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| Presentation | 2007-06-08 15:15 Hodgkin-Huxley Model And Recurrent Neural Network Masaaki Takahashi, Youbo Cai, Masumi Ishikawa, Kiyohisa Natsume (KIT)  NLP2007-16 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | To simulate neuronal activity, it is necessary to formulate the time course of the current-voltage relationship recorded by voltage clamp method using the differential equations. The equations represent the dynamics of gate variables. In this paper, dynamics of gate variables in Hodgkin-Huxley model were implemented in recurrent neural network (RNN) and we calculated the membrane potential of neuron using the RNN model. The model could reproduce the neuronal responses to a step stimulus, the rebound response and the response to the constant stimulation, which are qualitatively the same as these of HH model calculated by the differential equations of gate variables. These results suggest that RNN will be used to simulate the neuronal activity. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Hodgkin-Huxley model / Dynamics of gate variables / Recurrent neural network / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 107, no. 86, NLP2007-16, pp. 29-34, June 2007. | |
| Paper # | NLP2007-16 | |
| Date of Issue | 2007-06-01 (NLP) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | NLP2007-16 |
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| Conference Information | |
| Committee | NLP |
| Conference Date | 2007-06-08 - 2007-06-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NLP |
| Conference Code | 2007-06-NLP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Hodgkin-Huxley Model And Recurrent Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Hodgkin-Huxley model |
| Keyword(2) | Dynamics of gate variables |
| Keyword(3) | Recurrent neural network |
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| 1st Author's Name | Masaaki Takahashi |
| 1st Author's Affiliation | Kyusyu Institute of Technology (KIT) |
| 2nd Author's Name | Youbo Cai |
| 2nd Author's Affiliation | Kyusyu Institute of Technology (KIT) |
| 3rd Author's Name | Masumi Ishikawa |
| 3rd Author's Affiliation | Kyusyu Institute of Technology (KIT) |
| 4th Author's Name | Kiyohisa Natsume |
| 4th Author's Affiliation | Kyusyu Institute of Technology (KIT) |
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| Speaker | Author-1 |
| Date Time | 2007-06-08 15:15:00 |
| Presentation Time | 25 minutes |
| Registration for | NLP |
| Paper # | NLP2007-16 |
| Volume (vol) | vol.107 |
| Number (no) | no.86 |
| Page | pp.29-34 |
| #Pages | 6 |
| Date of Issue | 2007-06-01 (NLP) |
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