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Dizzy-Beats: a Bayesian evidence analysis tool for systems biology

Motivation: Model selection and parameter inference are complex problems of long-standing interest in systems biology. Selecting between competing models arises commonly as underlying biochemical mechanisms are often not fully known, hence alternative models must be considered. Parameter inference y...

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Detalles Bibliográficos
Autores principales: Aitken, Stuart, Kilpatrick, Alastair M., Akman, Ozgur E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4443683/
https://www.ncbi.nlm.nih.gov/pubmed/25637558
http://dx.doi.org/10.1093/bioinformatics/btv062
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author Aitken, Stuart
Kilpatrick, Alastair M.
Akman, Ozgur E.
author_facet Aitken, Stuart
Kilpatrick, Alastair M.
Akman, Ozgur E.
author_sort Aitken, Stuart
collection PubMed
description Motivation: Model selection and parameter inference are complex problems of long-standing interest in systems biology. Selecting between competing models arises commonly as underlying biochemical mechanisms are often not fully known, hence alternative models must be considered. Parameter inference yields important information on the extent to which the data and the model constrain parameter values. Results: We report Dizzy-Beats, a graphical Java Bayesian evidence analysis tool implementing nested sampling - an algorithm yielding an estimate of the log of the Bayesian evidence Z and the moments of model parameters, thus addressing two outstanding challenges in systems modelling. A likelihood function based on the L(1)-norm is adopted as it is generically applicable to replicated time series data. Availability and implementation: http://sourceforge.net/p/bayesevidence/home/Home/ Contact: s.aitken@ed.ac.uk
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spelling pubmed-44436832015-06-05 Dizzy-Beats: a Bayesian evidence analysis tool for systems biology Aitken, Stuart Kilpatrick, Alastair M. Akman, Ozgur E. Bioinformatics Applications Notes Motivation: Model selection and parameter inference are complex problems of long-standing interest in systems biology. Selecting between competing models arises commonly as underlying biochemical mechanisms are often not fully known, hence alternative models must be considered. Parameter inference yields important information on the extent to which the data and the model constrain parameter values. Results: We report Dizzy-Beats, a graphical Java Bayesian evidence analysis tool implementing nested sampling - an algorithm yielding an estimate of the log of the Bayesian evidence Z and the moments of model parameters, thus addressing two outstanding challenges in systems modelling. A likelihood function based on the L(1)-norm is adopted as it is generically applicable to replicated time series data. Availability and implementation: http://sourceforge.net/p/bayesevidence/home/Home/ Contact: s.aitken@ed.ac.uk Oxford University Press 2015-06-01 2015-01-30 /pmc/articles/PMC4443683/ /pubmed/25637558 http://dx.doi.org/10.1093/bioinformatics/btv062 Text en © The Author 2015. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Applications Notes
Aitken, Stuart
Kilpatrick, Alastair M.
Akman, Ozgur E.
Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title_full Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title_fullStr Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title_full_unstemmed Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title_short Dizzy-Beats: a Bayesian evidence analysis tool for systems biology
title_sort dizzy-beats: a bayesian evidence analysis tool for systems biology
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4443683/
https://www.ncbi.nlm.nih.gov/pubmed/25637558
http://dx.doi.org/10.1093/bioinformatics/btv062
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