Bayesian nonparametrics [E-Book] / edited by Nils Lid Hjort [and others].
Hjort, Nils Lid, (editor)
Cambridge : Cambridge University Press, 2010
1 online resource (viii, 299 pages)
englisch
9780521513463
9780511802478
Cambridge series on statistical and probabilistic mathematics ; 28
Full Text
Table of Contents:
  • 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.