37 citations · 149 across the 26 of their papers we have counts for
4 papers · 1 filter
Computing Optimal Repairs for Functional Dependencies
Ester Livshits, Benny Kimelfeld, Sudeepa Roy
We investigate the complexity of computing an optimal repair of an inconsistent database, in the case where integrity constraints are Functional Dependencies (FDs). We focus on two…
A Framework for Inferring Causality from Multi-Relational Observational Data using Conditional Independence
Sudeepa Roy, Babak Salimi
The study of causality or causal inference - how much a given treatment causally affects a given outcome in a population - goes way beyond correlation or association analysis of va…
Analyzing Query Performance and Attributing Blame for Contentions in a Cluster Computing Framework
Prajakta Kalmegh, Shivnath Babu, Sudeepa Roy
There are many approaches is use today to either prevent or minimize the impact of inter-query interactions on a shared cluster. Despite these measures, performance issues due to c…
FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference
Tianyu Wang, Marco Morucci, M. Usaid Awan +4
A classical problem in causal inference is that of matching, where treatment units need to be matched to control units based on covariate information. In this work, we propose a me…