When should MI-BCI feature optimization include prior knowledge, and which one?

• Published in: Brain computer interfaces (Abingdon, England) Vol. 9; no. 2; pp. 115 - 128
• Main Authors: Benaroch, Camille, Yamamoto, Maria Sayu, Roc, Aline, Dreyer, Pauline, Jeunet, Camille, Lotte, Fabien
• Format: Journal Article
• Language: English
• Published: Taylor & Francis 03.04.2022
• Subjects: Artificial Intelligence; Bioengineering; Biotechnology; Computer Science; Human-Computer Interaction; Life Sciences; Machine Learning; Signal and Image Processing

Motor imagery-based brain-computer interfaces (MI-BCIs) rely on interactions between humans and machines. Therefore, the (learning) characteristics of both components are key to understand and improve performances. Data-driven methods are often used to select/extract features with very little neurop...