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 Bayesian Estimation of the Change Point in a Gamma Process Using Xbar Control Chart
نوع پژوهش مقالات در نشریات
کلیدواژه‌ها
Bayesian estimation, Change point, Gamma process, Maximum likelihood estimation, Xbar control chart.
مجله COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION
شناسه DOI https://doi.org/10.1080/03610918.2015.1043386
پژوهشگران محمداسماعیل دهقان منفرد (نفر اول) ، فضل الله لک (نفر دوم)

چکیده

The process personnel always seek the opportunity to improve the processes. One of the essential steps for the process improvement is to recognize the starting time or the change point of a process disturbance quickly. Different from the traditional normally distributed assumption for a process, this study considers a process which follows a gamma distribution. The proposed approach combines the commonly used ˉX control chart with the Bayesian estimation technique to estimate the change point. Two Bayes estimators corresponding to an informative and a noninformative prior along with MLE are considered. Their efficiency is compared through a series of simulations. The results show that the Bayes estimator with the informative prior is more accurate and more precise when the means of the process before and after the change point time are not too closed. Additionally, the efficiency of the Bayes estimator with the informative prior increases as either the sample size increases or the change point goes away from the origin.