2024
DOI: 10.3390/math12070950
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IBA-VNS: A Logic-Based Machine Learning Algorithm and Its Application in Surgery

Nevena Čolić,
Pavle Milošević,
Ivana Dragović
et al.

Abstract: The interpretability and explainability of machine learning (ML) approaches play a key role in the trustworthiness of ML models in various applications. The objective of this paper is to incorporate a logic-based reasoning in the ML model that is not only accurate but also interpretable and easily applied. More precisely, we propose a hybrid IBA-VNS approach based on interpolative Boolean algebra (IBA) and variable neighborhood search (VNS). IBA is chosen over traditional multi-valued and/or fuzzy logic techni… Show more

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