Sebastian Engelke

16 catalog papers. Identity-linked publications and additional name matches are distinguished below.

ORCID: 0000-0001-6356-918X

University of Geneva

Publications

• Boosted Control Functions: Distribution Generalization and Invariance in Confounded Models — Journal of Machine Learning Research 2026 (name-matched, not ORCID-linked)
• Extremal graphical modeling with latent variables via convex optimization — Journal of Machine Learning Research 2025 (name-matched, not ORCID-linked)
• Statistical Inference for Hüsler–Reiss Graphical Models Through Matrix Completions — Journal of the American Statistical Association 2025
• Estimation and Inference of Extremal Quantile Treatment Effects for Heavy-Tailed Distributions — Journal of the American Statistical Association 2024
• Neural networks for extreme quantile regression with an application to forecasting of flood risk — The Annals of Applied Statistics 2024
• Extremal Random Forests — Journal of the American Statistical Association 2024
• Modeling panels of extremes — The Annals of Applied Statistics 2023
• Total positivity in multivariate extremes — The Annals of Statistics 2023
• Structure learning for extremal tree models — Journal of the Royal Statistical Society: Series B (Statistical Methodology) 2022
• Causal discovery in heavy-tailed models — The Annals of Statistics 2021
• Rank-based estimation under asymptotic dependence and independence, with applications to spatial extremes — The Annals of Statistics 2021
• Graphical models for extremes — Journal of the Royal Statistical Society: Series B (Statistical Methodology) 2020
• Extremal behaviour of aggregated data with an application to downscaling — Biometrika 2019
• Exact simulation of max-stable processes — Biometrika 2016
• Estimation of Hüsler–Reiss distributions and Brown–Resnick processes — Journal of the Royal Statistical Society: Series B (Statistical Methodology) 2015
• Extremes on river networks — The Annals of Applied Statistics 2015