Proceedings of the Japanese Society for Cognitive Psychology
The 7th Conference of the Japanese Society for Cognitive Psychology
Session ID : P1-29
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A Winner-Takes-all neural network model for Stroop color word task
*Shin-ichi Asakawa
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Abstract
A neural network model for Stroop test is proposed. Subjects experience conflicts when they are presented colored letters, and there are differences between color and letter presented. Although, there are, so far, several neural network models have been proposed, all of them did not represent this kind of conflicts. The model proposed here is explicitly implemented Winner-Takes-all circuits for solving these conflicts. The model was consist of four modules, those are a word perception, a color perception, a task switch, and an output. Each module has its own winner-takes-all circuit to select an appropriate candidate. The word superiority effect was implemented as the initial value in the task switch layer. The letter in the word perception and the color in the color perception layers have also winner-takes-all circuits. The combination of the winner-takes-all circuit can explain the reaction time and error type.
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© 2009 The Japanese Society for Cognitive Psychology
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