2 citations · 2 across the 5 of their papers we have counts for
3 papers · 1 filter
Generalized Functional ANOVA in Closed-Form: A Unified View of Additive Explanations
Baptiste Ferrere, Nicolas Bousquet, Fabrice Gamboa +1
The functional ANOVA, or Hoeffding decomposition, provides a principled framework for interpretability by decomposing a model prediction into main effects and higher-order interact…
Exact Functional ANOVA Decomposition for Categorical Inputs Models
Baptiste Ferrere, Nicolas Bousquet, Fabrice Gamboa +2
Functional ANOVA offers a principled framework for interpretability by decomposing a model's prediction into main effects and higher-order interactions. For independent features, t…
WTNN: Weibull-Tailored Neural Networks for survival analysis
Gabrielle Rives, Olivier Lopez, Nicolas Bousquet
The Weibull distribution is a commonly adopted choice for modeling the survival of systems subject to maintenance over time. When only proxy indicators and censored observations ar…