Federated Fuzzy Regression Tree

• Source code used for the manuscript "Increasing trust in AI through Privacy Preservation and Model Explainability: Federated Learning of Fuzzy Regression Trees", currently under review.
• This work has been developed by the Artificial Intelligence Group at the Department of Information Engineering, University of Pisa.
• Authors:
  • José Luis Corcuera Bárcena (scholar) ([email protected])
  • Pietro Ducange (scholar) ([email protected])
  • Francesco Marcelloni (scholar) ([email protected])
  • Alessandro Renda (scholar) ([email protected])

Prerequisites

Make sure you have installed:

• Python 3.11
• Pipenv

Dependencies

Federated Clustering requires:

• pandas
• numpy
• scikit-learn
• simpful

Installing the application

To install the application just clone the repository, cd into the folder and run

python setup.py install