Recent Publications

More Publications

. Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals. ACM SIGMOD, 2021.

Preprint Project

. Database Repair Meets Algorithmic Fairness. SIGMOD record, 2020.

Project

. Causal Relational Learning. ACM SIGMOD, 2020.

Preprint Project

. Mining Approximate Acyclic Schemes from Relations. ACM SIGMOD, 2020.

Preprint

. Data Management for Causal Algorithmic Fairness. IEEE Data Engineering Bulletin, 2019.

Preprint Project

. Interventional Fairness: Causal Database Repair for Algorithmic Fairness. ACM SIGMOD, 2019.

Preprint PDF Project

. MobilityMirror: Bias-Adjusted Synthetic Transportation Datasets. 2018.

Project

Projects

Lewis

Explaning Black-Box Decision Making Algorithm

Capuchin

Building fair ML algoithms using database repair.

HypDB

A system to detect, explain, and resolve bias in decision-support OLAP queries

ZaliQL

Causal Inference at Scale