Table 9.
Testing MSE.
| Dataset/Algorithm | BP | PSOLF | LFPSO | LPSONS | |
|---|---|---|---|---|---|
| Breast Cancer | MSE | 0.0310 | 0.0340 | 0.0333 | 0.0299 |
| Std | 0.0079 | 0.0100 | 0.0052 | 0.0067 | |
| Liver | MSE | 0.1928 | 0.2003 | 0.2265 | 0.2577 |
| Std | 0.0201 | 0.0343 | 0.0199 | 0.0329 | |
| Pima | MSE | 0.1907 | 0.1875 | 0.2446 | 0.1863 |
| Std | 0.0101 | 0.0275 | 0.0536 | 0.0267 | |
| Wine | MSE | 0.0417 | 0.0585 | 0.0467 | 0.0396 |
| Std | 0.0313 | 0.0228 | 0.0131 | 0.0146 | |
| Australian | MSE | 0.1087 | 0.1113 | 0.1168 | 0.1087 |
| Std | 0.0141 | 0.0146 | 0.0128 | 0.0125 | |
| Hepatitis | MSE | 0.0784 | 0.1959 | 0.2082 | 0.1927 |
| Std | 0.0879 | 0.0617 | 0.0577 | 0.0506 | |
| Heart | MSE | 0.1024 | 0.1514 | 0.1375 | 0.1570 |
| Std | 0.0217 | 0.0149 | 0.0196 | 0.0207 | |
| Blood | MSE | 0.1606 | 0.1609 | 0.1603 | 0.1579 |
| Std | 0.0229 | 0.0177 | 0.0162 | 0.0159 | |
| Iris | MSE | 0.0399 | 0.0629 | 0.0392 | 0.0363 |
| Std | 0.0152 | 0.0409 | 0.0157 | 0.0129 | |
| Credit | MSE | 0.0938 | 0.1284 | 0.1378 | 0.1587 |
| Std | 0.0346 | 0.0146 | 0.0271 | 0.0540 | |
| Seeds | MSE | 0.0757 | 0.0509 | 0.0511 | 0.0455 |
| Std | 0.0423 | 0.0148 | 0.0126 | 0.0115 | |
| Haberman | MSE | 0.1792 | 0.1901 | 0.1910 | 0.1790 |
| Std | 0.0213 | 0.0182 | 0.0234 | 0.0137 | |
| Balance | MSE | 0.1462 | 0.0660 | 0.0717 | 0.0565 |
| Std | 0.0337 | 0.0090 | 0.0117 | 0.0081 | |
| Diabetes | MSE | 0.1751 | 0.1740 | 0.1806 | 0.1737 |
| Std | 0.0111 | 0.0109 | 0.0198 | 0.0027 | |