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ResearchFormerly WizWand

Temporal Point Process modeling on MOOC real-world (test)

-1.2379NLLResNet flow
-1.5093920.3231792.155753.988321Oct 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
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=Continuous2021.100.7694
Jump ODETemporal Dynamics=Continuous2021.100.871
Without history2021.102.0623
Coupling flowModel Type=Mixed2021.102.5877
Coupling flowIntensity/Distribution Model=Mixture distribution2021.102.5877
Discrete GRU2021.102.7563
Discrete GRUIntensity/Distribution Model=Mixture distribution2021.102.7563
ResNet flowModel Type=Continuous2021.102.9466
ResNet flowIntensity/Distribution Model=Continuous intensity2021.102.9466
ResNet flowModel Type=Mixed2021.103.0005
ResNet flowIntensity/Distribution Model=Mixture distribution2021.103.0005
ODE-LSTMModel Type=Mixed2021.103.0723
Jump ODEIntensity/Distribution Model=Mixture distribution2021.103.0723
GRU-ODEModel Type=Mixed2021.103.5344
Jump ODEModel Type=Continuous2021.104.6118
Jump ODEIntensity/Distribution Model=Continuous intensity2021.104.6118
Coupling flowModel Type=Continuous2021.105.5494
Coupling flowIntensity/Distribution Model=Continuous intensity2021.105.5494