# When to Use Standardization and Normalization: Empirical Evidence From Machine Learning Models and XAI

> Research article (IEEE Access, 2024) · cited 89× · AI/ML

**Wikidata**: [openalex:W4402568971](https://www.wikidata.org/wiki/openalex:W4402568971)  
**Source**: https://4ort.xyz/entity/when-to-use-standardization-and-normalization-empirical-evidence-from-machine-learning-models-and-xai