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
Hauptverfasser: Min Soo Kim, Hee Don Seo
Format: Tagungsbericht
Sprache:Englisch
Veröffentlicht: IEEE 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.
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
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  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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StartPage 66
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
URI https://ieeexplore.ieee.org/document/1323316
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