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Original Articles

Supervised learning for change-point detection

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Pages 2853-2868 | Published online: 22 Feb 2007

References

  • Belisle , P , Joseph , L , Macgibbon , B , Wolfson , DB and Berger , RD . 1998 . Change-point analysis of neuron spike train data . Biometrics , 54 : 1998 – 54 .
  • Bhattacharya , PK . 1987 . Maximum likelihood estimation of a change-point in the distribution of independent random variables: general multiparameter case . J. multivar. Anal. , 23 : 1987 – 23 .
  • Breiman , L . 2001 . Random forests . Mach. Learn. , 45 : 2001 – 45 .
  • Breiman , L , Friedman , JH , Olshen , RA and Stone , CJ . 1984 . Classification and Regression Trees , New York : Chapman and Hall .
  • Carlstein , E . 1988 . Nonparametric change-point estimation . Ann. Statist. , 16 : 1988 – 16 .
  • Csörgö , M . 1987 . Nonparametric tests for the changepoint problem . J. statist. Plann. Infer. , 17 : 1987 – 17 .
  • Davison , AD and Hinkley , DV . 1997 . Bootstrap Methods and Their Application , Cambridge : Cambridge University Press .
  • Fu , Y-X and Curnow , RN . 1990 . Maximum likelihood estimation of multiple change-points . Biometrika , 77 : 1990 – 77 .
  • Hinkley , DV . 1970 . Inference about the change-point in a sequence of random variables . Biometrika , 57 : 1970 – 57 .
  • Hinkley , DV . 1971 . Inference about the change-point from cumulative sum tests . Biometrika , 58 : 509
  • Hotelling , HH . 1947 . “ Multivariate quality control—illustrated by the air testing of sample bombsights ” . In Techniques of Statistical Analysis , Edited by: Eisenhart , C , Hastay , MW and Wallis , WA . New York : McGraw-Hill .
  • Hwang , W , Runger , GC and Tuv , E . 2004 . Multivariate statistical process control with artificial contrasts . Inst. ind. Engrs Trans. , to appear
  • Lavielle , M . 1993 . Detection of changes in the spectrum of a multidimensional process . IEEE Trans. Signal Process. , 41 : 1993 – 41 .
  • Lee , CB . 1996 . Nonparametric multiple change-point estimators . Statist. Probab. Lett. , 27 : 1996 – 27 .
  • Lowry , CA , Woodall , WH , Champ , CW and Rigdon , SE . 1992 . A multivariate exponentially weighted moving average chart . Technometrics , 34 : 1992 – 34 .
  • Pievatolo , A and Rotondi , R . 2000 . Analysing the interevent time distribution to identify seismicity phases: a Bayesian nonparametric approach to the multiple change-points problem . Appl. Statist. , 49 : 2000 – 49 .
  • Runger , GC and Testik , MC . 2004 . Multivariate extensions to CUSUM control charts . Qual. Reliabil. Int. , 20 : 2004 – 20 .
  • Taylor , AR and Duncan , SR . 2003 . Case studies in Bayesian segmentation applied to CD control . Int. J. Adapt. Control Signal Process , 17 : 2003 – 17 .
  • Tuv , E , Borisov , A and Torkkola , K . 2005 . Feature selection using ensemble-based ranking against artificial contrasts , Working paper
  • Xiong , Y and Yeung , D-Y . 2004 . Time series clustering with ARMA mixtures . Patt. Recogn. , 37 : 2004 – 37 .

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