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The purposes of this paper, therefore, shall be discussing some conventional methods of EEG feature extraction methods, comparing their performances for specific task, and finally, recommending the most suitable method for feature extraction based on performance. ... International Scholarly Research Notices is a peer-reviewed, Open Access ...