How can I avoid overfitting while using bootstrapping for increasing the size of data?

I am using bootstrapping for increasing the size of my data. I have read that bootstrapping is prone to overfitting. So, I wanted to know if there is any way by which overfitting could be avoided...

17 July 2015 6,805 9 View