7.6k citations · 9.7k across the 31 of their papers we have counts for
Showing 2017 · cs.AIShow all
2 papers · 2 filters
cs.AI2017★ 151 cited
Consistent feature attribution for tree ensembles
Scott M. Lundberg, Su-In Lee
Note that a newer expanded version of this paper is now available at: arXiv:1802.03888 It is critical in many applications to understand what features are important for a model, an…
cs.AI2017★ 7.6k cited
A Unified Approach to Interpreting Model Predictions
Scott Lundberg, Su-In Lee
Understanding why a model makes a certain prediction can be as crucial as the prediction's accuracy in many applications. However, the highest accuracy for large modern datasets is…