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Playing pinball with non-invasive BCI

  • Michael W. Tangermann*
  • , Matthias Krauledat
  • , Konrad Grzeska
  • , Max Sagebaum
  • , Carmen Vidaurre
  • , Benjamin Blankertz
  • , Klaus Robert Müller
  • *Autor correspondiente de este trabajo

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

97 Citas (Scopus)

Resumen

Compared to invasive Brain-Computer Interfaces (BCI), non-invasive BCI systems based on Electroencephalogram (EEG) signals have not been applied successfully for precisely timed control tasks. In the present study, however, we demonstrate and report on the interaction of subjects with a real device: a pinball machine. Results of this study clearly show that fast and well-timed control well beyond chance level is possible, even though the environment is extremely rich and requires precisely timed and complex predictive behavior. Using machine learning methods for mental state decoding, BCI-based pinball control is possible within the first session without the necessity to employ lengthy subject training. The current study shows clearly that very compelling control with excellent timing and dynamics is possible for a non-invasive BCI.

Idioma originalInglés
Título de la publicación alojadaAdvances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference
EditorialNeural Information Processing Systems
Páginas1641-1648
Número de páginas8
ISBN (versión impresa)9781605609492
EstadoPublicada - 2009
Publicado de forma externa
Evento22nd Annual Conference on Neural Information Processing Systems, NIPS 2008 - Vancouver, BC, Canadá
Duración: 8 dic 200811 dic 2008

Serie de la publicación

NombreAdvances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference

Conferencia

Conferencia22nd Annual Conference on Neural Information Processing Systems, NIPS 2008
País/TerritorioCanadá
CiudadVancouver, BC
Período8/12/0811/12/08

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