41 citations · 135 across the 21 of their papers we have counts for
3 papers · 1 filter
Quantile Surfaces -- Generalizing Quantile Regression to Multivariate Targets
Maarten Bieshaar, Jens Schreiber, Stephan Vogt +2
In this article, we present a novel approach to multivariate probabilistic forecasting. Our approach is based on an extension of single-output quantile regression (QR) to multivari…
Influences in Forecast Errors for Wind and Photovoltaic Power: A Study on Machine Learning Models
Jens Schreiber, Artjom Buschin, Bernhard Sick
Despite the increasing importance of forecasts of renewable energy, current planning studies only address a general estimate of the forecast quality to be expected and selected for…
A Multi-Scheme Ensemble Using Coopetitive Soft-Gating With Application to Power Forecasting for Renewable Energy Generation
André Gensler, Bernhard Sick
In this article, we propose a novel ensemble technique with a multi-scheme weighting based on a technique called coopetitive soft gating. This technique combines both, ensemble mem…