R: Tools for Information-Based Feature Selection and Scoring

# Tools for Information-Based Feature Selection and Scoring

## Documentation for package ‘praznik’ version 12.0.0

- DESCRIPTION file
- Package NEWS

## Help Pages

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
tspTransform | Top-scoring pairs transformation