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

Gallery