Such a local approximation is obtained by fitting a regression surface to the data points within a chosen neighborhood of the point x. In the loess method, weighted least squares is used to fit linear ...

James McCaffrey from Microsoft Research presents a complete end-to-end demonstration of the linear support vector regression (linear SVR ... and its associated epsilon-insensitive error/loss in a ...