Subject independent emotion recognition using EEG signals employing attention driven neural networks

• Published in: Biomedical signal processing and control Vol. 75; p. 103547
• Main Authors: Arjun, Rajpoot, Aniket Singh, Panicker, Mahesh Raveendranatha
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.05.2022
• Subjects: Attention Layers; Electroencephalogram; Emotion Recognition; Neural Networks; Subject Independent Accuracy; Neural Networks; Attention Layers; Electroencephalogram; Emotion Recognition; Subject Independent Accuracy

[Display omitted] •Focus on subject independent tasks to perform better considering inter-subject variability.•Proposed a novel LSTM with channel attention autoencoder to obtain a subject-invariant latent representation of EEG data.•CNN with attention framework for performing classification task bas...