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Bayesian Nonparametrics Via Neural Networks
Herbert K.H. Lee
€ 85.86
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Description for Bayesian Nonparametrics Via Neural Networks
paperback.
Bayesian Nonparametrics via Neural Networks is the first book to focus on neural networks in the context of nonparametric regression and classification, working within the Bayesian paradigm. It discusses neural networks in a statistical context, an approach in contrast to existing books, which tend to treat neural networks as a machine learning algorithm instead of a statistical model. Once this underlying statistical model is recognized, other standard statistical techniques can be applied to improve the model. The Bayesian approach allows better accounting for uncertainty. This book covers uncertainty in model choice and ways to deal with this issue, exploring ideas ... Read more
Bayesian Nonparametrics via Neural Networks is the first book to focus on neural networks in the context of nonparametric regression and classification, working within the Bayesian paradigm. It discusses neural networks in a statistical context, an approach in contrast to existing books, which tend to treat neural networks as a machine learning algorithm instead of a statistical model. Once this underlying statistical model is recognized, other standard statistical techniques can be applied to improve the model. The Bayesian approach allows better accounting for uncertainty. This book covers uncertainty in model choice and ways to deal with this issue, exploring ideas ... Read more
Product Details
Format
Paperback
Publication date
2004
Publisher
SIAM: Society for Industrial and Applied Mathematics United States
Number of pages
104
Condition
New
Number of Pages
104
Place of Publication
New York, United States
ISBN
9780898715637
SKU
V9780898715637
Shipping Time
Usually ships in 7 to 11 working days
Ref
99-1
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