Want to fit some data but there are a bunch of outliers? Want to automate the process? Check out the Random Sample Consensus (RANSAC) algorithm! In fact, there’s a whole family of RANSAC algorithms to assist.
Check out my presentation on the RANSAC algorithm for the Algorithm Interest Group over at UIUC.