# A Hybrid Lightweight 1D CNN-LSTM Architecture for Automated ECG Beat-Wise Classification

> Research article (Traitement du signal, 2021) · cited 42× · AI/ML

**Wikidata**: [openalex:W3217562334](https://www.wikidata.org/wiki/openalex:W3217562334)  
**Source**: https://4ort.xyz/entity/a-hybrid-lightweight-1d-cnn-lstm-architecture-for-automated-ecg-beat-wise-classification