Bayesian Nonparametrics via Neural Networks - Brossura

Lee, Herbert K. H.

Brossura

ISBN 10: 0898715636 ISBN 13: 9780898715637

Casa editrice: Society for Industrial and Applied Mathematics, 2004

Riassunto

This is the first book to discuss neural networks in a nonparametric regression and classification context, within the Bayesian paradigm.

Su questo libro

Descrizione del libro

This is the first book that discusses neural networks in the context of nonparametric regression and classification, within the Bayesian paradigm. It considers neural networks in a statistical context, a contrasting approach to existing books, which typically treat neural networks as a machine learning algorithm instead of a statistical model.

Contenuti

Preface; 1. Introduction; 2. Nonparametric models; 3. Priors for neural networks; 4. Building a model; 5. Conclusions; Appendix A; Glossary; Bibliography; Index.

Dettagli dell'edizione

• Editore: Society for Industrial and Applied Mathematics
• Data di pubblicazione: 2004
• Lingua: Inglese
• ISBN 10: 0898715636
• ISBN 13: 9780898715637
• Rilegatura: Copertina flessibile
• Numero di pagine: 104
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile