Research Article
Applying Cost-Sensitive Extreme Learning Machine and Dissimilarity Integration to Gene Expression Data Classification
Table 4
Experiment results of G-means value and average misclassification costs.
| Dataset | G-means value | Average misclassification costs | D-ELM | CS-D-LM | Rejection CS-D-LM | D-ELM | CS-D-LM | Rejection CS-D-LM |
| Leukemia | 0.6416 | 0.6508 | 0.6714 | 0.4271 | 0.3522 | 0.2543 | Colon | 0.6852 | 0.7203 | 0.7313 | 0.3814 | 0.2232 | 0.2123 | Mushroom | 0.7125 | 0.7877 | 0.7922 | 0.1102 | 0.0755 | 0.0411 | Protein | 0.5333 | 0.7122 | 0.7328 | 0.4843 | 0.3812 | 0.2043 |
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