Page "Supervised learning" Paragraph 27

There are two basic approaches to choosing or: empirical risk minimization and structural risk minimization.

Empirical risk minimization seeks the function that best fits the training data.

Structural risk minimize includes a penalty function that controls the bias / variance tradeoff.