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| Presentation | 2009-12-11 17:00 On the estimating method of the information rates of retinal ganglion cells Hiroki Saito, Yoshimi Kamiyama (Aichi Prefectural Univ)  NC2009-69 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Mutual information is often used to quantify the response property of retinal ganglion cells to sensory inputs. To calculate mutual information from experimental data, a common method is to make a histogram of data samples by discretizing them into appropriate bins. However, the result is highly dependent on the choice of bin size and is subject to approximation error, especially when the number of data is limited. In this study, we introduce a mutual information estimation method using Bayesian method. We apply the method to the information rate analysis of spike trains of retinal ganglion cells. The validity of the proposed method is evaluated through simulation experiment. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | retinal ganglion cell / spike train / mutual information rate / Bayesian estimation / protocol / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 109, no. 333, NC2009-69, pp. 37-42, Dec. 2009. | |
| Paper # | NC2009-69 | |
| Date of Issue | 2009-12-04 (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 | NC2009-69 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2009-12-11 - 2009-12-11 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2009-12-NC-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On the estimating method of the information rates of retinal ganglion cells |
| Sub Title (in English) | |
| Keyword(1) | retinal ganglion cell |
| Keyword(2) | spike train |
| Keyword(3) | mutual information rate |
| Keyword(4) | Bayesian estimation |
| Keyword(5) | protocol |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hiroki Saito |
| 1st Author's Affiliation | Aichi Prefectural University (Aichi Prefectural Univ) |
| 2nd Author's Name | Yoshimi Kamiyama |
| 2nd Author's Affiliation | Aichi Prefectural University (Aichi Prefectural Univ) |
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| Speaker | Author-1 |
| Date Time | 2009-12-11 17:00:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2009-69 |
| Volume (vol) | vol.109 |
| Number (no) | no.333 |
| Page | pp.37-42 |
| #Pages | 6 |
| Date of Issue | 2009-12-04 (NC) |
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