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SCCI (version 1.2)

Stochastic Complexity-Based Conditional Independence Test for Discrete Data

Description

An efficient implementation of SCCI using 'Rcpp'. SCCI is short for the Stochastic Complexity-based Conditional Independence criterium (Marx and Vreeken, 2019). SCCI is an asymptotically unbiased and L2 consistent estimator of (conditional) mutual information for discrete data.

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Version

Install

install.packages('SCCI')

Monthly Downloads

146

Version

1.2

License

GPL (>= 2)

Maintainer

Alexander Marx

Last Published

June 4th, 2019

Functions in SCCI (1.2)

stochasticComplexity

Stochastic Complexity for Multinomials
shannonEntropy

Shannon Entropy
regret

Multinomial Regret Term
conditionalStochasticComplexity

Conditional Stochastic Complexity for Multinomials
pSCCI

Stochastic Complexity-based Conditional Independence Criterium (p-value)
SCCI

Stochastic Complexity-based Conditional Independence Criterium
conditionalShannonEntropy

Conditional Shannon Entropy