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. 2019 Aug 20;13:53. doi: 10.3389/fncom.2019.00053

Table 4.

Comparison of Valence classification accuracy between ST-SBSSVM and common methods.

Difference from ST-SBSSVM accuracy (DEAP) Difference from ST-SBSSVM accuracy (SEED)
SVM +17% +39%
PCA-SVM +17% +39%
SBS –0.42% +6%
KNN +10% +28%
PCA-KNN +11% +31%
RF +20% +16%
The average difference
from ST-SBSSVM accuracy +12.4% +26.5%