no code implementations • 18 Dec 2020 • Anilesh K. Krishnaswamy, Zhihao Jiang, Kangning Wang, Yu Cheng, Kamesh Munagala
Instead, we propose a fairness notion whose guarantee, on each group $g$ in a class $\mathcal{G}$, is relative to the performance of the best classifier on $g$.
1 code implementation • 18 Dec 2020 • Anilesh K. Krishnaswamy, Haoming Li, David Rein, Hanrui Zhang, Vincent Conitzer
To this end, we present {\sc IC-LR}, a modification of Logistic Regression that removes the incentive to strategically drop features.
no code implementations • 18 Sep 2018 • Ramesh Johari, Vijay Kamble, Anilesh K. Krishnaswamy, Hannah Li
An online labor platform faces an online learning problem in matching workers with jobs and using the performance on these jobs to create better future matches.