bigKRLS: Optimized Kernel Regularized Least Squares

Functions for Kernel-Regularized Least Squares optimized for speed and memory usage are provided along with visualization tools. For working papers, sample code, and recent presentations visit <>. bigKRLS, as well its dependencies, require current versions of R and its compilers (and RStudio if used). For details, see <>.

Depends: R (≥ 3.3.0), bigmemory
Imports: bigalgebra, biganalytics, ggplot2, parallel, Rcpp (≥ 0.12.4), shiny
LinkingTo: bigmemory, BH, Rcpp, RcppArmadillo
Suggests: covr, knitr, rmarkdown, testthat
Published: 2019-08-02
Author: Pete Mohanty ORCID iD [aut, cre], Robert Shaffer ORCID iD [aut]
Maintainer: Pete Mohanty <pete.mohanty at>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
CRAN checks: bigKRLS results


Reference manual: bigKRLS.pdf
Vignettes: bigKRLS_basics
Package source: bigKRLS_3.0.5.1.tar.gz
Windows binaries: r-devel:, r-devel-gcc8:, r-release:, r-oldrel:
OS X binaries: r-release: bigKRLS_3.0.5.1.tgz, r-oldrel: bigKRLS_3.0.5.1.tgz
Old sources: bigKRLS archive


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