System for a cognitive analysis of EEG based on neural networks
In this paper, we propose an EEG-based response time prediction method during a yes/no cognitive decision task. In the experimental task, a subject goes through responding of visual stimulus, understanding the given problem, controlling hand motions, and hitting a key. Considering the subject's...
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| Veröffentlicht in: | SICE 2003 annual Conference (IEEE Cat. No.03TH8734) : 4-6 August 2003 Jg. 1; S. 66 - 69 Vol.1 |
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2003
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| ISBN: | 0780383524, 9780780383524 |
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| Abstract | In this paper, we propose an EEG-based response time prediction method during a yes/no cognitive decision task. In the experimental task, a subject goes through responding of visual stimulus, understanding the given problem, controlling hand motions, and hitting a key. Considering the subject's varying brain activities, we model subjects' mental states with defining ST (selection time). EEG signals from four subjects were recorded while they performed three mental tasks. Feature vectors defined by these representations were classified with a standard, feed-forward neural network trained via the error back-propagation algorithm. |
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| AbstractList | In this paper, we propose an EEG-based response time prediction method during a yes/no cognitive decision task. In the experimental task, a subject goes through responding of visual stimulus, understanding the given problem, controlling hand motions, and hitting a key. Considering the subject's varying brain activities, we model subjects' mental states with defining ST (selection time). EEG signals from four subjects were recorded while they performed three mental tasks. Feature vectors defined by these representations were classified with a standard, feed-forward neural network trained via the error back-propagation algorithm. |
| Author | Hee Don Seo Min Soo Kim |
| Author_xml | – sequence: 1 surname: Min Soo Kim fullname: Min Soo Kim organization: Yeungnam Univ., Gyungsan, South Korea – sequence: 2 surname: Hee Don Seo fullname: Hee Don Seo organization: Yeungnam Univ., Gyungsan, South Korea |
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| Snippet | In this paper, we propose an EEG-based response time prediction method during a yes/no cognitive decision task. In the experimental task, a subject goes... |
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| SubjectTerms | Biological neural networks Communication channels Delay Electrodes Electroencephalography Feedforward neural networks Feedforward systems Neural networks Prediction methods Signal representations |
| Title | System for a cognitive analysis of EEG based on neural networks |
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