An invitation to Bayesian nonparametrics / Nils Lid Hjort, Chris Holmes, Peter Müller and Stephen G. Walker
1. Bayesian nonparametric methods: motivation and ideas / Stephen G. Walker
2. The Dirichlet process, related priors, and posterior asymptotics / Subhashis Ghosal
3. Models beyond the Dirichlet process / Antonio Lijoi and Igor Prünster
4. Further models and applications / Nils Lid Hjort
5. Hierarchical Bayesian nonparametric models with applications / Yee Whye Teh and Michael I. Jordan
6. Computational issues arising in Bayesian nonparametric hierarchical models / Jim Griffin and Chris Holmes
7. Nonparametric Bayes applications to biostatistics / David B. Dunson
8. More nonparametric Bayesian models for biostatistics / Peter Müller and Fernando Quintana
Author index
Subject index.
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Bayesian nonparametrics. ISBN 9780521513463. Published by Cambridge University Press in 2009. Publication and catalogue information, links to buy online and reader comments.
