# Mitigating class imbalance in churn prediction with ensemble methods and SMOTE

> Research article (Scientific Reports, 2025) · cited 22× · AI/ML

**Wikidata**: [openalex:W4410232374](https://www.wikidata.org/wiki/openalex:W4410232374)  
**Source**: https://4ort.xyz/entity/mitigating-class-imbalance-in-churn-prediction-with-ensemble-methods-and-smote