Towards a Testing Tool that Learns to Test

We will study the application of Reinforcement Learning techniques in automated GUI testing. Using the scriptless GUI testing tool TESTAR as a vehicle, we will focus our research on improving the action selection mechanisms, that guide the learning process. We will tailor rewards towards the goal of enhancing the effectiveness and efficiency of testing.