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| Presentation | 2014-09-01 17:00 Analysing the Fairness of Fairness-aware Classifiers Toshihiro Kamishima, Shotaro Akaho, Hideki Asoh (AIST), Jun Sakuma (Univ. of Tsukuba)  PRMU2014-47 IBISML2014-28 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Calders and Verwer's two-naive-Bayes is one of fairness-aware classifiers, which classify objects while excluding the influence of a specific information. We analyze why this classifier achieves very high level of the fairness, and show that this is due to a decision rules and a model bias. Based on these findings, we develop methods that are grounded on rigid theory and are applicable to wider types of classifiers. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | fairness-aware data mining / discrimination-aware data mining / naive Bayes classifier / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 198, IBISML2014-28, pp. 85-92, Sept. 2014. | |
| Paper # | IBISML2014-28 | |
| Date of Issue | 2014-08-25 (PRMU, IBISML) | |
| 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) | |
| Download PDF | PRMU2014-47 IBISML2014-28 |
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| Conference Information | |
| Committee | PRMU IBISML IPSJ-CVIM |
| Conference Date | 2014-09-01 - 2014-09-02 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2014-09-PRMU-IBISML-CVIM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysing the Fairness of Fairness-aware Classifiers |
| Sub Title (in English) | |
| Keyword(1) | fairness-aware data mining |
| Keyword(2) | discrimination-aware data mining |
| Keyword(3) | naive Bayes classifier |
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| 1st Author's Name | Toshihiro Kamishima |
| 1st Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) (AIST) |
| 2nd Author's Name | Shotaro Akaho |
| 2nd Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) (AIST) |
| 3rd Author's Name | Hideki Asoh |
| 3rd Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) (AIST) |
| 4th Author's Name | Jun Sakuma |
| 4th Author's Affiliation | University of Tsukuba (Univ. of Tsukuba) |
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| Speaker | Author-1 |
| Date Time | 2014-09-01 17:00:00 |
| Presentation Time | 30 minutes |
| Registration for | IBISML |
| Paper # | PRMU2014-47, IBISML2014-28 |
| Volume (vol) | vol.114 |
| Number (no) | no.197(PRMU), no.198(IBISML) |
| Page | pp.85-92 |
| #Pages | 8 |
| Date of Issue | 2014-08-25 (PRMU, IBISML) |
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