rebmix: Finite Mixture Modeling, Clustering & Classification

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R functions for random univariate and multivariate finite mixture model generation, estimation, clustering and classification. Variables can be continuous, discrete, independent or dependent and may follow normal, lognormal, Weibull, gamma, binomial, Poisson or Dirac parametric families.

Author
Marko Nagode [aut, cre]
Date of publication
2016-12-08 20:38:25
Maintainer
Marko Nagode <marko.nagode@fs.uni-lj.si>
License
GPL (>= 2)
Version
2.8.4

View on CRAN

Man pages

adult
Adult Dataset
AIC
Akaike Information Criterion
AWE
Approximate Weight of Evidence Criterion
BFSMIX
Predicts Class Membership Based Upon the Best First Search...
BIC
Bayesian Information Criterion
boot.REBMIX
Parametric or Nonparametric Bootstrap for Standard Error and...
chunk
Extracts Chunk from Train and Test Datasets
CLC
Classification Likelihood Criterion
coef.REBMIX
Prints Univariate or Multivariate REBMIX Coefficients
demix
Empirical Density Calculation
dfmix
Predictive Marginal Density Calculation
galaxy
Galaxy Dataset
HQC
Hannan-Quinn Information Criterion
ICL
Integrated Classification Likelihood Criterion
ICLBIC
Approximate Integrated Classification Likelihood Criterion
iris
Iris Data Set
kseq
Sequence of Bins or Nearest Neighbours Generation
logL
Log Likelihood
MDL
Minimum Description Length
PC
Partition Coefficient
pemix
Empirical Distribution Function Calculation
pfmix
Predictive Marginal Distribution Function Calculation
plot.REBMIX
Plots RNGMIX, REBMIX, RCLRMIX and RCLSMIX Output
PRD
Total of Positive Relative Deviations
RCLRMIX
Predicts Cluster Membership Based Upon a Model Trained by...
RCLRMIX-class
Class '"RCLRMIX"'
RCLS.chunk-class
Class '"RCLS.chunk"'
RCLSMIX
Predicts Class Membership Based Upon a Model Trained by...
RCLSMIX-class
Class '"RCLSMIX"'
REBMIX
REBMIX Algorithm for Univariate or Multivariate Finite...
REBMIX.boot-class
Class '"REBMIX.boot"'
REBMIX-class
Class '"REBMIX"'
rebmix-internal
Internal rebmix Functions
RNGMIX
Random Univariate or Multivariate Finite Mixture Generation
RNGMIX-class
Class '"RNGMIX"'
split
Splits Dataset into Train and Test Datasets
SSE
Sum of Squares Error
truck
Truck Dataset
weibull
Weibull Dataset 8.1
weibullnormal
Weibull-normal Simulated Dataset
wine
Wine Recognition Data
Zp
Predictive Cluster Membership

Files in this package

rebmix
rebmix/inst
rebmix/inst/CITATION
rebmix/inst/NEWS.Rd
rebmix/inst/doc
rebmix/inst/doc/rebmix.Rnw
rebmix/inst/doc/rebmix.R
rebmix/inst/doc/rebmix.pdf
rebmix/src
rebmix/src/rngmvnormf.h
rebmix/src/rngmixf.h
rebmix/src/rngmixf.cpp
rebmix/src/base.h
rebmix/src/Rrebmix.cpp
rebmix/src/Rrebmvnorm.cpp
rebmix/src/rebmix.cpp
rebmix/src/rebmvnormf.h
rebmix/src/rebmvnormf.cpp
rebmix/src/rebmixf.cpp
rebmix/src/rebmixf.h
rebmix/src/rngmvnormf.cpp
rebmix/src/base.cpp
rebmix/NAMESPACE
rebmix/demo
rebmix/demo/rebmix.galaxy.R
rebmix/demo/rebmix.truck.R
rebmix/demo/rebmix.weibullnormal.R
rebmix/demo/00Index
rebmix/demo/rebmix.multivariate.normal.R
rebmix/demo/rebmix.univariate.normal.R
rebmix/demo/rebmix.mixed.continuous.discrete.R
rebmix/data
rebmix/data/weibullnormal.rda
rebmix/data/galaxy.rda
rebmix/data/truck.rda
rebmix/data/iris.rda
rebmix/data/adult.rda
rebmix/data/weibull.rda
rebmix/data/wine.rda
rebmix/R
rebmix/R/AllClasses.R
rebmix/R/IC.R
rebmix/R/AllGenerics.R
rebmix/R/densHistogram.xy.R
rebmix/R/defaults.R
rebmix/R/extractThetaA.R
rebmix/R/RNGMIX.R
rebmix/R/pemix.R
rebmix/R/coef.REBMIX.R
rebmix/R/Zp.R
rebmix/R/densParzenWindow.x.R
rebmix/R/plot.RNGMIX.R
rebmix/R/chunk.RCLS.R
rebmix/R/demix.R
rebmix/R/dist.x.R
rebmix/R/pdirac.R
rebmix/R/densKNearestNeighbour.x.R
rebmix/R/kseq.R
rebmix/R/boot.REBMIX.R
rebmix/R/is.wholenumber.R
rebmix/R/densParzenWindow.xy.R
rebmix/R/plot.REBMIX.R
rebmix/R/pfmvnorm.xy.R
rebmix/R/pfmvnorm.x.R
rebmix/R/dfmix.R
rebmix/R/dfmvnorm.xy.R
rebmix/R/is.number.R
rebmix/R/extractThetaB.R
rebmix/R/ddirac.R
rebmix/R/split.R
rebmix/R/plot.RCLRMIX.R
rebmix/R/dfmix.xy.R
rebmix/R/dfmvnorm.x.R
rebmix/R/densHistogram.x.R
rebmix/R/summary.R
rebmix/R/is.error.R
rebmix/R/RCLSMIX.R
rebmix/R/pfmix.x.R
rebmix/R/pfmix.R
rebmix/R/densKNearestNeighbour.xy.R
rebmix/R/RCLRMIX.R
rebmix/R/dist.xy.R
rebmix/R/legendA.R
rebmix/R/pfmix.xy.R
rebmix/R/REBMIX.R
rebmix/R/dfmix.x.R
rebmix/R/as.number.R
rebmix/R/plot.RCLSMIX.R
rebmix/vignettes
rebmix/vignettes/rebmix.Rnw
rebmix/vignettes/rebmix.bib
rebmix/MD5
rebmix/build
rebmix/build/vignette.rds
rebmix/DESCRIPTION
rebmix/man
rebmix/man/rebmix-internal.Rd
rebmix/man/logL.Rd
rebmix/man/AIC.Rd
rebmix/man/dfmix.Rd
rebmix/man/BFSMIX.Rd
rebmix/man/weibullnormal.Rd
rebmix/man/iris.Rd
rebmix/man/wine.Rd
rebmix/man/RCLRMIX-class.Rd
rebmix/man/MDL.Rd
rebmix/man/SSE.Rd
rebmix/man/Zp.Rd
rebmix/man/PRD.Rd
rebmix/man/truck.Rd
rebmix/man/REBMIX.boot-class.Rd
rebmix/man/ICL.Rd
rebmix/man/RCLRMIX.Rd
rebmix/man/coef.REBMIX.Rd
rebmix/man/kseq.Rd
rebmix/man/galaxy.Rd
rebmix/man/RCLS.chunk-class.Rd
rebmix/man/split.Rd
rebmix/man/RNGMIX.Rd
rebmix/man/RCLSMIX.Rd
rebmix/man/boot.REBMIX.Rd
rebmix/man/RNGMIX-class.Rd
rebmix/man/chunk.Rd
rebmix/man/adult.Rd
rebmix/man/ICLBIC.Rd
rebmix/man/REBMIX.Rd
rebmix/man/demix.Rd
rebmix/man/BIC.Rd
rebmix/man/pemix.Rd
rebmix/man/HQC.Rd
rebmix/man/pfmix.Rd
rebmix/man/REBMIX-class.Rd
rebmix/man/CLC.Rd
rebmix/man/AWE.Rd
rebmix/man/weibull.Rd
rebmix/man/plot.REBMIX.Rd
rebmix/man/RCLSMIX-class.Rd
rebmix/man/PC.Rd