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Paper Abstract and Keywords
Presentation 2023-03-15 11:00
Investigation of software development history using a configuration management tool for defect prediction
Takayuki Zukawa (Kyoto Inst. Tech.), Masanari Kondo (Kyushu Univ.), Eunjong Choi, Osamu Mizuno (Kyoto Inst. Tech.) SS2022-64
Abstract (in Japanese) (See Japanese page) 
(in English) As software becomes more widely used, Infrastructure as Code (IaC) is becoming increasingly popular for eliminating the need for human intervention and improving the efficiency in system operation. However, defects in IaC can lead to serious problems such as loss of customer data and economic loss. In this study, we focus on defect-fixing commits in Ansible and investigate whether vectorizing natural language information in commit messages can predict defect-fixing commits. By using BOW, we achieved an accuracy of 0.869 for AUC and 0.782 for F1-score in classifying commit messages. Additionally, we obtained an accuracy of 0.665 for AUC and 0.313 for F1-score in classifying commit message categories.
Keyword (in Japanese) (See Japanese page) 
(in English) Defect prediction / Mining Software Repositories / Infrastructure as Code / Ansible / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 432, SS2022-64, pp. 103-108, March 2023.
Paper # SS2022-64 
Date of Issue 2023-03-07 (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 SS2022-64

Conference Information
Committee SS  
Conference Date 2023-03-14 - 2023-03-15 
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 2023-03-SS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Investigation of software development history using a configuration management tool for defect prediction 
Sub Title (in English)  
Keyword(1) Defect prediction  
Keyword(2) Mining Software Repositories  
Keyword(3) Infrastructure as Code  
Keyword(4) Ansible  
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1st Author's Name Takayuki Zukawa  
1st Author's Affiliation Kyoto Institute of technology (Kyoto Inst. Tech.)
2nd Author's Name Masanari Kondo  
2nd Author's Affiliation Kyushu University (Kyushu Univ.)
3rd Author's Name Eunjong Choi  
3rd Author's Affiliation Kyoto Institute of technology (Kyoto Inst. Tech.)
4th Author's Name Osamu Mizuno  
4th Author's Affiliation Kyoto Institute of technology (Kyoto Inst. Tech.)
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Speaker Author-1 
Date Time 2023-03-15 11:00:00 
Presentation Time 25 minutes 
Registration for SS 
Paper # SS2022-64 
Volume (vol) vol.122 
Number (no) no.432 
Page pp.103-108 
#Pages 6 
Date of Issue 2023-03-07 (SS) 

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