Dust emission forecasting on Dust emission forecasting dataset
73AUCGAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GATInput Graph=Delaunay Graph, Temporal Graph Connection k=32026.06 | 73 | 65 | 56 | 73 | |
| GraphSAGEInput Graph=Delaunay Graph, Temporal Graph Connection k=32026.06 | 72 | 67 | 63 | 82 | |
| GCNInput Graph=1-NN, Temporal Graph Connection k=32026.06 | 72 | 57 | 53 | 96 | |
| GraphSAGEInput Graph=Yao4 Graph, Temporal Graph Connection k=32026.06 | 71 | 65 | 57 | 84 | |
| GCNInput Graph=Delaunay Graph, Temporal Graph Connection k=32026.06 | 71 | 58 | 54 | 94 | |
| GraphSAGEInput Graph=Yao2 Graph, Temporal Graph Connection k=32026.06 | 70 | 68 | 74 | 66 | |
| GraphSAGEInput Graph=Yao6 Graph, Temporal Graph Connection k=32026.06 | 70 | 68 | 70 | 66 | |
| GCNInput Graph=Gabriel Graph, Temporal Graph Connection k=32026.06 | 70 | 62 | 61 | 78 | |
| GCNInput Graph=Yao2 Graph, Temporal Graph Connection k=32026.06 | 70 | 61 | 57 | 77 | |
| GCNInput Graph=2-NN, Temporal Graph Connection k=32026.06 | 70 | 59 | 57 | 78 | |
| GCNInput Graph=Yao4 Graph, Temporal Graph Connection k=32026.06 | 69 | 58 | 77 | 56 | |
| GCNInput Graph=Yao6 Graph, Temporal Graph Connection k=32026.06 | 68 | 61 | 77 | 58 | |
| GraphSAGEInput Graph=Gabriel Graph, Temporal Graph Connection k=32026.06 | 67 | 64 | 67 | 55 | |
| GraphSAGEInput Graph=1-NN, Temporal Graph Connection k=32026.06 | 65 | 54 | 73 | 33 | |
| GraphSAGEInput Graph=2-NN, Temporal Graph Connection k=32026.06 | 65 | 63 | 62 | 61 | |
| GATInput Graph=Yao2 Graph, Temporal Graph Connection k=32026.06 | 65 | 56 | 55 | 78 | |
| GATInput Graph=1-NN, Temporal Graph Connection k=32026.06 | 65 | 55 | 56 | 83 | |
| GATInput Graph=2-NN, Temporal Graph Connection k=32026.06 | 64 | 59 | 57 | 78 | |
| GATInput Graph=Yao4 Graph, Temporal Graph Connection k=32026.06 | 63 | 54 | 56 | 79 | |
| GATInput Graph=Gabriel Graph, Temporal Graph Connection k=32026.06 | 62 | 53 | 54 | 77 | |
| GATInput Graph=3-NN, Temporal Graph Connection k=32026.06 | 62 | 52 | 50 | 77 | |
| GATInput Graph=Random Graph, Temporal Graph Connection k=32026.06 | 62 | 57 | 51 | 58 | |
| GraphSAGEInput Graph=Random Graph, Temporal Graph Connection k=32026.06 | 61 | 59 | 52 | 58 | |
| GATInput Graph=Yao6 Graph, Temporal Graph Connection k=32026.06 | 61 | 61 | 57 | 80 | |
| GraphSAGEInput Graph=3-NN, Temporal Graph Connection k=32026.06 | 60 | 63 | 75 | 57 | |
| GCNInput Graph=Random Graph, Temporal Graph Connection k=32026.06 | 60 | 56 | 51 | 55 | |
| LSTMInput Graph=(Not Applicable)2026.06 | 52 | 57 | 23 | 62 |