A New Auditory Multi-Class Brain-Computer Interface Paradigm: Spatial Hearing as an Informative Cue
Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral sclerosis (ALS) this might not be the preferable choice because of sight deterioration. Moreover, using a modality different from the visual one...
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Published in | PloS one Vol. 5; no. 4; p. e9813 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Public Library of Science
01.04.2010
Public Library of Science (PLoS) |
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Abstract | Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral sclerosis (ALS) this might not be the preferable choice because of sight deterioration. Moreover, using a modality different from the visual one minimizes interference with possible visual feedback. Therefore, a multi-class BCI paradigm is proposed that uses spatially distributed, auditory cues. Ten healthy subjects participated in an offline oddball task with the spatial location of the stimuli being a discriminating cue. Experiments were done in free field, with an individual speaker for each location. Different inter-stimulus intervals of 1000 ms, 300 ms and 175 ms were tested. With averaging over multiple repetitions, selection scores went over 90% for most conditions, i.e., in over 90% of the trials the correct location was selected. One subject reached a 100% correct score. Corresponding information transfer rates were high, up to an average score of 17.39 bits/minute for the 175 ms condition (best subject 25.20 bits/minute). When presenting the stimuli through a single speaker, thus effectively canceling the spatial properties of the cue, selection scores went down below 70% for most subjects. We conclude that the proposed spatial auditory paradigm is successful for healthy subjects and shows promising results that may lead to a fast BCI that solely relies on the auditory sense. |
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AbstractList | Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral sclerosis (ALS) this might not be the preferable choice because of sight deterioration. Moreover, using a modality different from the visual one minimizes interference with possible visual feedback. Therefore, a multi-class BCI paradigm is proposed that uses spatially distributed, auditory cues. Ten healthy subjects participated in an offline oddball task with the spatial location of the stimuli being a discriminating cue. Experiments were done in free field, with an individual speaker for each location. Different inter-stimulus intervals of 1000 ms, 300 ms and 175 ms were tested. With averaging over multiple repetitions, selection scores went over 90% for most conditions, i.e., in over 90% of the trials the correct location was selected. One subject reached a 100% correct score. Corresponding information transfer rates were high, up to an average score of 17.39 bits/minute for the 175 ms condition (best subject 25.20 bits/minute). When presenting the stimuli through a single speaker, thus effectively canceling the spatial properties of the cue, selection scores went down below 70% for most subjects. We conclude that the proposed spatial auditory paradigm is successful for healthy subjects and shows promising results that may lead to a fast BCI that solely relies on the auditory sense.Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral sclerosis (ALS) this might not be the preferable choice because of sight deterioration. Moreover, using a modality different from the visual one minimizes interference with possible visual feedback. Therefore, a multi-class BCI paradigm is proposed that uses spatially distributed, auditory cues. Ten healthy subjects participated in an offline oddball task with the spatial location of the stimuli being a discriminating cue. Experiments were done in free field, with an individual speaker for each location. Different inter-stimulus intervals of 1000 ms, 300 ms and 175 ms were tested. With averaging over multiple repetitions, selection scores went over 90% for most conditions, i.e., in over 90% of the trials the correct location was selected. One subject reached a 100% correct score. Corresponding information transfer rates were high, up to an average score of 17.39 bits/minute for the 175 ms condition (best subject 25.20 bits/minute). When presenting the stimuli through a single speaker, thus effectively canceling the spatial properties of the cue, selection scores went down below 70% for most subjects. We conclude that the proposed spatial auditory paradigm is successful for healthy subjects and shows promising results that may lead to a fast BCI that solely relies on the auditory sense. Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral sclerosis (ALS) this might not be the preferable choice because of sight deterioration. Moreover, using a modality different from the visual one minimizes interference with possible visual feedback. Therefore, a multi-class BCI paradigm is proposed that uses spatially distributed, auditory cues. Ten healthy subjects participated in an offline oddball task with the spatial location of the stimuli being a discriminating cue. Experiments were done in free field, with an individual speaker for each location. Different inter-stimulus intervals of 1000 ms, 300 ms and 175 ms were tested. With averaging over multiple repetitions, selection scores went over 90% for most conditions, i.e., in over 90% of the trials the correct location was selected. One subject reached a 100% correct score. Corresponding information transfer rates were high, up to an average score of 17.39 bits/minute for the 175 ms condition (best subject 25.20 bits/minute). When presenting the stimuli through a single speaker, thus effectively canceling the spatial properties of the cue, selection scores went down below 70% for most subjects. We conclude that the proposed spatial auditory paradigm is successful for healthy subjects and shows promising results that may lead to a fast BCI that solely relies on the auditory sense. |
Audience | Academic |
Author | Blankertz, Benjamin Schreuder, Martijn Tangermann, Michael |
AuthorAffiliation | 2 Intelligent Data Analysis Group, Fraunhofer FIRST, Berlin, Germany University of Calgary, Canada 1 Machine Learning Department, Berlin Institute of Technology, Berlin, Germany |
AuthorAffiliation_xml | – name: 1 Machine Learning Department, Berlin Institute of Technology, Berlin, Germany – name: 2 Intelligent Data Analysis Group, Fraunhofer FIRST, Berlin, Germany – name: University of Calgary, Canada |
Author_xml | – sequence: 1 givenname: Martijn surname: Schreuder fullname: Schreuder, Martijn – sequence: 2 givenname: Benjamin surname: Blankertz fullname: Blankertz, Benjamin – sequence: 3 givenname: Michael surname: Tangermann fullname: Tangermann, Michael |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/20368976$$D View this record in MEDLINE/PubMed |
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Copyright | COPYRIGHT 2010 Public Library of Science 2010 Schreuder et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Schreuder et al. 2010 |
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Snippet | Most P300-based brain-computer interface (BCI) approaches use the visual modality for stimulation. For use with patients suffering from amyotrophic lateral... |
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SubjectTerms | Acoustic Stimulation - methods Adult Amyotrophic lateral sclerosis Amyotrophic Lateral Sclerosis - physiopathology Artificial intelligence Auditory evoked potentials Brain Brain - physiology Brain research Classification Clinical trials Computer applications Cues Ears & hearing Event-related potentials Feedback Human-computer interface Humans Implants Information transfer Neurological Disorders/Neuromuscular Diseases Neuroscience/Cognitive Neuroscience Neuroscience/Sensory Systems Physiology/Sensory Systems Spatial distribution Stimuli Time Factors User-Computer Interface Visual perception Visual stimuli |
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Title | A New Auditory Multi-Class Brain-Computer Interface Paradigm: Spatial Hearing as an Informative Cue |
URI | https://www.ncbi.nlm.nih.gov/pubmed/20368976 https://www.proquest.com/docview/1289453309 https://www.proquest.com/docview/733855298 https://pubmed.ncbi.nlm.nih.gov/PMC2848564 https://doaj.org/article/8a036cc80eb44f4692c6d6cf59c4a684 http://dx.doi.org/10.1371/journal.pone.0009813 |
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