A hierarchical, nonparametric, sequential change-detection test

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2011, Pages 2889-2896

  Alippi, Cesare ^a   Boracchi, Giacomo ^a   Roveri, Manuel ^a  

^a POLITECNICO DI MILANO   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

BEHAVIORAL CHANGES; CHANGE DETECTION; CHANGE POINT DETECTION; DATA SETS; FALSE NEGATIVES; FALSE POSITIVE; NON-PARAMETRIC; NON-STATIONARY ENVIRONMENT; ON-LINE INSPECTION; REAL APPLICATIONS; STATIONARITY;

NEURAL NETWORKS; SOFTWARE TESTING; TESTING;

BEHAVIORAL RESEARCH;

EID: 80054731733     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2011.6033600     Document Type: Conference Paper

References (20)

1. T.L. Lai, "Sequential analysis: some classical problems and new challenges," in Statistica Sinica, vol. 11, n. 2, pp. 303-350, 2001.
2. A.M. Mood, F.A.Graybill, and D.C. Boes, Introduction to the theory of statistics 3rd ed, New York: McGraw-Hill, 1974.
3. H.B. Mann and D.R. Whitney, "On a test of whether one of two random variables is stochastically larger than the other," in The Annals of Mathematical Statistics, vol. 18, n. 1, pp. 50-60, 1947.
4. F.J. Massey "The Kolmogorov-Smirnov test for goodness of fit", in Journal of the American Statistical Association, vol. 46, n. 253, pp. 68-78, 1951, JSTOR
5. S. Muthukrishnan, E. van den Berg, and Y. Wu, "Sequential Change Detection on Data Streams," in Proc. of IEEE Data Mining Workshops,pp.551-550, 28-31 2007
6. A. Wald, "Sequential Tests of Statistical Hypotheses," in Annals of Mathematical Statistics, vol. 16, n. 2, pp. 117-186, 1945.
7. A.Wald and J. Wolfowitz, "Optimum character of the sequential probability ratio test," in The Annals of Mathematical Statistic. Vol 19, pp 326-339.
8. P. Armitage, Sequential Medical Trials, 2nd ed. Oxford, U.K.: Blackwell, 1975.
9. H. R. Lerche, "An optimal property of the repeated significance test," in Proc. Nat. Acad. Sci. USA, no. 83, pp. 1546-1548, 1986.
10. W. Shewhart, Economic control of quality of manufactured product New York: D. Van Nostrand Company. 1931
11. S.W, Roberts, "Control chart tests based on geometric moving averages," in Technometrics, vol. 42, n. 1, pp. 97-101, 1959.
12. Page, E. S. "Continuous inspection schemes," in Biometrika vol. 41, pp. 100-114, 1954
13. M. Basseville and I. V. Nikiforov Detection of Abrupt Changes: Theory and Application.Prentice-Hall,Englewood Cliffs,N.J, 1993.
14. C. A. McGilchrist and K. D. Woodyer, "Note on a Distribution-Free CUSUM Technique," in Technometrics, vol. 17, no. 3,pp. 321-325, 1975
15. A. G. Tartakovsky, B. L. Rozovskii, R. B. Blazek, and H. Kim, "Detection of intrusions in information systems by sequential changepoint methods," in Statistical Methodology, vol. 3, no. 3, 2006, pp. 252-293.
16. C. Alippi and M. Roveri, "Just-in-Time Adaptive Classifiers-Part I: Detecting Nonstationary Changes," in Neural Networks, IEEE Transactions on, vol. 19, no. 7, pp. 1145-1153, 2008.
17. C. Alippi, G. Boracchi, and M. Roveri, "Change Detection Tests Using the ICI rule", in Proc. of IJCNN, pp. 1-7, 2010.
18. C. Alippi, G. Boracchi, and M. Roveri, "Just in time classifiers: Managing the slow drift case," in Proc of IJCNN, 2009, pp.114-120.
19. C. Alippi, G. Boracchi, and M. Roveri, "Adaptive Classifiers with ICI-based Adaptive Knowledge Base Management," in Proc of ICANN 2010,Lecture Notes on Computer Science. Springer Berlin / Heidelberg, vol 6353, pp. 458-467.
20. J.A. Johnson and D.W. Wichern Applied multivariate statistical analysis 4th ed. Prentice Hall, 1998