51 citations · 51 across the 1 of their papers we have counts for
7 papers · 1 filter
SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra
Yisu Remy Wang, Shana Hutchison, Jonathan Leang +2
Machine learning algorithms are commonly specified in linear algebra (LA). LA expressions can be rewritten into more efficient forms, by taking advantage of input properties such a…
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…
Database-Agnostic Workload Management
Shrainik Jain, Jiaqi Yan, Thierry Cruane +1
We present a system to support generalized SQL workload analysis and management for multi-tenant and multi-database platforms. Workload analysis applications are becoming more soph…
Privacy-Preserving Synthetic Datasets Over Weakly Constrained Domains
Luke Rodriguez, Bill Howe
Techniques to deliver privacy-preserving synthetic datasets take a sensitive dataset as input and produce a similar dataset as output while maintaining differential privacy. These…
MobilityMirror: Bias-Adjusted Transportation Datasets
Luke Rodriguez, Babak Salimi, Haoyue Ping +2
We describe customized synthetic datasets for publishing mobility data. Private companies are providing new transportation modalities, and their data is of high value for integrati…
Query2Vec: An Evaluation of NLP Techniques for Generalized Workload Analytics
Shrainik Jain, Bill Howe, Jiaqi Yan +1
We consider methods for learning vector representations of SQL queries to support generalized workload analytics tasks, including workload summarization for index selection and pre…