Research Article
Empirical Study of Homogeneous and Heterogeneous Ensemble Models for Software Development Effort Estimation
Table 4
Performance of individual and hybrid models based on EF metric.
| | | Dataset | | | Albrecht | Miyazaki | Maxwell | COCOMO | Desharnais |
| SVR | Individual | 0.243 | 0.274 | 0.326 | 0.010 | 0.445 | PCA | 0.418 | 0.503 | 0.478 | 0.081 | 0.258 | PCA-GA | 0.000 | 1.307 | 0.538 | 0.070 | 0.062 |
| MLP | Individual | 0.610 | 0.299 | 0.330 | 0.092 | 0.252 | PCA | 0.300 | 0.499 | 0.234 | 0.275 | 0.227 | PCA-GA | 0.245 | 0.154 | 0.193 | 0.017 | 0.070 |
| ANFIS | Individual | 0.251 | 0.538 | 0.087 | 0.043 | 0.187 | PCA | 0.139 | 1.305 | 0.110 | 0.050 | 0.000 | PCA-GA | 0.000 | 0.203 | 0.059 | 0.007 | 0.000 |
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