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Change Point Estimation of Multivariate Linear Profiles Under Linear Drift
Authors:Reza Baradaran Kazemzadeh  Rassoul Noorossana  Mona Ayoubi
Affiliation:1. Department of Industrial Engineering, Faculty of Engineering, Tarbiat Modares University, Tehran, Iran;2. Department of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran
Abstract:In this paper, maximum likelihood estimators (MLE) for both step and linear drift changes in the regression parameters of multivariate linear profiles are developed. Performance of the proposed estimators is compared under linear drift changes in the regression parameters when a combined MEWMA and Chi-square control charts method signals an out-of-control condition. The effect of smoothing parameter of MEWMA control charts, missing data, and multiple drift changes on the performance of the both estimators is also evaluated. The application of the proposed estimators is also investigated thorough a numerical example resulted from a real case.
Keywords:Change point estimation  Linear drift  Maximum likelihood estimator  Multivariate linear profile  Statistical process control  Step change
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