Model Introduced SPRT for Structural Change Detection of Time Series (II)

被引:0
|
作者
Koyama, Yoshihide [1 ]
Hattori, Tetsuo [1 ]
Kawano, Hiromichi [2 ]
机构
[1] Kagawa Univ, Grad Sch Engn, 2217-20 Hayashi, Takamatsu, Kagawa 7610396, Japan
[2] NTT Adv Technol, Tokyo 1800006, Japan
关键词
Change detection; SPRT; Hidden Markov Model; Information Theory; Kansei Channel; Bayes' Updating;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, using the notion of a binary Channel Matrix what we call "Kansei Channel" as well known in Information Theory, we present an equivalent relation between the SPRT and Bayes' Updating. Moreover, we show the relationship between the SPRT (Sequential Probability Ratio Test) and the Sequential Probability Ratio of two corresponding conditional probabilities when a Hidden Markov Model with Poisson process is introduced as the structural change model.
引用
收藏
页码:256 / 259
页数:4
相关论文
共 50 条
  • [1] Model Introduced SPRT for Structural Change Detection of Time Series (II)
    Koyama, Yoshihide
    Hattori, Tetsuo
    Takeda, Katsunori
    Kawano, Hiromichi
    JOURNAL OF ROBOTICS NETWORKING AND ARTIFICIAL LIFE, 2014, 1 (03): : 237 - 243
  • [2] Model Introduced SPRT for Structural Change Detection of Time Series (I)
    Koyama, Yoshihide
    Hattori, Tetsuo
    Kawano, Hiromichi
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB 2014), 2014, : 252 - 255
  • [3] Model Introduced SPRT for Structural Change Detection of Time Series (I) -- Formulation --
    Koyama, Yoshihide
    Hattori, Tetsuo
    Kawano, Hiromichi
    JOURNAL OF ROBOTICS NETWORKING AND ARTIFICIAL LIFE, 2014, 1 (01): : 54 - 59
  • [4] Extended SPRT for structural change detection of time series based on a multiple regression model
    Takeda, Katsunori
    Hattori, Tetsuo
    Izumi, Tetsuya
    Kawano, Hiromichi
    ARTIFICIAL LIFE AND ROBOTICS, 2010, 15 (04) : 417 - 420
  • [5] Structural change detection in ordinal time series
    Li, Fuxiao
    Hao, Mengli
    Yang, Lijuan
    PLOS ONE, 2021, 16 (08):
  • [6] Comparison of Change Detection Methods for Ongoing Time Series Data - Extended SPRT, Chow Test, Extended DP
    Kawano, Hiromichi
    Hattori, Tetsuo
    Takeda, Katsunori
    Izumi, Tetsuya
    PROCEEDINGS OF THE SIXTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 16TH '11), 2011, : 211 - 214
  • [7] Robust estimation of a time series model with structural change
    Campano, Wendell Q.
    Barrios, Erniel B.
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2011, 81 (07) : 909 - 927
  • [8] Structural change detection in time series based on DP with action cost
    Kawano, H
    Hattori, T
    Nishimatsu, K
    PROCEEDINGS OF THE 2004 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION (IRI-2004), 2004, : 402 - 407
  • [9] Multiple regression model based sequential probability ratio test for structural change detection of time series
    Takeda K.
    Hattori T.
    Kawano H.
    IEEJ Transactions on Electronics, Information and Systems, 2011, 131 (02) : 442 - 450
  • [10] A near real-time method for forest change detection based on a structural time series model and the Kalman filter
    Puhm M.
    Deutscher J.
    Hirschmugl M.
    Wimmer A.
    Schmitt U.
    Schardt M.
    Puhm, Martin (martin.puhm@joanneum.at), 1600, MDPI AG (12):