Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice

Detalhes bibliográficos
Autor(a) principal: Santos, Gabriel Silva
Data de Publicação: 2022
Outros Autores: Kajin, Maja
Tipo de documento: preprint
Idioma: por
Título da fonte: SciELO Preprints
Texto Completo: https://preprints.scielo.org/index.php/scielo/preprint/view/3989
Resumo: The use of matrix population models (MPMs) to portray the life cycles of organisms is a powerful tool for ecological and evolutionary approaches. However, MPMs have been underutilized, despite their importance in demographic studies. One explanation is that students and young researchers are not encouraged to explore the MPMs’ potential. MPMs are often absent in elementary textbooks, and specialized literature can be mathematically challenging, especially if it lacks basic concepts of matrix algebra. Consequently, MPMs’ bibliography is limited to a few books, their application is concentrated in the United States and Europe, and errors are not rare in the literature. Here, we advocate broadening the use of structured populations, where individuals contribute to the population growth rate according to their age, sex, or other variables. We present the theoretical development of the MPMs, relevant examples of ecological studies, and their mathematical proprieties. Finally, we offer mathematical formulation and practical exercises in R in the appendices. We conceived this manuscript to be the first stop for those students and researchers interested in entering the literature about MPMs.
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spelling Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practiceModelos populacionais matriciais (MPMs) aplicados à ecologia: um guia gentil à teoria e práticaAnálise de viabilidade populacionalDemografiaElasticidadeHistória de vidaDemographyElasticityLife historyPopulation viability analysesThe use of matrix population models (MPMs) to portray the life cycles of organisms is a powerful tool for ecological and evolutionary approaches. However, MPMs have been underutilized, despite their importance in demographic studies. One explanation is that students and young researchers are not encouraged to explore the MPMs’ potential. MPMs are often absent in elementary textbooks, and specialized literature can be mathematically challenging, especially if it lacks basic concepts of matrix algebra. Consequently, MPMs’ bibliography is limited to a few books, their application is concentrated in the United States and Europe, and errors are not rare in the literature. Here, we advocate broadening the use of structured populations, where individuals contribute to the population growth rate according to their age, sex, or other variables. We present the theoretical development of the MPMs, relevant examples of ecological studies, and their mathematical proprieties. Finally, we offer mathematical formulation and practical exercises in R in the appendices. We conceived this manuscript to be the first stop for those students and researchers interested in entering the literature about MPMs.Representar matematicamente os ciclos de vidas dos organismos a partir de modelos matriciais (MPMs) tem sido uma ferramenta poderosa para as mais diversas questões ecológicas e evolutivas. Apesar de ser uma ferramenta essencial nos estudos demográficos, os MPMs continuam sendo subutilizados. Uma explicação potencial para a subutilização dos modelos matriciais pode ser o pouco encorajamento de estudantes ou jovens pesquisadores para explorar suas potencialidades. MPMs geralmente não estão presentes nos livros textos básicos em ecologia e a literatura especializada pode ser bastante desafiadora, principalmente quando conceitos básicos de álgebra de matrizes não foram previamente ensinados durante a formação desses pesquisadores. O resultado disso é uma bibliografia restrita, aplicações dos MPMs concentradas nos Estados Unidos e Europa, além de uma literatura com muitos erros conceituais. Apresentar uma introdução gentil aos MPMs parte de uma tentativa de popularizar suas aplicações desde os anos iniciais da formação do pesquisador não familiarizado, seja com a língua inglesa ou com os conceitos matemáticos relativos à essa literatura. Dessa forma, o objetivo aqui é apresentar o ganho em considerar uma população estruturada (aquela em que cada indivíduo contribui para a população de acordo com seu peso, idade, sexo ou outra variável), o desenvolvimento teórico dos MPMs, algumas aplicações relevantes para estudos ecológicos, além das propriedades matemáticas essenciais dos MPMs – muitas das vezes difíceis de serem entendidas. Por fim, oferecemos nos apêndices formulações matemáticas e exercícios práticos no software R. Esperamos que esse manuscrito seja a primeira parada daqueles estudantes e pesquisadores interessados a adentrar na literatura dos modelos populacionais matriciais.SciELO PreprintsSciELO PreprintsSciELO Preprints2022-05-06info:eu-repo/semantics/preprintinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://preprints.scielo.org/index.php/scielo/preprint/view/398910.1590/SciELOPreprints.3989porhttps://preprints.scielo.org/index.php/scielo/article/view/3989/7432Copyright (c) 2022 Gabriel Silva Santos, Maja Kajinhttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessSantos, Gabriel SilvaKajin, Majareponame:SciELO Preprintsinstname:SciELOinstacron:SCI2022-04-19T14:28:17Zoai:ops.preprints.scielo.org:preprint/3989Servidor de preprintshttps://preprints.scielo.org/index.php/scieloONGhttps://preprints.scielo.org/index.php/scielo/oaiscielo.submission@scielo.orgopendoar:2022-04-19T14:28:17SciELO Preprints - SciELOfalse
dc.title.none.fl_str_mv Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
Modelos populacionais matriciais (MPMs) aplicados à ecologia: um guia gentil à teoria e prática
title Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
spellingShingle Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
Santos, Gabriel Silva
Análise de viabilidade populacional
Demografia
Elasticidade
História de vida
Demography
Elasticity
Life history
Population viability analyses
title_short Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
title_full Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
title_fullStr Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
title_full_unstemmed Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
title_sort Matrix population models (MPMs) applied to ecology: a gentle guide from theory to practice
author Santos, Gabriel Silva
author_facet Santos, Gabriel Silva
Kajin, Maja
author_role author
author2 Kajin, Maja
author2_role author
dc.contributor.author.fl_str_mv Santos, Gabriel Silva
Kajin, Maja
dc.subject.por.fl_str_mv Análise de viabilidade populacional
Demografia
Elasticidade
História de vida
Demography
Elasticity
Life history
Population viability analyses
topic Análise de viabilidade populacional
Demografia
Elasticidade
História de vida
Demography
Elasticity
Life history
Population viability analyses
description The use of matrix population models (MPMs) to portray the life cycles of organisms is a powerful tool for ecological and evolutionary approaches. However, MPMs have been underutilized, despite their importance in demographic studies. One explanation is that students and young researchers are not encouraged to explore the MPMs’ potential. MPMs are often absent in elementary textbooks, and specialized literature can be mathematically challenging, especially if it lacks basic concepts of matrix algebra. Consequently, MPMs’ bibliography is limited to a few books, their application is concentrated in the United States and Europe, and errors are not rare in the literature. Here, we advocate broadening the use of structured populations, where individuals contribute to the population growth rate according to their age, sex, or other variables. We present the theoretical development of the MPMs, relevant examples of ecological studies, and their mathematical proprieties. Finally, we offer mathematical formulation and practical exercises in R in the appendices. We conceived this manuscript to be the first stop for those students and researchers interested in entering the literature about MPMs.
publishDate 2022
dc.date.none.fl_str_mv 2022-05-06
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dc.identifier.uri.fl_str_mv https://preprints.scielo.org/index.php/scielo/preprint/view/3989
10.1590/SciELOPreprints.3989
url https://preprints.scielo.org/index.php/scielo/preprint/view/3989
identifier_str_mv 10.1590/SciELOPreprints.3989
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dc.relation.none.fl_str_mv https://preprints.scielo.org/index.php/scielo/article/view/3989/7432
dc.rights.driver.fl_str_mv Copyright (c) 2022 Gabriel Silva Santos, Maja Kajin
https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2022 Gabriel Silva Santos, Maja Kajin
https://creativecommons.org/licenses/by/4.0
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SciELO Preprints
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SciELO Preprints
SciELO Preprints
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