An Empirical Study on Spectral Clustering-based Software Defect Detection

Mingshuang Qing,Xiuting Ge,ZhanWei Hui,Ya Pan,Yong Fan,Xiaojuan Wang,Xu Cao

2021 8th International Conference on Dependable Systems and Their Applications (DSA)（2021）

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摘要

Software defect detection is essential in software development. Most existing approaches often apply Supervised Machine Learning (SML) techniques for software defect detection. However, SML techniques need to a large number of manual labelling for model training, which is time-consuming and laborious. An alternative solution is to apply UnSupervised Machine Learning (USML) in software defect detec...

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关键词

Training,Measurement,Machine learning algorithms,Software algorithms,Clustering algorithms,Machine learning,Manuals

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