Algorithms for model-based gaussian hierarchical clustering

SIAM Journal on Scientific Computing

Volumn 20, Issue 1, 1998, Pages 270-281

  Fraley, Chris ^a  

^a UNIVERSITY OF WASHINGTON   (United States)

Author keywords

Hierarchical agglomeration; Mixture models; Model based cluster analysis

Indexed keywords

AGGLOMERATIVE HIERARCHICAL CLUSTERING METHODS; GAUSSIAN PROBABILITY MODELS;

ALGORITHMS; MATHEMATICAL MODELS; MAXIMUM LIKELIHOOD ESTIMATION;

PROBABILITY;

EID: 0032131702     PISSN: 10648275     EISSN: None     Source Type: Journal    
DOI: 10.1137/S1064827596311451     Document Type: Article

References (11)

1. J. D. BANFIELD AND A. E. RAFTERY, Model-based Gaussian and non-Gaussian clustering, Biometrics, 49 (1993), pp. 803-821.
2. G. CELEUX AND G. GOVAERT, Comparison of the mixture and the classification maximum likelihood in cluster analysis, J. Statist. Comput. Simulation, 47 (1993), pp. 127-146.
3. G. CELEUX AND G. GOVAERT, Gaussian parsimonius clustering models, Pattern Recognition, 28 (1995), pp: 781-793.
4. A. DASGUPTA AND A. E. RAFTERY, Detecting features in spatial point processes with clutter via model-based clustering, J. Amer. Statist. Assoc., 93 (1998), pp. 294-302.
5. H. P. FRIEDMAN AND J. RUBIN, On some invariant criteria for grouping data, J. Amer. Statist. Assoc., 62 (1967), pp. 1159-1178.
6. G. H. GOLUB AND C. F. VAN LOAN, Matrix Computations, 3rd ed., The Johns Hopkins University Press, 1996.
7. L. KAUFMAN AND P. J. ROUSSEEUW, Finding Groups in Data, Wiley, 1990.
8. F. MURTAGH AND A. E. RAFTERY, Fitting straight lines to point patterns, Pattern Recognition, 17 (1984), pp. 479-483.
9. A. E. RAFTERY, Transitions from ONR Contract N00014-91-J-1074 'Time Series and Image Analysis', Manuscript, Department of Statistics, University of Washington, December 1993.
10. A. J. SCOTT AND M. J. SYMONS, Clustering methods based on likelihood ratio criteria, Biometrics, 27 (1971), pp. 387-397.
11. J. H. WARD, Hierarchical groupings to optimize an objective function, J. Amer. Statist. Assoc., 58 (1963), pp. 234-244.