BELLATREX: Building Explanations Through a LocaLly AccuraTe Rule EXtractor

Random forests are machine learning methods characterised by high performance and robustness to overfitting. However, since multiple learners are combined, they are not as interpretable as a single decision tree. In this work we propose a novel method that is Building Explanations through a LocalLy...

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Bibliographic Details
Main Authors: Klest Dedja, Felipe Kenji Nakano, Konstantinos Pliakos, Celine Vens
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10105927/