246 citations · 543 across the 21 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
stat.ML2022★ 1 cited
Generalization Properties of Decision Trees on Real-valued and Categorical Features
Jean-Samuel Leboeuf, Frédéric LeBlanc, Mario Marchand
We revisit binary decision trees from the perspective of partitions of the data. We introduce the notion of partitioning function, and we relate it to the growth function and to th…
cs.LG2022★ 4 cited
Fool SHAP with Stealthily Biased Sampling
Gabriel Laberge, Ulrich Aïvodji, Satoshi Hara +2
SHAP explanations aim at identifying which features contribute the most to the difference in model prediction at a specific input versus a background distribution. Recent studies h…