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Apr, 2024
决策谓词图:提升树集成的可解释性
Decision Predicate Graphs: Enhancing Interpretability in Tree Ensembles
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Leonardo Arrighi, Luca Pennella, Gabriel Marques Tavares, Sylvio Barbon Junior
TL;DR
通过决策谓词图(DPG)作为模型无关工具来全局解释基于树的集成模型,并提供额外的定量洞察力,以增强视觉技术,扩展问题空间描述,并提供各种扩展可能性。
Abstract
Understanding the decisions of
tree-based ensembles
and their relationships is pivotal for
machine learning model interpretation
. Recent attempts to mitigate the human-in-the-loop interpretation challenge have ex
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