Table 5.
Comparison of ours with SOTA methods on MIDUS II and PPG-DaLiA datasets for hormonal dynamics prediction.
| Model | MIDUS IIDataset | PPG-DaLiA Dataset | ||||
|---|---|---|---|---|---|---|
| RMSE↓ | MAE↓ | PCC↑ | RMSE↓ | MAE↓ | PCC↑ | |
| LSTM 39 | 0.172±0.01 | 0.137±0.01 | 0.841±0.02 | 0.158±0.02 | 0.129±0.01 | 0.826±0.02 |
| GRU 40 | 0.169±0.01 | 0.134±0.01 | 0.846±0.02 | 0.152±0.01 | 0.124±0.01 | 0.831±0.02 |
| SVM 41 | 0.191±0.02 | 0.158±0.02 | 0.791±0.03 | 0.179±0.02 | 0.149±0.02 | 0.784±0.03 |
| Transformer Han et al. (42) | 0.161±0.01 | 0.129±0.01 | 0.855±0.01 | 0.147±0.01 | 0.118±0.01 | 0.839±0.02 |
| Informer Gong et al. (44) | 0.158±0.01 | 0.126±0.01 | 0.861±0.01 | 0.143±0.01 | 0.115±0.01 | 0.846±0.01 |
| Ours | 0.139±0.01 | 0.110±0.01 | 0.887±0.01 | 0.128±0.01 | 0.102±0.01 | 0.869±0.01 |
RMSE↓, MAE↓ → The smaller, the better. PCC↑ → The larger, the better.
Bold values are the prepared values.