Paper Abstract and Keywords |
Presentation |
2019-03-05 11:10
Unsupervised blind source separation using self conditioned entropy minimization Yuan-chieh Ling, Toshitake Asabuki (UTokyo), Tomoki Fukai (RIKEN CBS) NC2018-67 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Unsupervised blind source separation refers to extracting underlying source signals from mixed signals without additional information, which is a function that parts of the neural systems perform. In this study, we proposed a framework composed of a feedforward spiking neural network model with a learning algorithm which minimizes the entropy of the distribution of output spikes conditioned on that of the input spikes, and the performance of the framework for unsupervised blind source separation tasks was evaluated under different settings. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Blind Source Separation / Spiking Neural Network / / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 470, NC2018-67, pp. 127-129, March 2019. |
Paper # |
NC2018-67 |
Date of Issue |
2019-02-25 (NC) |
ISSN |
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) |
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NC2018-67 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2019-03-04 - 2019-03-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
University of Electro Communications |
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(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2019-03-NC-MBE |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Unsupervised blind source separation using self conditioned entropy minimization |
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Blind Source Separation |
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Spiking Neural Network |
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1st Author's Name |
Yuan-chieh Ling |
1st Author's Affiliation |
Tokyo University (UTokyo) |
2nd Author's Name |
Toshitake Asabuki |
2nd Author's Affiliation |
Tokyo University (UTokyo) |
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Tomoki Fukai |
3rd Author's Affiliation |
RIKEN Centre for Brain Science (RIKEN CBS) |
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Speaker |
Author-1 |
Date Time |
2019-03-05 11:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2018-67 |
Volume (vol) |
vol.118 |
Number (no) |
no.470 |
Page |
pp.127-129 |
#Pages |
3 |
Date of Issue |
2019-02-25 (NC) |
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