plsRbeta0.3.0 package

Partial Least Squares Regression for Beta Regression Models

bootplsbeta

Non-parametric Bootstrap for PLS beta regression models

coefs.plsRbeta.raw

Raw coefficients function for bootstrap techniques

coefs.plsRbeta

Coefficients function for bootstrap techniques

coefs.plsRbetanp

Coefficients for bootstrap computations of PLSBeta models

kfolds2Chisq

Computes Predicted Chisquare for kfold cross validated partial least s...

kfolds2Chisqind

Computes individual Predicted Chisquare for kfold cross validated part...

kfolds2CVinfos_beta

Extracts and computes information criteria and fits statistics for kfo...

modpls.boot3

Bootstrap distribution of a 3 components model

permcoefs.plsRbeta.raw

Raw coefficients function for permutation bootstrap techniques

permcoefs.plsRbeta

Coefficients function for permutation bootstrap techniques

permcoefs.plsRbetanp

Coefficients for permutation bootstrap computations of PLSBeta models

PLS_beta

Partial least squares beta regression models

PLS_beta_formula

Partial least squares beta regression models

PLS_beta_kfoldcv

Partial least squares regression beta models with kfold cross validati...

PLS_beta_kfoldcv_formula

Partial least squares regression beta models with kfold cross validati...

PLS_beta_wvc

Light version of PLS_beta for cross validation purposes

plsRbeta-package

plsRbeta-package

plsRbeta

Partial least squares Regression beta regression models

print.plsRbetamodel

Print method for plsRbeta models

print.summary.plsRbetamodel

Print method for summaries of plsRbeta models

simul_data_UniYX_beta

Data generating function for univariate beta plsR models

summary.plsRbetamodel

Summary method for plsRbeta models

tilt.bootplsbeta

Non-parametric tilted bootstrap for PLS beta regression models

Provides Partial least squares Regression for (weighted) beta regression models (Bertrand 2013, <http://journal-sfds.fr/article/view/215>) and k-fold cross-validation of such models using various criteria. It allows for missing data in the explanatory variables. Bootstrap confidence intervals constructions are also available.

  • Maintainer: Frederic Bertrand
  • License: GPL-3
  • Last published: 2023-03-15