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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…
math.OC2016
Particle-based Gaussian process optimization for input design in nonlinear dynamical models
Patricio E. Valenzuela, Johan Dahlin, Cristian R. Rojas +1
We propose a novel approach to input design for identification of nonlinear state space models. The optimal input sequence is obtained by maximizing a scalar cost function of the F…