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