Heart-rate prediction on PPG data TSR archive (test)
0.85Test L2 ErrorLEM
Evaluation results
| Method | Links | |
|---|---|---|
| LEM# units=128, # params=67k2021.10 | 0.85 | |
| UnICORNN (3 layers)# units=128, # params=34k2021.10 | 1.31 | |
| UNICORNNL=32021.03 | 1.39 | |
| coRNN# units=128, # params=34k2021.10 | 1.61 | |
| expRNN# units=256, # params=34k2021.10 | 1.63 | |
| CORNN2021.03 | 1.71 | |
| EXPRNN2021.03 | 1.87 | |
| IndRNN (3 layers)# units=128, # params=34k2021.10 | 1.94 | |
| INDRNNL=32021.03 | 2.1 | |
| SIGN.-NCDE2021.03 | 2.97 | |
| chrono-LSTM# units=128, # params=67k2021.10 | 3.31 | |
| LSTM# units=128, # params=67k2021.10 | 9.93 | |
| LSTM2021.03 | 10.7 |