Table 4 Balanced Accuracy (BAcc %) across datasets and models for biological sex classification. Values are reported as mean ± standard deviation.

From: Critical role of EEG signals in assessment of sex-specific insights in neurological diagnostics via machine learning approach

Model

TUEG

TUAB

NMT

ShallowNet

67.55 ± 5.20

69.76 ± 5.41

60.51 ± 3.16

Deep4Net

59.57 ± 8.56

60.95 ± 9.40

54.14 ± 4.48

TCN

59.04 ± 7.17

61.20 ± 7.99

54.54 ± 4.71

EEGNet

59.68 ± 5.24

62.16 ± 4.63

54.85 ± 5.31

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