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Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R

Regression modeling is a workhorse of statistical ecology that allows to find relationships between a response variable and a set of explanatory variables. Despite being one of the fundamental statistical ideas in ecological curricula, regression modeling can be complex and subtle. This paper is int...

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Autor principal: Corlatti, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544769/
https://www.ncbi.nlm.nih.gov/pubmed/34707351
http://dx.doi.org/10.1177/11779322211051522
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author Corlatti, Luca
author_facet Corlatti, Luca
author_sort Corlatti, Luca
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description Regression modeling is a workhorse of statistical ecology that allows to find relationships between a response variable and a set of explanatory variables. Despite being one of the fundamental statistical ideas in ecological curricula, regression modeling can be complex and subtle. This paper is intended as an applied protocol to help students understand the data, select the most appropriate models, verify assumptions, and interpret the output. Basic ecological questions are tackled using data from a fictional series, “Fantastic beasts and where to find them,” with the aim to show how statistical thinking can foster curiosity, creativity and imagination in ecology, from the formulation of hypotheses to the interpretation of results.
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spelling pubmed-85447692021-10-26 Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R Corlatti, Luca Bioinform Biol Insights Methods and Protocols Regression modeling is a workhorse of statistical ecology that allows to find relationships between a response variable and a set of explanatory variables. Despite being one of the fundamental statistical ideas in ecological curricula, regression modeling can be complex and subtle. This paper is intended as an applied protocol to help students understand the data, select the most appropriate models, verify assumptions, and interpret the output. Basic ecological questions are tackled using data from a fictional series, “Fantastic beasts and where to find them,” with the aim to show how statistical thinking can foster curiosity, creativity and imagination in ecology, from the formulation of hypotheses to the interpretation of results. SAGE Publications 2021-10-22 /pmc/articles/PMC8544769/ /pubmed/34707351 http://dx.doi.org/10.1177/11779322211051522 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Methods and Protocols
Corlatti, Luca
Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title_full Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title_fullStr Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title_full_unstemmed Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title_short Regression Models, Fantastic Beasts, and Where to Find Them: A Simple Tutorial for Ecologists Using R
title_sort regression models, fantastic beasts, and where to find them: a simple tutorial for ecologists using r
topic Methods and Protocols
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8544769/
https://www.ncbi.nlm.nih.gov/pubmed/34707351
http://dx.doi.org/10.1177/11779322211051522
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