Package: ExhaustiveSearch 1.0.2

Rudolf Jagdhuber

ExhaustiveSearch: A Fast and Scalable Exhaustive Feature Selection Framework

The goal of this package is to provide an easy to use, fast and scalable exhaustive search framework. Exhaustive feature selections typically require a very large number of models to be fitted and evaluated. Execution speed and memory management are crucial factors here. This package provides solutions for both. Execution speed is optimized by using a multi-threaded C++ backend, and memory issues are solved by by only storing the best results during execution and thus keeping memory usage constant.

Authors:Rudolf Jagdhuber [aut, cre], Jorge Nocedal [cph], Naoaki Okazaki [cph]

ExhaustiveSearch_1.0.2.tar.gz
ExhaustiveSearch_1.0.2.zip(r-4.7)ExhaustiveSearch_1.0.2.zip(r-4.6)ExhaustiveSearch_1.0.2.zip(r-4.5)
ExhaustiveSearch_1.0.2.tgz(r-4.6-x86_64)ExhaustiveSearch_1.0.2.tgz(r-4.6-arm64)ExhaustiveSearch_1.0.2.tgz(r-4.5-x86_64)ExhaustiveSearch_1.0.2.tgz(r-4.5-arm64)
ExhaustiveSearch_1.0.2.tar.gz(r-4.7-arm64)ExhaustiveSearch_1.0.2.tar.gz(r-4.7-x86_64)ExhaustiveSearch_1.0.2.tar.gz(r-4.6-arm64)ExhaustiveSearch_1.0.2.tar.gz(r-4.6-x86_64)
ExhaustiveSearch_1.0.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
ExhaustiveSearch/json (API)
NEWS

# Install 'ExhaustiveSearch' in R:
install.packages('ExhaustiveSearch', repos = c('https://rudolfjagdhuber.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/rudolfjagdhuber/exhaustivesearch/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

aicexhaustive-searchfeature-selectionlinear-regressionlogistic-regressionmachine-learningmodel-selectionmseopenblascpp

3.60 score 4 stars 4 scripts 237 downloads 2 mentions 3 exports 2 dependencies

Last updated from:8850d71b0d. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK133
linux-devel-x86_64OK120
source / vignettesOK191
linux-release-arm64OK133
linux-release-x86_64OK116
macos-release-arm64OK175
macos-release-x86_64OK307
macos-oldrel-arm64OK183
macos-oldrel-x86_64OK312
windows-develOK188
windows-releaseOK114
windows-oldrelOK154
wasm-releaseOK115

Exports:ExhaustiveSearchgetFeaturesresultTable

Dependencies:RcppRcppArmadillo