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An Evaluation of Four Resampling Methods Used in Machine Learning Classification

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Published in 2021 at "IEEE Intelligent Systems"

DOI: 10.1109/mis.2020.2978066

Abstract: This article investigates resampling methods used to evaluate the performance of machine learning classification algorithms. It compares four key resampling methods: 1) Monte Carlo resampling, 2) the Bootstrap Method, 3) k-fold Cross Validation, and 4)… read more here.

Keywords: classification; machine learning; resampling methods; four resampling ... See more keywords