Estimating divergence functionals and the likelihood ratio by convex risk minimization

XuanLong Nguyen, Martin J. Wainwright, Michael I. Jordan

We develop and analyze $M$-estimation methods for divergence functionals and the likelihood ratios of two probability distributions. Our method is based on a non-asymptotic variati…