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| Presentation | 2018-11-05 15:10 [Poster Presentation] A Self-Organization Model Developing Higher Order Units by Self-Test Learning Akira Date, Shunsuke Hanai (Univ. of Miyazaki)  IBISML2018-100 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We have carried out computer simulation studies of a self-organizing network Geman-Davis model in which the number of units increases with time. The purpose of the network is to discover regularities in the inputs. To investigate the model, we have applied it to a classical $8 times 8$ image world in which random horizontal and vertical lines are presented. In the presentation, we will show the ability of the model to create useful internal representation. This model was proposed a few yares before the inventions of Bolzmann machine and Markov random field formalisms for capturing complex environments. We think it has a lot of interesting properties to study further. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | self-organziation / higher-order features / part-whole hierarchy / knowledge representation / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 284, IBISML2018-100, pp. 419-424, Nov. 2018. | |
| Paper # | IBISML2018-100 | |
| Date of Issue | 2018-10-29 (IBISML) | |
| 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) | |
| Download PDF | IBISML2018-100 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2018-11-05 - 2018-11-07 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Citizens Activites Center (Kaderu 2.7) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2018) |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2018-11-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Self-Organization Model Developing Higher Order Units by Self-Test Learning |
| Sub Title (in English) | |
| Keyword(1) | self-organziation |
| Keyword(2) | higher-order features |
| Keyword(3) | part-whole hierarchy |
| Keyword(4) | knowledge representation |
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| 1st Author's Name | Akira Date |
| 1st Author's Affiliation | University of Miyazaki (Univ. of Miyazaki) |
| 2nd Author's Name | Shunsuke Hanai |
| 2nd Author's Affiliation | University of Miyazaki (Univ. of Miyazaki) |
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| Speaker | Author-1 |
| Date Time | 2018-11-05 15:10:00 |
| Presentation Time | 180 minutes |
| Registration for | IBISML |
| Paper # | IBISML2018-100 |
| Volume (vol) | vol.118 |
| Number (no) | no.284 |
| Page | pp.419-424 |
| #Pages | 6 |
| Date of Issue | 2018-10-29 (IBISML) |
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