Our results indicate that the attention mechanism not only improved the interpretability but also marginally improved accuracy by forcing the model to focus on relevant signal segments rather than noise.
Cardiovascular diseases (CVDs) remain the leading cause of mortality globally. Early detection through Electrocardiogram (ECG) monitoring is crucial for effective intervention. In recent years, Deep Learning models, particularly Convolutional Neural Networks (CNNs), have surpassed traditional machine learning methods in automated ECG classification, achieving sensitivity and specificity comparable to expert cardiologists.
Soumya Nandana Krishnan$^1$, Raj Patel$^2$, Mariam Al-Farsi$^1$
: While a different individual, she is a titan of the South Indian film industry, famous for her role as in the Baahubali franchise.
