Classification on BasicMotions Regular (0% missingness)
100AccuracyGRU-ODE
Evaluation results
| Method | Links | |
|---|---|---|
| GRU-ODEComputation time (s)=519.78 ± 0.34, Early-stopping=false2024.01 | 100 | |
| ANCDEComputation time (s)=360.50 ± 0.47, Early-stopping=false2024.01 | 100 | |
| DualDynamicsComputation time (s)=119.08 ± 2.70, Early-stopping=false2024.01 | 100 | |
| TransformerComputation time (s)=5.75 ± 0.39, Early-stopping=false2024.01 | 98.3 | |
| ODE-RNNComputation time (s)=113.29 ± 0.17, Early-stopping=false2024.01 | 98.3 | |
| Neural CDEComputation time (s)=112.53 ± 0.41, Early-stopping=false2024.01 | 98.3 | |
| Neural RDEComputation time (s)=93.79 ± 0.44, Early-stopping=false2024.01 | 98.3 | |
| GRU-DComputation time (s)=42.43 ± 0.29, Early-stopping=false2024.01 | 96.7 | |
| MIAMComputation time (s)=112.34 ± 1.43, Early-stopping=false2024.01 | 96.7 | |
| GRUComputation time (s)=2.97 ± 0.05, Early-stopping=false2024.01 | 95 | |
| GRU-ΔtComputation time (s)=34.39 ± 0.27, Early-stopping=false2024.01 | 95 | |
| MTANComputation time (s)=38.77 ± 0.71, Early-stopping=false2024.01 | 95 | |
| LSTMComputation time (s)=2.84 ± 0.93, Early-stopping=false2024.01 | 83.3 | |
| RNNComputation time (s)=2.27 ± 0.06, Early-stopping=false2024.01 | 75 | |
| ODE-LSTMComputation time (s)=73.03 ± 0.73, Early-stopping=false2024.01 | 73.3 | |
| Neural FlowComputation time (s)=4.64 ± 0.28, Early-stopping=false2024.01 | 71.7 | |
| LEAPComputation time (s)=163.04 ± 0.59, Early-stopping=false2024.01 | 31.7 | |
| EXITComputation time (s)=334.53 ± 0.28, Early-stopping=false2024.01 | 30 |