# Proportion-based normalizations outperform compositional data transformations in machine learning applications

> Research article (Microbiome, 2024) · cited 32× · AI/ML

**Wikidata**: [openalex:W4392464138](https://www.wikidata.org/wiki/openalex:W4392464138)  
**Source**: https://4ort.xyz/entity/proportion-based-normalizations-outperform-compositional-data-transformations-in-machine-learning-applications