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Learning causal networks from systems biology time course data: an effective model selection procedure for the vector autoregressive process

BACKGROUND: Causal networks based on the vector autoregressive (VAR) process are a promising statistical tool for modeling regulatory interactions in a cell. However, learning these networks is challenging due to the low sample size and high dimensionality of genomic data. RESULTS: We present a nove...

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Detalhes bibliográficos
Main Authors: Opgen-Rhein, Rainer, Strimmer, Korbinian
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2007
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC1892072/
https://ncbi.nlm.nih.gov/pubmed/17493252
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-8-S2-S3
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