Statistical learning theory
= Statistical learning theory
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Statistical learning theory studies mathematical guarantees and limitations for learning from data, including how a <hypothesis class>, <loss function>, and sample size affect <generalization>. It distinguishes a particular fitted rule's <prediction error> from the expected performance of the learning procedure across possible <training data>.