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| Paper Abstract and Keywords | ||
| Presentation | 2019-11-09 13:15 A Proposal of an Evaluation Method for Machine Learning Models based on Service Perspective Indicators Shin Tezuka, Keisuke Hatasaki, Yoshiko Yasuda (Hitachi Ltd.)  KBSE2019-36 SC2019-33 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The new services with machine learning models which generated from IT / OT data attract attention. On the other hand, especially when the service and model developers are different, frequent model updates do not always lead service quality improvement. Therefore, it is necessary to re-evaluate the model based on the service perspective indicators. However, preparation of the large-scale evaluation dataset is difficult for the service developers. Therefore, in this paper, we propose a model evaluation method using the model developer’s dataset and filtering processes. The method allows service developers to evaluate models based on service perspective indicators without dataset preparation and prevents disclose of dataset contents | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Model Evaluation / Machine Learning / Marketplace / Service Computing / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 275, SC2019-33, pp. 77-82, Nov. 2019. | |
| Paper # | SC2019-33 | |
| Date of Issue | 2019-11-01 (KBSE, SC) | |
| 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 | KBSE2019-36 SC2019-33 |
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| Conference Information | |
| Committee | KBSE SC |
| Conference Date | 2019-11-08 - 2019-11-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Shinshu University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | SC |
| Conference Code | 2019-11-KBSE-SC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Proposal of an Evaluation Method for Machine Learning Models based on Service Perspective Indicators |
| Sub Title (in English) | |
| Keyword(1) | Model Evaluation |
| Keyword(2) | Machine Learning |
| Keyword(3) | Marketplace |
| Keyword(4) | Service Computing |
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| 1st Author's Name | Shin Tezuka |
| 1st Author's Affiliation | Hitachi Ltd. (Hitachi Ltd.) |
| 2nd Author's Name | Keisuke Hatasaki |
| 2nd Author's Affiliation | Hitachi Ltd. (Hitachi Ltd.) |
| 3rd Author's Name | Yoshiko Yasuda |
| 3rd Author's Affiliation | Hitachi Ltd. (Hitachi Ltd.) |
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| Speaker | Author-1 |
| Date Time | 2019-11-09 13:15:00 |
| Presentation Time | 30 minutes |
| Registration for | SC |
| Paper # | KBSE2019-36, SC2019-33 |
| Volume (vol) | vol.119 |
| Number (no) | no.274(KBSE), no.275(SC) |
| Page | pp.77-82 |
| #Pages | 6 |
| Date of Issue | 2019-11-01 (KBSE, SC) |
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