Updated whatsnew for sprint and LatentDirichletAllocation, add some missing author links

amueller · amueller · commit 6942043244ef · 2015-09-10T11:05:44.000-04:00
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
@@ -41,6 +41,11 @@ New features
      conditioned on a label array. By `Brian McFee`_, Jean Kossaifi and
      `Gilles Louppe`_.
 
+   - :class:`decomposition.LatentDirichletAllocation` implements the Latent
+     Dirichlet Allocation topic model with online  variational
+     inference. By `Chyi-Kwei Yau`_, with code based on an implementation
+     by Matt Hoffman. (`#3659 <https://github.com/scikit-learn/scikit-learn/pull/3659>`_)
+
 
 Enhancements
 ............
@@ -161,6 +166,13 @@ Enhancements
      method for retrieving the leaf indices each sample ends up in under
      each try. By `Jacob Schreiber`_.
 
+   - Add ``sample_weight`` support to :class:`linear_model.LinearRegression`.
+     By Sonny Hu. (`#4481 <https://github.com/scikit-learn/scikit-learn/pull/4881>`_)
+
+   - Add ``n_iter_without_progress`` to :class:`manifold.TSNE` to control
+     the stopping criterion. By Santi Villalba.
+     (`#5185 <https://github.com/scikit-learn/scikit-learn/pull/5186>`_)
+
 Bug fixes
 .........
 
@@ -194,6 +206,10 @@ Bug fixes
     - Fixed :func:`cross_validation.cross_val_predict` for estimators with
       sparse predictions. By Buddha Prakash.
 
+    - Fixed the ``predict_proba`` method of :class:`linear_model.LogisticRegression`
+      to use soft-max instead of one-vs-rest normalization. By `Manoj Kumar`_.
+      (`#5182 <https://github.com/scikit-learn/scikit-learn/pull/5182>`_)
+
 API changes summary
 -------------------
 
@@ -3641,3 +3657,11 @@ David Huard, Dave Morrill, Ed Schofield, Travis Oliphant, Pearu Peterson.
 .. _Brian McFee: https://bmcfee.github.io
 
 .. _Vighnesh Birodkar: https://github.com/vighneshbirodkar
+
+.. _Chyi-Kwei Yau: https://github.com/chyikwei
+.. _Martino Sorbaro: https://github.com/martinosorb
+.. _Jaidev Deshpande: https://github.com/jaidevd
+.. _Arthur Mensch: https://github.com/arthurmensch
+.. _Daniel Galvez: https://github.com/galv
+.. _Jacob Schreiber: https://github.com/jmschrei
+.. _Ankur Ankan: https://github.com/ankurankan
