VSL 2014: VIENNA SUMMER OF LOGIC 2014

RKappa: Statistical sampling suite for Kappa models.

Authors: Anatoly Sorokin, Oksana Sorokina and J. Douglas Armstrong

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Title:RKappa: Statistical sampling suite for Kappa models.
Authors:Anatoly Sorokin, Oksana Sorokina and J. Douglas Armstrong
Proceedings:HSB 2014 Proceedings
Editors: Adam Halasz and Oded Maler
Keywords:global sensitivity analysis, rule-based models, model composition, model analysis
Abstract:

ABSTRACT. We present RKappa, a framework for the development and analysis of rule-base models within a mature statistically empowered R environment. The infrastructure allows model editing, modification, parameter sampling, simulation, statistical analysis and visualisation without leaving the R environment. We demonstrate its effectiveness through its application to Global Sensitivity Analysis, exploring it in “parallel” and “concurrent” implementations. The pipeline was designed for high- performance computing platforms and aims to facilitate analysis the behaviour of the large-scale systems with limited knowledge of exact mechanisms and respectively sparse availability of parameter values, which we illustrate here with two biological model examples. Package is available on github: https://github.com/lptolik/R4Kappa

Pages:8
Talk:Jul 24 14:55
Paper:
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