Ensemble Deep Neural Network for Automatic Classification of EEG Independent Components

• Main Authors: Fabio Lopes (Author), Adriana Leal (Author), Julio Medeiros (Author), Mauro F. Pinto (Author), Antonio Dourado (Author), Matthias Dumpelmann (Author), Cesar Teixeira (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Objective: Independent component analysis (ICA) is commonly used to remove noisy artifacts from multi-channel scalp electroencephalogram (EEG) signals. ICA decomposes EEG into different independent components (ICs) and then, experts remove the noisy ones. This process is highly time-consuming and ex...