mlquantify.matching#

Matching Methods#

BaseMatchingQuantifier

Base class for distribution matching quantifiers.

MatchingHistogramQuantifier

Abstract base class for histogram-based distribution matching.

DyS

Distribution y-Similarity (DyS) quantifier.

HDy

Hellinger Distance y (HDy) quantifier.

HDx

Hellinger Distance x (HDx) quantifier.

SORD

Sample Ordinal Distance (SORD) quantifier.

MatchingKernelQuantifier

Abstract base class for kernel mean matching quantifiers.

MMD_RKHS

Maximum Mean Discrepancy in RKHS (MMD-RKHS) quantifier.

KDEyQuantifier

Abstract base class for KDE-based density matching quantifiers.

KDEyML

KDEy Maximum Likelihood (KDEy-ML) quantifier.

KDEyHD

KDEy Hellinger Distance (KDEy-HD) quantifier.

KDEyCS

KDEy Cauchy-Schwarz (KDEy-CS) quantifier.

GKDEyML

Generalized KDEy Maximum Likelihood (GKDEyML) quantifier.

GHDx

Generalized HDx (GHDx) quantifier.

GHDy

Generalized HDy (GHDy) quantifier.

SMM

Sample Mean Matching (SMM) quantifier.

EDy

Energy Distance y (EDy) quantifier.

EDx

Energy Distance x (EDx) quantifier.