Lower Bounds on the MMSE of Adversarially Inferring Sensitive Features

Monica Welfert, Nathan Stromberg, Mario Diaz +1

We propose an adversarial evaluation framework for sensitive feature inference based on minimum mean-squared error (MMSE) estimation with a finite sample size and linear predictive…