A muted guitar is a guitar that's being played with the hand gently resting on the strings such that the notes are dull and short.

This is the easiest bass sound to make!

This is the sound pioneered early on in beatboxing and used to great effect by the likes of Rahzel. It involves creating an oscillation in the throat that can be directed through the nose or mouth or both.