66 citations · 71 across the 10 of their papers we have counts for
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Probabilistic Forecasting of Temporal Trajectories of Regional Power Production - Part 2: Photovoltaic Solar
Thordis Thorarinsdottir, Anders Løland, Alex Lenkoski
We propose a fully probabilistic prediction model for spatially aggregated solar photovoltaic (PV) power production at an hourly time scale with lead times up to several days using…
Probabilistic Forecasting of Temporal Trajectories of Regional Power Production - Part 1: Wind
Thordis Thorarinsdottir, Anders Løland, Alex Lenkoski
Renewable energy sources provide a constantly increasing contribution to the total energy production worldwide. However, the power generation from these sources is highly variable…
Explaining individual predictions when features are dependent: More accurate approximations to Shapley values
Kjersti Aas, Martin Jullum, Anders Løland
Explaining complex or seemingly simple machine learning models is an important practical problem. We want to explain individual predictions from a complex machine learning model by…