Testing object-oriented systems: models, patterns, and tools
Testing object-oriented systems: models, patterns, and tools
Ants: agents on networks, trees, and subgraphs
Future Generation Computer Systems
Computational Intelligence in Software Engineering
Computational Intelligence in Software Engineering
On the many ways software engineering can benefit from knowledge engineering
SEKE '02 Proceedings of the 14th international conference on Software engineering and knowledge engineering
Test Case Generation as an AI Planning Problem
Automated Software Engineering
A search-based automated test-data generation framework for safety-critical systems
Systems engineering for business process change
The Object Primer: Agile Model-Driven Development with UML 2.0
The Object Primer: Agile Model-Driven Development with UML 2.0
Search-based software test data generation: a survey: Research Articles
Software Testing, Verification & Reliability
Extracting test sequences from a Markov software usage model by ACO
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
The state problem for evolutionary testing
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Ant system: optimization by a colony of cooperating agents
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Automatic mutation test input data generation via ant colony
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Nature-inspired techniques for conformance testing of object-oriented software
Applied Soft Computing
Software coverage: a testing approach through ant colony optimization
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Survey: A survey on search-based software design
Computer Science Review
Estimating production test properties from test measurement data
Applied Stochastic Models in Business and Industry
Code coverage using intelligent water drop (IWD)
International Journal of Bio-Inspired Computation
Software Coverage Analysis: Black Box Approach Using ANT System
International Journal of Applied Evolutionary Computation
UML behavioral model based test case generation: a survey
ACM SIGSOFT Software Engineering Notes
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Properly generated test suites may not only locate the defects in software systems, but also help in reducing the high cost associated with software testing. It is often desired that test sequences in a test suite can be automatically generated to achieve required test coverage. However, automatic test sequence generation remains a major problem in software testing. This paper proposes an Ant Colony Optimization approach to automatic test sequence generation for state-based software testing. The proposed approach can directly use UML artifacts to automatically generate test sequences to achieve required test coverage.