Research Article
An Improved Method for Cross-Project Defect Prediction by Simplifying Training Data
Table 8
Pairwise comparisons between a given combination and each of the 15 combinations in terms of Cliff’s delta (
) effect size.
| | Cosine similarity | Euclidean distance | Manhattan distance | Linear | Logistic | Square root | Logarithmic | Inverse cotangent | Linear | Logistic | Square root | Logarithmic | Inverse cotangent | Linear | Logistic | Square root | Logarithmic | Inverse cotangent |
| Cosine + Linear | - | 0.018 | 0.084 | 0.000 | 0.116 | −0.049 | −0.036 | −0.004 | −0.013 | −0.009 | 0.138 | 0.049 | 0.164 | 0.178 | 0.169 | Euclidean + Linear | 0.049 | 0.102 | 0.111 | 0.062 | 0.164 | - | 0.036 | 0.040 | 0.058 | 0.089 | 0.209 | 0.102 | 0.249 | 0.276 | 0.244 | Manhattan + Logistic | −0.049 | −0.022 | 0.022 | −0.013 | 0.111 | −0.102 | −0.076 | −0.080 | −0.049 | −0.031 | 0.053 | - | 0.124 | 0.151 | 0.147 |
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