Image Classification on EMNIST alpha = 0.1
0.203Max r_k(theta)EAGLE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EAGLEModel=Linear, Heterogeneity Parameter (alpha)=0.1, lambda=5.02026.03 | 0.203 | -0.245 | 65 | 0.02 | |
| AFLModel=Linear, Heterogeneity Parameter (alpha)=0.12026.03 | 0.152 | -0.477 | 68.7 | 0.037 | |
| q-FFLModel=Linear, Heterogeneity Parameter (alpha)=0.1, q=5.02026.03 | 0.118 | -0.471 | 68.9 | 0.033 | |
| q-FFLModel=Linear, Heterogeneity Parameter (alpha)=0.1, q=3.02026.03 | 0.109 | -0.471 | 69.1 | 0.032 | |
| EAGLEModel=Linear, Heterogeneity Parameter (alpha)=0.1, lambda=3.02026.03 | 0.107 | -0.335 | 67.7 | 0.019 | |
| FedAvgModel=Linear, Heterogeneity Parameter (alpha)=0.12026.03 | 0.106 | -0.459 | 69.2 | 0.033 | |
| q-FFLModel=Linear, Heterogeneity Parameter (alpha)=0.1, q=1.02026.03 | 0.104 | -0.464 | 69.2 | 0.032 | |
| EAGLEModel=Linear, Heterogeneity Parameter (alpha)=0.1, lambda=0.12026.03 | 0.096 | -0.45 | 69.1 | 0.03 | |
| EAGLEModel=Linear, Heterogeneity Parameter (alpha)=0.1, lambda=2.02026.03 | 0.094 | -0.355 | 68.1 | 0.019 | |
| EAGLEModel=Linear, Heterogeneity Parameter (alpha)=0.1, lambda=1.02026.03 | 0.073 | -0.381 | 68.7 | 0.02 |