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Learning theory studies learning function relations or data structures from samples.In this talk I will give a brief introduction to three topics in learning theory: regression, classification and variable selection.Mathematical analysis will be described for some learning algorithms including the least square regularized regression, support vector machine classification, and gradient learning for variable selection.