# An improved time-frequency representation aided deep learning framework for automated diagnosis of sleep apnea from ECG signals

> Research article (Measurement, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4404135594](https://www.wikidata.org/wiki/openalex:W4404135594)  
**Source**: https://4ort.xyz/entity/an-improved-time-frequency-representation-aided-deep-learning-framework-for-automated-diagnosis-of-sleep-apnea-from-ecg-