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treeshap's Introduction

TreeShap

This repository is an attempt to find the correct implementation of the TreeShap algorithm as described by Scott M. Lundberg and others in https://arxiv.org/pdf/1802.03888.pdf and other iterations of that paper.

Goals

  • find and describe issues in the paper itself, if any
  • find and describe issues in LGBM and XGBoost implementation which bring additional optimizations in their C++ code
  • fine-tune Java version of the algorithm for use in H2O projects

Additionally, any bugfixes found along the way will be provided upstream.

Non-goals

  • turn this project into a standalone tool; all code here is meant to be executed from unit-tests only; useful tools are supposed to derive from this code by copy-paste, allowing to manually adjust to node and feature representations used in target project.

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