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| Presentation | 2016-03-10 14:15 Using Word2Vec in Localizing Relevant Files for Bug Reports Yukiya Uneno, Osamu Mizuno (Kyoto Inst. Tech.), Eun-Hye Choi (AIST)  SS2015-85 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Once a fault in software is reported, developers have to determine which source files are related to the fault. This process is referred as buggy file localization (shortly, bug localization), and an automatic way of bug localization is important to improve developers’ productivity. This paper proposes an approach that efficiently localizes faulty files for a given bug report by our vector space model named semantic-VSM. Our semantic-VSM is constructed by using word2vec which generates distributed representations of words. We also propose CombBL, which combines our semantic-VSM with existing BugLocator and Bugspots tools. Experimental results show that CombBL is not so much inferior at accuracy but superior at scalability to existing techniques. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | word2vec / Bug localization / Bug report / Natural language processing / Information retrieval / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 115, no. 508, SS2015-85, pp. 55-60, March 2016. | |
| Paper # | SS2015-85 | |
| Date of Issue | 2016-03-03 (SS) | |
| 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 | SS2015-85 |
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| Conference Information | |
| Committee | SS |
| Conference Date | 2016-03-10 - 2016-03-11 |
| 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 | 2016-03-SS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Using Word2Vec in Localizing Relevant Files for Bug Reports |
| Sub Title (in English) | |
| Keyword(1) | word2vec |
| Keyword(2) | Bug localization |
| Keyword(3) | Bug report |
| Keyword(4) | Natural language processing |
| Keyword(5) | Information retrieval |
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| 1st Author's Name | Yukiya Uneno |
| 1st Author's Affiliation | Kyoto Institute of Technology (Kyoto Inst. Tech.) |
| 2nd Author's Name | Osamu Mizuno |
| 2nd Author's Affiliation | Kyoto Institute of Technology (Kyoto Inst. Tech.) |
| 3rd Author's Name | Eun-Hye Choi |
| 3rd Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) |
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| Speaker | Author-1 |
| Date Time | 2016-03-10 14:15:00 |
| Presentation Time | 25 minutes |
| Registration for | SS |
| Paper # | SS2015-85 |
| Volume (vol) | vol.115 |
| Number (no) | no.508 |
| Page | pp.55-60 |
| #Pages | 6 |
| Date of Issue | 2016-03-03 (SS) |
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