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Network Reconstruction From High-Dimensional Ordinary Differential Equations

We consider the task of learning a dynamical system from high-dimensional time-course data. For instance, we might wish to estimate a gene regulatory network from gene expression data measured at discrete time points. We model the dynamical system nonparametrically as a system of additive ordinary d...

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Bibliografiske detaljer
Udgivet i:J Am Stat Assoc
Main Authors: Chen, Shizhe, Shojaie, Ali, Witten, Daniela M.
Format: Artigo
Sprog:Inglês
Udgivet: 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5880569/
https://ncbi.nlm.nih.gov/pubmed/29618851
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2016.1229197
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