# A comparative study on the effect of data imbalance on software defect prediction

> Research article (Procedia Computer Science, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4313199266](https://www.wikidata.org/wiki/openalex:W4313199266)  
**Source**: https://4ort.xyz/entity/a-comparative-study-on-the-effect-of-data-imbalance-on-software-defect-prediction