It would have to be a small computer that recognized the voice, so it would be like a computer inside the computer.  Very do-able, because it could be very small, as it has one task; turning on and off the computer.  All other voice recognition commands would be handled by the main box.  Security could be increased too, by making it recognize only your voice. ;D