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ICSE 2019
Sat 25 - Fri 31 May 2019 Montreal, QC, Canada
Fri 31 May 2019 12:10 - 12:20 at Laurier - Defect Prediction Chair(s): Burak Turhan

The ability of predicting failures before their occurrence is a fundamental enabler for reducing field failures and improving the reliability of complex software systems. Recent research proposes many techniques to detect anomalous values of system metrics, and demonstrates that collective anomalies are a good symptom of failure-prone states. In this paper (i) we observe the analogy of complex software systems with multi-particle and network systems, (ii) propose to use energy-based models commonly exploited in physics and statistical mechanics to precisely reveal failure-prone behaviors without training with seeded errors, and (iii) present some preliminary experimental results that show the feasibility of our approach.

Fri 31 May
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11:00 - 12:30: Papers - Defect Prediction at Laurier
Chair(s): Burak TurhanMonash University
icse-2019-Journal-First-Paper11:00 - 11:10
Zhiyuan WanZhejiang University, Xin XiaMonash University, Ahmed E. HassanQueen's University, David LoSingapore Management University, Jianwei Yin, Xiaohu Yang
icse-2019-Technical-Papers11:10 - 11:30
Suraj YatishThe University of Adelaide, Jirayus JiarpakdeeMonash University, Patanamon ThongtanunamThe University of Melbourne, Chakkrit (Kla) TantithamthavornMonash University, Australia
icse-2019-Technical-Papers11:30 - 11:50
George CabralUniversity of Birmingham, Leandro Minku , Emad ShihabConcordia University, Suhaib MujahidConcordia University
icse-2019-Journal-First-Paper11:50 - 12:00
Chakkrit (Kla) TantithamthavornMonash University, Australia, Ahmed E. HassanQueen's University, Kenichi MatsumotoNara Institute of Science and Technology
icse-2019-Journal-First-Paper12:00 - 12:10
Kwabena E. BenninBlekinge Institute of Technology, SERL Sweden, Jacky Keung, Akito Monden
Authorizer link
icse-2019-New-Ideas-and-Emerging-Reults12:10 - 12:20
Cristina MonniUniversità della Svizzera Italiana, Mauro PezzeUniversità della Svizzera italiana (USI) (Switzerland) and Università degli Studi di Milano Bicocca (Italy)
icse-2019-Paper-Presentations12:20 - 12:30