13 citations · 30 across the 8 of their papers we have counts for
5 papers · 1 filter
Causal Data Integration
Brit Youngmann, Michael Cafarella, Babak Salimi +1
Causal inference is fundamental to empirical scientific discoveries in natural and social sciences; however, in the process of conducting causal inference, data management problems…
ZaliQL: A SQL-Based Framework for Drawing Causal Inference from Big Data
Babak Salimi, Dan Suciu
Causal inference from observational data is a subject of active research and development in statistics and computer science. Many toolkits have been developed for this purpose that…
From Causes for Database Queries to Repairs and Model-Based Diagnosis and Back
Babak Salimi, Leopoldo Bertossi
In this work we establish and investigate connections between causality for query answers in databases, database repairs wrt. denial constraints, and consistency-based diagnosis. T…
Unifying Causality, Diagnosis, Repairs and View-Updates in Databases
Leopoldo Bertossi, Babak Salimi
In this work we establish and point out connections between the notion of query-answer causality in databases and database repairs, model-based diagnosis in its consistency-based a…
Causality in Databases: The Diagnosis and Repair Connections
Babak Salimi, Leopoldo Bertossi
In this work we establish and investigate the connections between causality for query answers in databases, database repairs wrt. denial constraints, and consistency-based diagnosi…