Predicting the Results of LTL Model Checking using Multiple Machine Learning Algorithms.
Weijun ZhuMingliang XuPublished in: CoRR (2019)
Keyphrases
- model checking
- machine learning algorithms
- temporal logic
- benchmark data sets
- learning algorithm
- bounded model checking
- machine learning methods
- machine learning
- finite state
- decision trees
- temporal properties
- automated verification
- model checker
- linear temporal logic
- symbolic model checking
- formal specification
- formal verification
- computation tree logic
- transition systems
- reachability analysis
- timed automata
- linear time temporal logic
- machine learning models
- formal methods
- machine learning approaches
- verification method
- statistical machine learning
- concurrent systems
- pspace complete
- reactive systems
- real world
- training set
- planning domains
- learning tasks