# Attention-assisted hybrid CNN-BILSTM-BiGRU model with SMOTE–Tomek method to detect cardiac arrhythmia based on 12 <b>-</b> lead electrocardiogram signals

> Research article (Digital Health, 2024) · cited 18× · AI/ML

**Wikidata**: [openalex:W4392476275](https://www.wikidata.org/wiki/openalex:W4392476275)  
**Source**: https://4ort.xyz/entity/attention-assisted-hybrid-cnn-bilstm-bigru-model-with-smotetomek-method-to-detect-cardiac-arrhythmia-based-on-12-b-b-lea