14 citations · 18 across the 4 of their papers we have counts for
5 papers
In Defense of Synthetic Data
Luke Rodriguez, Bill Howe
Synthetic datasets have long been thought of as second-rate, to be used only when "real" data collected directly from the real world is unavailable. But this perspective assumes th…
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…
Infinite Families of Asymmetric Graphs
Alejandra Brewer, Adam Gregory, Quindel Jones +2
A graph is \textit{asymmetric} if its automorphism group of vertices is trivial. Asymmetric graphs were introduced by Erdős and Rényi in 1963. They showed that the probability…
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…