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From local explanations to global understanding with explainable AI for trees

Scott M. Lundberg,G. Erion,7 作者,Su-In Lee

2020 · DOI: 10.1038/s42256-019-0138-9
Nature Machine Intelligence · 引用 5,224 次

TLDR

An explanation method for trees is presented that enables the computation of optimal local explanations for individual predictions, and the authors demonstrate their method on three medical datasets.