cypgilet / discrete_box_constrained_minimax_classifier

Discrete Box-Constrained Minimax Classifier for Uncertain and Imbalanced Class Proportions

Discrete Box-Constrained Minimax Classifier for Uncertain and Imbalanced Class Proportions

This repository contains the algorithms of our Discrete Box-Constrained Minimax Classifier.

Please cite our associated papers:

• Cyprien Gilet, Susana Barbosa and Lionel Fillatre, "Discrete Box-Constrained Minimax Classifier for Uncertain and Imbalanced Class Proportions," in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2020.3046439.
• Cyprien Gilet, Marie Guyomard, Susana Barbosa, Lionel Fillatre, "Adjusting Decision Trees for Uncertain Class Proportions", ECML/PKDD Workshop on Uncertainty in Machine Learning (WUML), 2020.

We provide here:

• A folder (named "(Matlab) Discrete Box-Constrained Minimax Classifier") containing an example of how to use our box-constrained minimax classifier algorithm for any classification tasks in Matlab.
• A folder (named "(Python) Discrete Box-Constrained Minimax Classifier") containing an example of how to use our box-constrained minimax classifier algorithm for any classification tasks in Python.

The authors sincerely thank Marie Guyomard for her contributions and her precious help in this project.

More informations about my PhD Thesis:

• My PhD manuscript (in English) is available here: https://tel.archives-ouvertes.fr/tel-03553934
• My PhD defense (in French) is available here: https://www.youtube.com/watch?v=KNAoOsIPD6M