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Meng-Fei Xiao

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Open access Aug 2026

Deep Learning vs. Traditional Machine Learning for Software Defect Prediction: A Meta-Analysis

: Deep learning (DL) is now routine in software defect prediction (SDP), yet how much it improves on traditional machine learning (ML), how stable that improvement is, and what governs it remain contested. We synthesized 45 empirical studies published between 2015 and 2024, comprising 1540 performance estimates, using...

Wei-Xiang Gan, Jia-Lin Liu, Meng-Fei Xiao et al. · 0 citations

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