Automatically learning semantic features for defect prediction

Song Wang, Taiyue Liu, Lin Tan

Software MaintenanceEngineeringMachine LearningSoftware EngineeringSoftware Analysis +20

CoCoNuT: combining context-aware neural translation models using ensemble for program repair

Thibaud Lutellier, Hung Viet Pham, Lawrence Pang, +3

Software MaintenanceLlm Fine-tuningEngineeringMachine LearningVerification +26

Deep Semantic Feature Learning for Software Defect Prediction

Song Wang, Taiyue Liu, Jaechang Nam, +1

IEEE Transactions on Software Engineering

Software MaintenanceEngineeringMachine LearningFault ForecastingSoftware Engineering +16

Have things changed now?

Zhenmin Li, Lin Tan, Xuanhui Wang, +3

Software ErrorsSoftware FailuresEngineeringSoftware EngineeringSource Code Analysis +21

Heterogeneous Defect Prediction

Jaechang Nam, Wei Fu, Sunghun Kim, +2

IEEE Transactions on Software Engineering

Different MetricsMachine LearningEngineeringProject ManagementSoftware Systems +21

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Lin Tan, Ding Yuan, Gopal Krishna, +1

Software MaintenanceEngineeringMachine LearningSoftware EngineeringSource Code Analysis +16

AutoComment: Mining question and answer sites for automatic comment generation

Edmund Wong, Jinqiu Yang, Lin Tan

Software MaintenanceEngineeringSoftware EngineeringSource Code AnalysisSoftware Analysis +23

Personalized defect prediction

Tian Jiang, Lin Tan, Sunghun Kim

Software MaintenanceEngineeringMachine LearningSoftware EngineeringSource Code Analysis +19

Bug characteristics in open source software

Lin Tan, Chen Liu, LI Zhen-min, +3

Empirical Software Engineering

Software MaintenanceBug CharacteristicsEngineeringProgram AnalysisOpen-source Software Development +7

Online Defect Prediction for Imbalanced Data

Ming Tan, Lin Tan, Sashank Dara, +1

2015 IEEE/ACM 37th IEEE International Conference on Software Engineering

Software MaintenanceEngineeringMachine LearningShift DetectionFault Forecasting +21