1. Construct an explicit approximation to f over a local region surrounding query instance xq.
2. Locally weighted linear regression:
1. The target function f is approximated near xq using the linear function:

minimize the squared error: distance-decreasing weight K

the gradient descent training rule:

In most cases, the target function is approximated by a constant, linear, or quadratic function.