Research Article
TASG: An Augmented Classification Method for Impersonal HAR
Table 8
Performance comparison with and without TASG on the MobiAct dataset.
| ā | Accuracy | Precision | Recall | F1 score |
| SVM | 0.8770 | 0.7181 | 0.7150 | 0.7165 | TASG-SVM | 0.9055 | 0.7627 | 0.7501 | 0.7563 |
| RF | 0.8592 | 0.7106 | 0.7049 | 0.7077 | TASG-RF | 0.8754 | 0.7236 | 0.7110 | 0.7172 |
| KNN | 0.8417 | 0.7102 | 0.6949 | 0.7025 | TASG-KNN | 0.8677 | 0.7234 | 0.6935 | 0.7081 |
| RNN | 0.8823 | 0.8418 | 0.8919 | 0.8661 | TASG-RNN | 0.9009 | 0.8425 | 0.8644 | 0.8533 |
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