Multiview Learning Algorithm PB-MVBoost

Implementation for Multiview Learning Algorithm PB-MVBoost

Related Paper:

Goyal, Anil, Emilie Morvant, Pascal Germain, and Massih-Reza Amini. 
"Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters."
Neurocomputing, 358, 2019, pp. 81-92.

Link to HAL Archive Version: https://hal.archives-ouvertes.fr/hal-01857463v2/document

Link to the ArXiv version: https://arxiv.org/abs/1808.05784

Published Version: https://doi.org/10.1016/j.neucom.2019.04.072

Dependencies

This Python code depends on numpy and scipy librairies

Usage example

Please run the example code as following:

python3 example_run.py

Output:

It will print Accuracy and F1 Measure on Training and Test Data. Also, Multiview C-Bound value on Training Data after each iteration of algorithm.