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On an additive partial correlation operator and nonparametric estimation of graphical models

We introduce an additive partial correlation operator as an extension of partial correlation to the nonlinear setting, and use it to develop a new estimator for nonparametric graphical models. Our graphical models are based on additive conditional independence, a statistical relation that captures t...

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Detalles Bibliográficos
Autores principales: Lee, Kuang-Yao, Li, Bing, Zhao, Hongyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5793672/
https://www.ncbi.nlm.nih.gov/pubmed/29422689
http://dx.doi.org/10.1093/biomet/asw028