Regular Variation in Hilbert Spaces and Principal Component Analysis for Functional Extremes

Stephan Clémençon, Nathan Huet, Anne Sabourin

Motivated by the increasing availability of data of functional nature, we develop a general probabilistic and statistical framework for extremes of regularly varying random element…