Commit Graph

232 Commits

Author SHA1 Message Date
Andreas Mueller 3a172f3335 FIX SGD loss example for new hinge loss. 2012-02-01 22:52:37 +01:00
GaelVaroquaux 9e036a663e MISC: add randomized linear models to what's new 2012-02-01 09:01:54 +01:00
GaelVaroquaux 5e0f82b664 Cosmit 2012-01-31 18:13:28 +01:00
GaelVaroquaux a882bedcc3 MISC: address @ogrisel and @mblondel's comments 2012-01-31 18:11:05 +01:00
GaelVaroquaux db1a2122f3 DOC: example and docs for randomized-lasso 2012-01-31 18:10:43 +01:00
GaelVaroquaux 51cf74290c DOC: better example for randomized lasso
Highlight the regimes in which randomized-lasso beats L1 and F-scores,
and vice versa.
2012-01-31 18:10:43 +01:00
GaelVaroquaux 2b08a0ddae DOC: enrich example docstring. 2012-01-31 18:10:43 +01:00
Alexandre Gramfort afb6dea4ac ENH : fix legeng of plot_randomized_lasso.py 2012-01-31 18:10:43 +01:00
Alexandre Gramfort 41a48638ec ENH : early stopping in lasso_stability_path (faster) 2012-01-31 18:10:43 +01:00
GaelVaroquaux b0b3406379 DOC: nicer path 2012-01-31 18:10:43 +01:00
GaelVaroquaux 2b1df1fb19 ENH: grid in terms of alpha/alpha_max
And rework example
2012-01-31 18:10:43 +01:00
GaelVaroquaux 5e840acedd DOC: try to improve randomized lasso example 2012-01-31 18:10:42 +01:00
Alexandre Gramfort 66d7b26d1c cosmit in doc + pep8 2012-01-31 18:09:08 +01:00
Alexandre Gramfort b275030bdb ENH : adding sample_fraction to lasso_stability_path + add to doc 2012-01-31 18:07:06 +01:00
Alexandre Gramfort 19331b5ae3 DOC : adding doc for Randomized sparse linear models + fix test 2012-01-31 18:07:06 +01:00
Alexandre Gramfort f3423f8276 ENH : creating lasso_stability_path func + adding tests on randomized_l1 2012-01-31 18:06:14 +01:00
Alexandre Gramfort 9c7deea99a ENH : prettify plot_randomized_lasso.py 2012-01-31 18:06:14 +01:00
Alexandre Gramfort 7ba93da27a ENH : better plot_randomized_lasso.py with score path 2012-01-31 18:06:14 +01:00
Gael varoquaux 6522b82b84 Jacknife in randomized_lasso 2012-01-31 18:01:02 +01:00
Gael varoquaux f7ca7b3a69 Better randomized_lasso 2012-01-31 18:01:02 +01:00
Gael varoquaux 11aaf9816f ENH: randomized_lasso example: multiple alpha 2012-01-31 18:01:02 +01:00
Gael varoquaux b0c119ca52 ENH: Add randomized lasso
Feature selection using Lasso (Meinshausen and Bulmhan 2008)
2012-01-31 18:01:02 +01:00
Jake Vanderplas 96d6060cd7 pep8 2011-12-23 10:12:26 -08:00
Alexandre Gramfort 3f330f2967 STY : pep8 2011-12-20 15:34:17 +01:00
Olivier Grisel 4c8aec3a6f typo: accross => across 2011-12-20 09:49:45 +01:00
Gilles Louppe 63331849ea DOC: Fixed links to modules in the example gallery 2011-12-19 16:07:01 +01:00
Alexandre Gramfort 976c16ecce ENH : avoid global seeding in plot_polynomial_interpolation.py 2011-12-19 11:43:24 +01:00
Fabian Pedregosa 63887c2b18 Style update in documentation. 2011-11-21 12:31:59 +01:00
Peter Prettenhofer 87cf1b32dd fix: sgd module clone issue w/ rho parameter 2011-11-15 21:06:32 +01:00
Fabian Pedregosa 6e07284f3f FIX example logisitic regression. 2011-09-14 12:53:35 +02:00
Olivier Grisel 78dd8b5626 batch trailing spaces cleanup 2011-09-06 23:12:26 +02:00
Gael varoquaux 4d1dcd2e65 DOC: scikits.learn -> sklearn 2011-09-03 09:10:40 +02:00
Fabian Pedregosa ddf4b72109 Move project directory from scikits.learn to sklearn 2011-09-02 12:06:57 +02:00
Fabian Pedregosa 68f27e3790 Revert "Move project directory from scikits.learn to sklearn"
This reverts commit fd0d3b879d.
2011-09-02 12:03:18 +02:00
Fabian Pedregosa fd0d3b879d Move project directory from scikits.learn to sklearn 2011-09-02 11:38:24 +02:00
Fabian Pedregosa f8ef06eea0 FIX some broken examples. 2011-09-01 11:20:05 +02:00
Alexandre Gramfort 43e3229a86 DOC: clarify doc on BIC/AIC 2011-08-10 16:30:31 -04:00
Gael varoquaux 22da70185d DOC: cosmetic changes to lars-bic doc and examples 2011-08-10 19:33:43 +02:00
Alexandre Gramfort f599fab517 ENH + DOC: addressing @GaelVaroquaux's comments 2011-08-10 16:12:41 +02:00
Alexandre Gramfort e4f4b907e7 ENH: addressing @ogrisel's comments on PR 298 2011-08-10 16:12:41 +02:00
Alexandre Gramfort 899dfcda41 ENH : new LassoLarsIC estimator 2011-08-10 16:12:41 +02:00
vene a1d8259f4a Merge branch 'master' into omp
Conflicts:
	doc/modules/linear_model.rst
2011-08-05 17:50:34 +03:00
vene 2cd0ccf71e updated samples generator according to @glouppe's refactoring 2011-08-04 16:50:47 +03:00
GaelVaroquaux 626061357f DOC: add example comparing LassoCV and LassoLarsCV 2011-08-03 20:03:22 +02:00
vene e2844ceef2 don't use gram in example, useless slowdown 2011-08-03 17:06:35 +03:00
vene 945efb2233 API changes, part I 2011-08-03 16:18:16 +03:00
Gael varoquaux 286dd1454e BUG+COSMIT: rewamp the lasso path examples 2011-08-03 08:07:15 +02:00
vene bc20c29450 transposed generator, updated tests 2011-07-31 18:28:57 +03:00
vene 33c2693839 unified notation 2011-07-29 13:05:07 +03:00
vene 28a52f00cd cosmit in example 2011-07-29 13:01:11 +03:00
vene f32ca3b162 Merge branch 'master' into omp 2011-07-29 12:55:28 +03:00
vene 4ce86d6e02 pep8 2011-07-29 01:34:56 +03:00
vene 50b0d828dc Factored out sparse samples generator 2011-07-29 01:28:00 +03:00
Alexandre Gramfort 5a12763441 API : renaming LARS to Lars 2011-07-25 21:41:48 -04:00
vene 00af49f313 Remove useless prints in example 2011-07-25 14:08:27 +03:00
vene a2316af197 Brought in OMP from the larger branch 2011-07-25 13:57:42 +03:00
Gael varoquaux 98ede0d989 Typo 2011-07-23 14:17:14 +02:00
Gael varoquaux eebc2ec325 DOC: Improve the Bayesian regression docs 2011-07-23 14:17:06 +02:00
Alexandre Gramfort 6a1e2b31f2 pep8 2011-07-21 09:49:19 -04:00
Alexandre Gramfort 6cd32e0976 BUG: s/empty/zeros in plot_lasso_bic_aic.py 2011-07-21 09:48:37 -04:00
Alexandre Gramfort d3502b09ad ENH : adding LASSO model selection example based on BIC and AIC 2011-07-21 08:58:13 -04:00
Mathieu Blondel 298259070e Improve Logistic Regression sparsity example. 2011-07-10 01:58:56 +09:00
Fabian Pedregosa 05f54c2cda DOC: new example for Ridge + more rst docs 2011-07-08 11:27:50 +02:00
Gael varoquaux f2f0caef27 DOC: Tweak the cross-val lasso path example 2011-06-18 09:33:14 +02:00
Paolo Losi e44915fda8 the l1 logreg example now works with l1_min_c 2011-04-26 09:32:37 +02:00
Mathieu Blondel 66483cf2c0 Use np.vander. 2011-03-30 14:58:38 +09:00
Mathieu Blondel b7c9201f6b Add polynomial interpolation example. 2011-03-24 16:04:40 +09:00
Peter Prettenhofer bc16f01e24 Additional tests for sample weights.
Fixed some typos in doc strings.
Changed signature of coef_ for SGDClassifier; now adheres to svm convention that coef_ is shape [1, n_features] in the case of binary classification.
2011-03-15 20:50:44 +01:00
Peter Prettenhofer dfa75da35d Sample weights for SGDClassifier.
Additional test cases for class weight and sample weight.
Example plot for sample weight.
2011-03-15 19:58:56 +01:00
Gael varoquaux 21175e3629 MISC: Fix example to adjust to eps -> tol 2011-03-02 06:52:58 +01:00
Fabian Pedregosa 8864e0f32b Remove example plot_lar.py
First, because it is wrong, as it prints the path of the Lasso and not
of Least Angle Regression. And second, because it is the same as
plot_lasso_lars.
2010-12-14 19:19:24 +01:00
Alexandre Gramfort 89377b979a API : maxit replaced by max_iter everywhere
API : removing default computation of r2 coef in coordinate_descent (speed up +
    can be accessed simply eg. lasso.score(X, y))
2010-12-11 23:14:55 -05:00
Alexandre Gramfort 7b94a59a59 pep8 + N->n_samples and D->n_features 2010-12-11 19:13:58 -05:00
Olivier Grisel e5ce482da3 revert the plot style to the LARS paper conventions 2010-12-09 18:57:45 +01:00
Olivier Grisel d9c7d80213 switch to base 10 for the alpha logs in the Lasso CD path plot 2010-12-09 18:56:32 +01:00
Olivier Grisel 81b911c12b make MSE plot of LassoCV more readable by scaling the y axis 2010-12-09 09:48:50 +01:00
Olivier Grisel f88ca8c4bb ENH: make the LassoLARS and LassoCD path examples easier to compare 2010-12-09 09:32:32 +01:00
Olivier Grisel 157fc0ac4c ENH: LassoCV / ElasticNetCV now uses all folds data + example
Store all the mse information on each fold and select alpha by best median
on MSE.
2010-12-09 09:06:25 +01:00
Fabian Pedregosa 085544eb5e Use original diabetes data as shipped by the R package lars.
This also gets rid of stupid customizations in example.
2010-12-03 16:22:03 +01:00
Peter Prettenhofer 46a2d551a3 fixed imports in non-auto examples.
COSMIT import paths in plot examples.
Rephrased SGD outline in linear_model.rst
2010-12-03 10:28:08 +01:00
Peter Prettenhofer d102d2228d moved sgd examples to examples/linear_model and added sgd prefix.
minor fixes in some examples.
updated sgd.rst
2010-12-01 16:59:52 +01:00
Fabian Pedregosa 68bc58d029 glm --> linear_model rename holocaust.
I also moved cd_fast.pyx from its src subdirectory to linear_models,
to match the sgd module structure.
2010-11-25 16:27:30 +01:00