| Presentation | 2023-03-15 Investigation of software development history using a configuration management tool for defect prediction Takayuki Zukawa, Masanari Kondo, Eunjong Choi, Osamu Mizuno, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Defect prediction / Mining Software Repositories / Infrastructure as Code / Ansible |
| Paper # | SS2022-64 |
| Date of Issue | 2023-03-07 (SS) |
| Conference Information | |
| Committee | SS |
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| Conference Date | 2023/3/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kozo Okano(Shinshu Univ.) |
| Vice Chair | Yoshiki Higo(Osaka Univ.) |
| Secretary | Yoshiki Higo(Shinshu Univ.) |
| Assistant | Shinsuke Matsumoto(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Software Science |
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| Language | JPN |
| 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 |
| 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.) |
| Date | 2023-03-15 |
| Paper # | SS2022-64 |
| Volume (vol) | vol.122 |
| Number (no) | SS-432 |
| Page | pp.pp.103-108(SS), |
| #Pages | 6 |
| Date of Issue | 2023-03-07 (SS) |