Research Article

Software Defect Prediction via Attention-Based Recurrent Neural Network

Table 5

F1-measure comparison of different models.

ProjectDP-ARNNRFRBM + RFDBN + RFCNNRNN

Camel0.5150.3960.3100.3300.4730.506
Lucene0.7210.6040.6000.6230.7110.672
Poi0.7640.6690.6390.6520.7340.722
Xerces0.2700.1850.1280.1670.2430.262
Jedit0.5600.5500.4680.5000.5960.595
Xalan0.6440.6380.6280.6230.6390.606
Synapse0.4770.4140.3030.3600.4240.487
W/T/L7/0/07/0/07/0/06/0/15/0/2
Average0.5640.4940.4390.4650.5460.550