A window-limited generalized likelihood ratio test for monitoring Poisson processes with linear drifts

Honghao Zhao, Lianjie Shu*, Kwok-Leung Tsui

*Corresponding author for this work

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    2 Citations (Scopus)

    Abstract

    There is gradually increasing attention devoted to the monitoring of Poisson process due to its wide applications in industry quality control and health-care surveillance. However, most of the study focuses on the case with step shifts in Poisson means. Relatively little attention has been paid to the case with linear drifts in Poisson means. This paper extends the window-limited generalized likelihood ratio (WGLR) test from the monitoring of normal means to Poisson processes, with focus on linear drifts. The comparison results with the adaptive cumulative sum (ACUSUM) charts and the weighted CUSUM (WCUSUM) charts show that the WGLR chart generally provides better detection performance than the other alternative methods in both the zero-state and steady-state cases.
    Original languageEnglish
    Pages (from-to)2975-2988
    JournalJournal of Statistical Computation and Simulation
    Volume85
    Issue number15
    Online published8 Aug 2014
    DOIs
    Publication statusPublished - 2015

    Research Keywords

    • adaptive CUSUM
    • average run length
    • generalized likelihood ratio
    • linear drifts
    • weighted CUSUM

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    • CRF: Syndromic Surveillance and Modeling for Infectious Diseases

      TSUI, K. L. (Principal Investigator / Project Coordinator), CHAN, A. B. (Co-Principal Investigator), LO, S. M. (Co-Principal Investigator), TSE, W. T. P. (Co-Principal Investigator), WONG, S. Y. (Co-Principal Investigator), YUEN, K. K. R. (Co-Principal Investigator), CHAN, N.-H. (Co-Investigator), CHOW, C. B. (Co-Investigator), GOLDSMAN, D. M. (Co-Investigator), HO, P. L. (Co-Investigator), LAI, T. S. T. (Co-Investigator), LONGINI, I. (Co-Investigator), WOODALL, W. H. (Co-Investigator), WU, J. T. K. (Co-Investigator) & Wu, J. (Co-Investigator)

      1/06/1330/11/16

      Project: Research

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