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Table 4 The classification results of RT-ERM with different time scales for γ rhythm under the dimension of emotion valence

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

58.17 ± 3.1975

57.37 ± 7.9609

58.95 ± 8.0782

57.9163

0.5

58.18 ± 4.1395

61.58 ± 9.7172

54.75 ± 9.1824

59.5898

0.75

58.69 ± 2.359

56.3 ± 9.72049

61.06 ± 8.8617

57.7672

1.0

59.23 ± 3.1682

59.49 ± 5.7936

58.94 ± 7.3657

59.441

2.0

60.54 ± 4.2358

59.47 ± 12.0169

61.58 ± 11.7651

60.358

3.0

59.48 ± 2.9294

60.0 ± 7.8775

58.96 ± 9.0603

59.8546

4.0

59.48 ± 5.7782

60.02 ± 6.7483

58.95 ± 8.0782

59.7818

5.0

60.52 ± 4.7069

60.53 ± 4.8538

60.54 ± 11.1021

60.9008

6.0

58.96 ± 2.6829

58.41 ± 10.1091

59.49 ± 7.0932

58.7311