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

# 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 296 downloads 2 mentions 3 exports 2 dependencies

Last updated from:8850d71b0d. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK88
linux-devel-x86_64OK97
source / vignettesOK153
linux-release-arm64OK90
linux-release-x86_64OK109
macos-release-arm64OK138
macos-release-x86_64OK360
macos-oldrel-arm64OK115
macos-oldrel-x86_64OK415
windows-devel-arm64OK378
windows-devel-x86_64OK152
windows-release-arm64OK362
windows-release-x86_64OK105
windows-oldrel-x86_64OK90
wasm-releaseOK88

Exports:ExhaustiveSearchgetFeaturesresultTable

Dependencies:RcppRcppArmadillo