Discrete Choice Modeling on CMAP (test)
-1,472.72Log-LikelihoodAttention Alt-GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Attention Alt-GNNModel Rank=1st, Graph Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M=322025.09 | -1,472.72 | 30.3 | 72.4 | |
| Attention Alt-GNNGraph or Nest Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M or R=32(M)2025.09 | -1,472.72 | 0.303 | 0.724 | |
| Attention Alt-GNNModel Rank=2nd, Graph Structure=attention alternative graph, Aggregation Function=mean, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M=1282025.09 | -1,473.67 | 31.1 | 72.4 | |
| Attention Alt-GNNModel Rank=3rd, Graph Structure=attention alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=mlp, Message Passing Layers=2, Hidden Units of M=322025.09 | -1,475.38 | 30 | 72.3 | |
| Complete Alt-GNNModel Rank=4th, Graph Structure=complete alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M=1282025.09 | -1,475.78 | 30.7 | 72.4 | |
| Complete Alt-GNNGraph or Nest Structure=complete alternative graph, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=2, Hidden Units of M or R=128(M)2025.09 | -1,475.78 | 0.307 | 0.724 | |
| Attention Alt-GNNModel Rank=5th, Graph Structure=attention alternative graph, Aggregation Function=max, Message Function=linear, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M=1282025.09 | -1,476.7 | 29.5 | 72.2 | |
| Nested Alt-GNNGraph or Nest Structure=nested alternative graph 3, Aggregation Function=max, Message Function=mlp, Update Function=concat, Readout Function=linear, Message Passing Layers=1, Hidden Units of M or R=64(M)2025.09 | -1,483.19 | 0.301 | 0.723 | |
| ASU-DNNGraph or Nest Structure=-, Aggregation Function=-, Message Function=-, Update Function=-, Readout Function=mlp, Message Passing Layers=0, Hidden Units of M or R=128(R)2025.09 | -1,485.64 | 0.298 | 0.722 | |
| NLGraph or Nest Structure=nested alternative graph 2, Aggregation Function=logsum, Message Function=linear, Update Function=plus, Readout Function=identity, Message Passing Layers=1, Hidden Units of M or R=-2025.09 | -1,514.74 | 0.269 | 0.716 | |
| MNLGraph or Nest Structure=-, Aggregation Function=-, Message Function=-, Update Function=-, Readout Function=linear, Message Passing Layers=0, Hidden Units of M or R=-2025.09 | -1,515.26 | 0.27 | 0.716 |