Mathematical Foundations of Nonparametric Statistics and Machine Learning - Einzelansicht

See https://www.uni-muenster.de/IVV5WS/WebHop/user/mstol_01/

für further information.

Measure and probability, real and functional analysis on the beginning graduate level

This course is  about methods for learning from data while making as few assumptions as possible about the nature of the processes which have generated them. The emphasis is on proving mathematical theorems about the performance of statistical procedures and learning algorithms. To this end, a substantial portion of empirical process theory will be developed from scratch.