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rebmix (version 2.7.0)

Rough - Enhanced - Bayesian Finite Mixture Modeling

Description

R functions for random univariate and multivariate finite mixture generation, number of components, component weights and component parameters estimation, printing and plotting of finite mixtures, bootstrapping and class membership prediction. Variables can be either continuous or discrete, may follow normal, lognormal, Weibull, gamma, binomial, Poisson or Dirac parametric families and should be independent within components.

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Version

Install

install.packages('rebmix')

Monthly Downloads

413

Version

2.7.0

License

GPL (>= 2)

Maintainer

Marko Nagode

Last Published

February 10th, 2015

Functions in rebmix (2.7.0)

adult

Adult Dataset
AIC

Akaike Information Criterion
HQC

Hannan-Quinn Information Criterion
RCLSMIX

Predicts Class Membership Based Upon a Model Trained by REBMIX
PRD

Total of Positive Relative Deviations
PC

Partition Coefficient
AWE

Approximate Weight of Evidence Criterion
print.REBMIX

Prints Univariate or Multivariate REBMIX Output
kseq

Sequence of Bins or Nearest Neighbours Generation
summary.REBMIX

Prints Univariate or Multivariate REBMIX Summary
MDL

Minimum Description Length
SSE

Sum of Squares Error
print.boot.REBMIX

Prints Univariate or Multivariate boot.REBMIX Output
wine

Wine Recognition Data
BIC

Bayesian Information Criterion
truck

Truck Dataset
dfmix

Predictive Density Calculation
galaxy

Galaxy Dataset
coef.REBMIX

Prints Univariate or Multivariate REBMIX Coefficients
CLC

Classification Likelihood Criterion
weibullnormal

Weibull-normal Simulated Dataset
ICL

Integrated Classification Likelihood Criterion
REBMIX

REBMIX Algorithm for Univariate or Multivariate Finite Mixture Estimation
summary.boot.REBMIX

Prints Univariate or Multivariate boot.REBMIX Summary
ICLBIC

Approximate Integrated Classification Likelihood Criterion
logL

Log Likelihood
boot.REBMIX

Parametric or Nonparametric Bootstrap for Standard Error and Coefficient of Variation Estimation
demix

Empirical Density Calculation
pfmix

Predictive Distribution Function Calculation
plot.REBMIX

Plots Univariate or Multivariate REBMIX Output
pemix

Empirical Distribution Function Calculation
RNGMIX

Random Univariate or Multivariate Finite Mixture Generation
print.RNGMIX

Prints Univariate or Multivariate RNGMIX Output
weibull

Weibull Dataset 8.1