential and necessary task in the statistical modeling field. Several studies have triedto develop and standardize the process of variable selection, but it isdifficultto do so. The first question a researcher needs to ask himself/herself what are the most significant variables that should be used to describe a given dataset’s response. In thispaper, a new method for variable selection using Gibbs sampler techniqueshas beendeveloped.First, the model is defined, and the posterior distributions for all the parameters are derived.The new variable selection methodis tested usingfour simulation datasets. The new approachiscompared with some existingtechniques: Ordinary Least Squared (OLS), Least Absolute Shrinkage and Selection Operator (Lasso), and Tikhonov Regularization (Ridge). The simulation studiesshow that the performance of our method is better than the othersaccording to the error and the time complexity. Thesemethodsare applied to a real dataset, which is called Rock StrengthDataset.The new approach implemented using the Gibbs sampler is more powerful and effective than other approaches.All the statistical computations conducted for this paper are done using R version 4.0.3 on a single processor computer.
إستأثر مفهوم قوة التحمل النفسي (Psychological Hardiness) رغم حداثته نسبياً بأهتمام العديد من الباحثين والدارسين . وحاولت الدراسات إبراز دوره المهم والفاعل في منع حدوث التأثيرات السلبية المتوقعة التي تحدثها ظروف الحياة الضاغطة على قابلية الفرد بصورة عامة ولا زال الاهتمام مستمراً في التحقق من هذا الدور . وتحاول الدراسة الحالية أن تلقي مزيداً من الضوء على هذا المفهوم وطبيعته مما يز
... Show MoreWhen the enrollment of children in Riyadh, facing many of the psychological problems that appear in their daily lives through their behavior and their actions with their peers and their teachers in kindergarten, often result in psychological problems from which they suffer to do things socially unacceptable impact on their relationship with interactive with others, Vchksah child depends on the quality of Education and the treatment they received from all of the family as an incubator, his first, and kindergarten as an environment second to raise him without that overlook about his relationship with his comrades grade and the combination of these factors is one of the most important reasons promising in effect on the child's condi
... Show MoreThere is no doubt that leadership is a social phenomenon , and human activity does not take place , but remained in the family cohesive have a common goal Alaho instil confidence in the same of her sons to be better , and the importance of this subject Arta researchers to identify the extent to which children in this phenomenon and to identify the causes and extent of its spread in the community , has been directing an open question (Appendix 1) to a group of kindergarten teachers , to learn about the characteristics of leadership that can be enjoyed by kindergarten children . The current research aims to:
1. Detect levels of leadership qualities among kindergarten children in the light of the characteristics of leadership skills
2
يهدف البحث الحالي الى : 1- التعرف على مستوى السلوك الحكيم لدى المراهقين . 2- التعرف على الفروق ذات الدلالة الإحصائية في السلوك الحكيم تبعا لمتغير الجنس (ذكور – اناث ). 3- التعرف على الفروق ذات الدلالة الإحصائية في السلوك الحكيم تبعا لمتغير نوع المدرسة ( متميزين –عاديين ) . 4- التعرف على دلالة الفروق في السلوك الحكيم وفق متغير المعاملة الوالدية (تسامح - تسلط – اهمال ). وتكونت عينة البحث من (420) طالب وطالبة من طلبة ال
... Show MoreSignal denoising is directly related to sample estimation of received signals, either by estimating the equation parameters for the target reflections or the surrounding noise and clutter accompanying the data of interest. Radar signals recorded using analogue or digital devices are not immune to noise. Random or white noise with no coherency is mainly produced in the form of random electrons, and caused by heat, environment, and stray circuitry loses. These factors influence the output signal voltage, thus creating detectable noise. Differential Evolution (DE) is an effectual, competent, and robust optimisation method used to solve different problems in the engineering and scientific domains, such as in signal processing. This paper looks
... Show More
An automatic text summarization system mimics how humans summarize by picking the most significant sentences in a source text. However, the complexities of the Arabic language have become challenging to obtain information quickly and effectively. The main disadvantage of the traditional approaches is that they are strictly constrained (especially for the Arabic language) by the accuracy of sentence feature functions, weighting schemes, and similarity calculations. On the other hand, the meta-heuristic search approaches have a feature tha
... Show More