Fast Partial Least Squares for High-Dimensional Data

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Documentation for package ‘fastPLS’ version 0.3

• DESCRIPTION file
• User guides, package vignettes and other documentation
• Package NEWS
• Package README

Help Pages

cuda_info	Report CUDA Build and Runtime Capability
evaluate	Evaluate prediction performance
fastcor	Fast Pearson Correlation
fastPLS_blas	Report the numerical library selected when fastPLS was compiled
fastsvd	Native Randomized Singular Value Decomposition
has_cuda	Check CUDA Runtime Availability for fastPLS
has_metal	Check Apple Metal Backend Availability for fastPLS
plot.fastPLS	Plot PLS latent scores
plot.permutation	Plot PLS permutation-test R2 and Q2 values
pls	Partial Least Squares with selectable model family and backend
pls.double.cv	Nested cross-validation for PLS
pls.single.cv	Single cross-validation for PLS component optimization
predict.fastPLS	Predict from fitted fastPLS models
ViP	Variable importance in projection (VIP)