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| Presentation | 2020-09-18 13:30 Exploitation Patterns and systematization of issues for Machine Learning Systems Satoshi Okuda (JAIST), Norihiko Ishitani (Weathernews), Toshiki Mori, Gaku Nemoto (JAIST), Kazuhiko Nishimura (VoiceResearch), Naoshi Uchihira (JAIST)  KBSE2020-4 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The rapid increase in the development of machine learning systems in companies today presents new challenges that have not been faced in the development of traditional IT systems. Machine learning systems for human operations have a different set of challenges than Porter's connected smart products. The methodology for planning and development of such products has not yet been established, and it is mainly based on experience and intuition. In this paper, we define "exploitation" as the process of enhancing a machine learning application system and summarize the issues in exploitation patterns based on several case studies. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Software Engineering for Machine Learning Systems / Project Management / Project Management / Exploitation Patterns / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 170, KBSE2020-4, pp. 19-24, Sept. 2020. | |
| Paper # | KBSE2020-4 | |
| Date of Issue | 2020-09-11 (KBSE) | |
| 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) | |
| Notes on Review | This article is a technical report without peer review, and its polished version will be published elsewhere. | |
| Download PDF | KBSE2020-4 |
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| Conference Information | |
| Committee | KBSE |
| Conference Date | 2020-09-18 - 2020-09-19 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | KBSE |
| Conference Code | 2020-09-KBSE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Exploitation Patterns and systematization of issues for Machine Learning Systems |
| Sub Title (in English) | |
| Keyword(1) | Software Engineering for Machine Learning Systems |
| Keyword(2) | Project Management |
| Keyword(3) | Project Management |
| Keyword(4) | Exploitation Patterns |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Satoshi Okuda |
| 1st Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
| 2nd Author's Name | Norihiko Ishitani |
| 2nd Author's Affiliation | Weathernews INC. (Weathernews) |
| 3rd Author's Name | Toshiki Mori |
| 3rd Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
| 4th Author's Name | Gaku Nemoto |
| 4th Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
| 5th Author's Name | Kazuhiko Nishimura |
| 5th Author's Affiliation | VoiceResearch Co., Ltd. (VoiceResearch) |
| 6th Author's Name | Naoshi Uchihira |
| 6th Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
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| Speaker | Author-1 |
| Date Time | 2020-09-18 13:30:00 |
| Presentation Time | 45 minutes |
| Registration for | KBSE |
| Paper # | KBSE2020-4 |
| Volume (vol) | vol.120 |
| Number (no) | no.170 |
| Page | pp.19-24 |
| #Pages | 6 |
| Date of Issue | 2020-09-11 (KBSE) |
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