Entropy-Based Emotion Recognition from Multichannel EEG Signals Using Artificial Neural Network

Table 1

Comparison of results with other studies on the GAMEEMO dataset.

Reference	Feature extraction method	Classifier	Accuracy (%) valence	Accuracy (%) arousal
[33]	DWT	MLPNN	82.0	94.6
[32]	Spectral entropy	BiLSTM	76.93	—
[34]	Prime pattern network	SVM	100	—
Our work	Multivariate entropy	ANN	95.73	96.78