# Advanced IDS: a comparative study of datasets and machine learning algorithms for network flow-based intrusion detection systems

> Research article (Applied Intelligence, 2025) · cited 15× · AI/ML

**Wikidata**: [openalex:W4409140393](https://www.wikidata.org/wiki/openalex:W4409140393)  
**Source**: https://4ort.xyz/entity/advanced-ids-a-comparative-study-of-datasets-and-machine-learning-algorithms-for-network-flow-based-intrusion-detection-