Learn R Programming

⚠️There's a newer version (2.16.0) of this package.Take me there.

rebmix (version 2.7.2)

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.

Copy Link

Version

Install

install.packages('rebmix')

Monthly Downloads

641

Version

2.7.2

License

GPL (>= 2)

Maintainer

Marko Nagode

Last Published

August 13th, 2015

Functions in rebmix (2.7.2)

BIC

Bayesian Information Criterion
REBMIX

REBMIX Algorithm for Univariate or Multivariate Finite Mixture Estimation
CLC

Classification Likelihood Criterion
PRD

Total of Positive Relative Deviations
weibull

Weibull Dataset 8.1
summary.REBMIX

Prints Univariate or Multivariate REBMIX Summary
pemix

Empirical Distribution Function Calculation
dfmix

Predictive Density Calculation
ICLBIC

Approximate Integrated Classification Likelihood Criterion
plot.REBMIX

Plots Univariate or Multivariate REBMIX Output
print.RNGMIX

Prints Univariate or Multivariate RNGMIX Output
galaxy

Galaxy Dataset
pfmix

Predictive Distribution Function Calculation
RCLSMIX

Predicts Class Membership Based Upon a Model Trained by REBMIX
summary.boot.REBMIX

Prints Univariate or Multivariate boot.REBMIX Summary
AWE

Approximate Weight of Evidence Criterion
wine

Wine Recognition Data
AIC

Akaike Information Criterion
RNGMIX

Random Univariate or Multivariate Finite Mixture Generation
MDL

Minimum Description Length
PC

Partition Coefficient
print.boot.REBMIX

Prints Univariate or Multivariate boot.REBMIX Output
demix

Empirical Density Calculation
SSE

Sum of Squares Error
print.REBMIX

Prints Univariate or Multivariate REBMIX Output
kseq

Sequence of Bins or Nearest Neighbours Generation
truck

Truck Dataset
coef.REBMIX

Prints Univariate or Multivariate REBMIX Coefficients
logL

Log Likelihood
ICL

Integrated Classification Likelihood Criterion
weibullnormal

Weibull-normal Simulated Dataset
HQC

Hannan-Quinn Information Criterion
adult

Adult Dataset
boot.REBMIX

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