# Efficiency of oversampling methods for enhancing software defect prediction by using imbalanced data

> Research article (Innovations in Systems and Software Engineering, 2022) · cited 13× · AI/ML

**Wikidata**: [openalex:W4281631618](https://www.wikidata.org/wiki/openalex:W4281631618)  
**Source**: https://4ort.xyz/entity/efficiency-of-oversampling-methods-for-enhancing-software-defect-prediction-by-using-imbalanced-data