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Completely automated methods for removing electroocular (EOG) and muscle (EMG) artifacts in the electroencephalogram (EEG) are presented in this paper which are implemented as an Automatic Artifact Removal (AAR) toolbox in EEGLAB. The method of removing EOG artifacts is based on second order blind identification (SOBI) as a blind source separation (BSS) technique and procedure of muscle artifact removal...