Examination of models for cholera: insights into model comparison methods
This article provides an overview of the Akaike and Bayesian Information Criteria as applied to the setting of deterministic modelling, with the perspective that this may be a useful tool for biomathematics researchers whose primary interests lie in the analysis of compartmental models. We additiona...
Main Authors: | , , |
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Format: | Article |
Language: | English |
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Intercollegiate Biomathematics Alliance
2016-01-01
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Series: | Letters in Biomathematics |
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Online Access: | http://dx.doi.org/10.1080/23737867.2016.1211495 |
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author | Olcay Akman Marina Romadan Corby Elsa Schaefer |
author_facet | Olcay Akman Marina Romadan Corby Elsa Schaefer |
author_sort | Olcay Akman |
collection | DOAJ |
description | This article provides an overview of the Akaike and Bayesian Information Criteria as applied to the setting of deterministic modelling, with the perspective that this may be a useful tool for biomathematics researchers whose primary interests lie in the analysis of compartmental models. We additionally examine a wide range mechanistic and parameter assumptions in the cholera literature through the unifying lens of model selection criteria. Five models for cholera are considered using multiple model selection formulations, and implications for cholera modelling and for model selection criteria are discussed. |
first_indexed | 2024-12-21T10:32:07Z |
format | Article |
id | doaj.art-e4803ae045e84b65bce5d131477ef659 |
institution | Directory Open Access Journal |
issn | 2373-7867 |
language | English |
last_indexed | 2024-12-21T10:32:07Z |
publishDate | 2016-01-01 |
publisher | Intercollegiate Biomathematics Alliance |
record_format | Article |
series | Letters in Biomathematics |
spelling | doaj.art-e4803ae045e84b65bce5d131477ef6592022-12-21T19:07:10ZengIntercollegiate Biomathematics AllianceLetters in Biomathematics2373-78672016-01-01319311810.1080/23737867.2016.12114951211495Examination of models for cholera: insights into model comparison methodsOlcay Akman0Marina Romadan Corby1Elsa Schaefer2Illinois State UniversityUniversity of Illinois at ChicagoMarymount UniversityThis article provides an overview of the Akaike and Bayesian Information Criteria as applied to the setting of deterministic modelling, with the perspective that this may be a useful tool for biomathematics researchers whose primary interests lie in the analysis of compartmental models. We additionally examine a wide range mechanistic and parameter assumptions in the cholera literature through the unifying lens of model selection criteria. Five models for cholera are considered using multiple model selection formulations, and implications for cholera modelling and for model selection criteria are discussed.http://dx.doi.org/10.1080/23737867.2016.1211495Model comparison; AIC; cholera |
spellingShingle | Olcay Akman Marina Romadan Corby Elsa Schaefer Examination of models for cholera: insights into model comparison methods Letters in Biomathematics Model comparison; AIC; cholera |
title | Examination of models for cholera: insights into model comparison methods |
title_full | Examination of models for cholera: insights into model comparison methods |
title_fullStr | Examination of models for cholera: insights into model comparison methods |
title_full_unstemmed | Examination of models for cholera: insights into model comparison methods |
title_short | Examination of models for cholera: insights into model comparison methods |
title_sort | examination of models for cholera insights into model comparison methods |
topic | Model comparison; AIC; cholera |
url | http://dx.doi.org/10.1080/23737867.2016.1211495 |
work_keys_str_mv | AT olcayakman examinationofmodelsforcholerainsightsintomodelcomparisonmethods AT marinaromadancorby examinationofmodelsforcholerainsightsintomodelcomparisonmethods AT elsaschaefer examinationofmodelsforcholerainsightsintomodelcomparisonmethods |