The Impact of Feature Importance Methods on the Interpretation of Defect Classifiers

Classifier specific (CS) and classifier agnostic (CA) feature importance methods are widely used (often interchangeably) by prior studies to derive feature importance ranks from a defect classifier. However, different feature importance methods are likely to compute different feature importance rank...

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Veröffentlicht in:IEEE transactions on software engineering 2022-07, Vol.48 (7), p.2245-2261
Hauptverfasser: Rajbahadur, Gopi Krishnan, Wang, Shaowei, Oliva, Gustavo A., Kamei, Yasutaka, Hassan, Ahmed E.
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Sprache:eng
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