Clustering based on Dirichlet mixtures of attribute ensembles

作者: Peter D. Ho

DOI:

关键词:

摘要: We propose a model-based approach to identifying clusters of objects based on subsets attributes, so that the attributes distinguish cluster from rest population, called an attribute ensemble, may depend being considered. The model is P olya urn model, which equivalent Dirichlet process mixture multivariate normal distributions. This allows for incorporation applicationspecic data features into clustering scheme. For example, in analysis genetic CGH array we account spatial correlation abnormalities along genome.

参考文章(16)
Peter Beighton, Greta Beighton, de la Chapelle, A. The Person Behind the Syndrome. pp. 209- 209 ,(1997) , 10.1007/978-1-4471-0925-9_118
Huan Liu, Ehtesham Haque, Lance Parsons, Evaluating Subspace Clustering Algorithms ,(2004)
Michael D. Escobar, Mike West, Computing Nonparametric Hierarchical Models Springer, New York, NY. pp. 1- 22 ,(1998) , 10.1007/978-1-4612-1732-9_1
Charles E. Antoniak, Mixtures of Dirichlet Processes with Applications to Bayesian Nonparametric Problems Annals of Statistics. ,vol. 2, pp. 1152- 1174 ,(1974) , 10.1214/AOS/1176342871
Robert E. Kass, Larry Wasserman, A Reference Bayesian Test for Nested Hypotheses and its Relationship to the Schwarz Criterion Journal of the American Statistical Association. ,vol. 90, pp. 928- 934 ,(1995) , 10.1080/01621459.1995.10476592
T. J. Mitchell, J. J. Beauchamp, Bayesian Variable Selection in Linear Regression Journal of the American Statistical Association. ,vol. 83, pp. 1023- 1032 ,(1988) , 10.1080/01621459.1988.10478694
Akseli Hemminki, Ian Tomlinson, David Markie, Heikki Järvinen, Pertti Sistonen, Anna-Maria Björkqvist, Sakari Knuutila, Reijo Salovaara, Walter Bodmer, Darryl Shibata, Albert de la Chapelle, Lauri A. Aaltonen, Localization of a susceptibility locus for Peutz-Jeghers syndrome to 19p using comparative genomic hybridization and targeted linkage analysis Nature Genetics. ,vol. 15, pp. 87- 90 ,(1997) , 10.1038/NG0197-87
Chris Fraley, Adrian E Raftery, Model-Based Clustering, Discriminant Analysis, and Density Estimation Journal of the American Statistical Association. ,vol. 97, pp. 611- 631 ,(2002) , 10.1198/016214502760047131
Michael A Newton, Discovering Combinations of Genomic Aberrations Associated With Cancer Journal of the American Statistical Association. ,vol. 97, pp. 931- 942 ,(2002) , 10.1198/016214502388618726
Steven N. Maceachern, Estimating normal means with a conjugate style dirichlet process prior Communications in Statistics - Simulation and Computation. ,vol. 23, pp. 727- 741 ,(1994) , 10.1080/03610919408813196