Comparing process-based and constraint-based approaches for modeling macroecological patterns

Xiao Xiao, James P. O'Dwyer, Ethan P. White

Research output: Contribution to journalArticlepeer-review

Abstract

Ecological patterns arise from the interplay of many different processes, and yet the emergence of consistent phenomena across a diverse range of ecological systems suggests that many patterns may in part be determined by statistical or numerical constraints. Differentiating the extent to which patterns in a given system are determined statistically, and where it requires explicit ecological processes, has been difficult. We tackled this challenge by directly comparing models from a constraint-based theory, the Maximum Entropy Theory of Ecology (METE) and models from a process-based theory, the sizestructured neutral theory (SSNT). Models from both theories were capable of characterizing the distribution of individuals among species and the distribution of body size among individuals across 76 forest communities. However, the SSNT models consistently yielded higher overall likelihood, as well as more realistic characterizations of the relationship between species abundance and average body size of conspecific individuals. This suggests that the details of the biological processes contain additional information for understanding community structure that are not fully captured by the METE constraints in these systems. Our approach provides a first step towards differentiating between process-and constraintbased models of ecological systems and a general methodology for comparing ecological models that make predictions for multiple patterns.

Original languageEnglish (US)
Pages (from-to)1228-1238
Number of pages11
JournalEcology
Volume97
Issue number5
DOIs
StatePublished - May 1 2016

Keywords

  • Constraints
  • Maximum entropy theory of ecology
  • Mechanisms
  • Model comparison
  • Neutral theory
  • Processes

ASJC Scopus subject areas

  • Ecology, Evolution, Behavior and Systematics

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