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stat.ME2024
Achieving Privacy Utility Balance for Multivariate Time Series Data
Gaurab Hore, Tucker McElroy, Anindya Roy
Utility-preserving data privatization is of utmost importance for data-producing agencies. The popular noise-addition privacy mechanism distorts autocorrelation patterns in time se…
stat.ME2024
Grouping predictors via network-wide metrics
Brandon Woosuk Park, Anand N. Vidyashankar, Tucker S. McElroy
When multitudes of features can plausibly be associated with a response, both privacy considerations and model parsimony suggest grouping them to increase the predictive power of a…