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mixComp
Estimation of Order of Mixture Distributions
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Install from CRAN:
install.packages("mixComp")
Install from Github:
library("remotes")
install_github("cran/mixComp") Install by package version:
library("remotes")
install_version("mixComp", "0.1-2") Attach the package and use:
library("mixComp")
Maintained by
Yulia Kulagina
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First Published: 2020-11-18
Latest Update: 2023-01-23
Description:
Methods for estimating the order of a mixture model. The approaches considered arebased on the following papers extensive list of references is available in the vignette1. Dacunha-Castelle Didier and Elisabeth Gassiat. The estimation of the order of a mixture model. Bernoulli 3 no. 3 1997 279-299. httpsprojecteuclid.orgdownloadpdf1euclid.bj1177334456.2. Woo Mi-Ja and T. N. Sriram. Robust estimation of mixture complexity. Journal of the American Statistical Association 101 no. 476 2006 1475-1486. doi10.1198016214506000000555.3. 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. doi10.1016j.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. doi10.1016j.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. doi10.1023A1003839420071.6. 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. doi10.23072291601.A number of datasets are included.1. accidents from 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. doi10.1023A1003839420071.2. acidity from Sybil L. Crawford Morris H. DeGroot Joseph B. Kadane Mitchell J. Small 1992 Modeling Lake-Chemistry Distributions Approximate Bayesian Methods for Estimating a Finite-Mixture Model Technometrics 344 441-453. doi10.108000401706.1992.10484955.3. children from Thisted R. A. 1988. Elements of statistical computing Numerical computation Vol. 1. CRC Press.4. faithful from R package datasets Azzalini A. and Bowman A. W. 1990. A look at some data on the Old Faithful geyser. Applied Statistics 39 357--365. httpswww.jstor.orgstable2347385.5. shakespeare from Efron Bradley and Ronald Thisted. Estimating the number of unseen species How many words did Shakespeare know. Biometrika 63.3 1976 435-447. doi10.1093biomet63.3.435.
How to cite:
Yulia Kulagina (2020). mixComp: Estimation of Order of Mixture Distributions. R package version 0.1-2, https://cran.r-project.org/web/packages/mixComp
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