Sebastian Lerch
- Machine learning methods for postprocessing ensemble forecasts of wind gusts: A systematic comparison
2021/06/17 by Benedikt Schulz, Sebastian Lerch · 7 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Wind and Air Flow Studies
- Uncertainty Quantification for Data-Driven Weather Models
2024/03/20 by Christopher Bülte, Nina Horat, Julian Quinting +1 · 1 voice · 5 citations
Earth and Planetary Sciences · Mathematics · Physics and Astronomy · #Meteorological Phenomena and Simulations #physics.ao-ph #stat.AP #stat.ML
- Predictive Inference Based on Markov Chain Monte Carlo Output
2020/09/28 by Fabian Krüger, Sebastian Lerch, Thordis Thorarinsdottir +2 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- Comparison of Model Output Statistics and Neural Networks to Postprocess Wind Gusts
2024/01/22 by Cristina Primo, Primo, Cristina, Benedikt Schulz +5 · 2 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Wind and Air Flow Studies #Climate variability and models
- Learning to Forecast: The Probabilistic Time Series Forecasting Challenge
2022/11/29 by Johannes Bracher, Bracher, Johannes, Nils Köster +5 · 1 citation
Mathematics · Social Sciences · #Statistics Education and Methodologies #Innovations in Educational Methods
- Probabilistic intraday electricity price forecasting using generative machine learning
2025/05/28 by Jieyu Chen, Chen, Jieyu, Sebastian Lerch +7 · 1 voice · 2 citations
#stat.AP #cs.LG #stat.ML
- Learning low-dimensional representations of ensemble forecast fields using autoencoder-based methods
2025/02/06 by Jieyu Chen, Chen, Jieyu, Kevin Höhlein +3 · 1 voice · 1 citation
#cs.LG #physics.ao-ph
- Graph Neural Networks and Spatial Information Learning for Post-Processing Ensemble Weather Forecasts
2024/07/08 by Moritz Feik, Sebastian Lerch, Feik, Moritz +3 · 1 citation
Decision Sciences · Engineering · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Big Data Technologies and Applications #FOS: Computer and information sciences #FOS: Physical sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques