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