Given a set of training data , where each , (X denotes the input space of the sample) and corresponding target value for i=1,…, l (where l corresponds to the size of the training data), the objective of the regression problem is to determine a function that can approximate the value of for an not in the training set.

The estimating function is taken in the form:

(1)

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