.. _sphx_glr_auto_gallery_1-glm:

Generalized Linear Model
-------------------------



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    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we are going to demonstrate how to use the abess package to carry out best su...">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_1_LinearRegression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_1_LinearRegression.py`

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      <div class="sphx-glr-thumbnail-title">Linear Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Classification: Logistic Regression and Beyond">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_2_LogisticRegression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_2_LogisticRegression.py`

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      <div class="sphx-glr-thumbnail-title">Classification: Logistic Regression and Beyond</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Multi-Response Linear Regression">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_3_MultiTaskLearning_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_3_MultiTaskLearning.py`

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      <div class="sphx-glr-thumbnail-title">Multi-Response Linear Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Survival Analysis: Cox Regression">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_4_CoxRegression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_4_CoxRegression.py`

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      <div class="sphx-glr-thumbnail-title">Survival Analysis: Cox Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Positive Responses: Poisson &amp; Gamma Regressions">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_5_PossionGammaRegression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_5_PossionGammaRegression.py`

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      <div class="sphx-glr-thumbnail-title">Positive Responses: Poisson & Gamma Regressions</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Power of abess Library: Empirical Comparison">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_a1_power_of_abess_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_a1_power_of_abess.py`

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      <div class="sphx-glr-thumbnail-title">Power of abess Library: Empirical Comparison</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="ABESS Algorithm: Details">

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  .. image:: /auto_gallery/1-glm/images/thumb/sphx_glr_plot_a2_abess_algorithm_details_thumb.png
    :alt:

  :ref:`sphx_glr_auto_gallery_1-glm_plot_a2_abess_algorithm_details.py`

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      <div class="sphx-glr-thumbnail-title">ABESS Algorithm: Details</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_gallery/1-glm/plot_1_LinearRegression
   /auto_gallery/1-glm/plot_2_LogisticRegression
   /auto_gallery/1-glm/plot_3_MultiTaskLearning
   /auto_gallery/1-glm/plot_4_CoxRegression
   /auto_gallery/1-glm/plot_5_PossionGammaRegression
   /auto_gallery/1-glm/plot_a1_power_of_abess
   /auto_gallery/1-glm/plot_a2_abess_algorithm_details