Principal Component Analysis for Multivariate Extremes
arXiv:2606.07213
Abstract
This chapter explores ways to reduce the dimensionality of the data while preserving key information relevant to the analysis of multivariate extreme values.
Chapter 11 in "Handbook of of Statistic of Extremes", edited by Miguel de Carvalho, Raphaël Huser, Philippe Naveau, and Brian Reich