Traffic Prediction on PeMS-BAY 15 min horizon (test)
1.5MAEAdaptive graph connectivity
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Adaptive graph connectivitySetup=Server-free FL, Timewindow=1402025.12 | 1.5 | 3.14 | 2.4 | 56.88 | |
| Adaptive graph connectivitySetup=Traditional FL, Timewindow=1402025.12 | 1.51 | 3.14 | 2.42 | 56.96 | |
| Full cross-cloudlet connectivitySetup=Server-free FL, Timewindow=1402025.12 | 1.51 | 3.14 | 2.41 | 56.84 | |
| No cross-cloudlet connectivitySetup=Server-free FL, Timewindow=1402025.12 | 1.51 | 3.16 | 2.42 | 56.19 | |
| No cross-cloudlet connectivitySetup=Traditional FL, Timewindow=1402025.12 | 1.52 | 3.16 | 2.43 | 55.96 | |
| Full cross-cloudlet connectivitySetup=Traditional FL, Timewindow=702025.12 | 1.53 | 3.2 | 2.46 | 56.43 | |
| Full cross-cloudlet connectivitySetup=Traditional FL, Timewindow=1402025.12 | 1.53 | 3.15 | 2.44 | 56.62 | |
| No cross-cloudlet connectivitySetup=Traditional FL, Timewindow=702025.12 | 1.53 | 3.19 | 2.44 | 55.32 | |
| Adaptive graph connectivitySetup=Traditional FL, Timewindow=702025.12 | 1.54 | 3.21 | 2.47 | 56.01 | |
| No cross-cloudlet connectivitySetup=Gossip Learning, Timewindow=1402025.12 | 1.54 | 3.21 | 2.46 | 55.52 | |
| Full cross-cloudlet connectivitySetup=Server-free FL, Timewindow=702025.12 | 1.55 | 3.21 | 2.48 | 55.86 | |
| No cross-cloudlet connectivitySetup=Server-free FL, Timewindow=702025.12 | 1.55 | 3.2 | 2.48 | 55.4 | |
| Adaptive graph connectivitySetup=Server-free FL, Timewindow=702025.12 | 1.55 | 3.22 | 2.48 | 55.98 | |
| Full cross-cloudlet connectivitySetup=Gossip Learning, Timewindow=1402025.12 | 1.55 | 3.23 | 2.49 | 55.7 | |
| No cross-cloudlet connectivitySetup=Gossip Learning, Timewindow=702025.12 | 1.55 | 3.24 | 2.49 | 55.25 | |
| Full cross-cloudlet connectivitySetup=Gossip Learning, Timewindow=702025.12 | 1.57 | 3.22 | 2.52 | 55.72 | |
| Adaptive graph connectivitySetup=Gossip Learning, Timewindow=1402025.12 | 1.58 | 3.28 | 2.53 | 55.73 | |
| Adaptive graph connectivitySetup=Gossip Learning, Timewindow=702025.12 | 1.7 | 3.45 | 2.73 | 54.27 |