# An empirical study of pattern leakage impact during data preprocessing on machine learning-based intrusion detection models reliability

> Research article (Expert Systems with Applications, 2023) · cited 61× · AI/ML

**Wikidata**: [openalex:W4379878829](https://www.wikidata.org/wiki/openalex:W4379878829)  
**Source**: https://4ort.xyz/entity/an-empirical-study-of-pattern-leakage-impact-during-data-preprocessing-on-machine-learning-based-intrusion-detection-mod