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 ...

The diagram in Figure 2 gives you a rough idea of support vector regression for a scenario where there is just one predictor variable x. Each dot is a training data item. The red line is the linear ...