Optimising test case prioritisation in continuous integration using a BiLSTM-SVM hybrid model

Key Points

• The aim is to enhance test case prioritisation in continuous integration using a hybrid biLSTM-SVM model.
• Developed a hybrid model combining biLSTM (Bidirectional Long Short-Term Memory) and SVM (Support Vector Machine) for prioritising test cases.
• Implemented the model in a continuous integration environment to assess its effectiveness.
• Evaluated prioritisation strategies against standard benchmarks.
• Achieved a significant increase in test case prioritisation efficiency compared to traditional methods.
• Demonstrated improved software testing outcomes, reducing the time taken for regression testing.
• Provided quantitative evidence of enhanced accuracy in identifying critical test cases.

Abstract