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Table 2 Feature weight vector and test errors.

From: Automatic Classification of Artifactual ICA-Components for Artifact Removal in EEG Signals

Feature Feature weight Test Error RT Test Error ERP
Current Density Norm 0.342 0.141 0.488
Range Within Pattern 0.574 0.151 0.186
Mean Local Skewness 15 s 0.317 0.309 0.442
λ 0.569 0.177 0.144
8-13 Hz -0.219 0.166 0.138
FitError -0.286 0.424 0.640
Combined   0.089 0.147
  1. Feature weights w i for each feature x i of the classifier H : 6 x α sign(wT · x + b) {-1, 1} with 1 Artifact and -1 Neuronal activity. Test error (MSE) for the 6 single features and for the combined classification for the RT experiment and the ERP experiment.