Bias Assessment Tool

In this page you can have a detailed description of the Bias Assessment. Follow the instructions to download the tool locally from the SECURED registry.

Description

Given a target dataset and reference dataset with a known sensitive attribute, the tool provides different metrics.

  • Metrics to compare the quality and the diversity of the target and the reference dataset for each value of the sensitive attribute.
  • Metrics to assess the balance level of the target dataset with respect to the sensitive attribute.

Operation

The tool is a python package with easy-to-use commands. It comes with commented-out example configuration files that explain the different parameters of each implemented metric. The tool generates the metrics results in CSV format and as figures.
Image 1 for Bias Assessment

Deployment

Please Login in order to have access to the installation material.