# Effect of Class Imbalance on the Performance of Machine Learning-based Network Intrusion Detection

> Research article (International Journal of Performability Engineering, 2021) · cited 26× · AI/ML

**Wikidata**: [openalex:W3202080502](https://www.wikidata.org/wiki/openalex:W3202080502)  
**Source**: https://4ort.xyz/entity/effect-of-class-imbalance-on-the-performance-of-machine-learning-based-network-intrusion-detection