Federated Learning on ACSIncome
0.01Local Average Distance (AD)Clust-PSI-PFL
Evaluation results
| Method | Links | |
|---|---|---|
| Clust-PSI-PFLPartition protocol=Similarity, Similarity (S)=0, K=1002025.12 | 0.01 | |
| Clust-PSI-PFLPartition protocol=Similarity, Similarity (S)=0.03, K=1002025.12 | 0.02 | |
| Clust-PSI-PFLPartition protocol=Dirichlet, Alpha=0.7, K=1002025.12 | 0.14 | |
| Clust-PSI-PFLPartition protocol=Dirichlet, Alpha=0.3, K=1002025.12 | 0.17 | |
| FedAvgPartition protocol=Dirichlet, Alpha=50, K=1002025.12 | 0.22 | |
| HACCSPartition protocol=Dirichlet, Alpha=50, K=1002025.12 | 0.22 | |
| CFLPartition protocol=Dirichlet, Alpha=50, K=1002025.12 | 0.22 | |
| Clust-PSI-PFLPartition protocol=Dirichlet, Alpha=50, K=1002025.12 | 0.22 | |
| FedAvgPartition protocol=Similarity, Similarity (S)=1, K=1002025.12 | 0.22 | |
| HACCSPartition protocol=Similarity, Similarity (S)=1, K=1002025.12 | 0.22 | |
| CFLPartition protocol=Similarity, Similarity (S)=1, K=1002025.12 | 0.22 | |
| Clust-PSI-PFLPartition protocol=Similarity, Similarity (S)=1, K=1002025.12 | 0.22 | |
| FedAvgMPartition protocol=Dirichlet, Alpha=50, K=1002025.12 | 0.23 | |
| FedAvgMPartition protocol=Similarity, Similarity (S)=1, K=1002025.12 | 0.23 | |
| CFLPartition protocol=Similarity, Similarity (S)=0.03, K=1002025.12 | 0.26 | |
| CFLPartition protocol=Dirichlet, Alpha=0.3, K=1002025.12 | 0.27 | |
| HACCSPartition protocol=Similarity, Similarity (S)=0.03, K=1002025.12 | 0.27 | |
| CFLPartition protocol=Similarity, Similarity (S)=0, K=1002025.12 | 0.27 | |
| CFLPartition protocol=Dirichlet, Alpha=0.7, K=1002025.12 | 0.28 | |
| HACCSPartition protocol=Similarity, Similarity (S)=0, K=1002025.12 | 0.29 | |
| HACCSPartition protocol=Dirichlet, Alpha=0.7, K=1002025.12 | 0.3 | |
| FedAvgPartition protocol=Similarity, Similarity (S)=0.03, K=1002025.12 | 0.31 | |
| FedAvgMPartition protocol=Similarity, Similarity (S)=0.03, K=1002025.12 | 0.31 | |
| HACCSPartition protocol=Dirichlet, Alpha=0.3, K=1002025.12 | 0.32 | |
| FedAvgMPartition protocol=Dirichlet, Alpha=0.7, K=1002025.12 | 0.35 | |
| FedAvgPartition protocol=Similarity, Similarity (S)=0, K=1002025.12 | 0.35 | |
| FedAvgMPartition protocol=Similarity, Similarity (S)=0, K=1002025.12 | 0.35 | |
| FedAvgPartition protocol=Dirichlet, Alpha=0.7, K=1002025.12 | 0.36 | |
| FedAvgPartition protocol=Dirichlet, Alpha=0.3, K=1002025.12 | 0.43 | |
| FedAvgMPartition protocol=Dirichlet, Alpha=0.3, K=1002025.12 | 0.43 |