| Paper Abstract and Keywords |
| Presentation |
2012-11-17 13:55
Inter-layer correlation in a feed-forward network with intra-layer common noise Ryo Karakida, Yasuhiko Igarashi (Univ. of Tokyo), Kenji Nagata (Univ. Tokyo), Masato Okada (Univ. Tokyo/RIKEN) NC2012-69 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Intra-layer common noise leads to the synchronous firing of neurons in a feed-forward network.
The synchronous firing propagates thorough the network, which is characterized by correlated neural activity.
Previous studies have recently studied the spike correlation between neurons of one layer, which is called intra-layer correlation.
However, the intra-layer common noise appears to generate not only the intra-layer correlation but also an inter-layer correlation, a spike correlation between different layers.
This is because propagating synchronous firing takes over the state of previous layers and the firing states of different layers are dependent.
In this study, we construct a theory of the inter-layer correlation in a homogeneous feed-forward network with intra-layer common noise.
The theory reveals that the inter-layer common noise causes not only the intra-layer correlation but also the inter-layer correlation,
which coincide with those of a simulation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Synchronous firing / Feed-forward network / Intra-layer common noise / Spike correlation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 112, no. 298, NC2012-69, pp. 45-50, Nov. 2012. |
| Paper # |
NC2012-69 |
| Date of Issue |
2012-11-09 (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 |
NC2012-69 |
| Conference Information |
| Committee |
MBE NC |
| Conference Date |
2012-11-16 - 2012-11-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tohoku University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
BCI/BMI, NC and MBE |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2012-11-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Inter-layer correlation in a feed-forward network with intra-layer common noise |
| Sub Title (in English) |
|
| Keyword(1) |
Synchronous firing |
| Keyword(2) |
Feed-forward network |
| Keyword(3) |
Intra-layer common noise |
| Keyword(4) |
Spike correlation |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Ryo Karakida |
| 1st Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 2nd Author's Name |
Yasuhiko Igarashi |
| 2nd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
| 3rd Author's Name |
Kenji Nagata |
| 3rd Author's Affiliation |
The University of Tokyo (Univ. Tokyo) |
| 4th Author's Name |
Masato Okada |
| 4th Author's Affiliation |
The University of Tokyo/RIKEN (Univ. Tokyo/RIKEN) |
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| Speaker |
Author-1 |
| Date Time |
2012-11-17 13:55:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2012-69 |
| Volume (vol) |
vol.112 |
| Number (no) |
no.298 |
| Page |
pp.45-50 |
| #Pages |
6 |
| Date of Issue |
2012-11-09 (NC) |