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RANK: Large-Scale Inference with Graphical Nonlinear Knockoffs *

Power and reproducibility are key to enabling refined scientific discoveries in contemporary big data applications with general high-dimensional nonlinear models. In this paper, we provide theoretical foundations on the power and robustness for the model-X knockoffs procedure introduced recently in...

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Detalhes bibliográficos
Publicado no:J Am Stat Assoc
Main Authors: Fan, Yingying, Demirkaya, Emre, Li, Gaorong, Lv, Jinchi
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7394464/
https://ncbi.nlm.nih.gov/pubmed/32742045
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2018.1546589
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