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| Presentation | 2015-06-25 09:55 Computational Complexity Reduction for Functional Connectivity Estimation in Large Scale Neural Network JeongHun Baek, Shigeyuki Oba (Kyoto Univ.), Junichiro Yoshimoto, Kenji Doya (OIST), Shin Ishii (Kyoto Univ.)  IBISML2015-22 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Identification of functional connectivity between neurons is an important issue in computational neu- roscience. Recently, the number of simultaneously recorded neurons is increasing, and computational complexity to estimate functional connectivity is exploding. In this study, we propose a two-stage algorithm to estimate spike response functions between neurons in a large scale network. We applied the proposed algorithm to various scales of neural networks and showed that the computational complexity is reduced without sacrificing estimation accuracy. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | computational complexity reduction / functional connectivity / two-stage algorithm / large scale networks / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 115, no. 112, IBISML2015-22, pp. 181-185, June 2015. | |
| Paper # | IBISML2015-22 | |
| Date of Issue | 2015-06-16 (IBISML) | |
| 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 | IBISML2015-22 |
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| Conference Information | |
| Committee | NC IPSJ-BIO IBISML IPSJ-MPS |
| Conference Date | 2015-06-23 - 2015-06-25 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning Approach to Biodata Mining, and General |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2015-06-NC-BIO-IBISML-MPS |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Computational Complexity Reduction for Functional Connectivity Estimation in Large Scale Neural Network |
| Sub Title (in English) | |
| Keyword(1) | computational complexity reduction |
| Keyword(2) | functional connectivity |
| Keyword(3) | two-stage algorithm |
| Keyword(4) | large scale networks |
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| 1st Author's Name | JeongHun Baek |
| 1st Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 2nd Author's Name | Shigeyuki Oba |
| 2nd Author's Affiliation | Kyoto University (Kyoto Univ.) |
| 3rd Author's Name | Junichiro Yoshimoto |
| 3rd Author's Affiliation | Okinawa Institute of Science and Technology Graduate University (OIST) |
| 4th Author's Name | Kenji Doya |
| 4th Author's Affiliation | Okinawa Institute of Science and Technology Graduate University (OIST) |
| 5th Author's Name | Shin Ishii |
| 5th Author's Affiliation | Kyoto University (Kyoto Univ.) |
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| Speaker | Author-1 |
| Date Time | 2015-06-25 09:55:00 |
| Presentation Time | 25 minutes |
| Registration for | IBISML |
| Paper # | IBISML2015-22 |
| Volume (vol) | vol.115 |
| Number (no) | no.112 |
| Page | pp.181-185 |
| #Pages | 5 |
| Date of Issue | 2015-06-16 (IBISML) |
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