Statistical Learning Methods in High-Energy- and Astrophysics

We discuss several popular statistical learning methods used in high-energy- and astro-physics analysis. After a short motivation for statistical learning we present the most popular algorithms and discuss several expamles from current research in partical- and astro-physics. The statistical learning methods are compared with each other and with standard methods for the respective application