# Automation of software test data generation using genetic algorithm and reinforcement learning

> Research article (Expert Systems with Applications, 2021) · cited 80× · AI/ML

**Wikidata**: [openalex:W3174546212](https://www.wikidata.org/wiki/openalex:W3174546212)  
**Source**: https://4ort.xyz/entity/automation-of-software-test-data-generation-using-genetic-algorithm-and-reinforcement-learning