A hierarchical approach to model parameter optimization for developmental systems.

Biosystems(2010)

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摘要
In the context of Systems Biology, computer simulations of gene regulatory networks provide a powerful tool to validate hypotheses and to explore possible system behaviors. Nevertheless, modeling a system poses some challenges of its own: especially the step of model calibration is often difficult due to insufficient data. For example when considering developmental systems, mostly qualitative data describing the developmental trajectory is available while common calibration techniques rely on high-resolution quantitative data.
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关键词
Parameter estimation,Gene regulatory Network models,Evolutionary Algorithms,Hierarchical problem decomposition
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