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An effective method for selecting the number of components in density mixtures.

Authors :
Whitaker, S.
Lee, T. C. M.
Source :
Journal of Statistical Computation & Simulation. Oct2007, Vol. 77 Issue 10, p907-914. 8p. 3 Charts, 3 Graphs.
Publication Year :
2007

Abstract

This paper proposes a simple and effective method for selecting the number of components in density mixtures. The proposed method is based on a combination of Stein's unbiased risk estimation and the plug-in principle. Also provided by this paper are numerical results comparing several popular methods for Gaussian mixture estimation. These results demonstrate the superior performance of the proposed method. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00949655
Volume :
77
Issue :
10
Database :
Academic Search Index
Journal :
Journal of Statistical Computation & Simulation
Publication Type :
Academic Journal
Accession number :
26705475
Full Text :
https://doi.org/10.1080/10629360600827263