RuleXAI—A package for rule-based explanations of machine learning model

RuleXAI—A package for rule-based explanations of machine learning model

The ability to use eXplainable Artificial Intelligence (XAI) methods is very important for both AI users and AI developers. This paper presents the RuleXAI library, which provides XAI methods based on rule-based models. The package presented can be applied to classification, regression and survival...

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Bibliographic Details
Main Authors: Dawid Macha, Michał Kozielski, Łukasz Wróbel, Marek Sikora
Format: Article
Language:English
Published: Elsevier 2022-12-01
Series:SoftwareX
Subjects:
XAI
Rule-based representation
Global explanations
Local explanations
Feature relevance
Python
Online Access:http://www.sciencedirect.com/science/article/pii/S2352711022001273

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http://www.sciencedirect.com/science/article/pii/S2352711022001273

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