Rangeland Ecology & Management

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The intrinsic dimensionality of plant traits and its relevance to community assembly
Author
Laughlin, Daniel C
Publisher
Journal of Ecology
Publication Year
2014
Body

Plants are multifaceted organisms that have evolved numerous solutions to the problem of establishing, growing and reproducing with limited resources. The intrinsic dimensionality of plant traits is the minimum number of independent axes of variation that adequately describes the functional variation among plants and is therefore a fundamental quantity in comparative plant ecology. Given the large number of functional traits that are measured on plants, the dimensionality of plant form and function is potentially vast. * A variety of linear and nonlinear methods were used to estimate the intrinsic dimensionality of three large trait data sets. The results of these analyses indicate that while the dimensionality of plant traits is generally larger than we have admitted in the past, it does not exceed six in the most comprehensive data set. * The dimensionality of plant form and function is a blessing, not a curse. The higher the intrinsic dimension of traits in an analysis, the more easily our models will be able to accurately discriminate species in trait space and therefore be able to predict species distributions and abundances. Recent analyses indicate that the ability to predict community composition increases rapidly with additional traits, but reaches a plateau after four to eight traits. * Synthesis. There appears to be a tractable upper limit to the dimensionality of plant traits. To optimize research efficiency for advancing our understanding of trait-based community assembly, ecologists should minimize the number of traits while maximizing the number of dimensions, because including multiple correlated traits does not yield dividends and including more than eight traits leads to diminishing returns. It is recommended to measure traits from multiple organs whenever possible, especially leaf, stem, root and flowering traits, given their consistent performance in explaining community assembly across different ecosystems.

Language
English
Resource Type
Text
Document Type
Journal Issue/Article
Journal Volume
102
Journal Number
1
Journal Pages
186-193
Journal Name
Journal of Ecology
Keywords
community assembly
curse of dimensionality
determinants of plant community diversity and structure
ecosystem processes
intrinsic dimension
isomap
nonlinear data reduction
plant spectrums
plant strategies
plant traits
ecosystem ecology
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