메뉴 건너뛰기




Volumn 25, Issue 2, 2004, Pages 211-216

Determine the number of components in a mixture model by the extended KS test

Author keywords

EM procedure; KS test; Mixture models; Parallel computation

Indexed keywords

COMPONENTS; COMPUTER SIMULATION;

EID: 0348108136     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2003.10.002     Document Type: Article
Times cited : (12)

References (16)
  • 1
    • 0002582140 scopus 로고
    • Estimation and hypothesis testing in finite mixture models
    • Aitkin M. Rubin D.B. Estimation and hypothesis testing in finite mixture models J. Roy. Statist. Soc. Ser. B 47 1 1985 67-75
    • (1985) J. Roy. Statist. Soc. Ser. B , vol.47 , Issue.1 , pp. 67-75
    • Aitkin, M.1    Rubin, D.B.2
  • 2
    • 0033105385 scopus 로고    scopus 로고
    • An improvement of the NEC criterion for assessing the number of clusters in a mixture model
    • Biernack C. Celeux G. Govaert G. An improvement of the NEC criterion for assessing the number of clusters in a mixture model Pattern Recognition Lett. 20 1996 272-276
    • (1996) Pattern Recognition Lett. , vol.20 , pp. 272-276
    • Biernack, C.1    Celeux, G.2    Govaert, G.3
  • 3
    • 0034228914 scopus 로고    scopus 로고
    • Assessing a mixture model for clustering with the integrated completed likelihood
    • Biernack C. Celeux G. Govaert G. Assessing a mixture model for clustering with the integrated completed likelihood IEEE Trans. Pattern Anal. Machine Intell. 7 22 2000 719-725
    • (2000) IEEE Trans. Pattern Anal. Machine Intell. , vol.7 , Issue.22 , pp. 719-725
    • Biernack, C.1    Celeux, G.2    Govaert, G.3
  • 4
    • 0031321245 scopus 로고    scopus 로고
    • Transformed empirical processes and modified Kolmogonov-Smironov tests for multivariable distributions
    • Cabana A. Cabana E.M. Transformed empirical processes and modified Kolmogonov-Smironov tests for multivariable distributions Ann. Statist. 25 6 1997 2388-2409
    • (1997) Ann. Statist. , vol.25 , Issue.6 , pp. 2388-2409
    • Cabana, A.1    Cabana, E.M.2
  • 5
    • 0030351528 scopus 로고    scopus 로고
    • An entropy criterion for assessing the number of clusters in a mixture model
    • Celeux G. An entropy criterion for assessing the number of clusters in a mixture model J. Classification 13 1996 195-212
    • (1996) J. Classification , vol.13 , pp. 195-212
    • Celeux, G.1
  • 6
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm (with discussion)
    • Dempster A.P. Laird N.M. Rubin D.B. Maximum likelihood from incomplete data via the EM algorithm (with discussion) J. Roy. Statist. Soc. Ser. B 39 1977 1-38
    • (1977) J. Roy. Statist. Soc. Ser. B , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 7
    • 0034230359 scopus 로고    scopus 로고
    • Computing the cumulative distribution of the Kolmogorov-Smirnov statistic
    • Drew J.H. Glen A.G. Leemis L.M. Computing the cumulative distribution of the Kolmogorov-Smirnov statistic Comput. Statist. Data Anal. 34 2000 1-15
    • (2000) Comput. Statist. Data Anal. , vol.34 , pp. 1-15
    • Drew, J.H.1    Glen, A.G.2    Leemis, L.M.3
  • 10
    • 0000391986 scopus 로고    scopus 로고
    • Testing for mixtures: A Bayesian entropic approach (with discussion)
    • Mengersen K.L. Robert C.P. Testing for mixtures: a Bayesian entropic approach (with discussion) Bayesian Statist. 5 1996 255-276
    • (1996) Bayesian Statist. , vol.5 , pp. 255-276
    • Mengersen, K.L.1    Robert, C.P.2
  • 11
    • 0001642762 scopus 로고
    • A Note on the Aitkin-Rubin approach to testing in mixture models
    • Quinn B.G. McLachlan G.J. Hjort N.L. A Note on the Aitkin-Rubin approach to testing in mixture models J. Roy. Statist. Soc. Ser. B 49 2 1987 311-314
    • (1987) J. Roy. Statist. Soc. Ser. B , vol.49 , Issue.2 , pp. 311-314
    • Quinn, B.G.1    McLachlan, G.J.2    Hjort, N.L.3
  • 12
    • 0000399152 scopus 로고
    • Minimum description length principle
    • Rissanen J. Minimum description length principle Encyclopedia Statist. Sci. 5 1985 523-527
    • (1985) Encyclopedia Statist. Sci. , vol.5 , pp. 523-527
    • Rissanen, J.1
  • 13
    • 0033561894 scopus 로고    scopus 로고
    • On cross-validation for model selection
    • Rivals I. On cross-validation for model selection Neural Comput. 11 4 1999 863-870
    • (1999) Neural Comput. , vol.11 , Issue.4 , pp. 863-870
    • Rivals, I.1
  • 14
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G. Estimating the dimension of a model Ann. Statist. 6 2 1978 461-464
    • (1978) Ann. Statist. , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 16
    • 2342533082 scopus 로고    scopus 로고
    • On convergence properties of the EM algorithm for Gaussian mixtures
    • Xu L. Jordan M.I. On convergence properties of the EM algorithm for Gaussian mixtures Neural Comput. 8 1996 129-151
    • (1996) Neural Comput. , vol.8 , pp. 129-151
    • Xu, L.1    Jordan, M.I.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.