Research Article
The Research and Application of Visual Saliency and Adaptive Support Vector Machine in Target Tracking Field
Table 2
Incremental learning outcomes nonlinear case.
| | Data sets | Size | Algorithm | () | Training success rate | Test success rate | CPU execution time |
| | Iris | Train: | Online | 100, 0.5 | 98.00% | 92.34% | 1.6209 | | Test: | ASVM | 20, 0.025 | 100.00% | 97.74% | 1.0013 | | Live disorder | Train: | Online | 100, 0.01 | 97.13% | 94.72% | 3.0049 | | Test: | ASVM | 100, 0.05 | 100.00% | 96.75% | 1.9227 | | Letter-recognition | Train: | Online | 10, 0.025 | 96.40% | 88.34% | 5.8750 | | Test: | ASVM | 20, 0.025 | 100.00% | 91.50% | 2.2406 | | Waveform | Train: | Online | 10, 0.025 | 96.40% | 88.34% | 5.8750 | | Test: | ASVM | 20, 0.025 | 100.00% | 91.50% | 2.2406 | | Pendigits | Train: | Online | 10, 0.025 | 82.12% | 70.60% | 9.3198 | | Test: | ASVM | 100, 0.05 | 88.34% | 79.60% | 2.7969 |
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