Personalized Federated Learning for ECG Classification Based on Feature Alignment

Table 4

Performance of each local node after federated learning.

Node	Avg. (local)	Avg. (local with personalization)	Avg. (global)	Avg. (global with personalization)
1	89.48	86.25	54.65	84.42
2	88.76	87.18	57.18	83.25
3	90.25	87.50	49.75	84.58
4	91.54	88.42	51.43	83.60
5	88.31	85.85	48.92	82.46
6	89.57	85.34	46.35	83.15
7	90.18	87.68	52.45	84.56
8	90.54	88.15	50.20	84.10