Mostrar el registro sencillo del ítem
Artículo
Information Theoretic Approaches for Motor-Imagery BCI Systems: Review and Experimental Comparison
dc.creator | Martín Clemente, Rubén | es |
dc.creator | Olías Sánchez, Francisco Javier | es |
dc.creator | Thiyam, Deepa Beeta | es |
dc.creator | Cichocki, Andrzej | es |
dc.creator | Cruces Álvarez, Sergio Antonio | es |
dc.date.accessioned | 2018-05-29T16:44:39Z | |
dc.date.available | 2018-05-29T16:44:39Z | |
dc.date.issued | 2018-01-02 | |
dc.identifier.citation | Martín Clemente, R., Olias Sánchez, F.J., Thiyam, D.B., Cichocki, A. y Cruces Álvarez, S.A. (2018). Information Theoretic Approaches for Motor-Imagery BCI Systems: Review and Experimental Comparison. Entropy, 20 (1), 1-29. | |
dc.identifier.issn | 1099-4300 | es |
dc.identifier.uri | https://hdl.handle.net/11441/75395 | |
dc.description.abstract | Brain computer interfaces (BCIs) have been attracting a great interest in recent years. The common spatial patterns (CSP) technique is a well-established approach to the spatial filtering of the electroencephalogram (EEG) data in BCI applications. Even though CSP was originally proposed from a heuristic viewpoint, it can be also built on very strong foundations using information theory. This paper reviews the relationship between CSP and several information-theoretic approaches, including the Kullback–Leibler divergence, the Beta divergence and the Alpha-Beta log-det (AB-LD)divergence. We also revise other approaches based on the idea of selecting those features that are maximally informative about the class labels. The performance of all the methods will be also compared via experiments. | es |
dc.description.sponsorship | Gobierno Español MICINN TEC2014-53103-P | es |
dc.format | application/pdf | es |
dc.language.iso | eng | es |
dc.publisher | MDPI | es |
dc.relation.ispartof | Entropy, 20 (1), 1-29. | |
dc.rights | Atribución-NoComercial-SinDerivadas 3.0 Estados Unidos de América | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Common spatial patterns | es |
dc.subject | Generalized divergences | es |
dc.subject | Brain computer interfaces | es |
dc.title | Information Theoretic Approaches for Motor-Imagery BCI Systems: Review and Experimental Comparison | es |
dc.type | info:eu-repo/semantics/article | es |
dc.type.version | info:eu-repo/semantics/publishedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Teoría de la Señal y Comunicaciones | es |
dc.relation.projectID | MICINN TEC2014-53103-P | es |
dc.relation.publisherversion | https://doi.org/10.3390/e20010007 | es |
dc.identifier.doi | 10.3390/e20010007 | es |
idus.format.extent | 29 p. | es |
dc.journaltitle | Entropy | es |
dc.publication.volumen | 20 | es |
dc.publication.issue | 1 | es |
dc.publication.initialPage | 1 | es |
dc.publication.endPage | 29 | es |
Ficheros | Tamaño | Formato | Ver | Descripción |
---|---|---|---|---|
Information Theoretic Approaches ... | 1012.Kb | [PDF] | Ver/ | |