diff --git a/AUTHORS.rst b/AUTHORS.rst
index 3367a57abeaa533f2497f40577f57a4538668054..b7728db5b6049142095289767be281b8d6e03aa6 100644
--- a/AUTHORS.rst
+++ b/AUTHORS.rst
@@ -77,7 +77,8 @@ People
 
   * `Mathieu Blondel <http://mblondel.org/journal>`_ joined the
     project in September 2010 and has worked since on the sparse
-    matrix support, text feature extraction and general bug fixes.
+    matrix support, Ridge generalized crossval, text feature
+    extraction and general bug fixes.
 
   * `Peter Prettenhofer
     <http://sites.google.com/site/peterprettenhofer/>`_ joined the
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index 1a8143e4c002ce7d326731dabe089be0c7c3ac29..8855a992d4ac2aff8f84a6ffdc4c8415f4079cde 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -41,7 +41,9 @@ Changelog
   - Refactoring of :class:`neighbors.NeighborsClassifier` and
     :func:`neighbors.kneighbors_graph`: added different algorithms for
     the k-Nearest Neighbor Search and implemented a more stable
-    algorithm for finding barycenter weigths [`Fabian Pedregosa`_].
+    algorithm for finding barycenter weigths. Also added some
+    developer documentation for this module, see
+    :ref:`notes_neighbors` for more information [`Fabian Pedregosa`_].
 
   - Documentation improvements: Added :class:`pca.RandomizedPCA` and
     :class:`linear_model.LogisticRegression` to the class