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Table 3 The classification results of RT-ERM with different time scales for β 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

60.29 ± 4.7628

58.94 ± 8.086

61.57 ± 5.7827

59.6931

0.5

57.91 ± 2.0398

54.75 ± 6.7467

61.06 ± 6.3283

56.5961

0.75

62.12 ± 5.7946

66.85 ± 9.1329

56.31 ± 11.7915

63.7077

1.0

59.47 ± 2.6751

58.42 ± 7.9748

60.52 ± 5.8853

59.0577

2.0

60.02 ± 3.4931

58.94 ± 9.3506

61.05 ± 5.8641

59.5255

3.0

58.18 ± 2.9866

56.32 ± 7.4668

60.0 ± 9.4722

57.6223

4.0

61.07 ± 6.5296

58.99 ± 13.0313

63.16 ± 9.7131

60.1829

5.0

59.48 ± 3.3671

51.62 ± 9.3297

67.38 ± 7.7268

56.0941

6.0

57.79 ± 2.4043

52.31 ± 9.2681

63.28 ± 7.6005

55.4205