Parametric and nonparametric sequential change detection in R: The cpm package

Journal of Statistical Software

Volumn 66, Issue 3, 2015, Pages 1-20

  Ross, Gordon J ^a  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

Change detection; R; Sequential analysis

Indexed keywords

EID: 84940521327     PISSN: 15487660     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (31)

1. Chib S (1998). “Estimation and Comparison of Multiple Change-Point Models." Journal of Econometrics, 86(2), 221-241.
2. Efron B, Zhang NR (2011). “False Discovery Rates and Copy Number Variation." Biometrika, 98(2), 251-271.
3. Erdman C, Emerson JW (2007). “bcp: An R Package for Performing a Bayesian Analysis of Change Point Problems." Journal of Statistical Software, 23(3), 1-13. URL http: //www.jstatsoft.org/v23/i03/.
4. Fearnhead P, Liu Z (2007). “On-line Inference for Multiple Changepoint Problems." Journal of the Royal Statistical Society B, 69(4), 589-605.
5. Gustafsson F (2000). Adaptive Filtering and Change Detection. John Wiley & Sons, Hoboken.
6. Hawkins DM (1977). “Testing a Sequence of Observations for a Shift in Location." Journal of the American Statistical Association, 72(357), 180-186.
7. Hawkins DM (2001). “Fitting Multiple Change-Point Models to Data." Computational Statis- tics & Data Analysis, 37(3), 323-341.
8. Hawkins DM, Deng Q (2010). “A Nonparametric Change-Point Control Chart." Journal of Quality Technology, 42(2), 165-173.
9. Hawkins DM, Qiu PH, Kang CW (2003). “The Changepoint Model for Statistical Process Control." Journal of Quality Technology, 35(4), 355-366.
10. Hawkins DM, Zamba KD (2005a). “A Change-Point Model for a Shift in Variance." Journal of Quality Technology, 37(1), 21-31.
11. Hawkins DM, Zamba KD (2005b). “Statistical Process Control for Shifts in Mean or Variance Using a Changepoint Formulation." Technometrics, 47(2), 164-173.
12. Hinkley DV, Hinkley EA (1970). “Inference about Change-Point in a Sequence of Binomial Variables." Biometrika, 57(3), 477-488.
13. Inclan C, Tiao GC (1994). “Use of Cumulative Sums of Squares for Retrospective Detection of Changes of Variance." Journal of the American Statistical Association, 89(427), 913-923.
14. Killick R, Eckley IA (2014). changepoint: An R Package for Changepoint Analysis. URL http://www.jstatsoft.org/v58/i03/.
15. Lai TL (1995). “Sequential Changepoint Detection in Quality Control and Dynamical Systems." Journal of the Royal Statistical Society B, 57(4), 613-658.
16. Page ES (1954). “Continuous Inspection Schemes." Biometrika, 41(1/2), 100-115.
17. Pettitt AN (1979). “A Non-Parametric Approach to the Change-Point Problem." Journal of the Royal Statistical Society C, 28(2), 126-135.
18. R Core Team (2014). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. URL http://www.R-project.org/.
19. Roberts SW (1959). “Control Chart Tests Based on Geometric Moving Averages." Techno- metrics, 42(1), 97-101.
20. Ross GJ (2012). “Modelling Financial Volatility in the Presence of Abrupt Changes." Physica A: Statistical Mechanics and Its Applications, 392(2), 350-360.
21. Ross GJ (2014). “Sequential Change Detection in the Presence of Unknown Parameters." Statistics and Computing, 24(6), 1017-1030.
22. Ross GJ (2015). cpm: Sequential Parametric and Nonparametric Change Detection. R package version 2.2, URL http://CRAN.R-project.org/package=cpm.
23. Ross GJ, Adams NM (2011). “Sequential Monitoring of a Bernoulli Sequence When the Pre-Change Parameter is Unknown." Computational Statistics, 28(2), 463-479.
24. Ross GJ, Adams NM (2012). “Two Nonparametric Control Charts for Detecting Arbitrary Distribution Changes." Journal of Quality Technology, 44(12), 102-116.
25. Ross GJ, Tasoulis DK, Adams NM (2011). “Nonparametric Monitoring of Data Streams for Changes in Location and Scale." Technometrics, 53(4), 379-389.
26. Stephens DA (1994). “Bayesian Retrospective Multiple-Changepoint Identi_cation." Journal of the Royal Statistical Society C, 43(1), 159-178.
27. Tartakovsky AG, Rozovskii BL, Blazek RB, Kim H (2006). “A Novel Approach to Detection of Intrusions in Computer Networks via Adaptive Sequential and Batch-Sequential Change- Point Detection Methods." IEEE Transactions on Signal Processing, 54(9), 3372-3382.
28. Worsley KJ (1982). “An Improved Bonferroni Inequality and Applications." Biometrika, 69(2), 297-302.
29. Zeileis A, Leisch F, Hornik K, Kleiber C (2002). “strucchange: An R Package for Testing for Structural Change in Linear Regression Models." Journal of Statistical Software, 7(2), 1-38. URL http://www.jstatsoft.org/v07/i02.
30. Zhou C, Zou C, Zhang Y, Wang Z (2009). “Nonparametric Control Chart Based on Change- Point Model." Statistical Papers, 50(1), 13-28.
31. Zou C, Tsung F (2010). “Likelihood Ratio-Based Distribution-Free EWMA Control Charts." Journal of Quality Technology, 42(2), 174-196.