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| Presentation | 2018-11-05 15:10 [Poster Presentation] Classification Algorithms for Generalized Label Noise Model with Unknown Parameter Tota Suko, Goki Yasuda, Shunsuke Horii, Manabu Kobayashi (Waseda Univ)  IBISML2018-92 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In classification problem, there is a case where noise is added to the label. The generalized label noise model is a model that unifiedly expresses various label noises that are handled in semi-supervised learning, learning from positive and unlabeled data and learning from data including the outliers, and so on. We propose a classification algorithm using the EM algorithm for this model with unknown parameters. We evaluate the performance of the proposed algorithm by numerical experiments. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | label noise / semi-supervised learning / outliers / EM algorithm / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 284, IBISML2018-92, pp. 361-366, Nov. 2018. | |
| Paper # | IBISML2018-92 | |
| 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 | IBISML2018-92 |
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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) | Classification Algorithms for Generalized Label Noise Model with Unknown Parameter |
| Sub Title (in English) | |
| Keyword(1) | label noise |
| Keyword(2) | semi-supervised learning |
| Keyword(3) | outliers |
| Keyword(4) | EM algorithm |
| Keyword(5) | |
| Keyword(6) | |
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| Keyword(8) | |
| 1st Author's Name | Tota Suko |
| 1st Author's Affiliation | Waseda University (Waseda Univ) |
| 2nd Author's Name | Goki Yasuda |
| 2nd Author's Affiliation | Waseda University (Waseda Univ) |
| 3rd Author's Name | Shunsuke Horii |
| 3rd Author's Affiliation | Waseda University (Waseda Univ) |
| 4th Author's Name | Manabu Kobayashi |
| 4th Author's Affiliation | Waseda University (Waseda Univ) |
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| Speaker | Author-1 |
| Date Time | 2018-11-05 15:10:00 |
| Presentation Time | 180 minutes |
| Registration for | IBISML |
| Paper # | IBISML2018-92 |
| Volume (vol) | vol.118 |
| Number (no) | no.284 |
| Page | pp.361-366 |
| #Pages | 6 |
| Date of Issue | 2018-10-29 (IBISML) |
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