167 citations · 557 across the 21 of their papers we have counts for
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cs.AI2021★ 40 cited
Graph-guided random forest for gene set selection
Bastian Pfeifer, Hubert Baniecki, Anna Saranti +2
Machine learning methods can detect complex relationships between variables, but usually do not exploit domain knowledge. This is a limitation because in many scientific discipline…
cs.LG2021★ 14 cited
Fooling Partial Dependence via Data Poisoning
Hubert Baniecki, Wojciech Kretowicz, Przemyslaw Biecek
Many methods have been developed to understand complex predictive models and high expectations are placed on post-hoc model explainability. It turns out that such explanations are…