Research Article
A Hybrid Model of Extreme Learning Machine Based on Bat and Cuckoo Search Algorithm for Regression and Multiclass Classification
Table 7
Performance comparison for classification problems.
| | Datasets | Algorithm | Training accuracy (%) | Testing accuracy (%) | Number of hidden nodes | Train time (s) |
| | Breast cancer | | 84.05 | 80.05 | 25 | 0.0046 | | 87.65 | 83.27 | 20 | 7.8443 | | 86.00 | 82.44 | 20 | 7.2638 | | 89.27 | 84.23 | 20 | 9.2870 |
| | Heart failure | | 82.26 | 79.04 | 20 | 0.0069 | | 85.64 | 80.25 | 20 | 9.0520 | | 84.35 | 80.02 | 20 | 8.1702 | | 86.29 | 81.00 | 20 | 10.236 |
| | Iris | | 96.79 | 95.10 | 15 | 0.0062 | | 97.90 | 95.58 | 15 | 5.2547 | | 97.00 | 95.89 | 15 | 5.8250 | | 98.40 | 96.40 | 10 | 6.7234 |
| | Vertebral column | | 85.33 | 82.74 | 35 | 0.0078 | | 86.87 | 83.64 | 30 | 10.568 | | 86.82 | 83.42 | 35 | 11.534 | | 88.07 | 84.50 | 25 | 13.939 |
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