Efficient inference of parsimonious phenomenological models of cellular dynamics using S-systems and alternating regression.

The nonlinearity of dynamics in systems biology makes it hard to infer them from experimental data. Simple linear models are computationally efficient, but cannot incorporate these important nonlinearities. An adaptive method based on the S-system formalism, which is a sensible representation of non...

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Bibliographic Details
Main Authors: Bryan C Daniels, Ilya Nemenman
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4373916?pdf=render