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Efficient model-fitting and model-comparison for high-dimensional Bayesian geostatistical models

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Publication:1869119
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DOI10.1016/S0378-3758(02)00335-XzbMath1032.62049MaRDI QIDQ1869119

Mary Kathryn Cowles

Publication date: 9 April 2003

Published in: Journal of Statistical Planning and Inference (Search for Journal in Brave)


zbMATH Keywords

Spatial statisticsBayes factorsConvergenceMCMCIsotropyGeometric anisotropy


Mathematics Subject Classification ID

Directional data; spatial statistics (62H11) Bayesian inference (62F15) Numerical analysis or methods applied to Markov chains (65C40) Geostatistics (86A32)



Uses Software

  • boa



Cites Work

  • Marginal Likelihood from the Gibbs Output
  • Sampling-Based Approaches to Calculating Marginal Densities
  • The Calculation of Posterior Distributions by Data Augmentation
  • Covariance structure of the Gibbs sampler with applications to the comparisons of estimators and augmentation schemes
  • Marginal Likelihood From the Metropolis–Hastings Output
  • Bayes Factors
  • On Estimating Precision of Measuring Instruments and Product Variability




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