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Emotion Prediction Regression on Long-Term Naturalistic Emotion (LTNE) Dataset Dominance

0.2045MSE

EEGDancer

Updated 1mo ago

Evaluation Results

Method	Links
EEGDancer 2026.06		0.2045	0.3107	0.5794
DDC* 2026.06		0.2531	0.3927	0.4652
BiDANN* 2026.06		0.28	0.421	0.4954
GradientBoostingRegressor* 2026.06		0.2902	0.4434	0.3523
Random Forest* 2026.06		0.294	0.4446	0.3892
DANN* 2026.06		0.295	0.4444	0.4751
DCORAL* 2026.06		0.2954	0.4451	0.4893
Lasso* 2026.06		0.2955	0.4462	0.3355
DAN* 2026.06		0.299	0.4481	0.4724
Ridge* 2026.06		0.3002	0.4483	0.4
Beysian Ridge* 2026.06		0.3003	0.4484	0.3996
EEGNet* 2026.06		0.3003	0.4484	0.3996
HuberRegressor* 2026.06		0.3035	0.4493	0.336
Decision Tree* 2026.06		0.3145	0.4575	0.3364
MLP* 2026.06		0.3148	0.4575	0.3997
RGNN* 2026.06		0.3367	0.4996	0.4931
KNN* 2026.06		0.3392	0.4741	0.3939
SVR* 2026.06		0.354	0.4846	0.3892