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Author SHA1 Message Date
DaminK ce41907ce0
DOC Error in the notation of the regularization penalties for multinomial logistic regression in the docs (#26517) 2023-08-23 16:25:40 +00:00
Lukáš Folwarczný dc9d0eb581
DOC backticks around X and y in linear_model.rst (#26929) 2023-07-30 12:37:46 +02:00
Malte Londschien 507095b265
DOC Specify primal/dual formulation in LogisticRegression (#26294) 2023-07-25 15:13:04 +02:00
Guillaume Lemaitre 5d145bf760
DOC fixes intersphinx warnings (#26779) 
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
 2023-07-10 20:25:35 +00:00
Dimitri Papadopoulos Orfanos 2fd022d972
MAINT Fix typos found by codespell (#26448) 2023-05-31 10:19:21 +02:00
Loïc Estève 8fc372f8bc
DOC use https links when possible (#25049) 2022-11-28 10:24:43 +01:00
Shrankhla Srivastava 5599dcd470
Fixes broken link for minka- logreg (#25039) 
Co-authored-by: Loïc Estève <loic.esteve@ymail.com>
 2022-11-25 12:03:50 +01:00
Christian Lorentzen ec2993b6eb
DOC update user guide for solvers of LogisticRegression (#24825) 2022-11-03 18:06:09 +01:00
Ashwin Mathur 0fafb8efeb
DOC Add Bernoulli, Categorical Distribution to Generalized Linear Models (GLM), add note to `Logistic Regression` on being a GLM (#24738) 
* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

Co-authored-by: Arturo Amor <86408019+ArturoAmorQ@users.noreply.github.com>

* Rename  to

* Rename Generalized Linear Regression to Generalized Linear Models

* Added Deviance for Bernoulli and Binomial Distributions

* Added graphs of PMFs of Binomial and Bernoulli Distributions

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>

* Update doc/modules/linear_model.rst

Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>

* Update doc/modules/linear_model.rst

Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>

* Update doc/modules/linear_model.rst

Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>

* Add old reference identifier for Generalized_Linear_Regression

* Fix formatting of link to statsmodels package

* Removed mention of Binomial Distribution, Added information for Categorical Distribution

* Update doc/modules/linear_model.rst

Co-authored-by: Arturo Amor <86408019+ArturoAmorQ@users.noreply.github.com>

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

Co-authored-by: Arturo Amor <86408019+ArturoAmorQ@users.noreply.github.com>

* Update doc/modules/linear_model.rst

Co-authored-by: Christian Lorentzen <lorentzen.ch@gmail.com>

* Update doc/modules/linear_model.rst

* Update doc/modules/linear_model.rst

Co-authored-by: Arturo Amor <86408019+ArturoAmorQ@users.noreply.github.com>
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Christian Lorentzen <lorentzen.ch@gmail.com>
 2022-11-03 18:04:06 +01:00
Christian Lorentzen bb080aa690
ENH add newton-cholesky solver to LogisticRegression (#24767) 2022-11-03 14:37:11 +01:00
WEN Hao b4ffba9e22
DOC fix broken citeseer links (#24800) 2022-11-02 22:37:28 +01:00
Christian Lorentzen 55b55afb2b
DOC fix deprecated log loss argument in user guide (#24753) 2022-10-25 10:54:02 -04:00
Jérémie du Boisberranger e41753ebd5
MAINT Clean deprecation for 1.2: normalize in linear models (#24391) 2022-10-12 14:06:47 +02:00
Darren Nguyen ad34a372e4
DOC: Added auto solver table under Ridge Regression in Linear Models (#23297) 
Co-authored-by: recovery1 <recovery1@Leeks>
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Meekail Zain <34613774+Micky774@users.noreply.github.com>
 2022-09-21 10:33:07 +02:00
EliaSchiavon e88cf7cf65
DOC fix link "Comparison of model selection for regression" (#23736) 
Co-authored-by: Loïc Estève <loic.esteve@ymail.com>
 2022-06-23 13:41:18 +02:00
Tyler Egashira 30d87006b8
DOF fix robust regression example link (#23660) 2022-06-21 10:03:01 +02:00
Meekail Zain c8e055929f
DOC Improve the mathematical description of Logistic Regression (#22382) 
Co-authored-by: Christian Lorentzen <lorentzen.ch@gmail.com>
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
Co-authored-by: ArturoAmorQ <arturo.amor-quiroz@polytechnique.edu>
Co-authored-by: Loïc Estève <loic.esteve@ymail.com>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
 2022-06-09 14:05:10 +02:00
David Gilbertson b2d4ec0e5e
DOC Fix grammar in linear_model.rst (#23456) 2022-05-25 09:40:39 +02:00
Michel de Ruiter 87de9d0b86
DOC Fix pinball loss fomula in linear_model.rst (#23445) 
A minus sign got lost there.
 2022-05-23 23:42:28 +02:00
Arturo Amor d71bfe1df5
DOC Rework plot_ard.py example (#22747) 
Co-authored-by: Julien Jerphanion <git@jjerphan.xyz>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
 2022-04-21 12:17:53 +02:00
Christian Lorentzen 75a94f518f
ENH migrate GLMs / TweedieRegressor to linear loss (#22548) 
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
 2022-03-28 19:20:01 -04:00
hmasdev 77bc7f921c
DOC Fix expired links to some references (#22373) 
Co-authored-by: Thomas J. Fan <thomasjpfan@gmail.com>
Co-authored-by: hmasdev <hmasdev@gmail.com>
 2022-02-05 10:58:30 -05:00
Guillaume Lemaitre 4f6a28f2eb
FIX/API Fix AIC/BIC in LassoLarsIC and introduce noise_variance (#21481) 2021-11-23 21:32:26 +01:00
puhuk 337e0d234b
DOC Use :doi: and :arxiv: directives for references (#21099) 2021-10-20 13:53:25 -04:00
gregorystrubel 0b45ac56f1
FIX adjust inliner criteria in RANSACRegressor (#19499) 
Co-authored-by: Gregory Strubel <greg@Air-de-Ali.local>
Co-authored-by: Julien Jerphanion <git@jjerphan.xyz>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
 2021-07-30 15:28:12 +02:00
Mohamed Khoualed 4797222cc4
DOC fix typos in the user guide linear model documentation (#19554) 
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
 2021-07-29 18:08:45 +02:00
Maria Telenczuk 8a63ec40e4
MRG: Deprecate normalize in least_angle models (#17769) 
Co-authored-by: Alexandre Gramfort <alexandre.gramfort@m4x.org>
 2021-06-18 13:54:46 +02:00
Guillaume Lemaitre 7c873713df DOC change figure in user guide of quantile regression 2021-05-26 17:45:01 +02:00
David Dale c1cc67dd06
FEA Add QuantileRegressor estimator (#9978) 
Co-authored-by: David Dale <ddale@yandex-team.ru>
Co-authored-by: Christian Lorentzen <lorentzen.ch@gmail.com>
 2021-05-25 14:02:37 +02:00
Sandy Khosasi 3a1b4b864d
DOC remove duplicated line of code in linear_model.rst (#19292) 2021-01-28 16:00:39 +01:00
Declan O'Neill 7386948d38
DOC typo in linear_model.rst (#18770) 2020-11-06 08:12:02 +00:00
Sunitha Selvan ae7667ce22
DOC mention LOOCV instead of GCV in RidgeCV (#18154) 2020-08-18 11:32:21 +02:00
Chiara Marmo 075d424568
FEA Add Nonnegative LinearRegression (#17578) 
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: Joseph Knox <jknox13@uw.edu>
Co-authored-by: Joseph Knox <joseph.edward.knox@gmail.com>
 2020-08-06 08:30:24 -04:00
Kevin Markham 753da1de06
DOC Minor fixes (#17325) 2020-05-28 10:52:54 -04:00
Chiara Marmo e9340e3f4b
[MRG] DOC Add example about interpretation of coefficients of linear models (#15706) 
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: Gael Varoquaux <gael.varoquaux@normalesup.org>
Co-authored-by: Joel Nothman <joel.nothman@gmail.com>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
 2020-03-11 09:59:23 +11:00
Roman Yurchak 69ea066412
ENH Minimal Generalized linear models implementation (L2 + lbfgs) (#14300) 
Co-authored-by: Christian Lorentzen <lorentzen.ch@googlemail.com>
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
 2020-03-04 14:08:24 +01:00
Chiara Marmo def33e7885 DOC Fix some new sphinx warnings. (#15437) 2019-11-02 07:30:14 -05:00
Nicolas Hug 3b374cc64a [MRG] DOC for RidgeClassifier (#15164) 2019-10-30 15:36:23 +01:00
Nicolas Hug 6a8b3d4c4b DOC reorganize API Ref of linear models (#15115) 2019-10-08 16:57:43 +02:00
Chiara Marmo f24a501e06 DOC Fix "Duplicate labels" & "Duplicate .. target" sphinx warn (#14931) 2019-09-11 13:51:58 +02:00
Thomas J Fan 14f5302b70 DOC Link items explictly (#14817) 
* DOC Link items explictly

* STY

* DOC Link another
 2019-09-05 11:37:05 +02:00
Nitya Mandyam 7fa78cf169 DOC Adding p-value discussion to linear model docs (#14767) 2019-08-26 22:23:04 +03:00
Nicolas Hug 62d11120c4 DOC make more obvious that logistic regression is regularized by default (#14093) 2019-06-24 15:58:28 +02:00
Thomas J Fan 2e7e06b78f [MRG] Doctest with print change only adjusts default options for doctest (#13991) 2019-06-01 10:53:45 +02:00
Johann Faouzi 8f378ca684 DOC Fix bracket typo in linear_model.rst (#13932) 2019-05-23 23:04:14 +03:00
c56pony 57c04f4e8d ENH Allows setting of initial hyperparameters for BayesianRidge (#13618) 2019-05-22 11:36:30 +10:00
jeromedockes f23e92ed4c ENH handle sparse x and intercept in _RidgeGCV (#13350) 2019-05-07 23:34:07 -04:00
Nicolas Hug 9597da9b02
fix small latex issue (#13680) 2019-04-19 16:19:03 -04:00
Tommy ffdd96adb7 DOC Remove synonyms in documentation of linear models (#13663) 2019-04-18 10:07:46 -07:00
Kuai Yu fec7670ad0 ENH Enable the "sufficient stats" mode of LARS (#11699) 2019-03-06 08:06:47 +01:00