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 |