Table 6 Comparison results of the proposed CFNN method with state-of-the-art methods.

From: Detecting emotions through EEG signals based on modified convolutional fuzzy neural network

Accuracy (%)

Model

Valence

Arousal

SVM

55.00

54.00

KNN

61.00

60.00

Bi-LSTM

72.01

70.42

CNN

88.87

83.35

Propose-Method

98.21

98.08