Paper Abstract and Keywords |
Presentation |
2017-01-26 14:35
Associative memory model storing memory patterns with nonuniform learning frequency and correlation structure Akinori Takemoto, Tomoyuki Kimoto (NIT, Oita College) NC2016-49 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this study, we analyze stable states of an autocorrelation associative memory model storing memory patterns with nonuniform learning frequency and correlation structure by statistical mechanics and computer simulation. We use abstract memory pattern possessing two information such as the difference of the individuals and the observation direction in 2D observation image like human faces. In addition, we use abstract difference of learning frequency of memory patterns by observation direction difference. As the result of analysis, we found that there are several types of stable states, one is a state possessing information of differences among individual, and the others are the state losting the information. We found that individual identification that does not depend on observation direction is possible by the stable state possessing individual information. We also found that the stability of the stable state possessing individual information is increased by the influence of nonuniform learning frequency. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Hopfield model / nonuniform learning frequency / correlation structure pattern / mixed state / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 424, NC2016-49, pp. 7-12, Jan. 2017. |
Paper # |
NC2016-49 |
Date of Issue |
2017-01-19 (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) |
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NC2016-49 |
Conference Information |
Committee |
NC NLP |
Conference Date |
2017-01-26 - 2017-01-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kitakyushu Foundation for the Advanement of Ind. Sci. and Tech. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Implementation of Neuro Computing,Analysis and Modeling of Human Science, etc |
Paper Information |
Registration To |
NC |
Conference Code |
2017-01-NC-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Associative memory model storing memory patterns with nonuniform learning frequency and correlation structure |
Sub Title (in English) |
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Hopfield model |
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nonuniform learning frequency |
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correlation structure pattern |
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mixed state |
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1st Author's Name |
Akinori Takemoto |
1st Author's Affiliation |
National Institute of Technology, Oita College (NIT, Oita College) |
2nd Author's Name |
Tomoyuki Kimoto |
2nd Author's Affiliation |
National Institute of Technology, Oita College (NIT, Oita College) |
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Speaker |
Author-1 |
Date Time |
2017-01-26 14:35:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2016-49 |
Volume (vol) |
vol.116 |
Number (no) |
no.424 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2017-01-19 (NC) |
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