Tools for Information-Based Feature Selection and Scoring


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Documentation for package ‘praznik’ version 11.0.0

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praznik-package Tools for information-based feature selection and scoring
CMI Conditional mutual information maximisation filter
CMIM Minimal conditional mutual information maximisation filter
cmiMatrix Conditional mutual information matrix with a common condition
cmiScores Conditional mutual information scores
DISR Double input symmetrical relevance filter
dnmiMatrix Directional normalised mutual information matrix
hScores Entropy scores
icmiMatrix Conditional mutual information matrix with a common variable
impScores Gini impurity scores
jhScores Joint entropy scores
JIM Joint impurity filter
JMI Joint mutual information filter
JMI3 Third-order joint mutual information filter
JMIM Minimal joint mutual information maximisation filter
jmiMatrix Joint mutual information matrix
jmiScores Joint mutual information scores
joinf Join factors
kInverse Inverse Kendall transform
kTransform Kendall transformation
MadelonD Pre-discretised Madelon dataset
maxCmiScores Maximal pairwise conditional mutual information scores
maxJmiScores Maximal pairwise joint mutual information scores
MIM Mutual information maximisation filter
miMatrix Mutual information matrix
minCmiScores Minimal pairwise conditional mutual information scores
minMaxCmiScores Extreme values of pairwise conditional mutual information scores
miScores Mutual information scores
MRMR Minimum redundancy maximal relevancy filter
NJMIM Minimal normalised joint mutual information maximisation filter
njmiMatrix Normalised joint mutual information matrix
njmiScores Normalised joint mutual information scores
nmiMatrix Normalised mutual information matrix
praznik Tools for information-based feature selection and scoring
triScores Mutual information of feature triples