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Volumn 46, Issue 6, 2012, Pages

HDclassif: An R package for model-based clustering and discriminant analysis of high-dimensional data

Author keywords

Class specific subspaces; Clustering; Discriminant analysis; Gaussian mixture models; High dimensional data; Model based classification; Parsimonious models; R package

Indexed keywords


EID: 84857383225     PISSN: None     EISSN: 15487660     Source Type: Journal    
DOI: 10.18637/jss.v046.i06     Document Type: Article
Times cited : (74)

References (27)
  • 2
    • 77952666333 scopus 로고    scopus 로고
    • Mixtures of Factor Analyzers with Common Factor Loadings: Applications to the Clustering and Visualisation of High-Dimensional Data
    • Baek J, McLachlan G, Flack L (2009). "Mixtures of Factor Analyzers with Common Factor Loadings: Applications to the Clustering and Visualisation of High-Dimensional Data." IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(7), 1298-1309.
    • (2009) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.32 , Issue.7 , pp. 1298-1309
    • Baek, J.1    McLachlan, G.2    Flack, L.3
  • 4
    • 0037469122 scopus 로고    scopus 로고
    • Choosing Starting Values for the EM Algorithm for Getting the Highest Likelihood in Multivariate Gaussian Mixture Models
    • Biernacki C, Celeux G, Govaert G (2003). "Choosing Starting Values for the EM Algorithm for Getting the Highest Likelihood in Multivariate Gaussian Mixture Models." Computational Statistics & Data Analysis, 41, 561-575.
    • (2003) Computational Statistics & Data Analysis , vol.41 , pp. 561-575
    • Biernacki, C.1    Celeux, G.2    Govaert, G.3
  • 5
  • 6
    • 81955163061 scopus 로고    scopus 로고
    • Simultaneous Model-Based Clustering and Visualization in the Fisher Discriminative Subspace
    • Bouveyron C, Brunet C (2012). "Simultaneous Model-Based Clustering and Visualization in the Fisher Discriminative Subspace." Statistics and Computing, 22(1), 301-324.
    • (2012) Statistics and Computing , vol.22 , Issue.1 , pp. 301-324
    • Bouveyron, C.1    Brunet, C.2
  • 7
    • 80053500222 scopus 로고    scopus 로고
    • Intrinsic Dimension Estimation by Maximum Likelihood in Probabilistic PCA
    • Bouveyron C, Celeux G, Girard S (2011). "Intrinsic Dimension Estimation by Maximum Likelihood in Probabilistic PCA." Pattern Recognition Letters, 32(14), 1706-1713.
    • (2011) Pattern Recognition Letters , vol.32 , Issue.14 , pp. 1706-1713
    • Bouveyron, C.1    Celeux, G.2    Girard, S.3
  • 10
    • 84937549955 scopus 로고
    • The Scree Test for the Number of Factors
    • Cattell R (1966). "The Scree Test for the Number of Factors." Multivariate Behavioral Research, 1(2), 245-276.
    • (1966) Multivariate Behavioral Research , vol.1 , Issue.2 , pp. 245-276
    • Cattell, R.1
  • 11
    • 0002241694 scopus 로고
    • The SEM Algorithm: A Probabilistic Teacher Algorithm from the EM Algorithm for the Mixture Problem
    • Celeux G, Diebolt J (1985). "The SEM Algorithm: A Probabilistic Teacher Algorithm from the EM Algorithm for the Mixture Problem." Computational Statistics Quaterly, 2(1), 73-92.
    • (1985) Computational Statistics Quaterly , vol.2 , Issue.1 , pp. 73-92
    • Celeux, G.1    Diebolt, J.2
  • 12
    • 0001626339 scopus 로고
    • A Classification EM algorithm for Clustering and Two Stochastic Versions
    • Celeux G, Govaert G (1992). "A Classification EM algorithm for Clustering and Two Stochastic Versions." Computational Statistics & Data Analysis, 14, 315-332.
    • (1992) Computational Statistics & Data Analysis , vol.14 , pp. 315-332
    • Celeux, G.1    Govaert, G.2
  • 14
    • 22844453564 scopus 로고    scopus 로고
    • Mclust: Software for Model-Based Cluster Analysis
    • Fraley C, Raftery A (1999). "mclust: Software for Model-Based Cluster Analysis." Journal of Classification, 16, 297-306.
    • (1999) Journal of Classification , vol.16 , pp. 297-306
    • Fraley, C.1    Raftery, A.2
  • 15
    • 77955091542 scopus 로고    scopus 로고
    • Methods for Merging Gaussian Mixture Components
    • Hennig C (2010). "Methods for Merging Gaussian Mixture Components." Advances in Data Analysis and Classification, 4(1), 3-34.
    • (2010) Advances in Data Analysis and Classification , vol.4 , Issue.1 , pp. 3-34
    • Hennig, C.1
  • 20
    • 45449088666 scopus 로고    scopus 로고
    • Parsimonious Gaussian Mixture Models
    • McNicholas P, Murphy B (2008b). "Parsimonious Gaussian Mixture Models." Statistics and Computing, 18(3), 285-296.
    • (2008) Statistics and Computing , vol.18 , Issue.3 , pp. 285-296
    • McNicholas, P.1    Murphy, B.2
  • 21
    • 0037902234 scopus 로고    scopus 로고
    • On Feature Selection, Curse of Dimensionality and Error Probability in Discriminant Analysis
    • Pavlenko T (2003). "On Feature Selection, Curse of Dimensionality and Error Probability in Discriminant Analysis." Journal of Statistical Planning and Inference, 115, 565-584.
    • (2003) Journal of Statistical Planning and Inference , vol.115 , pp. 565-584
    • Pavlenko, T.1
  • 22
    • 0038779053 scopus 로고    scopus 로고
    • Effect of Dimensionality on Discrimination
    • Pavlenko T, Rosen DV (2001). "Effect of Dimensionality on Discrimination." Statistics, 35(3), 191-213.
    • (2001) Statistics , vol.35 , Issue.3 , pp. 191-213
    • Pavlenko, T.1    Rosen, D.V.2
  • 24
    • 79961135005 scopus 로고    scopus 로고
    • R Development Core Team, R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL
    • R Development Core Team (2011). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL http://www.R-project.org/.
    • (2011) R: A Language and Environment for Statistical Computing
  • 25
    • 0000120766 scopus 로고
    • Estimating the Dimension of a Model
    • Schwarz G (1978). "Estimating the Dimension of a Model." The Annals of Statistics, 6, 461-464.
    • (1978) The Annals of Statistics , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 27
    • 0033556788 scopus 로고    scopus 로고
    • Mixtures of Probabilistic Principal Component Analysers
    • Tipping M, Bishop C (1999). "Mixtures of Probabilistic Principal Component Analysers." Neural Computation, 11(2), 443-482.
    • (1999) Neural Computation , vol.11 , Issue.2 , pp. 443-482
    • Tipping, M.1    Bishop, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.