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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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M. Çimentepe

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Open access Sep 2026

Sampling Strategies and Metric Sensitivity in Imbalanced Predictive Maintenance: A Comparative Study with Ensemble Methods

This study presents a systematic comparative analysis of class balancing strategies for predictive maintenance of industrial equipment using the AI4I 2020 Predictive Maintenance Dataset, which comprises 10,000 samples with a severe class imbalance of 3.4% failure instances. Two tree-based ensemble classifiers, Random F...

Berk Mercan, Eren Ağar, M. Çimentepe et al. · 0 citations

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