Temporal Point Process modeling on MOOC real-world (test)
-1.2379NLLResNet flow
Evaluation Results
| Method | Links | |
|---|---|---|
| ResNet flowTemporal Dynamics=Continuous2021.10 | -1.2379 | |
| ResNet flowTemporal Dynamics=Mixed2021.10 | -0.5664 | |
| Discrete GRU2021.10 | -0.4448 | |
| Coupling flowTemporal Dynamics=Mixed2021.10 | -0.4026 | |
| GRU flowTemporal Dynamics=Mixed2021.10 | -0.3509 | |
| GRU-ODETemporal Dynamics=Mixed2021.10 | -0.2626 | |
| ODE-LSTMTemporal Dynamics=Mixed2021.10 | -0.2277 | |
| Coupling flowTemporal Dynamics=Continuous2021.10 | 0.7694 | |
| Jump ODETemporal Dynamics=Continuous2021.10 | 0.871 | |
| Without history2021.10 | 2.0623 | |
| Coupling flowModel Type=Mixed2021.10 | 2.5877 | |
| Coupling flowIntensity/Distribution Model=Mixture distribution2021.10 | 2.5877 | |
| Discrete GRU2021.10 | 2.7563 | |
| Discrete GRUIntensity/Distribution Model=Mixture distribution2021.10 | 2.7563 | |
| ResNet flowModel Type=Continuous2021.10 | 2.9466 | |
| ResNet flowIntensity/Distribution Model=Continuous intensity2021.10 | 2.9466 | |
| ResNet flowModel Type=Mixed2021.10 | 3.0005 | |
| ResNet flowIntensity/Distribution Model=Mixture distribution2021.10 | 3.0005 | |
| ODE-LSTMModel Type=Mixed2021.10 | 3.0723 | |
| Jump ODEIntensity/Distribution Model=Mixture distribution2021.10 | 3.0723 | |
| GRU-ODEModel Type=Mixed2021.10 | 3.5344 | |
| Jump ODEModel Type=Continuous2021.10 | 4.6118 | |
| Jump ODEIntensity/Distribution Model=Continuous intensity2021.10 | 4.6118 | |
| Coupling flowModel Type=Continuous2021.10 | 5.5494 | |
| Coupling flowIntensity/Distribution Model=Continuous intensity2021.10 | 5.5494 |