On control charts for monitoring the variance of a time series

被引:4
作者
Lazariv, Taras [1 ]
Schmid, Wolfgang [1 ]
Zabolotska, Svitlana [1 ]
机构
[1] European Univ Viadrina, Dept Stat, D-15207 Frankfurt, Oder, Germany
关键词
Control charts; CUSUM charts; Generalized likelihood ratio; SPRT; Shiryaev-Roberts procedure; Variance changes; Time series; Statistical process control; Sequential detection; STATISTICAL PROCESS-CONTROL; SEQUENTIAL-ANALYSIS; CUSUM; OPTIMALITY;
D O I
10.1016/j.jspi.2013.04.001
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper we derive control charts for the variance of a Gaussian process using the. likelihood ratio approach, the generalized likelihood ratio approach, the sequential probability ratio method and a generalized sequential probability ratio procedure, the Shiryaev-Roberts procedure and a generalized modified Shiryaev-Roberts approach. Recursive presentations for the calculation of the control statistics are given for autoregressive processes of order 1. In an extensive simulation study these schemes are compared with existing control charts for the variance. In order to asses the performance of the schemes both the average run length and the average delay are used. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:1512 / 1526
页数:15
相关论文
共 29 条
  • [1] TIME-SERIES MODELING FOR STATISTICAL PROCESS-CONTROL
    ALWAN, LC
    ROBERTS, HV
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1988, 6 (01) : 87 - 95
  • [2] [Anonymous], 1985, Sequential Analysis
  • [3] Brockwell PJ., 1991, TIME SERIES THEORY M
  • [4] BROOK D, 1972, BIOMETRIKA, V59, P539
  • [5] Fris?n M, 2007, FINANCIAL SURVEILLAN, P115
  • [6] Frisen M., 2007, Financial surveillance
  • [7] STATISTICAL PROCESS-CONTROL PROCEDURES FOR CORRELATED OBSERVATIONS
    HARRIS, TJ
    ROSS, WH
    [J]. CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 1991, 69 (01) : 48 - 57
  • [8] Hawkins D.M., 1998, STAT ENGN PHYS SCI
  • [9] Knoth S, 2004, FRONTIERS IN STATISTICAL QUALITY CONTROL 7, P210
  • [10] Minimax optimality of CUSUM for an autoregressive model
    Knoth, Sven
    Frisen, Marianne
    [J]. STATISTICA NEERLANDICA, 2012, 66 (04) : 357 - 379