v0.1.rst

Version 0.1

Changelog

API

• First release of the stable API. By :user;`Fernando Nogueira <fmfn>`, :user:`Guillaume Lemaitre <glemaitre>`, :user:`Christos Aridas <chkoar>`, and :user:`Dayvid Oliveira <dvro>`.

New methods

• Under-sampling

  1. Random majority under-sampling with replacement
  2. Extraction of majority-minority Tomek links
  3. Under-sampling with Cluster Centroids
  4. NearMiss-(1 & 2 & 3)
  5. Condensend Nearest Neighbour
  6. One-Sided Selection
  7. Neighboorhood Cleaning Rule
  8. Edited Nearest Neighbours
  9. Instance Hardness Threshold
  10. Repeated Edited Nearest Neighbours

• Over-sampling

  1. Random minority over-sampling with replacement
  2. SMOTE - Synthetic Minority Over-sampling Technique
  3. bSMOTE(1 & 2) - Borderline SMOTE of types 1 and 2
  4. SVM SMOTE - Support Vectors SMOTE
  5. ADASYN - Adaptive synthetic sampling approach for imbalanced learning

• Over-sampling followed by under-sampling

  1. SMOTE + Tomek links
  2. SMOTE + ENN

• Ensemble sampling

  1. EasyEnsemble
  2. BalanceCascade