Brain-computer interface (BCI) aim at providing a non-muscular channel for sending commands to the external world using the electroencephalographic activity or other Electrophysiological measures of the brain function. An essential factor in the successful operation of BCI systems is the methods used to process the brain signals. In the BCI Literature, comprehensive survey of the signal processing techniques has been used. © IDOSI Publications, 2015.