Ron Nafshi

Partial identification of the maximum mean discrepancy with mismeasured data

Nonparametric estimates of the distance between two distributions such as the Maximum Mean Discrepancy (MMD) are often used in machine learning applications. However, the majority of existing literature assumes that error-free samples from the two distributions of interest are available.We relax thi…