BAYESIAN VARIABLE SELECTION WITH SHRINKING AND DIFFUSING PRIORS

We consider a Bayesian approach to variable selection in the presence of high dimensional covariates based on a hierarchical model that places prior distributions on the regression coefficients as well as on the model space. We adopt the well-known spike and slab Gaussian priors with a distinct feat...

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Veröffentlicht in:The Annals of statistics 2014-04, Vol.42 (2), p.789-817
Hauptverfasser: Narisetty, Naveen Naidu, He, Xuming
Format: Artikel
Sprache:eng
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