Search Results for author: Edward A. Small

Found 4 papers, 2 papers with code

Monitoring Sustainable Global Development Along Shared Socioeconomic Pathways

no code implementations7 Dec 2023 Michelle W. L. Wan, Jeffrey N. Clark, Edward A. Small, Elena Fillola Mayoral, Raúl Santos-Rodríguez

Sustainable global development is one of the most prevalent challenges facing the world today, hinging on the equilibrium between socioeconomic growth and environmental sustainability.

TraCE: Trajectory Counterfactual Explanation Scores

1 code implementation27 Sep 2023 Jeffrey N. Clark, Edward A. Small, Nawid Keshtmand, Michelle W. L. Wan, Elena Fillola Mayoral, Enrico Werner, Christopher P. Bourdeaux, Raul Santos-Rodriguez

Counterfactual explanations, and their associated algorithmic recourse, are typically leveraged to understand, explain, and potentially alter a prediction coming from a black-box classifier.

counterfactual Counterfactual Explanation +1

Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse

no code implementations8 Sep 2023 Edward A. Small, Jeffrey N. Clark, Christopher J. McWilliams, Kacper Sokol, Jeffrey Chan, Flora D. Salim, Raul Santos-Rodriguez

Counterfactuals operationalised through algorithmic recourse have become a powerful tool to make artificial intelligence systems explainable.

counterfactual

Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual Fairness

1 code implementation19 Apr 2023 Edward A. Small, Kacper Sokol, Daniel Manning, Flora D. Salim, Jeffrey Chan

Group fairness is achieved by equalising prediction distributions between protected sub-populations; individual fairness requires treating similar individuals alike.

Fairness

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