# Why averaging filter work?

To smooth an image we use often use a 3 by 3 matrix of ones divided by the average or mean filter Intuitively I understand that we take the average gray levels value so there will be no "high" or "low" values, but mathematically how can one show it? and how much the noise will be reduced