Statistical Science

Toward Automated Prior Choice

David B. Dunson

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Article information

Statist. Sci. Volume 32, Number 1 (2017), 41-43.

First available in Project Euclid: 6 April 2017

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Dunson, David B. Toward Automated Prior Choice. Statist. Sci. 32 (2017), no. 1, 41--43. doi:10.1214/16-STS607.

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  • Bhattacharya, A. and Dunson, D. B. (2011). Sparse Bayesian infinite factor models. Biometrika 98 291–306.
  • Chung, Y. and Dunson, D. B. (2009). Nonparametric Bayes conditional distribution modeling with variable selection. J. Amer. Statist. Assoc. 104 1646–1660.
  • Dunson, D. B. and Park, J.-H. (2008). Kernel stick-breaking processes. Biometrika 95 307–323.
  • Miller, J. and Dunson, D. B. (2015). Robust Bayesian inference via coarsening. Available at arXiv:1506.06101.
  • Zhou, J., Bhattacharya, A., Herring, A. H. and Dunson, D. B. (2015). Bayesian factorizations of big sparse tensors. J. Amer. Statist. Assoc. 110 1562–1576.

See also

  • Main article: Penalising Model Component Complexity: A Principled, Practical Approach to Constructing Priors.