Objective Bayesian Analysis for a Spatial Model with Nugget Effects

@inproceedings{Ren2010ObjectiveBA,
  title={Objective Bayesian Analysis for a Spatial Model with Nugget Effects},
  author={Cuirong Ren and Dongchu Sun and Zhuoqiong He},
  year={2010}
}
Objective priors, especially reference priors, have been well-known for geostatistical data since Berger, et al. (2001). A long-standing problem is to develop objective Bayes inference for spatially correlated data with nugget effects. In this paper, objective priors for such cases are systematically studied. In addition to the Jeffreys priors and commonly used reference priors, two types of “exact” reference priors are derived based on improper marginal likelihoods, so an “equivalence” theorem… CONTINUE READING

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