Research Article
Chaos Time Series Prediction Based on Membrane Optimization Algorithms
Table 10
Five models predicted error based on NMSE for FM broadcasting band.
| | Model | M-C-LSSVM | M-F-LSSVM | C-C-LSSVM | GA-LSSVM | P-LSSVM |
| | 9.3056 | 8.3541 | 6.8858 | 5.594 | 2.786 | | 8.7076 | 11.343 | 5.4844 | 4.8867 | 4.6361 | | 7.733 | 9.5406 | 7.592 | 6.1524 | 4.416 | | 8.6805 | 11.293 | 7.2655 | 5.3014 | 3.8288 | | 8.7599 | 13.787 | 8.068 | 4.1212 | 3.8322 | | 8.6594 | 13.388 | 6.04 | 5.5753 | 4.0734 | | 8.8136 | 10.493 | 7.9462 | 4.7008 | 4.944 | | 8.721 | 11.287 | 8.0008 | 5.74 | 4.4109 | | 7.9913 | 11.746 | 8.9826 | 5.9559 | 4.159 | | 7.549 | 10.485 | 7.7004 | 5.2602 | 3.417 | | Max. | 9.3056 | 13.787 | 8.9826 | 6.1524 | 4.944 | | Min. | 7.549 | 8.3541 | 5.4844 | 4.1212 | 2.786 | | Ave. | 8.4291 | 11.171 | 7.3966 | 5.3288 | 4.0503 | | Var. | 0.3017 | 2.6299 | 1.0599 | 0.3806 | 0.3905 |
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