gallery-examples.rst

Gallery of examples

This gallery contains several application examples for the infovar package to illustrate diverse features.

Discrete and continuous handler basic use:

• discrete-handler.ipynb: illustrates the basic features of DiscreteHandler on synthetic data
• continuous-handler.ipynb: illustrates the basic features of ContinuousHandler on synthetic data

California Housing real-world example:

• californa-housing.ipynb: most informative feature to predict house values in California

Statistical details:

• stat:bias-variance.ipynb: controlling the bias and estimating the variance of canonical correlations and mutual information estimators
• stat:canonical-corr.ipynb: canonical correlations and their relation to mutual information in detail
• stat:degeneracy.ipynb: influence of duplicate data on estimators of differential conditional entropy and mutual information
• stat:distribution.ipynb: influence of data distribution on conditional differential entropy, mutual information and canonical correlations
• stat:multidim.ipynb: behavior and interpretation of mutual information for multidimensional variables or targets
• stat:ranking: variable ranking in details

.. toctree::
   :maxdepth: 1
   :caption: Gallery

   discrete-handler
   continuous-handler

   california-housing

   stat:bias-variance
   stat:canonical-corr
   stat:degeneracy
   stat:distribution
   stat:multidim
   stat:ranking