Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent.
Mahshid Helali MoghadamGolrokh HamidiMarkus BorgMehrdad SaadatmandMarkus BohlinBjörn LisperPasqualina PotenaPublished in: CoRR (2021)
Keyphrases
- reinforcement learning
- multi agent
- test cases
- test generation
- action selection
- statistical tests
- learning capabilities
- test data
- software testing
- agent receives
- test sequences
- test suite
- multiagent systems
- intelligent agents
- multi agent systems
- function approximation
- regression testing
- learning agent
- autonomous learning
- multiple agents
- test data generation
- data driven
- decision making
- action space
- usability testing
- testing process
- exploration strategy
- test case generation
- reward shaping
- learning algorithm
- autonomous agents
- single agent
- partially observable
- state space
- agent technology
- software agents
- cooperative
- model free
- state abstraction
- item response theory
- agent model
- multi agent environments
- integration testing
- agent architecture