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  • Search: subject:"Symmetrized probit stick-breaking process"
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Data augmentation 1 Exact block Gibbs sampler 1 Gaussian process 1 Nonparametric regression 1 Outliers 1 Symmetrized probit stick-breaking process 1
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Dunson, David 1 Pati, Debdeep 1
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Annals of the Institute of Statistical Mathematics 1
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Bayesian nonparametric regression with varying residual density
Pati, Debdeep; Dunson, David - In: Annals of the Institute of Statistical Mathematics 66 (2014) 1, pp. 1-31
We consider the problem of robust Bayesian inference on the mean regression function allowing the residual density to change flexibly with predictors. The proposed class of models is based on a Gaussian process (GP) prior for the mean regression function and mixtures of Gaussians for the...
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