Time-series Regression on BIDMC32SpO2 (test)
4.67RMSEMONAQ
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MONAQ2025.05 | 4.67 | 8.624 | 66.984 | 88,100 | 0.0003 | 82.258 | |
| D-CNN2025.05 | 4.773 | 7.048 | 18.18 | 110,000 | 0.0005 | 40.737 | |
| ConvLSTM2025.05 | 4.789 | 10.536 | 258.656 | 767,752 | 0.0033 | 209.449 | |
| LSTM2025.05 | 4.808 | 8.784 | 99.132 | 8 | 0 | 0.011 | |
| TENetconfig=62025.05 | 4.879 | 164.664 | 2,084.752 | 73,472,224 | 0.205 | 12,286.802 | |
| Random Search2025.05 | 4.961 | 157.784 | 78.972 | 2,662,864 | 0.0032 | 288.318 | |
| Grid Search2025.05 | 4.974 | 32.704 | 71.036 | 1,460,740 | 0.0027 | 240.532 | |
| DS-CNN2025.05 | 5.092 | 18.176 | 259.764 | 3,360,000 | 0.0094 | 628.213 | |
| TCN2025.05 | 5.156 | 26.832 | 165.42 | 8,704,008 | 0.0239 | 1,579.982 | |
| GPT-4o-mini2025.05 | 5.2 | 134.088 | 130.184 | 2,048,016 | 0.0034 | 231.939 | |
| GPT-4o2025.05 | 5.649 | 133.68 | 66.184 | 1,088,008 | 0.0019 | 136.535 | |
| TinyTNAS2025.05 | 5.716 | 10.944 | 36.172 | 272,266 | 0.0011 | 104.746 | |
| CNN2025.05 | 5.884 | 17.608 | 195.076 | 12,808,000 | 0.0155 | 992.415 | |
| MLP2025.05 | 16.682 | 259.784 | 17.224 | 256,648 | 0 | 5.521 |