Dynamical systems reconstruction on ECG
16.3DstspLong Expressive Memory
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Long Expressive MemoryNumber of parameters=48722024.10 | 16.3 | 0.56 | |
| LSTM-TBPTTNumber of parameters=59202024.10 | 15.2 | 0.73 | |
| Neural-ODENumber of parameters=49552024.10 | 12.2 | 0.7 | |
| dendPLRNNTeacher Forcing=identity teacher forcing (id-TF), Number of parameters=32452024.10 | 5.8 | 0.37 | |
| Reservoir ComputerNumber of parameters=50002024.10 | 5.3 | 0.39 | |
| shPLRNNTeacher Forcing=generalized teacher forcing (GTF), Number of parameters=27852024.10 | 4.3 | 0.34 | |
| AL-RNNTeacher Forcing=identity teacher forcing (id-TF), Number of parameters=28082024.10 | 3 | 0.29 |