TY - GEN
T1 - A Comparison Study of EEG Signals Classifiers for Inter-subject Generalization
AU - Solórzano-Espíndola, Carlos Emiliano
AU - Sossa, Humberto
AU - Zamora, Erik
N1 - Publisher Copyright:
© 2021, Springer Nature Switzerland AG.
PY - 2021
Y1 - 2021
N2 - Brain-computer interfaces are a promising technology for applications ranging from rehabilitation to video-games. A common problem for these systems is the ability to classify correctly signals corresponding to different subjects, as a consequence these systems are trained individually for each person. In this paper several classification methods, along with regularization methods, are compared, to establish a baseline for common datasets in the motor imagery paradigm for intra-subject classification and measure how they influence inter-subject classification.
AB - Brain-computer interfaces are a promising technology for applications ranging from rehabilitation to video-games. A common problem for these systems is the ability to classify correctly signals corresponding to different subjects, as a consequence these systems are trained individually for each person. In this paper several classification methods, along with regularization methods, are compared, to establish a baseline for common datasets in the motor imagery paradigm for intra-subject classification and measure how they influence inter-subject classification.
KW - BCI
KW - Classification
KW - EEG
KW - Inter-subject
KW - Motor imagery
UR - http://www.scopus.com/inward/record.url?scp=85111349149&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-77004-4_29
DO - 10.1007/978-3-030-77004-4_29
M3 - Contribución a la conferencia
AN - SCOPUS:85111349149
SN - 9783030770037
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 305
EP - 315
BT - Pattern Recognition - 13th Mexican Conference, MCPR 2021, Proceedings
A2 - Roman-Rangel, Edgar
A2 - Kuri-Morales, Ángel Fernando
A2 - Martínez-Trinidad, José Francisco
A2 - Carrasco-Ochoa, Jesús Ariel
A2 - Olvera-López, José Arturo
PB - Springer Science and Business Media Deutschland GmbH
T2 - 13th Mexican Conference on Pattern Recognition, MCPR 2021
Y2 - 23 June 2021 through 26 June 2021
ER -