Minimizers of the Empirical Risk and Risk Monotonicity

Marco Loog, Tom Viering, Alexander Mey

Neural Information Processing Systems 

Learning curves are an important diagnostic tool that provide researchers and practitioners with insight into a learner's generalization behavior [Shalev-Shwartz and Ben-David, 2014].