Partial Least Squares Regression for Generalized Linear Models
Summary method for plsRglm models
Summary method for plsR models
Non-parametric tilted bootstrap for PLS regression models
Non-parametric tilted bootstrap for PLS generalized linear regression ...
Summary method for plsRglm models
Summary method for plsR models
Akaike and Bayesian Information Criteria and Generalized minimum descr...
AIC function for plsR models
Non-parametric Bootstrap for PLS models
Non-parametric Bootstrap for PLS generalized linear models
Boxplot bootstrap distributions
coef method for plsR models
coef method for plsR models
Raw coefficients for bootstrap computations of PLSR models
Coefficients for bootstrap computations of PLSR models
Raw coefficients for bootstrap computations of PLSGLR models
Coefficients for bootstrap computations of PLSGLR models
Coefficients for bootstrap computations of PLSGLR models
Coefficients for bootstrap computations of PLSR models
Bootstrap confidence intervals
Partial least squares regression models with k-fold cross-validation
Partial least squares regression glm models with k-fold cross validati...
Table method for summary of cross validated PLSR and PLSGLR models
Dichotomization
Information criteria
Computes Predicted Chisquare for k-fold cross-validated partial least ...
Computes individual Predicted Chisquare for k-fold cross validated par...
Extracts coefficients from k-fold cross validated partial least square...
Extracts and computes information criteria and fits statistics for k-f...
Extracts and computes information criteria and fits statistics for k-f...
Number of missclassified individuals for k-fold cross validated partia...
Number of missclassified individuals per group for k-fold cross valida...
Computes PRESS for k-fold cross validated partial least squares regres...
Computes individual PRESS for k-fold cross validated partial least squ...
loglikelihood function for plsR models
Raw coefficients for permutation bootstrap computations of PLSR models
Coefficients for permutation bootstrap computations of PLSR models
Raw coefficients for permutation bootstrap computations of PLSGLR mode...
Coefficients for permutation bootstrap computations of PLSGLR models
Coefficients for permutation bootstrap computations of PLSGLR models
Coefficients computation for permutation bootstrap
Plot method for table of summary of cross validated plsRglm models
Plot method for table of summary of cross validated plsR models
Plot bootstrap confidence intervals
Light version of PLS_glm for cross validation purposes
Light version of PLS_lm for cross validation purposes
Computation of the Degrees of Freedom
Partial least squares Regression models with leave one out cross valid...
plsRglm-package
Partial least squares Regression generalized linear models
Print method for plsRglm models
Print method for plsR models
Print method for plsRglm models
Print method for plsR models
Print method for plsRglm models
Print method for plsR models
Print method for plsRglm models
Print method for plsR models
Print method for summaries of plsRglm models
Print method for summaries of plsR models
Graphical assessment of the stability of selected variables
Data generating detailed process for multivariate plsR models
Data generating function for univariate plsR models
Data generating function for univariate binomial plsR models
Data generating function for multivariate plsR models
Provides (weighted) Partial least squares Regression for generalized linear models and repeated k-fold cross-validation of such models using various criteria <arXiv:1810.01005>. It allows for missing data in the explanatory variables. Bootstrap confidence intervals constructions are also available.
Useful links