Update the doc and the notebook

Author: Guillaume Lemaitre

doc/whats_new.rst

@@ -12,26 +12,32 @@ Version 0.2
 Changelog
 ---------
 
+Bug fixes
+~~~~~~~~~
+
+- Fixed a bug in :class:`under_sampling.NearMiss` which was not picking the right samples during under sampling for the method 3. By `Guillaume Lemaitre`_.
+- Fixed a bug in :class:`ensemble.EasyEnsemble`, correction of the `random_state` generation. By `Guillaume Lemaitre`_ and `Christos Aridas`_.
+
 New features
 ~~~~~~~~~~~~
 
-- Added AllKNN under sampling technique.
+- Added AllKNN under sampling technique. By `Dayvid Oliveira`_.
 
 API changes summary
 ~~~~~~~~~~~~~~~~~~~
 
-- Two base classes :class:`BaseBinaryclassSampler` and :class:`BaseMulticlassSampler` have been created to handle the target type and raise warning in case of abnormality.
+- Two base classes :class:`BaseBinaryclassSampler` and :class:`BaseMulticlassSampler` have been created to handle the target type and raise warning in case of abnormality. By `Guillaume Lemaitre`_ and `Christos Aridas`_.
 
 Enhancement
 ~~~~~~~~~~~
 
-- Added support for bumpversion.
-- Validate the type of target in binary samplers. A warning is raised for the moment.
+- Added support for bumpversion. By `Guillaume Lemaitre`_.
+- Validate the type of target in binary samplers. A warning is raised for the moment. By `Guillaume Lemaitre`_ and `Christos Aridas`_.
 
 Documentation changes
 ~~~~~~~~~~~~~~~~~~~~~
 
-- Added doctest in the documentation.
+- Added doctest in the documentation. By `Guillaume Lemaitre`_.
 
 .. _changes_0_1:
 
@@ -44,8 +50,7 @@ Changelog
 API
 ~~~
 
-- In :class:`ensemble.EasyEnsemble`, correction of the `random_state` generation.
-- First release of the stable API.
+- First release of the stable API. By `Fernando Nogueira`_, `Guillaume Lemaitre`_, `Christos Aridas`_, and `Dayvid Oliveira`_.
 
 New methods
 ~~~~~~~~~~~
@@ -76,3 +81,8 @@ New methods
 * Ensemble sampling
     1. EasyEnsemble
     2. BalanceCascade
+
+.. _Guillaume Lemaitre: https://github.com/glemaitre
+.. _Christos Aridas: https://github.com/chkoar
+.. _Fernando Nogueira: https://github.com/fmfn
+.. _Dayvid Oliveira: https://github.com/dvro

examples/plot_unbalanced_dataset.ipynb

@@ -3,7 +3,7 @@
 Nearmiss 2
 ==========
 
-An illustration of the nearmiss 1 method.
+An illustration of the nearmiss 2 method.
 
 """
 

examples/under-sampling/plot_nearmiss_2.py

@@ -3,7 +3,7 @@
 Nearmiss 3
 ==========
 
-An illustration of the nearmiss 1 method.
+An illustration of the nearmiss 3 method.
 
 """