Discrete Choice Modeling on CMAP (train)
-5,513.59Log-Likelihood (LL)Attention Alt-GNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| 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 | -5,513.59 | 31.7 | 74.4 | |
| 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 | -5,591.23 | 31.2 | 74.2 | |
| 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 | -5,591.23 | 31.2 | 74.2 | |
| 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 | -5,594.73 | 30.6 | 74.2 | |
| 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 | -5,666.14 | 30.7 | 74.1 | |
| 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 | -5,666.14 | 30.7 | 74.1 | |
| 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 | -5,680.81 | 30.5 | 74.1 | |
| 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 | -5,694.54 | 30 | 74.1 | |
| 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 | -5,707.15 | 30.6 | 74 | |
| 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 | -5,894.17 | 27.6 | 73.2 | |
| 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 | -5,894.93 | 27.6 | 73.2 |