Wed 23 Sep 2020 02:20 - 02:25 at Wombat - Tool Demo Showcase (1) Chair(s): Yanyan Jiang
Just-In-Time (JIT) defect prediction is a classification model that is trained using historical data to predict bug-introducing changes. However, recent studies raised concerns related to the explainability of the predictions of many software analytics applications (i.e., practitioners do not understand why commits are risky and how to improve them). In addition, the adoption of Just-In-Time defect prediction is still limited due to a lack of integration into CI/CD pipelines and modern software development platforms (e.g., GitHub). In this paper, we present an explainable Just-In-Time defect prediction framework to automatically generate feedback to developers by providing the riskiness of each commit, explaining why such commit is risky, and suggesting risk mitigation plans. The proposed framework is integrated into the GitHub CI/CD pipeline as a GitHub application to continuously monitor and analyse a stream of commits in many GitHub repositories. Finally, we discuss the usage scenarios and their implications to practitioners. The VDO demonstration is available at https://youtu.be/HJBzULrS6hE.
Wed 23 Sep Times are displayed in time zone: (UTC) Coordinated Universal Time
02:20 - 03:20: Tool Demo Showcase (1)Tool Demonstrations at Wombat Chair(s): Yanyan JiangNanjing University | |||
| 02:20 - 02:25 Talk | JITBot: An Explainable Just-In-Time Defect Prediction Bot Tool Demonstrations Chaiyakarn KhananMahidol University, Worawit LuewichanaMahidol University, Krissakorn PruktharathikoonMahidol University, Jirayus JiarpakdeeMonash University, Australia, Chakkrit (Kla) TantithamthavornMonash University, Australia, Morakot ChoetkiertikulMahidol University, Thailand, Chaiyong RakhitwetsagulMahidol University, Thailand, Thanwadee SunetnantaMahidol University | ||
| 02:25 - 02:30 Talk | OSLDetector: Identifying Open-Source Libraries through Binary Analysis Tool Demonstrations Dan ZhangTsinghua University | ||
| 02:30 - 02:35 Talk | AirMochi – A Tool for Remotely Controlling iOS Devices Tool Demonstrations Nikola LukicUniversity of Southern California, Saghar TalebipourUniversity of Southern California, Nenad MedvidovićUniversity of Southern California, USA | ||
| 02:35 - 02:40 Talk | Edge4Real: A Cost-Effective Edge Computing based Human Behaviour Recognition System for Human-Centric Software Engineering Tool Demonstrations DI SHAOSchool of Information Technology, Deakin University, Xiao LiuSchool of Information Technology, Deakin University, Ben ChengSchool of Information Technology, Deakin University, Owen WangSchool of Information Technology, Deakin University, Thuong HoangSchool of Information Technology, Deakin University | ||
| 02:40 - 02:45 Talk | HomoTR: Online Test Recommendation System Based on Homologous Code Matching Tool Demonstrations Chenqian ZhuNanjing University, Weisong SunState Key Laboratory for Novel Software Technology, Nanjing University, Qin LIU, Yangyang YuanNanjing University, Chunrong FangNanjing University, China, Yong HuangState Key Laboratory for Novel Software Technology, Nanjing University | ||
| 02:45 - 02:50 Talk | WASim: Understanding WebAssembly Applications through Classification Tool Demonstrations | ||
| 02:50 - 03:20 Live Q&A | Q&A or Discussion Tool Demonstrations | ||
Thu 24 Sep Times are displayed in time zone: (UTC) Coordinated Universal Time
01:10 - 02:10: Maintenance and Evolution (4)Research Papers / Tool Demonstrations at Koala Chair(s): Xin XiaMonash University | |||
| 01:10 - 01:30 Talk | SCDetector: Software Functional Clone Detection Based on Semantic Tokens Analysis Research Papers Yueming WuHuazhong University of Science and Technology, Deqing ZouHuazhong University of Science and Technology, Shihan DouHuazhong University of Science and Technology, Siru YangHuazhong University of Science and Technology, Wei YangUniversity of Texas at Dallas, USA, Feng ChengHuazhong University of Science and Technology, Hong LiangHuazhong University of Science and Technology, Hai JinHuazhong University of Science and Technology | ||
| 01:30 - 01:50 Talk | Generating Concept based API Element Comparison Using a Knowledge Graph Research Papers Yang LiuFudan University, China, Mingwei LiuFudan University, China, Xin PengFudan University, China, Christoph TreudeUniversity of Adelaide, Australia, Zhenchang XingAustralian National University, Australia, Xiaoxin ZhangFudan University, China | ||
| 01:50 - 02:00 Talk | JITBot: An Explainable Just-In-Time Defect Prediction Bot Tool Demonstrations Chaiyakarn KhananMahidol University, Worawit LuewichanaMahidol University, Krissakorn PruktharathikoonMahidol University, Jirayus JiarpakdeeMonash University, Australia, Chakkrit (Kla) TantithamthavornMonash University, Australia, Morakot ChoetkiertikulMahidol University, Thailand, Chaiyong RakhitwetsagulMahidol University, Thailand, Thanwadee SunetnantaMahidol University | ||