Research Article
Transportation Mode Detection Based on Permutation Entropy and Extreme Learning Machine
Table 15
Detection results with PE + AV + HCR.
| Classifier | Time (s) | Testing accuracy | Node | Training | Testing |
| ELM | 0.0068 | 0.0017 | 83.54% | 50 | ELM | 0.0076 | 0.0076 | 83.39% | 80 | ELM | 0.0102 | 0.0097 | 83.33% | 100 | ELM | 0.0293 | 0.0190 | 82.62% | 200 | ELM | 0.0595 | 0.0217 | 82.33% | 300 | ELM | 0.1613 | 0.0293 | 81.78% | 500 | ELM | 0.5108 | 0.0412 | 81.42% | 800 | ELM | 0.8296 | 0.0674 | 81.39% | 1000 | SVM | 0.0159 | 0.0059 | 72.22% | ā |
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