# Equivalence between dropout and data augmentation: A mathematical check

> Research article (Neural Networks, 2019) · cited 33× · AI/ML

**Wikidata**: [openalex:W2923274354](https://www.wikidata.org/wiki/openalex:W2923274354)  
**Source**: https://4ort.xyz/entity/equivalence-between-dropout-and-data-augmentation-a-mathematical-check