Longitudinal Cognitive Score Prediction on ADNI (5-fold cross-val)
0.5397Pearson rNeural Koopman Machine (NKM)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Neural Koopman Machine (NKM)2025.12 | 0.5397 | 0.5024 | 3.881 | 5.676 | |
| LSTM2025.12 | 0.507 | 0.4856 | 4.0359 | 5.5955 | |
| AttnRNN2025.12 | 0.5068 | 0.481 | 4.0933 | 5.6918 | |
| TimesNetTiny2025.12 | 0.4983 | 0.4729 | 5.1145 | 6.7831 | |
| XGBoost2025.12 | 0.4926 | 0.4727 | 4.1345 | 5.6461 | |
| RandomForest2025.12 | 0.4829 | 0.4741 | 4.1919 | 5.6748 | |
| LinearRegression2025.12 | 0.475 | 0.4786 | 4.2613 | 5.6804 | |
| Neural ODE2025.12 | 0.3784 | 0.4099 | 4.667 | 6.673 | |
| EDMD (RBF basis)2025.12 | 0.3706 | 0.4117 | 4.539 | 6.413 |