Decoupling Shrinkage and Selection in Bayesian Linear Models: A Posterior Summary Perspective

作者: P. Richard Hahn , Carlos M. Carvalho

DOI: 10.1080/01621459.2014.993077

关键词:

摘要: Selecting a subset of variables for linear models remains an active area research. This article reviews many the recent contributions to Bayesian model selection and shrinkage prior literature. A posterior variable summary is proposed, which distills full distribution over regression coefficients into sequence sparse predictors.

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