Regularization and Complexity Control in Feed-forward Networks
Part of book or chapter of book, Contribution for newspaper or weekly magazineEnglishOPEN
Bishop, C. M.
Publisher: EC2 et Cie
In this paper we consider four alternative approaches to complexity control in feed-forward networks based respectively on architecture selection, regularization, early stopping, and training with noise. We show that there are close similarities between these approaches...