no code implementations • 15 Jul 2020 • Hilde J. P. Weerts, Andreas C. Mueller, Joaquin Vanschoren
The performance of many machine learning algorithms depends on their hyperparameter settings.
no code implementations • 7 Jul 2019 • Hilde J. P. Weerts, Werner van Ipenburg, Mykola Pechenizkiy
In this paper we present the results of a human-grounded evaluation of SHAP, an explanation method that has been well-received in the XAI and related communities.
no code implementations • 7 Jul 2019 • Hilde J. P. Weerts, Werner van Ipenburg, Mykola Pechenizkiy
In many contexts, it can be useful for domain experts to understand to what extent predictions made by a machine learning model can be trusted.