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Joint Bayesian variable and graph selection for regression models with network-structured predictors

In this work, we develop a Bayesian approach to perform selection of predictors that are linked within a network. We achieve this by combining a sparse regression model relating the predictors to a response variable with a graphical model describing conditional dependencies among the predictors. The...

詳細記述

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書誌詳細
出版年:Stat Med
主要な著者: Peterson, C. B., Stingo, F. C., Vannucci, M.
フォーマット: Artigo
言語:Inglês
出版事項: 2015
主題:
オンライン・アクセス:https://ncbi.nlm.nih.gov/pmc/articles/PMC4775388/
https://ncbi.nlm.nih.gov/pubmed/26514925
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sim.6792
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