64 citations · 545 across the 60 of their papers we have counts for
5 papers · 2 filters
Mining Approximate Acyclic Schemes from Relations
Batya Kenig, Pranay Mundra, Guna Prasad +2
Acyclic schemes have numerous applications in databases and in machine learning, such as improved design, more efficient storage, and increased performance for queries and machine…
EntropyDB: A Probabilistic Approach to Approximate Query Processing
Laurel Orr, Magdalena Balazinska, Dan Suciu
We present EntropyDB, an interactive data exploration system that uses a probabilistic approach to generate a small, query-able summary of a dataset. Departing from traditional sum…
Data Management for Causal Algorithmic Fairness
Babak Salimi, Bill Howe, Dan Suciu
Fairness is increasingly recognized as a critical component of machine learning systems. However, it is the underlying data on which these systems are trained that often reflects d…
Bag Query Containment and Information Theory
Mahmoud Abo Khamis, Phokion G. Kolaitis, Hung Q. Ngo +1
The query containment problem is a fundamental algorithmic problem in data management. While this problem is well understood under set semantics, it is by far less understood under…
Capuchin: Causal Database Repair for Algorithmic Fairness
Babak Salimi, Luke Rodriguez, Bill Howe +1
Fairness is increasingly recognized as a critical component of machine learning systems. However, it is the underlying data on which these systems are trained that often reflect di…