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| Presentation | 2018-11-05 15:10 [Poster Presentation] Recommendation for Market Places using Non-negative Matrix Factorization and MDL Priciple Yosuke Arano (Kyushu Univ.), Yusuke Miyake (GMO Pepabo), Masanori Kawakita, Junichi Takeuchi (Kyushu Univ.)  IBISML2018-96 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We apply the rank selection method for non-negative matrix factorization (NMF) based on MDL criterion which was proposed by [Yamauchi et al., 2012] to user action data of hand made market ``minne'' for the purpose of recommendation of items on sale. Yamauchi et al. proposed an MDL criterion for NMF in their research for detection of cooperative actions of hosts in the internet infected with single malware, and successfully applied their NMF with the MDL criterion to real traffic data. Minne deals various hand made products, for each of which there are a few identical items. Hence, we expect that NMF with the MDL criterion is more effective for our task than the existing methods. This expectation was confirmed by our experiments using real data of minne. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Non-negative Matrix Factrization / MDL criterion / market place / recommendation / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 284, IBISML2018-96, pp. 389-395, Nov. 2018. | |
| Paper # | IBISML2018-96 | |
| 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 | IBISML2018-96 |
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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) | Recommendation for Market Places using Non-negative Matrix Factorization and MDL Priciple |
| Sub Title (in English) | |
| Keyword(1) | Non-negative Matrix Factrization |
| Keyword(2) | MDL criterion |
| Keyword(3) | market place |
| Keyword(4) | recommendation |
| Keyword(5) | |
| Keyword(6) | |
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| Keyword(8) | |
| 1st Author's Name | Yosuke Arano |
| 1st Author's Affiliation | Kyushu University (Kyushu Univ.) |
| 2nd Author's Name | Yusuke Miyake |
| 2nd Author's Affiliation | Pepabo R&D Institute, GMO Pepabo, Inc. (GMO Pepabo) |
| 3rd Author's Name | Masanori Kawakita |
| 3rd Author's Affiliation | Kyushu University (Kyushu Univ.) |
| 4th Author's Name | Junichi Takeuchi |
| 4th Author's Affiliation | Kyushu University (Kyushu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2018-11-05 15:10:00 |
| Presentation Time | 180 minutes |
| Registration for | IBISML |
| Paper # | IBISML2018-96 |
| Volume (vol) | vol.118 |
| Number (no) | no.284 |
| Page | pp.389-395 |
| #Pages | 7 |
| Date of Issue | 2018-10-29 (IBISML) |
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