index.rst

.. automodule:: skmatter

/* Overriding bootstrap font color so that text appears white in dark theme */ html[data-theme="dark"] .card-text { color: var(--pst-color-text-base); } /* Overriding bootstrap border color so that border appears white in dark theme */ html[data-theme="dark"] .card { --bs-card-border-color: var(--pst-color-border); }

.. only:: html

  :ref:`getting_started-selection`

  .. image:: /examples/selection/images/thumb/sphx_glr_FeatureSelection-WHODataset_thumb.png
    :alt:

Supervised and unsupervised selection methods based on CUR matrix decomposition and Farthest Point Sampling.

.. only:: html

  :ref:`getting_started-hybrid`

  .. image:: /examples/pcovr/images/thumb/sphx_glr_PCovR_thumb.png
    :alt:

PCovR and PCovC utilize a combination between a PCA-like and a LR-like loss to determine the decomposition matrix to project feature into latent space

.. only:: html

  :ref:`getting_started-reconstruction`

  .. image:: /examples/reconstruction/images/thumb/sphx_glr_PlotLFRE_thumb.png
    :alt:

Error measures for quantifying the linear decodable information capacity between features

.. only:: html

  :ref:`getting_started-decomposition`

Non-linear dimensionality reduction using Sketch-map algorithm with transfer functions.

If you would like to contribute to scikit-matter, check out our :ref:`contributing` page!

.. toctree::
  :hidden:

  getting-started
  installation
  references/index
  tutorials
  contributing
  changelog
  bibliography