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| Presentation | 2016-11-19 11:35 Estimation of Neural Connections from Partially Observed Spikes Taishi Iwasaki (Waseda Univ.), Hideitsu Hino (Tsukuba Univ.), Masami Tatsuno (Lethbridge Univ.), Shotaro Akaho (AIST), Noboru Murata (Waseda Univ.)  NC2016-36 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Estimation of neural connections from spike data is an important problem for investigating information processing in brains. Although a limited number of neurons are observed, most of the existing methods ignore effects from non-observed neurons. In this paper, we propose a framework for extracting connections of partially observed neurons by estimating effects from non-observed neurons based on a probability model of neuron firing. Our numerical experiment supports usefulness of our proposed method. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | neuron / spike data / partial observation / graph / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 313, NC2016-36, pp. 21-26, Nov. 2016. | |
| Paper # | NC2016-36 | |
| Date of Issue | 2016-11-11 (NC) | |
| 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 | NC2016-36 |
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| Conference Information | |
| Committee | MBE NC |
| Conference Date | 2016-11-18 - 2016-11-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2016-11-MBE-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of Neural Connections from Partially Observed Spikes |
| Sub Title (in English) | |
| Keyword(1) | neuron |
| Keyword(2) | spike data |
| Keyword(3) | partial observation |
| Keyword(4) | graph |
| Keyword(5) | |
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| 1st Author's Name | Taishi Iwasaki |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Hideitsu Hino |
| 2nd Author's Affiliation | University of Tsukuba (Tsukuba Univ.) |
| 3rd Author's Name | Masami Tatsuno |
| 3rd Author's Affiliation | University of Lethbridge (Lethbridge Univ.) |
| 4th Author's Name | Shotaro Akaho |
| 4th Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) |
| 5th Author's Name | Noboru Murata |
| 5th Author's Affiliation | Waseda University (Waseda Univ.) |
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| Speaker | Author-1 |
| Date Time | 2016-11-19 11:35:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2016-36 |
| Volume (vol) | vol.116 |
| Number (no) | no.313 |
| Page | pp.21-26 |
| #Pages | 6 |
| Date of Issue | 2016-11-11 (NC) |
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