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Catalytic prior distributions with application to generalized linear models

A catalytic prior distribution is designed to stabilize a high-dimensional “working model” by shrinking it toward a “simplified model.” The shrinkage is achieved by supplementing the observed data with a small amount of “synthetic data” generated from a predictive distribution under the simpler mode...

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書目詳細資料
發表在:Proc Natl Acad Sci U S A
Main Authors: Huang, Dongming, Stein, Nathan, Rubin, Donald B., Kou, S. C.
格式: Artigo
語言:Inglês
出版: National Academy of Sciences 2020
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC7275732/
https://ncbi.nlm.nih.gov/pubmed/32414914
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1920913117
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