Bagging do sample with the replacement or without replacement? Academic Researchers INSAID July 27, 2020 08:28 Follow In bagging, it is random sampling with replacement. It is not that every sample is used in bagging. It is this characteristic of bagging that prevents over-fitting. Comments 0 comments Article is closed for comments.