Eye blinks are one of the most influential sources of artifacts contaminating electroencephalogram (EEG) signals [1], [2] and [3]. It has been known that eye blinks can easily distort EEG signals, leading to inaccurate topographical maps [4]. Because of the high influence of eye blink artifacts on frontal channel EEG signals, removing eye blink artifacts is regarded as a common and essential preprocessing procedure in EEG studies [3], [5] and [6]. Although theta band is distorted most severely when an EEG signal is contaminated by eye blink artifacts, eye blink artifacts have also been reported to significantly affect alpha and beta band EEG signals [3].