rebmix: Finite Mixture Modeling, Clustering & Classification

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.

AuthorMarko Nagode [aut, cre]
Date of publication2017-03-19 06:33:31
MaintainerMarko Nagode <marko.nagode@fs.uni-lj.si>
LicenseGPL (>= 2)
Version2.9.1

View on R-Forge

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

Functions

adult Man page
AIC Man page
AIC3 Man page
AIC3,ANY-method Man page
AIC3-methods Man page
AIC3,REBMIX-method Man page
AIC3,REBMVNORM-method Man page
AIC4 Man page
AIC4,ANY-method Man page
AIC4-methods Man page
AIC4,REBMIX-method Man page
AIC4,REBMVNORM-method Man page
AIC,ANY-method Man page
AICc Man page
AICc,ANY-method Man page
AICc-methods Man page
AICc,REBMIX-method Man page
AICc,REBMVNORM-method Man page
AIC-methods Man page
AIC,REBMIX-method Man page
AIC,REBMVNORM-method Man page
AWE Man page
AWE,ANY-method Man page
AWE-methods Man page
AWE,REBMIX-method Man page
AWE,REBMVNORM-method Man page
BFSMIX Man page
BFSMIX,ANY-method Man page
BFSMIX-methods Man page
BFSMIX,RCLSMIX-method Man page
BFSMIX,RCLSMVNORM-method Man page
BIC Man page
BIC,ANY-method Man page
BIC-methods Man page
BIC,REBMIX-method Man page
BIC,REBMVNORM-method Man page
boot Man page
boot-methods Man page
boot,REBMIX-method Man page
boot,REBMVNORM-method Man page
CAIC Man page
CAIC,ANY-method Man page
CAIC-methods Man page
CAIC,REBMIX-method Man page
CAIC,REBMVNORM-method Man page
chunk Man page
chunk-methods Man page
chunk,RCLS.chunk-method Man page
CLC Man page
CLC,ANY-method Man page
CLC-methods Man page
CLC,REBMIX-method Man page
CLC,REBMVNORM-method Man page
coef Man page
coef-methods Man page
coef,REBMIX-method Man page
coef,REBMVNORM-method Man page
demix Man page
demix-methods Man page
demix,REBMIX-method Man page
demix,REBMVNORM-method Man page
dfmix Man page
dfmix-methods Man page
dfmix,REBMIX-method Man page
dfmix,REBMVNORM-method Man page
galaxy Man page
HQC Man page
HQC,ANY-method Man page
HQC-methods Man page
HQC,REBMIX-method Man page
HQC,REBMVNORM-method Man page
ICL Man page
ICL,ANY-method Man page
ICLBIC Man page
ICLBIC,ANY-method Man page
ICLBIC-methods Man page
ICLBIC,REBMIX-method Man page
ICLBIC,REBMVNORM-method Man page
ICL-methods Man page
ICL,REBMIX-method Man page
ICL,REBMVNORM-method Man page
iris Man page
kseq Man page
logL Man page
logL,ANY-method Man page
logL-methods Man page
logL,REBMIX-method Man page
logL,REBMVNORM-method Man page
MDL2 Man page
MDL2,ANY-method Man page
MDL2-methods Man page
MDL2,REBMIX-method Man page
MDL2,REBMVNORM-method Man page
MDL5 Man page
MDL5,ANY-method Man page
MDL5-methods Man page
MDL5,REBMIX-method Man page
MDL5,REBMVNORM-method Man page
PC Man page
PC,ANY-method Man page
PC-methods Man page
PC,REBMIX-method Man page
PC,REBMVNORM-method Man page
pemix Man page
pemix-methods Man page
pemix,REBMIX-method Man page
pemix,REBMVNORM-method Man page
pfmix Man page
pfmix-methods Man page
pfmix,REBMIX-method Man page
pfmix,REBMVNORM-method Man page
plot-methods Man page
plot,RCLRMIX,missing-method Man page
plot,RCLRMVNORM,missing-method Man page
plot,RCLSMIX,missing-method Man page
plot,RCLSMVNORM,missing-method Man page
plot,REBMIX,missing-method Man page
plot,REBMVNORM,missing-method Man page
plot,RNGMIX,missing-method Man page
plot,RNGMVNORM,missing-method Man page
PRD Man page
PRD,ANY-method Man page
PRD-methods Man page
PRD,REBMIX-method Man page
PRD,REBMVNORM-method Man page
RCLRMIX Man page
RCLRMIX,ANY-method Man page
RCLRMIX-class Man page
RCLRMIX-methods Man page
RCLRMIX,RCLRMIX-method Man page
RCLRMIX,RCLRMVNORM-method Man page
RCLRMVNORM-class Man page
RCLS.chunk-class Man page
RCLSMIX Man page
RCLSMIX,ANY-method Man page
RCLSMIX-class Man page
RCLSMIX-methods Man page
RCLSMIX,RCLSMIX-method Man page
RCLSMIX,RCLSMVNORM-method Man page
RCLSMVNORM-class Man page
REBMIX Man page
REBMIX,ANY-method Man page
REBMIX.boot-class Man page
REBMIX-class Man page
REBMIX-methods Man page
REBMIX,REBMIX-method Man page
REBMIX,REBMVNORM-method Man page
REBMVNORM.boot-class Man page
REBMVNORM-class Man page
RNGMIX Man page
RNGMIX,ANY-method Man page
RNGMIX-class Man page
RNGMIX-methods Man page
RNGMIX,RNGMIX-method Man page
RNGMIX,RNGMVNORM-method Man page
RNGMVNORM-class Man page
show,RCLRMIX-method Man page
show,RCLRMVNORM-method Man page
show,RCLSMIX-method Man page
show,RCLSMVNORM-method Man page
show,REBMIX.boot-method Man page
show,REBMIX-method Man page
show,REBMVNORM.boot-method Man page
show,REBMVNORM-method Man page
show,RNGMIX-method Man page
show,RNGMVNORM-method Man page
split Man page
split,list-method Man page
split-methods Man page
split,numeric-method Man page
SSE Man page
SSE,ANY-method Man page
SSE-methods Man page
SSE,REBMIX-method Man page
SSE,REBMVNORM-method Man page
summary,RCLRMIX-method Man page
summary,RCLRMVNORM-method Man page
summary,RCLSMIX-method Man page
summary,RCLSMVNORM-method Man page
summary,REBMIX.boot-method Man page
summary,REBMIX-method Man page
summary,REBMVNORM.boot-method Man page
summary,REBMVNORM-method Man page
truck Man page
weibull Man page
weibullnormal Man page
wine Man page
Zp Man page
Zp-methods Man page
Zp,RCLRMIX-method Man page
Zp,RCLRMVNORM-method Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.