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Online Multivariate Regularized Distributional Regression for High-dimensional Probabilistic Electricity Price Forecasting
Simon Hirsch
Probabilistic electricity price forecasting (PEPF) is vital for short-term electricity markets, yet the multivariate nature of day-ahead prices - spanning 24 consecutive hours - re…
stat.ML2026
Online Distributional Regression
Simon Hirsch, Jonathan Berrisch, Florian Ziel
Large-scale streaming data are common in modern machine learning applications and have led to the development of online learning algorithms. Many fields, such as supply chain manag…