123 citations · 267 across the 30 of their papers we have counts for
5 papers · 1 filter
Graphical models for infinite measures with applications to extremes
Sebastian Engelke, Jevgenijs Ivanovs, Kirstin Strokorb
Conditional independence and graphical models are well studied for probability distributions on product spaces. We propose a new notion of conditional independence for any measure…
Statistical Inference for Hüsler-Reiss Graphical Models Through Matrix Completions
Manuel Hentschel, Sebastian Engelke, Johan Segers
The severity of multivariate extreme events is driven by the dependence between the largest marginal observations. The Hüsler-Reiss distribution is a versatile model for this extre…
Neural Networks for Extreme Quantile Regression with an Application to Forecasting of Flood Risk
Olivier C. Pasche, Sebastian Engelke
Risk assessment for extreme events requires accurate estimation of high quantiles that go beyond the range of historical observations. When the risk depends on the values of observ…
Modeling panels of extremes
Debbie J. Dupuis, Sebastian Engelke, Luca Trapin
Extreme value applications commonly employ regression techniques to capture cross-sectional heterogeneity or time-variation in the data. Estimation of the parameters of an extreme…
Extremal Random Forests
Nicola Gnecco, Edossa Merga Terefe, Sebastian Engelke
Classical methods for quantile regression fail in cases where the quantile of interest is extreme and only few or no training data points exceed it. Asymptotic results from extreme…