Approximating Likelihood Ratios with Calibrated Discriminative Classifiers

Kyle Cranmer, Juan Pavez, Gilles Louppe

In many fields of science, generalized likelihood ratio tests are established tools for statistical inference. At the same time, it has become increasingly common that a simulator…