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1 | 1 |
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2 | 2 | .. currentmodule:: scikits.learn
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3 | 3 |
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| 4 | + |
| 5 | +.. _changes_0_7: |
| 6 | + |
| 7 | +0.7 |
| 8 | +=== |
| 9 | + |
| 10 | +scikits.learn 0.7 was released in March 2011, roughly three months |
| 11 | +after the 0.6 release. This release is marked by the speed |
| 12 | +improvements in existing algorithms, like k-Nearest Neighbors and |
| 13 | +K-Means algorithm and by the inclusion of an efficient algorithm for |
| 14 | +computing the Ridge Generalized Cross Validation solution. Unlike the |
| 15 | +preceding release, no new modules where added to this release. |
| 16 | + |
| 17 | +Changelog |
| 18 | +--------- |
| 19 | + |
| 20 | + - Performance improvements for Gaussian Mixture Model sampling [Jan |
| 21 | + Schlüter]. |
| 22 | + |
| 23 | + - Implementation of efficient leave-one-out cross-validated Ridge in |
| 24 | + :class:`linear_model.RidgeCV` [`Mathieu Blondel`_ ] |
| 25 | + |
| 26 | + - Better handling of collinearity and early stopping in |
| 27 | + :func:`linear_model.lars_path` [`Alexandre Gramfort`_ and `Fabian |
| 28 | + Pedregosa`_ ]. |
| 29 | + |
| 30 | + - Fixes for liblinear ordering of labels and sign of coefficients |
| 31 | + [Dan Yamins, Paolo Losi, `Mathieu Blondel`_ and `Fabian Pedregosa`_ ]. |
| 32 | + |
| 33 | + - Performance improvements for Nearest Neighbors algorithm in |
| 34 | + high-dimensional spaces [`Fabian Pedregosa`_ ]. |
| 35 | + |
| 36 | + - Performance improvements for :class:`cluster.KMeans` [`Gael |
| 37 | + Varoquaux`_ and `James Bergstra`_ ]. |
| 38 | + |
| 39 | + - Sanity checks for SVM-based classes [`Mathieu Blondel`_ ]. |
| 40 | + |
| 41 | + - Refactoring of :class:`neighbors.NeighborsClassifier` and |
| 42 | + :func:`neighbors.kneighbors_graph`: added different algorithms for |
| 43 | + the k-Nearest Neighbor Search and implemented a more stable |
| 44 | + algorithm for finding barycenter weigths [`Fabian Pedregosa`_ ]. |
| 45 | + |
| 46 | + - Documentation improvements: Added |
| 47 | + :class:`pca.RandomizedPCA`. :class:`linear_model.LogisticRegression`. Also |
| 48 | + added references of matrices used for clustering and other fixes |
| 49 | + [`Gael Varoquaux`_, `Fabian Pedregosa`_, `Mathieu Blondel`_, |
| 50 | + `Olivier Grisel`_, Virgile Fritsch , Emmanuelle Gouillart ] |
| 51 | + |
| 52 | + - Binded decision_function in classes that make use of liblinear_, |
| 53 | + dense and sparse variants, like :class:`svm.LinearSVC` or |
| 54 | + :class:`linear_model.LogisticRegression` [`Fabian Pedregosa`_ ]. |
| 55 | + |
| 56 | + - Performance and API improvements to |
| 57 | + :func:`metrics.euclidian_distances` and to |
| 58 | + :class:`pca.RandomizedPCA` [`James Bergstra`_ ] |
| 59 | + |
| 60 | + - Fix compilation issues under NetBSD [Kamel Ibn Hassen Derouiche] |
| 61 | + |
| 62 | + - Allow input sequences of different lengths in :class:`hmm.GaussianHMM` |
| 63 | + [`Ron Weiss`_ ] |
| 64 | + |
| 65 | + - Fix bug in affinity propagation caused by incorrect indexing [mxf] |
| 66 | + |
| 67 | + |
| 68 | +People |
| 69 | +------ |
| 70 | + |
| 71 | +People that made this release possible preceeded by number of commits: |
| 72 | + |
| 73 | + - 85 `Fabian Pedregosa`_ |
| 74 | + - 67 `Mathieu Blondel`_ |
| 75 | + - 20 `Alexandre Gramfort`_ |
| 76 | + - 19 `James Bergstra`_ |
| 77 | + - 14 Dan Yamins |
| 78 | + - 13 `Olivier Grisel`_ |
| 79 | + - 12 `Gael Varoquaux`_ |
| 80 | + - 4 Edouard Duchesnay |
| 81 | + - 4 `Ron Weiss`_ |
| 82 | + - 2 Satrajit Ghosh |
| 83 | + - 2 `Vincent Dubourg`_ |
| 84 | + - 1 Emmanuelle Gouillart |
| 85 | + - 1 Kamel Ibn Hassen Derouiche |
| 86 | + - 1 Paolo Losi |
| 87 | + - 1 VirgileFritsch |
| 88 | + - 1 `Yaroslav Halchenko`_ |
| 89 | + - 1 mxf |
| 90 | + |
| 91 | + |
4 | 92 | .. _changes_0_6:
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5 | 93 |
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6 | 94 | 0.6
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@@ -299,3 +387,15 @@ of commits):
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299 | 387 | * 2 Vincent Michel
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300 | 388 | * 1 Chris Filo Gorgolewski
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301 | 389 |
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| 390 | + |
| 391 | +.. _Alexandre Gramfort: http://www-sop.inria.fr/members/Alexandre.Gramfort/index.fr.html |
| 392 | + |
| 393 | +.. _Fabian Pedregosa: http://fseoane.net/blog/ |
| 394 | + |
| 395 | +.. _Mathieu Blondel: http://www.mblondel.org/journal/ |
| 396 | + |
| 397 | +.. _James Bergstra: http://www-etud.iro.umontreal.ca/~bergstrj/ |
| 398 | + |
| 399 | +.. _liblinear: http://www.csie.ntu.edu.tw/~cjlin/liblinear/ |
| 400 | + |
| 401 | +.. _Yaroslav Halchenko: http://www.onerussian.com/ |
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