26 آبان 1403
محمداسماعيل دهقان منفرد

محمداسماعیل دهقان منفرد

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

مشخصات پژوهش

عنوان
آزمون چند متغیره و بررسی مدل برای آماره های ترتیبی تعمیم یافته همراه با کاربردهایشان
نوع پژوهش پارسا
کلیدواژه‌ها
Likelihood Ratio Test, Rao Score test, Wald test, Generalized Order Statistics, Random Variables
پژوهشگران لطافت حق نگهدار (دانشجو) ، محمداسماعیل دهقان منفرد (استاد راهنما) ، ابوذر بازیاری (استاد مشاور)

چکیده

In this thesis, after introducing various models of randomly ordered variables, we finally introduce a model that is called generalized order statistics model, which includes many previous models. The family of distribution of generalized order statistics has an exponential structure that we employ to establish multivariate tests on the model parameters.For simple and composite null hypotheses, the likelihood ratio test (LR test), Wald’s test, and Rao’s score test are derived and turn out to have simple representations. The asymptotic distribution of the corresponding test statistics under the null hypothesis is stated, and, in case of a simple null hypothesis, asymptotic optimality of the LR test is addressed. Applications of the tests are presented; in particular, we discuss their use in reliability, and to decide whether a Poisson process is homogeneous. Finally, a power study is performed to measure and compare the quality of the tests for both, simple and composite null hypotheses.