# An effective up-sampling approach for breast cancer prediction with imbalanced data: A machine learning model-based comparative analysis

> Research article (PLoS ONE, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4281986473](https://www.wikidata.org/wiki/openalex:W4281986473)  
**Source**: https://4ort.xyz/entity/an-effective-up-sampling-approach-for-breast-cancer-prediction-with-imbalanced-data-a-machine-learning-model-based-compa