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| Presentation | 2019-03-04 14:45 Machine learning based requirements description analysis technique for creating backlogs Ryo Ishizuka, Hironori Washizaki (Waseda Univ.), Shinobu Saito, saori ouji (NTT SIC)  SS2018-62 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | A large amount of demands are sent by users during systems operation. The project manager should identify the features required for the next development out of the demands. However, it is difficult to understand the whole context of the demands because there are a wide variety of the contents. We propose the machine learning based method to extract the requirements from the demands and arrange them. In our experiment used NASA datasets in Tera-PROMISE, our methods performed the document classification of requirements and specifications and clustering of requirements with high accuracy. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Reverse Engineering / Text Mining / Classification / Clustering / Machine Learning / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 471, SS2018-62, pp. 61-66, March 2019. | |
| Paper # | SS2018-62 | |
| Date of Issue | 2019-02-25 (SS) | |
| 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 | SS2018-62 |
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| Conference Information | |
| Committee | SS |
| Conference Date | 2019-03-04 - 2019-03-05 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | SS |
| Conference Code | 2019-03-SS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Machine learning based requirements description analysis technique for creating backlogs |
| Sub Title (in English) | |
| Keyword(1) | Reverse Engineering |
| Keyword(2) | Text Mining |
| Keyword(3) | Classification |
| Keyword(4) | Clustering |
| Keyword(5) | Machine Learning |
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| 1st Author's Name | Ryo Ishizuka |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Hironori Washizaki |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
| 3rd Author's Name | Shinobu Saito |
| 3rd Author's Affiliation | NTT Software Innovation Center (NTT SIC) |
| 4th Author's Name | saori ouji |
| 4th Author's Affiliation | NTT Software Innovation Center (NTT SIC) |
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| Speaker | Author-1 |
| Date Time | 2019-03-04 14:45:00 |
| Presentation Time | 25 minutes |
| Registration for | SS |
| Paper # | SS2018-62 |
| Volume (vol) | vol.118 |
| Number (no) | no.471 |
| Page | pp.61-66 |
| #Pages | 6 |
| Date of Issue | 2019-02-25 (SS) |
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