Explainable Artificial Intelligence Using Expressive Boolean Formulas

Explainable Artificial Intelligence Using Expressive Boolean Formulas

We propose and implement an interpretable machine learning classification model for Explainable AI (XAI) based on expressive Boolean formulas. Potential applications include credit scoring and diagnosis of medical conditions. The Boolean formula defines a rule with tunable complexity (or interpretab...

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Bibliographic Details
Main Authors: Gili Rosenberg, John Kyle Brubaker, Martin J. A. Schuetz, Grant Salton, Zhihuai Zhu, Elton Yechao Zhu, Serdar Kadıoğlu, Sima E. Borujeni, Helmut G. Katzgraber
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Machine Learning and Knowledge Extraction
Subjects:
explainable AI
interpretable ML
Boolean formulas
stochastic local search
large neighborhood search
quantum computing
Online Access:https://www.mdpi.com/2504-4990/5/4/86

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https://www.mdpi.com/2504-4990/5/4/86

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