Nonparametric kernel density estimation near the boundary. - Peter Malec; Melanie Schienle (Comput. Stat. Data Anal., 2014)

Collaborative nowcasting of COVID-19 hospitalization incidences in Germany. - Daniel Wolffram; Sam Abbott; Matthias an der Heiden; Sebastian Funk; Felix Günther 003; Davide Hailer; Stefan Heyder; Thomas Hotz; Jan van de Kassteele; Helmut Küchenhoff; Sören Müller-Hansen; Diellë Syliqi; et al. (PLoS Comput. Biol., 2023)

Estimation of spatio-temporal extremes via generative neural networks. - Christopher Bülte; Lisa Leimenstoll; Melanie Schienle (CoRR, 2024)

Probabilistic intraday electricity price forecasting using generative machine learning. - Jieyu Chen; Sebastian Lerch; Melanie Schienle; Tomasz Serafin; Rafal Weron (CoRR, 2025)