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TreeExplainer Paper Repository


This repository contains notebook code and data for the paper: Explainable AI for Trees: From Local Explanations to Global Understanding

This paper presents the first exact game theoretic solution for explaining predictions from tree ensemble models, the most widely used non-linear machine learning models; this solution is the only one that guarantees desirable properties and so enables new insights into individual predictions and global behavior of the model.

Ways to explore the results and code behind the paper:

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Code and documentation for experiments in the TreeExplainer paper

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