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Session II.7 - Computational Harmonic Analysis and Data Science

Thursday, June 15, 17:00 ~ 17:30

Mathematics of private synthetic data

Roman Vershynin

University of California, Irvine, U.S.A.   -   This email address is being protected from spambots. You need JavaScript enabled to view it.

Protection of private information is of vital importance in data-driven research, business, and government. We propose a new mathematical framework for generation of differentially private synthetic data. It is based on new insights, and inspires new problems, in discrete Fourier analysis, random processes, and numerical linear algebra.

Joint work with March Boedihardjo (ETH Zurich), Yiyun He (UC Irvine), Thomas Strohmer (UC Davis) and Yizhe Zhu (UC Irvine).

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