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Publications [#257960] of David B. Dunson

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Papers Published

  1. Rodríguez, A; Dunson, DB, Nonparametric Bayesian models through probit stick-breaking processes, Bayesian Analysis, vol. 6 no. 1 (2011), pp. 145-178, ISSN 1936-0975 [doi]
    (last updated on 2017/12/15)

    Abstract:
    We describe a novel class of Bayesian nonparametric priors based on stick-breaking constructions where the weights of the process are constructed as probit transformations of normal random variables. We show that these priors are extremely exible, allowing us to generate a great variety of models while preserv-ing computational simplicity. Particular emphasis is placed on the construction of rich temporal and spatial processes, which are applied to two problems in nance and ecology. © 2011 International Society for Bayesian Analysis.

 

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