Thu 24 Sep 2020 01:50 - 02:00 at Koala - Maintenance and Evolution (4) Chair(s): Xin Xia
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 SepDisplayed time zone: (UTC) Coordinated Universal Time change
02:20 - 03:20 | |||
02:20 5mTalk | JITBot: An Explainable Just-In-Time Defect Prediction Bot Tool Demonstrations Chaiyakarn Khanan Mahidol University, Worawit Luewichana Mahidol University, Krissakorn Pruktharathikoon Mahidol University, Jirayus Jiarpakdee Monash University, Australia, Kla Tantithamthavorn Monash University, Australia, Morakot Choetkiertikul Mahidol University, Thailand, Chaiyong Rakhitwetsagul Mahidol University, Thailand, Thanwadee Sunetnanta Mahidol University | ||
02:25 5mTalk | OSLDetector: Identifying Open-Source Libraries through Binary Analysis Tool Demonstrations Dan Zhang Tsinghua University | ||
02:30 5mTalk | AirMochi – A Tool for Remotely Controlling iOS Devices Tool Demonstrations Nikola Lukic University of Southern California, Saghar Talebipour University of Southern California, Nenad Medvidović University of Southern California, USA | ||
02:35 5mTalk | Edge4Real: A Cost-Effective Edge Computing based Human Behaviour Recognition System for Human-Centric Software Engineering Tool Demonstrations DI SHAO School of Information Technology, Deakin University, Xiao Liu School of Information Technology, Deakin University, Ben Cheng School of Information Technology, Deakin University, Yi Wang School of Information Technology, Deakin University, Thuong Hoang School of Information Technology, Deakin University | ||
02:40 5mTalk | HomoTR: Online Test Recommendation System Based on Homologous Code Matching Tool Demonstrations Chenqian Zhu Nanjing University, Weisong Sun State Key Laboratory for Novel Software Technology, Nanjing University, Qin LIU , Yangyang Yuan Nanjing University, Chunrong Fang Nanjing University, China, Yong Huang State Key Laboratory for Novel Software Technology, Nanjing University | ||
02:45 5mTalk | WASim: Understanding WebAssembly Applications through Classification Tool Demonstrations | ||
02:50 30mLive Q&A | Q&A or Discussion Tool Demonstrations | ||
Thu 24 SepDisplayed time zone: (UTC) Coordinated Universal Time change
01:10 - 02:10 | Maintenance and Evolution (4)Research Papers / Tool Demonstrations at Koala Chair(s): Xin Xia Monash University | ||
01:10 20mTalk | SCDetector: Software Functional Clone Detection Based on Semantic Tokens Analysis Research Papers Yueming Wu Huazhong University of Science and Technology, Deqing Zou Huazhong University of Science and Technology, Shihan Dou Huazhong University of Science and Technology, Siru Yang Huazhong University of Science and Technology, Wei Yang University of Texas at Dallas, USA, Feng Cheng Huazhong University of Science and Technology, Hong Liang Huazhong University of Science and Technology, Hai Jin Huazhong University of Science and Technology | ||
01:30 20mTalk | Generating Concept based API Element Comparison Using a Knowledge Graph Research Papers Yang Liu Fudan University, China, Mingwei Liu Fudan University, China, Xin Peng Fudan University, China, Christoph Treude University of Adelaide, Australia, Zhenchang Xing Australian National University, Australia, Xiaoxin Zhang Fudan University, China | ||
01:50 10mTalk | JITBot: An Explainable Just-In-Time Defect Prediction Bot Tool Demonstrations Chaiyakarn Khanan Mahidol University, Worawit Luewichana Mahidol University, Krissakorn Pruktharathikoon Mahidol University, Jirayus Jiarpakdee Monash University, Australia, Kla Tantithamthavorn Monash University, Australia, Morakot Choetkiertikul Mahidol University, Thailand, Chaiyong Rakhitwetsagul Mahidol University, Thailand, Thanwadee Sunetnanta Mahidol University | ||