Research Article
Statistical and Machine Learning Methods for Software Fault Prediction Using CK Metric Suite: A Comparative Analysis
Table 13
Precision, correctness, completeness, and accuracy for three versions of AIF.
| | Precision () | Correctness () | Completeness () | Accuracy () | | ver 1.2 | ver 1.4 | ver 1.6 | ver 1.2 | ver 1.4 | ver 1.6 | ver 1.2 | ver 1.4 | ver 1.6 | ver 1.2 | ver 1.4 | ver 1.6 |
| WMC | 61.11 | 41.17 | 57.14 | 61.11 | 41.17 | 57.14 | 5.09 | 4.82 | 4.25 | 66.13 | 84.02 | 81.71 | DIT | — | — | — | — | — | — | 0 | 0 | 0 | 64.47 | 83.37 | 80.51 | NOC | 75 | 75 | 66.66 | 75 | 75 | 66.66 | 5.55 | 2.06 | 5.31 | 65.78 | 83.6 | 81.03 | CBO | 60 | 57.14 | 77.77 | 60 | 57.14 | 77.77 | 2.77 | 2.75 | 3.72 | 64.8 | 83.48 | 81.03 | RFC | 66.66 | 36.36 | 50 | 66.66 | 36.36 | 50 | 4.62 | 2.75 | 2.12 | 65.29 | 83.02 | 80.51 | LCOM | 66.66 | 50 | 60 | 0.66 | 0.5 | 0.6 | 2.77 | 6.8 | 1.59 | 64.96 | 83.37 | 80.62 | MULTI | 68.75 | 50 | 61.53 | 68.75 | 50 | 61.53 | 10.18 | 7.58 | 8.51 | 66.44 | 83.37 | 81.13 |
|
|