Title : ( A change point method for Phase II monitoring of generalized linear profiles )
Authors: Alireza Shadman , Changliang Zou , Hashem Mahlooji , Arthur B. Yeh ,
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Abstract
In this paper, we adopt the change point approach to monitor the Generalized Linear Profiles in phase II SPC. Generalized Linear Profiles include a large class of profiles defined in one framework. In contrast to the conventional change point approach, we adopt the Rao score test rather than the likelihood ratio test. Simulated results show that our approach has a good performance over any possible single step change in process parameters for two special cases of Generalized Linear Profiles, namely Poisson and binomial profiles. Some diagnostic aids are also given and a real example is introduced to shed light on the merits of our approach in real applications.
Keywords
, Generalized Linear Models (GLMs), profile monitoring, Poisson profiles, binomial profiles, negative binomial profiles, phase II, change point approach, Rao score test, Statistical Process Control (SPC)
@article{paperid:1054450,
author = {Shadman, Alireza and Changliang Zou and Hashem Mahlooji and Arthur B. Yeh},
title = {A change point method for Phase II monitoring of generalized linear profiles},
journal = {Communications in Statistics Part B: Simulation and Computation},
year = {2017},
volume = {46},
number = {1},
month = {January},
issn = {0361-0918},
pages = {559--578},
numpages = {19},
keywords = {Generalized Linear Models (GLMs); profile monitoring; Poisson profiles; binomial profiles; negative binomial profiles; phase II; change point approach; Rao score test; Statistical Process Control (SPC)},
}
%0 Journal Article
%T A change point method for Phase II monitoring of generalized linear profiles
%A Shadman, Alireza
%A Changliang Zou
%A Hashem Mahlooji
%A Arthur B. Yeh
%J Communications in Statistics Part B: Simulation and Computation
%@ 0361-0918
%D 2017
