Search Results for author: Teddy Cunningham

Found 2 papers, 1 papers with code

RAGUEL: Recourse-Aware Group Unfairness Elimination

no code implementations30 Aug 2022 Aparajita Haldar, Teddy Cunningham, Hakan Ferhatosmanoglu

While machine learning and ranking-based systems are in widespread use for sensitive decision-making processes (e. g., determining job candidates, assigning credit scores), they are rife with concerns over unintended biases in their outcomes, which makes algorithmic fairness (e. g., demographic parity, equal opportunity) an objective of interest.

Attribute counterfactual +3

GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy

1 code implementation18 May 2022 Teddy Cunningham, Konstantin Klemmer, Hongkai Wen, Hakan Ferhatosmanoglu

We introduce GeoPointGAN, a novel GAN-based solution for generating synthetic spatial point datasets with high utility and strong individual level privacy guarantees.

Management Privacy Preserving +1

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