no code implementations • 2 Jan 2024 • Matthias Jakobs, Amal Saadallah
In this context, we propose a novel method for the online selection of tree-based models using the TreeSHAP explainability method in the task of time series forecasting.
1 code implementation • 20 Dec 2023 • Raphael Fischer, Amal Saadallah
Our method clearly outperforms other model selection approaches - on average, it only requires 20% of computation costs for recommending models with 90% of the best-possible quality.