# How can we explain the fact that “Bagging reduces the variance while retaining the bias” mathematically?

I am able to understand the intution behind saying that "Bagging reduces the variance while retaining the bias".

What is the mathematically principle behind this intution? I checked with few experts and they are not able to explain the math well.