Computing SHAP Efficiently Using Model Structure Information
Published in arXiv (Cornell University) • Sep 5, 2023
NobleIDNI9P71W72R44S39
Authors:,
Linwei Hu
Ke Wang
Abstract
SHAP (SHapley Additive exPlanations) has become a popular method to attribute the prediction of a machine learning model on an input to its features. One main challenge of SHAP is the computation time. An exact computation of Shapley values requires exponential time complexity. Therefore, many appro...
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