# Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods

> Research article (Knowledge and Information Systems, 2025) · cited 21× · AI/ML

**Wikidata**: [openalex:W4407848478](https://www.wikidata.org/wiki/openalex:W4407848478)  
**Source**: https://4ort.xyz/entity/data-augmentation-with-automated-machine-learning-approaches-and-performance-comparison-with-classical-data-augmentation