Emotion Prediction Regression on Long-Term Naturalistic Emotion (LTNE) Dataset Dominance
0.2045MSEEEGDancer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EEGDancerCategory=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.2045 | 0.3107 | 0.5794 | |
| DDC*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.2531 | 0.3927 | 0.4652 | |
| BiDANN*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.28 | 0.421 | 0.4954 | |
| GradientBoostingRegressor*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.2902 | 0.4434 | 0.3523 | |
| Random Forest*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.294 | 0.4446 | 0.3892 | |
| DANN*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.295 | 0.4444 | 0.4751 | |
| DCORAL*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.2954 | 0.4451 | 0.4893 | |
| Lasso*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.2955 | 0.4462 | 0.3355 | |
| DAN*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.299 | 0.4481 | 0.4724 | |
| Ridge*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3002 | 0.4483 | 0.4 | |
| Beysian Ridge*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3003 | 0.4484 | 0.3996 | |
| EEGNet*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.3003 | 0.4484 | 0.3996 | |
| HuberRegressor*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3035 | 0.4493 | 0.336 | |
| Decision Tree*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3145 | 0.4575 | 0.3364 | |
| MLP*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3148 | 0.4575 | 0.3997 | |
| RGNN*Category=Deep Learning Method, Protocol=Cross-Subject2026.06 | 0.3367 | 0.4996 | 0.4931 | |
| KNN*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.3392 | 0.4741 | 0.3939 | |
| SVR*Category=Traditional Machine Learning, Protocol=Cross-Subject2026.06 | 0.354 | 0.4846 | 0.3892 |