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Comparison of tactile, auditory, and visual modality for brain-computer interface use: a case study with a patient in the locked-in state

Zitieren Sie bitte immer diese URN: urn:nbn:de:bvb:20-opus-97079
  • This paper describes a case study with a patient in the classic locked-in state, who currently has no means of independent communication. Following a user-centered approach, we investigated event-related potentials (ERP) elicited in different modalities for use in brain-computer interface (BCI) systems. Such systems could provide her with an alternative communication channel. To investigate the most viable modality for achieving BCI based communication, classic oddball paradigms (1 rare and 1 frequent stimulus, ratio 1:5) in the visual,This paper describes a case study with a patient in the classic locked-in state, who currently has no means of independent communication. Following a user-centered approach, we investigated event-related potentials (ERP) elicited in different modalities for use in brain-computer interface (BCI) systems. Such systems could provide her with an alternative communication channel. To investigate the most viable modality for achieving BCI based communication, classic oddball paradigms (1 rare and 1 frequent stimulus, ratio 1:5) in the visual, auditory and tactile modality were conducted (2 runs per modality). Classifiers were built on one run and tested offline on another run (and vice versa). In these paradigms, the tactile modality was clearly superior to other modalities, displaying high offline accuracy even when classification was performed on single trials only. Consequently, we tested the tactile paradigm online and the patient successfully selected targets without any error. Furthermore, we investigated use of the visual or tactile modality for different BCI systems with more than two selection options. In the visual modality, several BCI paradigms were tested offline. Neither matrix-based nor so-called gaze-independent paradigms constituted a means of control. These results may thus question the gaze-independence of current gaze-independent approaches to BCI. A tactile four-choice BCI resulted in high offline classification accuracies. Yet, online use raised various issues. Although performance was clearly above chance, practical daily life use appeared unlikely when compared to other communication approaches (e.g., partner scanning). Our results emphasize the need for user-centered design in BCI development including identification of the best stimulus modality for a particular user. Finally, the paper discusses feasibility of EEG-based BCI systems for patients in classic locked-in state and compares BCI to other AT solutions that we also tested during the study.zeige mehrzeige weniger

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Metadaten
Autor(en): Tobias Kaufmann, Elisa M. Holz, Andrea Kübler
URN:urn:nbn:de:bvb:20-opus-97079
Dokumentart:Artikel / Aufsatz in einer Zeitschrift
Institute der Universität:Fakultät für Humanwissenschaften (Philos., Psycho., Erziehungs- u. Gesell.-Wissensch.) / Institut für Psychologie
Sprache der Veröffentlichung:Englisch
Titel des übergeordneten Werkes / der Zeitschrift (Englisch):Frontiers in Human Neuroscience
Erscheinungsjahr:2013
Originalveröffentlichung / Quelle:Frontiers in Human Neuroscience (2013) 7: 129, doi:10.3389/fnins.2013.00129
DOI:https://doi.org/10.3389/fnins.2013.00129
Allgemeine fachliche Zuordnung (DDC-Klassifikation):1 Philosophie und Psychologie / 15 Psychologie / 150 Psychologie
Freie Schlagwort(e):assistive technology; brain-computer interface; end-user testing; locked-in syndrome; tactile auditory and visual modality; user-centered design
Datum der Freischaltung:06.05.2014
EU-Projektnummer / Contract (GA) number:224631
OpenAIRE:OpenAIRE
Sammlungen:Open-Access-Publikationsfonds / Förderzeitraum 2013
Lizenz (Deutsch):License LogoCC BY: Creative-Commons-Lizenz: Namensnennung