scikit-learn/sklearn/linear_model/tests
MechCoder 7e79adca9d Huber regressor
Add gradient calculation in _huber_loss_and_gradient

Add tests to check the correctness of the loss and gradient

Fix for old scipy

Add parameter sigma for robust linear regression

Add gradient formula to robust _huber_loss_and_gradient

Add fit_intercept option and fix tests

Add docs to HuberRegressor and the helper functions

Add example demonstrating ridge_regression vs huber_regression

Add sample_weight implementation

Add scaling invariant huber test

Remove exp and add bounds to fmin_l_bfgs_b

Add sparse data support

Add more tests and refactoring of code

Add narrative docs

review huber regressor

Minor additions to docs and tests

Minor fixes that deals with dealing with NaN values in targets
and old verions of SciPy and NumPy

Add HuberRegressor to robust estimator

Refactored computation of gradient and make docs render properly

Temp

Remove float64 dtype conversion

trivial optimizations and add a note about R

Remove sample_weights special_casing

address @amueller comments
2016-02-25 16:31:08 -05:00
..
__init__.py Move project directory from scikits.learn to sklearn 2011-09-02 12:06:57 +02:00
test_base.py MAINT depr of center_data, normalize in linear_model 2016-02-17 14:26:50 -05:00
test_bayes.py MAINT docstring --> comments to prevent nose from using doc in verbose mode 2015-03-21 11:16:49 +05:30
test_coordinate_descent.py Remove redundant words in sklearn 2016-02-23 16:54:03 +08:00
test_huber.py Huber regressor 2016-02-25 16:31:08 -05:00
test_least_angle.py General spelling fixes 2015-12-16 09:46:42 -08:00
test_logistic.py General spelling fixes 2015-12-16 09:46:42 -08:00
test_omp.py fix ompcv on old scipy versions 2015-03-18 10:25:01 -04:00
test_passive_aggressive.py add class_weight to PA cls, remove from PA reg 2015-06-06 08:57:17 -07:00
test_perceptron.py COSMIT pep8 2012-11-10 14:02:29 +00:00
test_randomized_l1.py MAINT depr of center_data, normalize in linear_model 2016-02-17 14:26:50 -05:00
test_ransac.py Deprecate residual_metric and add support for loss 2016-01-14 17:42:34 -05:00
test_ridge.py MAINT depr of center_data, normalize in linear_model 2016-02-17 14:26:50 -05:00
test_sag.py ENH add multinomial SAG solver for LogisticRegression 2015-12-04 18:36:37 +01:00
test_sgd.py Remove redundant words in sklearn 2016-02-23 16:54:03 +08:00
test_sparse_coordinate_descent.py General spelling fixes 2015-12-16 09:46:42 -08:00
test_theil_sen.py TST close /dev/null in the theil sen tests. 2015-11-01 22:25:23 -05:00