Manufacturing Failure Prediction on Bosch Production Line
84.7F1 ScoreCentralized
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CentralizedHeterogeneity (α)=1, Privacy Budget (ε)=102025.12 | 84.7 | — | 0 | 0 | — | |
| SCFAHeterogeneity (α)=1, Privacy Budget (ε)=10, Convergence Threshold=90% of final F12025.12 | 82.3 | 32 | 3.7 | 0.147 | 512 | |
| SCAFFOLDHeterogeneity (α)=1, Privacy Budget (ε)=10, Convergence Threshold=90% of final F12025.12 | 80.1 | 36 | 6.2 | 0.183 | 576 | |
| FedAdamHeterogeneity (α)=1, Privacy Budget (ε)=10, Convergence Threshold=90% of final F12025.12 | 79.4 | 38 | 7.1 | 0.198 | 608 | |
| FedProxHeterogeneity (α)=1, Privacy Budget (ε)=10, Convergence Threshold=90% of final F12025.12 | 78.2 | 39 | 8.9 | 0.221 | 624 | |
| FedAvgHeterogeneity (α)=1, Privacy Budget (ε)=10, Convergence Threshold=90% of final F12025.12 | 76.1 | 41 | 12.1 | 0.251 | 656 | |
| Local-OnlyHeterogeneity (α)=1, Privacy Budget (ε)=102025.12 | 63.4 | — | 28.4 | — | 0 |