Classification Accuracy of iTLBO + RBFN Using Least Square Imputation with Feature Selection.
| Dataset | No of Feature Removed | TLBO + RBFN | MLP | Simple Logistic | iTLBO + RBFN |
|---|---|---|---|---|---|
| Hepatitis | 6 | 89.4615 | 89.7436 | 82.0513 | 93.5897 |
| House-votes | 5 | 98.6239 | 96.789 | 93.0876 | 99.0826 |
| Mammographic | 2 | 78.1705 | 81.4969 | 81.3546 | 83.7838 |
| Horse Colic | 7 | 85.8696 | 80.4348 | 81.0562 | 87.5 |
| Wisconsin | 3 | 95.1429 | 93.7104 | 92.8571 | 99.1429 |
| Diabetes | 2 | 73.4375 | 69.7129 | 70.7291 | 81.7708 |
| Post-operative | 2 | 66.6667 | 63.4144 | 62.5434 | 75.5556 |
| Dataset | No of Feature Removed | TLBO + RBFN | MLP | Simple Logistic | iTLBO + RBFN |
|---|---|---|---|---|---|
| Hepatitis | 6 | 89.4615 | 89.7436 | 82.0513 | 93.5897 |
| House-votes | 5 | 98.6239 | 96.789 | 93.0876 | 99.0826 |
| Mammographic | 2 | 78.1705 | 81.4969 | 81.3546 | 83.7838 |
| Horse Colic | 7 | 85.8696 | 80.4348 | 81.0562 | 87.5 |
| Wisconsin | 3 | 95.1429 | 93.7104 | 92.8571 | 99.1429 |
| Diabetes | 2 | 73.4375 | 69.7129 | 70.7291 | 81.7708 |
| Post-operative | 2 | 66.6667 | 63.4144 | 62.5434 | 75.5556 |
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