On Measuring and Quantifying Performance: Error Rates, Surrogate Loss, and an Example in SSL

Marco Loog, Jesse H. Krijthe, Are C. Jensen

In various approaches to learning, notably in domain adaptation, active learning, learning under covariate shift, semi-supervised learning, learning with concept drift, and the lik…