Research Article

A Novel Transfer Enhanced -Expansion Move Learning Model for EEG Signals

Table 6

Average running time (Seconds) of the models on both synthetic and Bonn EEG datasets.

Datasets (source data, target data, attributes, and classes)EEMMulticlass SVMTSK-FSTSCTrEEM

Synthetic dataset (240, 60, 2, 3)0.18700.45620.04300.15200.2050
Bonn EEG dataset (400, 100, 6, 5) (use KPCA to extract feature)0.66500.89340.37300.79230.6700
Bonn EEG dataset (400, 100, 6, 5) (use wavelet to extract feature)0.48500.63270.18000.53310.5290