Inferring time derivatives including cell growth rates using Gaussian processes

High-throughput time-series data is increasingly available, yet estimating time-derivatives from such data can remain a challenge. Here, the authors provide a non-parametric method for inferring the first and second time-derivatives from multiple replicates of time-series data and for estimating err...

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Auteurs principaux: Peter S. Swain, Keiran Stevenson, Allen Leary, Luis F. Montano-Gutierrez, Ivan B.N. Clark, Jackie Vogel, Teuta Pilizota
Format: article
Langue:EN
Publié: Nature Portfolio 2016
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Accès en ligne:https://doaj.org/article/6aefe21cd35443ab9d0e44b3d219f660
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