26 آبان 1403
مراد عليزاده

مراد علیزاده

مرتبه علمی: استادیار
نشانی: دانشکده مهندسی سیستم های هوشمند و علوم داده - گروه آمار
تحصیلات: دکترای تخصصی / امار ریاضی
تلفن: 0
دانشکده: دانشکده مهندسی سیستم های هوشمند و علوم داده

مشخصات پژوهش

عنوان The Weighted Xgamma Model: Estimation, Risk Analysis and Applications
نوع پژوهش مقالات در نشریات
کلیدواژه‌ها
Anderson-Darling; Cullen and Frey plot; Key risk indicators; Risk exposure; Value-at-risk; Xgamma model
مجله Statistics, Optimization and Information Computing
شناسه DOI https://doi.org/10.19139/soic-2310-5070-1677
پژوهشگران مجید هاشم پور (نفر اول) ، مراد علیزاده (نفر دوم) ، هیثم یوسف (نفر سوم)

چکیده

The weighted xgamma distribution, a new weighted two-parameter lifespan distribution, is introduced in this study. Theoretical characteristics of this model are deduced and thoroughly examined, including quantile function, extreme value, moments, moment generating function, cumulative entropy, and residual cumulative. Some classical estimation methods such as the the maximum likelihood, weighted least square, Anderson Darling and Cramer-von-Mises are considered. A simulation experiments are performed to compare the estimation methods. Four real-life data sets is finally examined to demonstrate the viability of this model. Four key risk indicators are defined and analyzed under the maximum likelihood method. A risk analysis for the exceedances of flood peaks is presented.