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math.OC2022
A Unified Approach to Differentially Private Bayes Point Estimation
Braghadeesh Lakshminarayanan, Cristian R. Rojas
Parameter estimation in statistics and system identification relies on data that may contain sensitive information. To protect this sensitive information, the notion of \emph{diffe…
stat.ME2022★ 4 cited
A Statistical Decision-Theoretical Perspective on the Two-Stage Approach to Parameter Estimation
Braghadeesh Lakshminarayanan, Cristian R. Rojas
One of the most important problems in system identification and statistics is how to estimate the unknown parameters of a given model. Optimization methods and specialized procedur…