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Publications [#257864] of David B. Dunson

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Papers Published

  1. Armagan, A; Dunson, DB; Lee, J, Generalized double pareto shrinkage, Statistica Sinica, vol. 23 no. 1 (2013), pp. 119-143, ISSN 1017-0405 [doi]
    (last updated on 2017/12/16)

    Abstract:
    We propose a generalized double Pareto prior for Bayesian shrinkage estimation and inferences in linear models. The prior can be obtained via a scale mixture of Laplace or normal distributions, forming a bridge between the Laplace and Normal-Jeffreys' priors. While it has a spike at zero like the Laplace density, it also has a Student's t-like tail behavior. Bayesian computation is straightforward via a simple Gibbs sampling algorithm. We investigate the properties of the maximum a posteriori estimator, as sparse estimation plays an important role in many problems, reveal connections with some well-established regularization procedures, and show some asymptotic results. The performance of the prior is tested through simulations and an application.

 

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