Research Article
An Approach to Semantic and Structural Features Learning for Software Defect Prediction
| Project | Releases | Avg. (#files) | Avg. (defect rate) (%) | IR (imbalance rate) |
| Camel | 1.4, 1.6 | 892 | 18.6 | 5.01 | Lucene | 2.0, 2.2 | 210 | 55.7 | 1.14 | Poi | 2.5, 3.0 | 409 | 64.7 | 0.55 | Synapse | 1.1, 1.2 | 239 | 30.5 | 2.70 | Xalan | 2.5, 2.6 | 815 | 48.5 | 1.07 | Xerces | 1.2, 1.3 | 441 | 15.5 | 5.20 |
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