Learning regular sets from queries and counterexamples
Information and Computation
Handbook of logic in computer science (vol. 1)
Model checking
ICG! '96 Proceedings of the 3rd International Colloquium on Grammatical Inference: Learning Syntax from Sentences
A Polynominal Time Incremental Algorithm for Learning DFA
ICGI '98 Proceedings of the 4th International Colloquium on Grammatical Inference
FORTE XII / PSTV XIX '99 Proceedings of the IFIP TC6 WG6.1 Joint International Conference on Formal Description Techniques for Distributed Systems and Communication Protocols (FORTE XII) and Protocol Specification, Testing and Verification (PSTV XIX)
NUSMV: A New Symbolic Model Verifier
CAV '99 Proceedings of the 11th International Conference on Computer Aided Verification
SAT Based Abstraction-Refinement Using ILP and Machine Learning Techniques
CAV '02 Proceedings of the 14th International Conference on Computer Aided Verification
Automated black-box testing of functional correctness using function approximation
ISSTA '04 Proceedings of the 2004 ACM SIGSOFT international symposium on Software testing and analysis
Dynamic testing via automata learning
HVC'07 Proceedings of the 3rd international Haifa verification conference on Hardware and software: verification and testing
CGE: a sequential learning algorithm for mealy automata
ICGI'10 Proceedings of the 10th international colloquium conference on Grammatical inference: theoretical results and applications
Increasing functional coverage by inductive testing: a case study
ICTSS'10 Proceedings of the 22nd IFIP WG 6.1 international conference on Testing software and systems
A learning-based approach to unit testing of numerical software
ICTSS'10 Proceedings of the 22nd IFIP WG 6.1 international conference on Testing software and systems
Learning-based testing for reactive systems using term rewriting technology
ICTSS'11 Proceedings of the 23rd IFIP WG 6.1 international conference on Testing software and systems
Model-Based testing and model inference
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
An incremental learning algorithm for extended mealy automata
ISoLA'12 Proceedings of the 5th international conference on Leveraging Applications of Formal Methods, Verification and Validation: technologies for mastering change - Volume Part I
Guided GUI testing of android apps with minimal restart and approximate learning
Proceedings of the 2013 ACM SIGPLAN international conference on Object oriented programming systems languages & applications
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We show how the paradigm of learning-based testing (LBT) can be applied to automate specification-based black-box testing of reactive systems. Since reactive systems can be modeled as Kripke structures, we introduce an efficient incremental learning algorithm IKL for such structures. We show how an implementation of this algorithm combined with an efficient model checker such as NuSMV yields an effective learning-based testing architecture for automated test case generation (ATCG), execution and evaluation, starting from temporal logic requirements.