Manual analysis of 1,280 bug reports across three ecosystems produces a nine-category root cause taxonomy; an ML classifier achieves 64% F-Measure and 74% AUC-ROC overall.
In Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering (ESEC/FSE)
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Not All Bugs Are the Same: Understanding, Characterizing, and Classifying the Root Cause of Bugs
Manual analysis of 1,280 bug reports across three ecosystems produces a nine-category root cause taxonomy; an ML classifier achieves 64% F-Measure and 74% AUC-ROC overall.