Research Article
Applying Cost-Sensitive Extreme Learning Machine and Dissimilarity Integration to Gene Expression Data Classification
Table 2
Running time comparison between ELM, D-ELM, CS-D-ELM, and rejection cost embedded CS-D-ELM.
| Dataset | Average running time for different algorithms (recorded in sec.) | ELM | D-ELM | CS-D-ELM | Rejection cost embedded CS-D-ELM |
| Diabetes | 0.4312 | 1.4536 | 1.5330 | 1.5470 | Heart | 0.6670 | 1.8579 | 1.9353 | 1.9455 | Colon | 0.5183 | 1.6743 | 1.7458 | 1.7561 | Mushroom | 0.7214 | 1.8654 | 1.9583 | 1.9836 | Protein | 0.7551 | 2.0836 | 2.1349 | 2.2655 | Leukemia | 1.2319 | 3.9593 | 4.0346 | 4.1692 |
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