Research Article

Fusion of Motif- and Spectrum-Related Features for Improved EEG-Based Emotion Recognition

Table 6

Top 20 features used in the best arousal models for the different feature groups.

Benchmark (nof = 15, FS = RFE)Motif (nof = 16, FS = RFE)Combined (nof = 17, FS = mRMR)

(β) (θ)
(β) (γ)
AI(O1, O2) (β) (β) (θ)
(α) (α)
AI(P7, P8) (γ) (α) (β)
AI(F3, F4) (β) (α) (β)
(θ) (α)
Spectral power (β) (γ) (θ)
AI(Cp5, Cp6) (θ) (γ) (θ)
AI(FC1, FC2) (α) (β) (γ)
AI(P3, P4) (θ) (β) (θ)
AI(P3, P4) (β)C (α) (θ)
AI(C3, C4) (θ) (β) (α)
AI(Cp1, Cp2) (α) (α) (θ)
AI(T7, T8) (γ) (α) (α)
k (α) (α)
(γ)