Estimating join points and modelling for multiple change point problem

被引:0
|
作者
Chakraborty A.K. [1 ]
Basak I. [1 ]
机构
[1] Statistical Quality Control and Operations Research Unit, Indian Statistical Institute Calcutta
关键词
Hazard function; Kaplan Meier Plot; Metropolis- Hastings algorithm; Multiple change point; Survival fraction;
D O I
10.1007/s12597-013-0126-5
中图分类号
学科分类号
摘要
In life time data analysis, it is often realistic to believe that early failures occur at one pace and afterwards at different rates. In this article, we propose a general modelling method for a continuous hazard function with multiple change points. We assume the multiple change point curve to be composed of phases that are complex functions of time. The complex functions can be represented by suitable known functions of time. We have tried four such functional combinations for different phases. We have illustrated our proposed methodology with an application to modelling lifetimes of printed circuit boards. To conclude, we have compared our models with previously developed single change point model and displayed that our models fit the data much better. © 2013 Operational Research Society of India.
引用
收藏
页码:504 / 520
页数:16
相关论文
共 50 条
  • [21] Consistent multiple testing for change points
    Chen, Kuo-mei
    Cohen, Arthur
    Sackrowitz, Harold
    JOURNAL OF MULTIVARIATE ANALYSIS, 2011, 102 (10) : 1339 - 1343
  • [22] A type-2 fuzzy-statistical clustering approach for estimating the multiple change points in a process mean with monotonic change
    Mohammad Hossein Fazel Zarandi
    Saja Najafi
    The International Journal of Advanced Manufacturing Technology, 2015, 77 : 1751 - 1765
  • [23] A type-2 fuzzy-statistical clustering approach for estimating the multiple change points in a process mean with monotonic change
    Zarandi, Mohammad Hossein Fazel
    Najafi, Saja
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2015, 77 (9-12): : 1751 - 1765
  • [24] Estimating the Change Point of a Normal Process Mean with a Monotonic Change
    Noorossana, Rassoul
    Shadman, Alireza
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2009, 25 (01) : 79 - 90
  • [25] An efficient algorithm for estimating a change-point
    Cheng, Tsung-Lin
    STATISTICS & PROBABILITY LETTERS, 2009, 79 (05) : 559 - 565
  • [26] Estimating a change point in the long memory parameter
    Yamaguchi, Keiko
    JOURNAL OF TIME SERIES ANALYSIS, 2011, 32 (03) : 304 - 314
  • [27] The Comparison of Algorithms in Change-Points Problem
    Chang, Kuo-Ching
    Chiang, Chui-Liang
    Lee, Chung-Bow
    JOURNAL OF APPLIED SCIENCE AND ENGINEERING, 2012, 15 (01): : 11 - 19
  • [28] The comparison of algorithms in change-points problem
    Chang, Kuo-Ching
    Chiang, Chui-Liang
    Lee, Chung-Bow
    Journal of Applied Science and Engineering, 2012, 15 (01): : 11 - 19
  • [29] NONPARAMETRIC POINT ESTIMATORS FOR THE CHANGE-POINT PROBLEM
    SCARIANO, SM
    WATKINS, TA
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1988, 17 (11) : 3645 - 3675
  • [30] The Dirichlet problem for domains with multiple boundary points
    Perkins, F. W.
    TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY, 1935, 38 (1-3) : 106 - 144