Variance-reduced extreme value index estimators using control variates in a semi-supervised setting

Louison Bocquet-Nouaille, Jérôme Morio, Benjamin Bobbia

The estimation of the Extreme Value Index (EVI) is fundamental in extreme value analysis but suffers from high variance due to reliance on only a few extreme observations. We propo…