45 citations · 47 across the 6 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
cs.LG2021★ 45 cited
Fast TreeSHAP: Accelerating SHAP Value Computation for Trees
Jilei Yang
SHAP (SHapley Additive exPlanation) values are one of the leading tools for interpreting machine learning models, with strong theoretical guarantees (consistency, local accuracy) a…
stat.ML2021
CrystalCandle: A User-Facing Model Explainer for Narrative Explanations
Jilei Yang, Diana Negoescu, Parvez Ahammad
Predictive machine learning models often lack interpretability, resulting in low trust from model end users despite having high predictive performance. While many model interpretat…