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Estimation of high-dimensional directed acyclic graphs with surrogate intervention

Directed acyclic graphs (DAGs) have been used to describe causal relationships between variables. The standard method for determining such relations uses interventional data. For complex systems with high-dimensional data, however, such interventional data are often not available. Therefore, it is d...

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Vydáno v:Biostatistics
Hlavní autoři: Ha, Min Jin, Sun, Wei
Médium: Artigo
Jazyk:Inglês
Vydáno: Oxford University Press 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7776804/
https://ncbi.nlm.nih.gov/pubmed/30596892
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biostatistics/kxy080
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