ArXiv

Principal Component Analysis for Multivariate Extremes

Authors
Dan Cooley, Anne Sabourin, Troy Wixson
Categories
stat.ME, math.ST, stat.ML
arXiv
https://arxiv.org/abs/2606.07213v1
PDF
https://arxiv.org/pdf/2606.07213v1

Abstract

This chapter explores ways to reduce the dimensionality of the data while preserving key information relevant to the analysis of multivariate extreme values.

Comment: Chapter 11 in "Handbook of of Statistic of Extremes", edited by Miguel de Carvalho, Raphaël Huser, Philippe Naveau, and Brian Reich