6min chapter

Lex Fridman Podcast cover image

Michael Kearns: Algorithmic Fairness, Bias, Privacy, and Ethics in Machine Learning

Lex Fridman Podcast

CHAPTER

Is There a Role for Statements Like That in a Table in a Paper?

When you discuss the fairness, an algorithm that achieves fairness. There's an immediate kind of analysis you can perform to see how much it will cost in terms of accuracy or unfairness. But once you also put the fairness into your objective function, I think the table that you're talking about is what we would call the Pareto curve. We'd like zero error and zero fair unfairness simultaneously.

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