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On evaluating species distribution models with random background sites in place of absences when test presences disproportionately sample suitable habitat
Article first published online: 19 JAN 2013
DOI: 10.1111/ddi.12031
© 2013 Blackwell Publishing Ltd
Issue

Diversity and Distributions
Early View (Online Version of Record published before inclusion in an issue)
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How to Cite
Smith, A. B. (2013), On evaluating species distribution models with random background sites in place of absences when test presences disproportionately sample suitable habitat. Diversity and Distributions. doi: 10.1111/ddi.12031
Publication History
- Article first published online: 19 JAN 2013
Funded by
- US Institute of Museum and Library Services
References
- , , & (2009) Predicting the future of species diversity: macroecological theory, climate change, and direct tests of alternative forecasting methods. Ecography, 32, 22–33.
- , & (2006) Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). Journal of Applied Ecology, 43, 1223–1232.
- & (2009) Monitoring habitat dynamics for rare and endangered species using satellite images and niche-based models. Ecography, 32, 888–896.
- , , , , & (2009) Different climate envelopes among invasive populations may lead to underestimations of current and future biological invasions. Diversity and Distributions, 15, 409–420.
- , & (2010) Optimizing resiliency of networks to climate change: multispecies conservation planning in the Pacific Northwest, USA. Global Change Biology, 16, 891–904.
- , & (2010) The art of modeling range-shifting species. Methods in Ecology and Evolution, 1, 330–342.
- & (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation, 24, 38–49.
- (2011) Predicting habitat suitability for rare plants at local spatial scales using a species distribution model. Ecological Applications, 21, 33–47.
- & (2000) Predictive habitat distribution models in ecology. Ecological Modeling, 135, 147–186.
- (2012) Insights into the area under the receiver (AUC) as a discrimination measure in species distribution modeling. Global Ecology and Biogeography, 21, 498–507.
- , & (2010) Prospective sampling based on model ensembles improves the detection of rare species. Ecography, 33, 1015–1027.
- , & (2007) AUC: a misleading measure of the performance of predictive distribution models. Global Ecology and Biogeography, 17, 145–151.
- , , , , , & (2008) Predicting species distributions from herbarium collections: does climate bias in sampling influence model outcomes? Journal of Biogeography, 35, 105–116.
- , , , , & (2006) Occupancy estimation and modeling: inferring patterns and dynamics of species occurrence. Elsevier, Amsterdam.
- , , , & (2010) Applying ecological niche modeling to plan conservation actions for the red-spectacled Amazon (Amazona pretrei). Biological Conservation, 143, 102–112.
- & (2002) Areas beneath the relative operating characteristics (ROC) and relative operating levels (ROL) curves: statistical significance and interpretation. Quarterly Journal of the Royal Meteorological Society, 128, 2145–2166.
- , , & (2011) Changes in potential habitat of 147 North American breeding bird species in response to redistribution of trees and climate following predicted climate change. Ecography, 34, 933–945.
- , & (2006) Maximum entropy modeling of species geographic distributions. Ecological Modeling, 190, 231–259.
- , , , , , & (2009) Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. Ecological Applications, 19, 181–197.
- & (2007) A null-model for significance testing of presence-only species distribution models. Ecography, 30, 727–736.
- , , & (2010) Is the climate right for Pleistocene rewilding? Using species distribution models to extrapolate climatic suitability for mammals across continents. PLoS One, 5, e12899.
- , & (2007) Analyzing botanical collecting effort in Amazonia and correcting for it in species range estimation. Journal of Biogeography, 34, 1388–1399.
- , , & (2012) Understanding bias in geographic range size estimates. Global Ecology and Biogeography, 21, 732–742.
- , , , , , & (2011) Temporal transferability of wildlife habitat models: implications for monitoring. Journal of Biogeography, 38, 1510–1523.
- , , , & (2009) Niches, models, and climate change: assessing the assumptions and uncertainties. Proceedings of the National Academy of Sciences USA, 106, 19729–19736.
- , , , & (2003) Niche modeling and geographic range predictions in the marine environment using a machine-learning algorithm. Oceanography, 16, 120–127.

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