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Learning causal networks with latent variables from multivariate information in genomic data

Learning causal networks from large-scale genomic data remains challenging in absence of time series or controlled perturbation experiments. We report an information- theoretic method which learns a large class of causal or non-causal graphical models from purely observational data, while including...

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Detalhes bibliográficos
Publicado no:PLoS Comput Biol
Main Authors: Verny, Louis, Sella, Nadir, Affeldt, Séverine, Singh, Param Priya, Isambert, Hervé
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5685645/
https://ncbi.nlm.nih.gov/pubmed/28968390
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1005662
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