# Testing service oriented architectures using stateful service visualization via machine learning

> Research article (Proceedings of the 13th International Workshop on Automation of Software Test, 2018) · cited 12× · AI/ML

**Wikidata**: [openalex:W2809869753](https://www.wikidata.org/wiki/openalex:W2809869753)  
**Source**: https://4ort.xyz/entity/testing-service-oriented-architectures-using-stateful-service-visualization-via-machine-learning