Table 8 The classification results of RT-ERM with different time scales for γ rhythm under the dimension of emotion arousal
From: A EEG-based emotion recognition model with rhythm and time characteristics
Time scale (s) | Assessment method (mean ± std.) | |||
|---|---|---|---|---|
ACC/% | TPR/% | TNR/% | Macro-F1 | |
0.25 | 61.25 ± 3.9131 | 62.5 ± 5.1234 | 60.0 ± 7.7459 | 61.8742 |
0.5 | 60.0 ± 5.1234 | 59.5 ± 8.7891 | 60.5 ± 8.7891 | 59.8828 |
0.75 | 58.75 ± 2.7951 | 61.5 ± 8.6746 | 56.0 ± 10.9087 | 60.0983 |
1.0 | 59.5 ± 1.8708 | 64.0 ± 7.6811 | 55.0 ± 7.0711 | 61.3011 |
2.0 | 61.5 ± 5.0249 | 60.5 ± 9.6046 | 62.5 ± 8.1394 | 61.17 |
3.0 | 59.5 ± 1.5 | 64.0 ± 8.8881 | 56.0 ± 11.5758 | 61.8743 |
4.0 | 59.25 ± 5.25 | 57.5 ± 6.0207 | 61.0 ± 6.6332 | 58.5626 |
5.0 | 59.5 ± 4.4441 | 58.0 ± 10.2956 | 61.0 ± 7.0 | 58.8468 |
6.0 | 57.5 ± 2.958 | 52.5 ± 7.1589 | 62.5 ± 6.0207 | 55.2748 |