Search Results for author: Simon O'Callaghan

Found 3 papers, 2 papers with code

Fast Fair Regression via Efficient Approximations of Mutual Information

1 code implementation14 Feb 2020 Daniel Steinberg, Alistair Reid, Simon O'Callaghan, Finnian Lattimore, Lachlan McCalman, Tiberio Caetano

Most work in algorithmic fairness to date has focused on discrete outcomes, such as deciding whether to grant someone a loan or not.

Computational Efficiency Fairness +1

Fairness Measures for Regression via Probabilistic Classification

3 code implementations16 Jan 2020 Daniel Steinberg, Alistair Reid, Simon O'Callaghan

For the regression setting we introduce tractable approximations of the independence, separation and sufficiency criteria by observing that they factorise as ratios of different conditional probabilities of the protected attributes.

BIG-bench Machine Learning Classification +3

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