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Network component analysis: Reconstruction of regulatory signals in biological systems

High-dimensional data sets generated by high-throughput technologies, such as DNA microarray, are often the outputs of complex networked systems driven by hidden regulatory signals. Traditional statistical methods for computing low-dimensional or hidden representations of these data sets, such as pr...

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Bibliografiske detaljer
Main Authors: Liao, James C., Boscolo, Riccardo, Yang, Young-Lyeol, Tran, Linh My, Sabatti, Chiara, Roychowdhury, Vwani P.
Format: Artigo
Sprog:Inglês
Udgivet: National Academy of Sciences 2003
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC307600/
https://ncbi.nlm.nih.gov/pubmed/14673099
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.2136632100
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