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) .


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1.0.1 by Tomasz Jetka, 9 months ago

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Authors: Tomasz Jetka [aut, cre] , Karol Nienaltowski [ctb] , Michal Komorowski [ctb]

Documentation:   PDF Manual  

LGPL (>= 2) license

Imports e1071, ggplot2, ggthemes, gridExtra, nnet, Hmisc, reshape2, stringr, doParallel, caret, corrplot, foreach

Suggests knitr, rmarkdown, testthat, data.table, covr

See at CRAN