Fairness and prediction
Summary
The data and formal precision of predictive algorithms make evident certain kinds of unfairness. There are many ideas about how to make algorithms more fair, and this week we will consider a few examples of statistical definitions of fairness.
References
Assigned reading
- FairML Book Chapter 3 on Classification. It’s OK to skip the proofs in the section called Relationships between criteria.
- ProPublica Machine Bias