Add the methods which have been implemented in the 0.1.X release

Author: Guillaume Lemaitre

doc/whats_new.rst

@@ -12,4 +12,37 @@ Version 0.1
 Changelog
 ---------
 
+API
+~~~
+
 - First release of the stable API.
+
+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