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