Resampling Methods and Tools for Imbalanced Classification

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Documentation for package ‘imbalanceKit’ version 0.1.0

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ACC Performance Metrics for Imbalanced Classification
ADASYN Adaptive Synthetic Sampling (ADASYN, 2008)
BACC Performance Metrics for Imbalanced Classification
BBrier Performance Metrics for Imbalanced Classification
BECE Performance Metrics for Imbalanced Classification
BiSMOTE Bi-directional SMOTE (BiSMOTE, 2027)
BLSMOTE Borderline-SMOTE (BLSMOTE, 2005)
Brier Performance Metrics for Imbalanced Classification
DatRel Data Relocation (DatRel, 2025)
EBSMOTE Evaluation-Based SMOTE (EBSMOTE, 2019)
ECE Performance Metrics for Imbalanced Classification
evaluate Evaluate a Classifier with Several Metrics
F1 Performance Metrics for Imbalanced Classification
GMEAN Performance Metrics for Imbalanced Classification
GQEO Quadrilateral Element Oversampling (GQEO, 2025)
GSMOTE Geometric SMOTE (GSMOTE, 2019)
IAM Performance Metrics for Imbalanced Classification
KAPPA Performance Metrics for Imbalanced Classification
LEAO Local Entropy-Adversarial Oversampling (LEAO, 2025)
LOGLOSS Performance Metrics for Imbalanced Classification
MCC Performance Metrics for Imbalanced Classification
MCSMOTE Markov Chain SMOTE (MCSMOTE, 2025)
metrics Performance Metrics for Imbalanced Classification
oversampleDatRel Oversampling followed by DatRel (2025)
P4 Performance Metrics for Imbalanced Classification
PBrier Performance Metrics for Imbalanced Classification
PRAUC Performance Metrics for Imbalanced Classification
PRECISION Performance Metrics for Imbalanced Classification
RECALL Performance Metrics for Imbalanced Classification
ROCAUC Performance Metrics for Imbalanced Classification
ROS Random Oversampling (ROS)
ROSE Random Over-Sampling Examples (ROSE, 2014)
RSLSMOTE Relocating Safe-Level SMOTE (RSLSMOTE, 2016)
RUS Random Undersampling (RUS)
RWO Random Walk Oversampling (RWO, 2014)
SLSMOTE Safe-Level SMOTE (SLSMOTE, 2009)
SMOTE Synthetic Minority Oversampling Technique (SMOTE, 2002)
SMOTEWB SMOTE with Boosting (SMOTEWB, 2022)
SPECIFICITY Performance Metrics for Imbalanced Classification
SyMProD Synthetic Minority Based on Probabilistic Distribution (SyMProD, 2020)
UGO Uncertainty Guided Oversampling (UGO, 2026)