Deep Learning, Artificial Intelligence, Heart Sounds, Sound Classification, Cardiology.
upsampling strategy aiming at class balance. The unweighted average recall (UAR) is employed as the main evaluation metric: 2.2. Ablation Studies Attention-based mechanism can significantly improve the corresponding DL models in recognising heart sound. The best result (a UAR of 51.2%) is achieved