The American Naturalist · 2015 · 68 citations · 28 references
Life SciencesConservation BiologyEcologyMetapopulation DynamicsPopulation EcologySpatial StatisticsEarly WarningEarly Warning SystemsExtinction RiskPopulation ViabilityCatastrophic EventsInterpreting Experimental DataPopulation Abundance EstimationSpatial Ecological HeterogeneityStochasticity
The recent description of potentially generic early warning signals is a promising development that may help conservationists to anticipate a population's collapse prior to its occurrence. So far, the majority of such warning signals documented have been in highly controlled laboratory systems or in theoretical models. Data from wild populations, however, are typically restricted both temporally and spatially due to limited monitoring resources and intrinsic ecological heterogeneity-limitations that may affect the detectability of generic early warning signals, as they add additional stochasticity to population abundance estimates. Consequently, spatial and temporal subsampling may serve to either muffle or magnify early warning signals. Using a combination of theoretical models and analysis of experimental data, we evaluate the extent to which statistical warning signs are robust to data corruption.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Early Warnings of Regime Shifts: A Whole-Ecosystem Experiment
Stephen R. Carpenter, J. J. Cole, Michael L. Pace et al. · Science · 2011 · 904 citations · Full text
Generic Indicators for Loss of Resilience Before a Tipping Point Leading to Population Collapse
Lei Dai, Daan Vorselen, Kirill S. Korolev et al. · Science · 2012 · 661 citations
Life Sciences, Biology, Ecology +17