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Bayesian variable selection with shrinking and diffusing priors

Published in arXiv (Cornell University) • May 26, 2014
Authors:
Narisetty, Naveen Naidu
,
He, Xuming

Abstract

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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