Application and research of interpretable real-time software defect detection method

Zhai Pan · 2023

This paper proposes an ex ante interpretable real-time software defect prediction method based on formal functions. The method mainly consists of three parts, metric definition, defect prediction modeling and interpretability analysis. The interpretability analysis includes the reduction of polynomial functions and the ordering of importance of metric elements. In order to verify the interpretability and accuracy of the instant defect prediction method proposed in this paper, the experimental results show that the interpretable instant software defect detection method proposed in this paper has good feasibility and application value.

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