Version 0.1¶
Changelog¶
API¶
First release of the stable API. By :user;`Fernando Nogueira <fmfn>`, Guillaume Lemaitre, Christos Aridas, and Dayvid Oliveira.
New methods¶
- Under-sampling
Random majority under-sampling with replacement
Extraction of majority-minority Tomek links
Under-sampling with Cluster Centroids
NearMiss-(1 & 2 & 3)
Condensend Nearest Neighbour
One-Sided Selection
Neighboorhood Cleaning Rule
Edited Nearest Neighbours
Instance Hardness Threshold
Repeated Edited Nearest Neighbours
- Over-sampling
Random minority over-sampling with replacement
SMOTE - Synthetic Minority Over-sampling Technique
bSMOTE(1 & 2) - Borderline SMOTE of types 1 and 2
SVM SMOTE - Support Vectors SMOTE
ADASYN - Adaptive synthetic sampling approach for imbalanced learning
- Over-sampling followed by under-sampling
SMOTE + Tomek links
SMOTE + ENN
- Ensemble sampling
EasyEnsemble
BalanceCascade