Research Article
Body Fat Percentage Prediction Using Intelligent Hybrid Approaches
Table 6
Performance comparison of typical single-stage and the proposed hybrid models.
| | | MAPE | RMSE | MAD |
| | Single-stage models | | | | | MR | 26.8337 | 4.8033 | 3.9596 | | ANN | 25.3369 | 4.6958 | 3.7805 | | MARS | 25.3455 | 4.6498 | 3.7646 | | SVR | 25.2577 | 4.6432 | 3.7568 | | Proposed hybrid models | | | | | MR-ANN | 25.7275 | 4.7099 | 3.8169 | | MR-MARS | 24.2874 | 4.6384 | 3.6974 | | MR-SVR | 25.2996 | 4.6427 | 3.8402 | | MARS-MR | 25.8319 | 4.6760 | 3.8636 | | MARS-ANN | 25.8000 | 4.6631 | 3.8898 | | MARS-SVR | 24.3078 | 4.6946 | 3.8967 |
|
|
