Fault Localization with Code Coverage Representation Learning

In this paper, we propose DeepRL4FL, a deep learning fault localization (FL) approach that locates the buggy code at the statement and method levels by treating FL as an image pattern recognition problem. DeepRL4FL does so via novel code coverage representation learning (RL) and data dependencies RL...

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Veröffentlicht in:	Proceedings / International Conference on Software Engineering S. 661 - 673
Hauptverfasser:	Li, Yi, Wang, Shaohua, Nguyen, Tien
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.05.2021
Schlagworte:	Code Coverage Deep learning Fault Localization Image recognition Location awareness Machine Learning Neural networks Pattern recognition Representation Learning Software engineering Training
ISBN:	1665402962, 9781665402965
ISSN:	1558-1225
Online-Zugang:	Volltext
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