# Design of an improved graph-based model for real-time anomaly detection in healthcare using hybrid CNN-LSTM and federated learning

> Research article (Heliyon, 2024) · cited 31× · AI/ML

**Wikidata**: [openalex:W4405131004](https://www.wikidata.org/wiki/openalex:W4405131004)  
**Source**: https://4ort.xyz/entity/design-of-an-improved-graph-based-model-for-real-time-anomaly-detection-in-healthcare-using-hybrid-cnn-lstm-and-federate