# A large empirical assessment of the role of data balancing in machine-learning-based code smell detection

> Research article (Journal of Systems and Software, 2020) · cited 103× · AI/ML

**Wikidata**: [openalex:W3035156651](https://www.wikidata.org/wiki/openalex:W3035156651)  
**Source**: https://4ort.xyz/entity/a-large-empirical-assessment-of-the-role-of-data-balancing-in-machine-learning-based-code-smell-detection