On the Interpretations of Joint Modeling in Community Ecology.

Journal Article (Review;Journal Article)

Explaining and modeling species communities is more than ever a central goal of ecology. Recently, joint species distribution models (JSDMs), which extend species distribution models (SDMs) by considering correlations among species, have been proposed to improve species community analyses and rare species predictions while potentially inferring species interactions. Here, we illustrate the mathematical links between SDMs and JSDMs and their ecological implications and demonstrate that JSDMs, just like SDMs, cannot separate environmental effects from biotic interactions. We provide a guide to the conditions under which JSDMs are (or are not) preferable to SDMs for species community modeling. More generally, we call for a better uptake and clarification of novel statistical developments in the field of biodiversity modeling.

Full Text

Duke Authors

Cited Authors

  • Poggiato, G; Münkemüller, T; Bystrova, D; Arbel, J; Clark, JS; Thuiller, W

Published Date

  • May 1, 2021

Published In

Volume / Issue

  • 36 / 5

Start / End Page

  • 391 - 401

PubMed ID

  • 33618936

Electronic International Standard Serial Number (EISSN)

  • 1872-8383

International Standard Serial Number (ISSN)

  • 0169-5347

Digital Object Identifier (DOI)

  • 10.1016/j.tree.2021.01.002

Language

  • eng