# A topological data analysis approach for detecting data poisoning attacks against machine learning based network intrusion detection systems

> Research article (Computers & Security, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4399210729](https://www.wikidata.org/wiki/openalex:W4399210729)  
**Source**: https://4ort.xyz/entity/a-topological-data-analysis-approach-for-detecting-data-poisoning-attacks-against-machine-learning-based-network-intrusi