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[ENH] GLMRegressor using statsmodels GLM with gaussian link #222

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merged 29 commits into from
Mar 31, 2024
Merged

[ENH] GLMRegressor using statsmodels GLM with gaussian link #222

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b9a6343
added class name
julian-fong Mar 23, 2024
bebe835
updates
julian-fong Mar 23, 2024
63a4684
wrote docstring
julian-fong Mar 24, 2024
2e89bb2
implemented init, fit and predict
julian-fong Mar 24, 2024
905386a
implemented _predict_proba, fixed bugs
julian-fong Mar 24, 2024
f423be5
made changes as per 222
julian-fong Mar 25, 2024
5700e29
added parameter for intercept and implemented get_test_params
julian-fong Mar 25, 2024
cefb3db
minor change
julian-fong Mar 25, 2024
1ecda58
updated docstring, fixed issues
julian-fong Mar 26, 2024
cac37ee
updated docstring, minor fixes
julian-fong Mar 26, 2024
a51cc5e
removed family parameter as we are only using the Gaussian link
julian-fong Mar 26, 2024
34c94af
_Table
fkiraly Mar 28, 2024
97af171
moved a couple imports to methods
julian-fong Mar 28, 2024
7952454
moved Gaussian import to after super call
julian-fong Mar 28, 2024
893936c
added GaussianRegressor to linear
julian-fong Mar 28, 2024
85fb334
added GaussianRegressor to api_ref in docs under Linear regression
julian-fong Mar 28, 2024
7648905
renamed from GaussianRegressor to GLMRegressor
julian-fong Mar 29, 2024
c95fec1
fixed python_dependencies to include statsmodels
julian-fong Mar 29, 2024
2a54fa2
removed some params, fixed overwriting for family param in __init__
julian-fong Mar 29, 2024
a60cfb5
fixed bugs with _predict_proba
julian-fong Mar 29, 2024
48be681
fixed bug
julian-fong Mar 30, 2024
52ea9bf
update test set params
julian-fong Mar 30, 2024
8c2e1d4
wrote code to automatically append const column on inf methods if add…
julian-fong Mar 30, 2024
05eb9d2
minor code change
julian-fong Mar 30, 2024
d2e6dc6
improved readability of code, moved if statement into _prep_x
julian-fong Mar 30, 2024
813929e
Merge branch 'main' into pr/222
fkiraly Mar 31, 2024
b689a78
Merge branch 'add_gaussian_regressor' of https://github.com/julian-fo…
fkiraly Mar 31, 2024
e6dff2c
removed params
fkiraly Mar 31, 2024
0bd6f6f
Update _glm.py
fkiraly Mar 31, 2024
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1 change: 1 addition & 0 deletions docs/source/api_reference/regression.rst
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Expand Up @@ -101,6 +101,7 @@ Linear regression

ARDRegression
BayesianRidge
GLMRegressor

Gaussian process and kernel regression
--------------------------------------
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2 changes: 2 additions & 0 deletions skpro/regression/linear/__init__.py
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@@ -1,9 +1,11 @@
"""Linear regression models."""
# copyright: skpro developers, BSD-3-Clause License (see LICENSE file)

from skpro.regression.linear._glm import GLMRegressor
from skpro.regression.linear._sklearn import ARDRegression, BayesianRidge

__all__ = [
"ARDRegression",
"BayesianRidge",
"GLMRegressor",
]
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