Journal article
Variational Bayesian Inference for a Nonlinear Forward Model
- Abstract:
-
Variational Bayes (VB) has been proposed as a method to facilitate calculations of the posterior distributions for linear models, by providing a fast method for Bayesian inference by estimating the parameters of a factorized approximation to the posterior distribution. Here a VB method for nonlinear forward models with Gaussian additive noise is presented. In the case of noninformative priors the parameter estimates obtained from this VB approach are identical to those found via nonlinear lea...
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- Publication status:
- Published
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- Publisher copy:
- 10.1109/TSP.2008.2005752
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Authors
Bibliographic Details
- Journal:
- IEEE TRANSACTIONS ON SIGNAL PROCESSING
- Volume:
- 57
- Issue:
- 1
- Pages:
- 223-236
- Publication date:
- 2009-01-01
- DOI:
- EISSN:
-
1941-0476
- ISSN:
-
1053-587X
- Source identifiers:
-
186271
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
pubs:186271
- UUID:
-
uuid:1e31142d-b892-4910-807f-7cf44f290a9b
- Local pid:
- pubs:186271
- Deposit date:
- 2012-12-19
Terms of use
- Copyright date:
- 2009
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