Should we learn probabilistic models for model checking? A new 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 2017
• Subjects: Genetic algorithm; Model learning; Probabilistic model checking; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/4703; https://ink.library.smu.edu.sg/context/sis_research/article/5706/viewcontent/Probalistic_Model_Checking_FASE2017_av.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...