Learning probabilistic models for model checking: an evolutionary approach and an empirical study

• Main Authors: WANG, Jingyi, SUN, Jun, YUAN, Qixia, PANG, Jun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: Probabilistic model checking; Model learning; Genetic algorithm; Abstraction; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/5903; https://ink.library.smu.edu.sg/context/sis_research/article/6907/viewcontent/Wang2018_Article_LearningProbabilisticModelsFor.pdf
• Institution: Singapore Management University

Many automated system analysis techniques (e.g., model checking, model-based testing) rely on first obtaining a model of the system under analysis. System modeling is often done manually, which is often considered as a hindrance to adopt model-based system analysis and development techniques. To ove...