# Machine learning and deep learning methods for intrusion detection systems: recent developments and challenges

> Research article (Soft Computing, 2021) · cited 216× · AI/ML

**Wikidata**: [openalex:W3174223893](https://www.wikidata.org/wiki/openalex:W3174223893)  
**Source**: https://4ort.xyz/entity/machine-learning-and-deep-learning-methods-for-intrusion-detection-systems-recent-developments-and-challenges