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Examples gallery
================

This is a gallery of all the PSI example files. 



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Anomaly Detection
-----------------


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    <div class="sphx-glr-thumbcontainer" tooltip="[7] Kiet, T. T., Loi, N. T., &amp; Duy, V. N. L. (2025). Statistical inference for autoencoder-based anomaly detection after representation learning-based domain adaptation. arXiv preprint arXiv:2508.07049.">

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  .. image:: /auto_examples/anomaly_detection/images/thumb/sphx_glr_STAND-DA_thumb.png
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  :ref:`sphx_glr_auto_examples_anomaly_detection_STAND-DA.py`

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      <div class="sphx-glr-thumbnail-title">Statistical Inference for Autoencoder-based Anomaly Detection after Representation Learning-based Domain Adaptation</div>
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   /auto_examples/anomaly_detection/STAND-DA

Feature Selection
------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="Selective inference for Lasso Feature Selection">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_LassoFS_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_LassoFS.py`

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      <div class="sphx-glr-thumbnail-title">Selective inference for Lasso Feature Selection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Selective inference for Sequential Feature Selection">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_SeqFS_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_SeqFS.py`

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      <div class="sphx-glr-thumbnail-title">Selective inference for Sequential Feature Selection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to perform statistical inference for feature selection after applying Optimal Transport-based Domain Adaptation. The implementation is based on the paper by Loi et al. (2025) [3]. [3] Loi, N. T., Loc, D. T., &amp; Duy, V. N. L. (2025). &quot;Statistical Inference for Feature Selection after Optimal Transport-based Domain Adaptation.&quot; In International Conference on Artificial Intelligence and Statistics, pp. 1747-1755. PMLR, 2025.">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_SFS_DA_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_SFS_DA.py`

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      <div class="sphx-glr-thumbnail-title">SI for Feature Selection after Optimal Transport-based Domain Adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="SI for Sequential Feature Selection after Optimal Transport-based Domain Adaptation">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_SI-SeqFS-DA_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_SI-SeqFS-DA.py`

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      <div class="sphx-glr-thumbnail-title">SI for Sequential Feature Selection after Optimal Transport-based Domain Adaptation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Selective inference for Oracle TransLasso Feature Selection">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_PTLSIOracleTransLasso_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_PTLSIOracleTransLasso.py`

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      <div class="sphx-glr-thumbnail-title">Selective inference for Oracle TransLasso Feature Selection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Selective inference for TransFusion Feature Selection">

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  .. image:: /auto_examples/feature_selection/images/thumb/sphx_glr_PTLSITransFusion_thumb.png
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  :ref:`sphx_glr_auto_examples_feature_selection_PTLSITransFusion.py`

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      <div class="sphx-glr-thumbnail-title">Selective inference for TransFusion Feature Selection</div>
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    </div>


.. toctree::
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   /auto_examples/feature_selection/LassoFS
   /auto_examples/feature_selection/SeqFS
   /auto_examples/feature_selection/SFS_DA
   /auto_examples/feature_selection/SI-SeqFS-DA
   /auto_examples/feature_selection/PTLSIOracleTransLasso
   /auto_examples/feature_selection/PTLSITransFusion


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  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_