| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2008-01-15 16:50 Estimation of an instanteneous spike rate with the transfer matrix method Hiroyuki Tanaka (Tokyo Univ.), Keiji Miura (Harvard Univ./RIKEN), Kazuho Watanabe (Tokyo Univ.), Masato Okada (Tokyo Univ./RIKEN)  NC2007-96 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The neuronal spikes are irregular and unpredictable process, and can be regarded as a kind of the stochastic events. By using the Bayesian estimation framework, we can reconstruct an underlying firing rate of a neuron from only a single sequence. We apply the transfer matrix method to this Bayesian estimation framework. By using the transfer matrix method, we can calculate a marginal distribution function exactly. We investigate how a difference between the true hyperparameters and the model hyperparameters affects the results of the estimation and the marginal likelifood functoin. |
|
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | statistical mechanics / estimation of an instanteneous spike rate, bayesian estimation / bayesian estimation / transfer matrix method / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 107, no. 413, NC2007-96, pp. 55-60, Jan. 2008. | |
| Paper # | NC2007-96 | |
| Date of Issue | 2008-01-08 (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 | NC2007-96 |
|
| Conference Information | |
| Committee | NC |
| Conference Date | 2008-01-15 - 2008-01-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Centennial Hall, Hokkaido Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning, etc. |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2008-01-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of an instanteneous spike rate with the transfer matrix method |
| Sub Title (in English) | |
| Keyword(1) | statistical mechanics |
| Keyword(2) | estimation of an instanteneous spike rate, bayesian estimation |
| Keyword(3) | bayesian estimation |
| Keyword(4) | transfer matrix method |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hiroyuki Tanaka |
| 1st Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 2nd Author's Name | Keiji Miura |
| 2nd Author's Affiliation | Harvard University/RIKEN (Harvard Univ./RIKEN) |
| 3rd Author's Name | Kazuho Watanabe |
| 3rd Author's Affiliation | The University of Tokyo (Tokyo Univ.) |
| 4th Author's Name | Masato Okada |
| 4th Author's Affiliation | The University of Tokyo/RIKEN (Tokyo Univ./RIKEN) |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2008-01-15 16:50:00 |
| Presentation Time | 20 minutes |
| Registration for | NC |
| Paper # | NC2007-96 |
| Volume (vol) | vol.107 |
| Number (no) | no.413 |
| Page | pp.55-60 |
| #Pages | 6 |
| Date of Issue | 2008-01-08 (NC) |
[Return to Top Page]