# A fast network intrusion detection system using adaptive synthetic oversampling and LightGBM

> Research article (Computers & Security, 2021) · cited 219× · AI/ML

**Wikidata**: [openalex:W3156522613](https://www.wikidata.org/wiki/openalex:W3156522613)  
**Source**: https://4ort.xyz/entity/a-fast-network-intrusion-detection-system-using-adaptive-synthetic-oversampling-and-lightgbm