From 4ddb27a2f43a70d72882d7b7bcc9c8d354b5fc6c Mon Sep 17 00:00:00 2001
From: Fabian Pedregosa <fabian.pedregosa@inria.fr>
Date: Wed, 14 Sep 2011 14:22:11 +0200
Subject: [PATCH] Update changelog
---
doc/datasets/index.rst | 4 ++++
doc/modules/multiclass.rst | 3 +++
doc/modules/naive_bayes.rst | 4 ++++
doc/whats_new.rst | 45 ++++++++++++++++++++++++++++++-------
4 files changed, 48 insertions(+), 8 deletions(-)
diff --git a/doc/datasets/index.rst b/doc/datasets/index.rst
index 96ea729f81..6e1f397fe4 100644
--- a/doc/datasets/index.rst
+++ b/doc/datasets/index.rst
@@ -72,6 +72,8 @@ and pipeline on 2D data.
* :ref:`example_cluster_plot_vq_china.py`
+.. _sample_generators:
+
Sample generators
=================
@@ -97,6 +99,8 @@ can be used to build artifical datasets of controled size and complexity.
make_s_curve
+.. _libsvm_loader:
+
Datasets in svmlight / libsvm format
====================================
diff --git a/doc/modules/multiclass.rst b/doc/modules/multiclass.rst
index e657335a06..e2ecd6e51f 100644
--- a/doc/modules/multiclass.rst
+++ b/doc/modules/multiclass.rst
@@ -1,3 +1,6 @@
+
+.. _multiclass:
+
=====================
Multiclass algorithms
=====================
diff --git a/doc/modules/naive_bayes.rst b/doc/modules/naive_bayes.rst
index 9bad53492a..9c11e78045 100644
--- a/doc/modules/naive_bayes.rst
+++ b/doc/modules/naive_bayes.rst
@@ -70,6 +70,8 @@ estimated using maximum likelihood.
* :ref:`example_naive_bayes.py`
+.. _multinomial_naive_bayes:
+
Multinomial Naive Bayes
-----------------------
@@ -105,6 +107,8 @@ of class :math:`c`. The smoothness priors :math:`\alpha_i` and their sum
:math:`\alpha` account for words not seen in the learning samples.
+.. _bernoulli_naive_bayes:
+
Bernoulli Naive Bayes
---------------------
diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index 267e97f14e..7c89a9504c 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -41,8 +41,8 @@ Changelog
Model by `Alexandre Passos`_
- :ref:`neighbors` module refactoring by `Jake Vanderplas`_ :
- general refactoring, support for sparse matrices as input and
- speed improvements. See the next section for a full list of API
+ general refactoring, support for sparse matrices in input, speed and
+ documentation improvements. See the next section for a full list of API
changes.
- feature_selection improvements by `Gilles Louppe`_ :
@@ -52,13 +52,40 @@ Changelog
- :ref:`SparsePCA` by `Vlad Niculae`_, `Gael Varoquaux`_ and
`Alexandre Gramfort`_
- - Sorting parameters in BaseEstimtor.__repr__
+ - Printing an estimator now behaves independently of architectures
+ and Python version thanks to Jean Kossaifi.
- - Loader for libsvm/svmlight format by `Mathieu Blondel`_ and
- `Lars Buitinck`_
+ - :ref:`Loader for libsvm/svmlight format <libsvm_loader>` by
+ `Mathieu Blondel`_ and `Lars Buitinck`_
- - Documentation improvements: thumbnails in gallery, extended
- documentation for modules feature_selection, (...).
+ - Documentation improvements: thumbnails in
+ :ref:`example gallery <_examples-index>` by `Fabian Pedregosa`_,
+ extended documentation for modules feature_selection, (...).
+
+ - Important bugfixes in :ref:`svm` module (segfaults, bad
+ performance) by `Fabian Pedregosa`_.
+
+ - Added :ref:`multinomial_naive_bayes` and :ref:`bernoulli_naive_bayes`
+ by `Lars Buitinck`_
+
+ - Text feature extraction optimizations by Lars Buitinck
+
+ - Chi-Square feature selection
+ (:func:`feature_selection.univariate_selection.chi2`) by `Lars Buitinck`.
+
+ - :ref:`sample_generators` module refactoring by Gilles Louppe
+
+ - :ref:`multiclass` by `Mathieu Blondel`_
+
+ - Ball tree rewrite by `Jake Vanderplas`_
+
+ - Implementation of :ref:`dbscan` algorithm by Robert Layton
+
+ - Kmeans predict and transform by Robert Layton
+
+ - Preprocessing module refactoring by Olivier Grisel
+
+ - faster mean shift by Conrad Lee
API changes summary
@@ -121,7 +148,7 @@ version 0.8:
``sklearn.neighbors.BallTree``. Using the former will generate a warning.
- ``sklearn.linear_model.LARS()`` and related classes (LassoLARS,
- LassoLARSIC, etc.) have been renamed to
+ LassoLARSCV, etc.) have been renamed to
``sklearn.linear_model.Lars()``.
Backward compatibilty package aliases and other deprecated classes and
@@ -676,3 +703,5 @@ of commits):
.. _INRIA: http://inria.fr
.. _Parietal Team: http://parietal.saclay.inria.fr/
+
+.. _Lars Buitinck: https://github.com/larsmans
--
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