1 code implementation • 18 Jun 2021 • Joerg Drechsler, Ira Globus-Harris, Audra McMillan, Jayshree Sarathy, Adam Smith
Differential privacy is a restriction on data processing algorithms that provides strong confidentiality guarantees for individual records in the data.
no code implementations • 24 Jul 2020 • Mark Bun, Jörg Drechsler, Marco Gaboardi, Audra McMillan, Jayshree Sarathy
Sampling schemes are fundamental tools in statistics, survey design, and algorithm design.
no code implementations • 10 Jul 2020 • Daniel Alabi, Audra McMillan, Jayshree Sarathy, Adam Smith, Salil Vadhan
Economics and social science research often require analyzing datasets of sensitive personal information at fine granularity, with models fit to small subsets of the data.