Fairness Decision Tree

• Categories: { model-agnostic }
• Stage: { preprocessing }
• References:
  • Aequitas project page

This fairness tree is shown in the web version of the Aequitas bias and fairness audit toolkit. It’s main purpose is to help decide on a suitable fairness metric, given the data set and the type of problem. Because this can also be useful to be used with other fairness toolkits, it merited its own entry.