Remarks on Locally Weighted Regression

• broad range of methods for distance weighting the training examples
• range of methods for locally approximating target functions
• function is usually constant, linear, or quadratic because (1) cost of fitting more complex functions is too high and (2) simple approximations model the target function well over a sufficiently small subregion