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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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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 |
format | Online Article Text |
id | pubmed-4443683 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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