Regularized Linear Regression on YearPredictionMSD (train)
90.45Average CostCENTRAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CENTRALAlgorithm=Centralized training, Coreset size=N/A2022.10 | 90.45 | 0 | 42,000,000 | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=60002022.10 | 91.97 | 0.32 | — | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=50002022.10 | 92.42 | 0.33 | — | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=40002022.10 | 92.73 | 0.41 | — | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=30002022.10 | 93.39 | 0.63 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=60002022.10 | 93.54 | 0.44 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=50002022.10 | 94.08 | 0.48 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=50002022.10 | 94.75 | 0.85 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=60002022.10 | 94.83 | 0.65 | — | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=20002022.10 | 95.01 | 0.95 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=40002022.10 | 95.32 | 0.65 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=40002022.10 | 95.9 | 1.04 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=30002022.10 | 96.68 | 0.73 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=60002022.10 | 96.88 | 1.12 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=30002022.10 | 97.13 | 0.98 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=50002022.10 | 97.64 | 0.59 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=40002022.10 | 99.1 | 1.2 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=20002022.10 | 99.55 | 0.96 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=20002022.10 | 99.65 | 1.01 | — | |
| C-VRLRAlgorithm=Vertical federated coreset for VRLR, Coreset size=10002022.10 | 100.5 | 2.11 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=30002022.10 | 100.64 | 1.44 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=20002022.10 | 102.96 | 1.09 | — | |
| C-SAGAAlgorithm=Vertical federated coreset for SAGA, Coreset size=10002022.10 | 105.93 | 2.17 | — | |
| U-VRLRAlgorithm=Uniform sampling for VRLR, Coreset size=10002022.10 | 108.79 | 2.79 | — | |
| U-SAGAAlgorithm=Uniform sampling for SAGA, Coreset size=10002022.10 | 110.43 | 2.43 | — |