| Presentation | 2017-11-17 Performance Comparison of Machine Learning and Process Mining in Evaluation of Software Development Processes Hitoshi Shiozawa, Kunihiko Hiraishi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It is important to evaluate processes in order to ensure quality of products in software development. But conventional approaches waste much time because they are done by hearing from developers based on checklists or inspecting products by inspectors. Those approaches depend on inspector’s skills much. On the other hand, semi-automated approach which applies machine learning to log obtained from CASE tool is proposed. And process mining which predicts process from event log obtained by information system has been studied much. This paper compares performance of machine learning and process mining in evaluation of software development processes, and considers their practicality. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | process evaluation / machine learning / process mining / quality |
| Paper # | CAS2017-51,MSS2017-35 |
| Date of Issue | 2017-11-09 (CAS, MSS) |
| Conference Information | |
| Committee | CAS / MSS / IPSJ-AL |
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| Conference Date | 2017/11/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Mitsuru Hiraki(Renesas) / Morikazu Nakamura(Univ. of Ryukyus) / Takashi Horiyama(Saitama University) |
| Vice Chair | Hideaki Okazaki(Shonan Inst. of Tech.) / Shigemasa Takai(Osaka Univ.) |
| Secretary | Hideaki Okazaki(Renesas) / Shigemasa Takai(Shonan Inst. of Tech.) / (Toshiba) |
| Assistant | Yohei Nakamura(Hitachi) / Hideki Kinjo(Okinawa Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Circuits and Systems / Technical Committee on Mathematical Systems Science and its applications / Special Interest Group on Algorithms |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Performance Comparison of Machine Learning and Process Mining in Evaluation of Software Development Processes |
| Sub Title (in English) | |
| Keyword(1) | process evaluation |
| Keyword(2) | machine learning |
| Keyword(3) | process mining |
| Keyword(4) | quality |
| 1st Author's Name | Hitoshi Shiozawa |
| 1st Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| 2nd Author's Name | Kunihiko Hiraishi |
| 2nd Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| Date | 2017-11-17 |
| Paper # | CAS2017-51,MSS2017-35 |
| Volume (vol) | vol.117 |
| Number (no) | CAS-300,MSS-301 |
| Page | pp.pp.83-88(CAS), pp.83-88(MSS), |
| #Pages | 6 |
| Date of Issue | 2017-11-09 (CAS, MSS) |