# Probability density function based data augmentation for deep neural network automatic modulation classification with limited training data

> Research article (IET Communications, 2023) · cited 11× · AI/ML

**Wikidata**: [openalex:W4322738098](https://www.wikidata.org/wiki/openalex:W4322738098)  
**Source**: https://4ort.xyz/entity/probability-density-function-based-data-augmentation-for-deep-neural-network-automatic-modulation-classification-with-li