Methods for estimating the order of a mixture model. The approaches considered are based on the following papers (the extended list of references is available in the vignette): 1. Dacunha-Castelle, Didier, and Elisabeth Gassiat. The estimation of the order of a mixture model. Bernoulli 3, no. 3 (1997): 279-299. <https://projecteuclid.org/download/pdf_1/euclid.bj/1177334456>. 2. Woo, Mi-Ja, and T. N. Sriram. Robust estimation of mixture complexity. Journal of the American Statistical Association 101, no. 476 (2006): 1475-1486. <doi:10.1198/016214506000000555>. 3. Woo, Mi-Ja, and T. N. Sriram. Robust estimation of mixture complexity for count data. Computational statistics & data analysis 51, no. 9 (2007): 4379-4392. <doi:10.1016/j.csda.2006.06.006>. 4. Umashanger, T., and T. N. Sriram. L2E estimation of mixture complexity for count data. Computational statistics & data analysis 53, no. 12 (2009): 4243-4254. <doi:10.1016/j.csda.2009.05.013>. 5. Karlis, Dimitris, and Evdokia Xekalaki. On testing for the number of components in a mixed Poisson model. Annals of the Institute of Statistical Mathematics 51, no. 1 (1999): 149-162. <doi:10.1023/A:1003839420071>. 6. Cutler, Adele, and Olga I. Cordero-Brana. Minimum Hellinger Distance Estimation for Finite Mixture Models. Journal of the American Statistical Association 91, no. 436 (1996): 1716-1723. <doi:10.2307/2291601>.
Version: | 0.1-1 |
Imports: | cluster, boot, expm, matrixcalc, Rsolnp, kdensity |
Suggests: | knitr, rmarkdown |
Published: | 2020-11-18 |
Author: | Anja Weigel [aut],
Yulia Kulagina [aut, cre],
Fadoua Balabdaoui [aut, ths],
Lilian Mueller [ctb],
Martin Maechler |
Maintainer: | Yulia Kulagina <yulia.kulagina at stat.math.ethz.ch> |
License: | GPL-3 |
NeedsCompilation: | no |
CRAN checks: | mixComp results |
Reference manual: | mixComp.pdf |
Vignettes: |
mixComp Vignette |
Package source: | mixComp_0.1-1.tar.gz |
Windows binaries: | r-devel: mixComp_0.1-1.zip, r-release: mixComp_0.1-1.zip, r-oldrel: mixComp_0.1-1.zip |
macOS binaries: | r-release: mixComp_0.1-1.tgz, r-oldrel: mixComp_0.1-1.tgz |
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