Abstract:
In this study, we developed a practical EEG-based BCI paradigm for online binary communication of patients in completely locked-in state (CLIS). The performance of our BC...Show MoreMetadata
Abstract:
In this study, we developed a practical EEG-based BCI paradigm for online binary communication of patients in completely locked-in state (CLIS). The performance of our BCI paradigm was evaluated with a female patient in CLIS, who had never communicated even with her family for more than a year. An average online classification accuracy of 87.5 % was achieved using EEG data recorded just for 5 seconds. This is the first report of successful application of EEG-based BCI to the online yes/no communication of patients in CLIS.
Date of Conference: 15-17 January 2018
Date Added to IEEE Xplore: 12 March 2018
ISBN Information:
Electronic ISSN: 2572-7672
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- IEEE Keywords
- Index Terms
- Patient Communication ,
- Locked-in Syndrome ,
- EEG-based Brain-computer Interface ,
- Completely Locked-in State ,
- Classification Accuracy ,
- Average Accuracy ,
- Average Classification Accuracy ,
- Support Vector Machine ,
- Amyotrophic Lateral Sclerosis ,
- Binary Classification ,
- Linear Discriminant Analysis ,
- Leave-one-out Cross-validation ,
- Classification Framework ,
- Amyotrophic Lateral Sclerosis Patients ,
- Mental Task ,
- Motor Imagery ,
- Riemannian Manifold ,
- Combination Of Tasks ,
- Common Mode Sense
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Patient Communication ,
- Locked-in Syndrome ,
- EEG-based Brain-computer Interface ,
- Completely Locked-in State ,
- Classification Accuracy ,
- Average Accuracy ,
- Average Classification Accuracy ,
- Support Vector Machine ,
- Amyotrophic Lateral Sclerosis ,
- Binary Classification ,
- Linear Discriminant Analysis ,
- Leave-one-out Cross-validation ,
- Classification Framework ,
- Amyotrophic Lateral Sclerosis Patients ,
- Mental Task ,
- Motor Imagery ,
- Riemannian Manifold ,
- Combination Of Tasks ,
- Common Mode Sense
- Author Keywords