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CRAN: Package SLEMI

SLEMI: Statistical Learning Based Estimation of Mutual Information

The implementation of the algorithm for estimation of mutual information and channel capacity from experimental data by classification procedures (logistic regression). Technically, it allows to estimate information-theoretic measures between finite-state input and multivariate, continuous output. Method described in Jetka et al. (2019) <doi:10.1371/journal.pcbi.1007132>.

Version: 1.0.2 Depends: R (≥ 3.6.0) Imports: e1071, ggplot2, gridExtra, nnet, Hmisc, reshape2, stringr, doParallel, caret, corrplot, foreach, methods Suggests: knitr, rmarkdown, testthat (≥ 2.1.0), data.table, covr Published: 2023-11-19 DOI: 10.32614/CRAN.package.SLEMI Author: Tomasz Jetka [aut, cre], Karol Nienaltowski [ctb], Michal Komorowski [ctb] Maintainer: Tomasz Jetka <t.jetka at gmail.com> BugReports: https://github.com/TJetka/SLEMI/issues License: GPL (≥ 3) URL: https://github.com/TJetka/SLEMI NeedsCompilation: no Materials: README NEWS CRAN checks: SLEMI results Documentation: Downloads: Linking:

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