Research Article
HuAc: Human Activity Recognition Using Crowdsourced WiFi Signals and Skeleton Data
Table 2
Performance comparison by four classification algorithms.
| Method | 10 subcarriers | 30 subcarriers | A | B | C | A | B | C |
| kNN | 0.875 | 0.916 | 0.947 | 0.916 | 0.895 | 0.947 | Random Forest | 0.885 | 0.906 | 0.958 | 0.906 | 0.895 | 0.948 | Decision Tree | 0.8542 | 0.822 | 0.916 | 0.865 | 0.834 | 0.917 | SVM | 0.9625 | 0.9688 | 0.975 | 0.94375 | 0.90625 | 0.9375 |
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