Maximal Information-Based Nonparametric Exploration for Variable Analysis

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Documentation for package ‘minerva’ version 1.5.10

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minerva-package The minerva package
cstats Compute statistics (MIC and normalized TIC) between each pair of the two collections of variables (convenience function). If n and m are the number of variables in X and Y respectively, then the statistic between the (row) i (for X) and j (for Y) is stored in 'mic[i, j]' and 'tic[i, j]'.
MIC-R2 MINE family statistics Maximal Information-Based Nonparametric Exploration (MINE) statistics. 'mine' computes the MINE family measures between two variables.
mic-r2 MINE family statistics Maximal Information-Based Nonparametric Exploration (MINE) statistics. 'mine' computes the MINE family measures between two variables.
mictools Function that implements the 'mictools' pipeline. In particular it computes the null and observed distribution of the 'tic_e' measure
mictools_null This set of functions are helper function to compute null distribution of the 'tic_e' and 'tic_e' observed distribution from a matrix
mic_strength Compute the association strengh
MINE MINE family statistics Maximal Information-Based Nonparametric Exploration (MINE) statistics. 'mine' computes the MINE family measures between two variables.
mine MINE family statistics Maximal Information-Based Nonparametric Exploration (MINE) statistics. 'mine' computes the MINE family measures between two variables.
minerva The minerva package
mine_stat This is an helper function to compute one 'mine' statistic. It take two vectors of the same dimension as an input.
pstats Compute pairwise statistics (MIC and normalized TIC) between variables (convenience function).
Spellman CDC15 Yeast Gene Expression Dataset
spellman CDC15 Yeast Gene Expression Dataset