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Volumn 34, Issue 8, 2007, Pages 1455-1469

Predicting species distributions: A critical comparison of the most common statistical models using artificial species

Author keywords

Artificial species; Classification trees; Conservation biogeography; GAM; GARP; GLM; Species distribution modelling

Indexed keywords

ALGORITHM; BIOGEOGRAPHY; CLASSIFICATION; COMPARATIVE STUDY; CONSERVATION; ECOLOGICAL MODELING; ENVIRONMENTAL EFFECT; LANDSCAPE; NUMERICAL MODEL; POPULATION DISTRIBUTION; SIMULATION; SPECIES OCCURRENCE;

EID: 34447638499     PISSN: 03050270     EISSN: 13652699     Source Type: Journal    
DOI: 10.1111/j.1365-2699.2007.01720.x     Document Type: Article
Times cited : (199)

References (72)
  • 1
    • 33748497089 scopus 로고    scopus 로고
    • How does climate change affect biodiversity
    • Araújo, M.B. Rahbek, C. (2006) How does climate change affect biodiversity Science, 313, 1396 1397.
    • (2006) Science , vol.313 , pp. 1396-1397
    • Araújo, M.B.1    Rahbek, C.2
  • 2
  • 3
    • 0037202447 scopus 로고    scopus 로고
    • Spatial prediction of species distribution: An interface between ecological theory and statistical modelling
    • Austin, M.P. (2002) Spatial prediction of species distribution: an interface between ecological theory and statistical modelling. Ecological Modelling, 157, 101 118.
    • (2002) Ecological Modelling , vol.157 , pp. 101-118
    • Austin, M.P.1
  • 4
    • 33847675260 scopus 로고    scopus 로고
    • Species distribution models and ecological theory: A critical assessment and some possible new approaches
    • Austin, M.P. (2007) Species distribution models and ecological theory: a critical assessment and some possible new approaches. Ecological Modelling, 200, 1 19.
    • (2007) Ecological Modelling , vol.200 , pp. 1-19
    • Austin, M.P.1
  • 5
    • 0024922821 scopus 로고
    • Vegetation survey design for conservation - Gradsect sampling of forests in northeastern New South Wales
    • Austin, M.P. Heyligers, P.C. (1989) Vegetation survey design for conservation - gradsect sampling of forests in northeastern New South Wales. Biological Conservation, 50, 13 32.
    • (1989) Biological Conservation , vol.50 , pp. 13-32
    • Austin, M.P.1    Heyligers, P.C.2
  • 7
    • 33749998362 scopus 로고    scopus 로고
    • Evaluation of statistical models used for predicting plant species distributions: Role of artificial data and theory
    • Austin, M.P., Belbin, L., Meyers, J.A., Doherty, M.D. Luoto, M. (2006) Evaluation of statistical models used for predicting plant species distributions: role of artificial data and theory. Ecological Modelling, 199, 197 216.
    • (2006) Ecological Modelling , vol.199 , pp. 197-216
    • Austin, M.P.1    Belbin, L.2    Meyers, J.A.3    Doherty, M.D.4    Luoto, M.5
  • 8
    • 0031848794 scopus 로고    scopus 로고
    • Estimating species richness: The importance of heterogeneity in species detectability
    • Boulinier, T., Nichols, J.D., Sauer, J.R., Hines, J.E. Pollock, K.H. (1998) Estimating species richness: the importance of heterogeneity in species detectability. Ecology, 79, 1018 1028.
    • (1998) Ecology , vol.79 , pp. 1018-1028
    • Boulinier, T.1    Nichols, J.D.2    Sauer, J.R.3    Hines, J.E.4    Pollock, K.H.5
  • 9
    • 26044476586 scopus 로고    scopus 로고
    • Putting a cart before the search: Successful habitat prediction for a rare forest herb
    • Bourg, N.A., McShea, W.J. Gill, D.E. (2005) Putting a cart before the search: successful habitat prediction for a rare forest herb. Ecology, 86, 2793 2804.
    • (2005) Ecology , vol.86 , pp. 2793-2804
    • Bourg, N.A.1    McShea, W.J.2    Gill, D.E.3
  • 11
    • 0004182787 scopus 로고
    • Chicago University Press, Chicago.
    • Brown, J.H. (1995) Macroecology. Chicago University Press, Chicago.
    • (1995) Macroecology.
    • Brown, J.H.1
  • 13
    • 33644901572 scopus 로고    scopus 로고
    • Spatial and temporal variations in species occurrence rate affect the accuracy of occurrence models
    • Bulluck, L., Fleishman, E., Betrus, C. Blair, R. (2006) Spatial and temporal variations in species occurrence rate affect the accuracy of occurrence models. Global Ecology and Biogeography, 15, 27 38.
    • (2006) Global Ecology and Biogeography , vol.15 , pp. 27-38
    • Bulluck, L.1    Fleishman, E.2    Betrus, C.3    Blair, R.4
  • 15
    • 2342639070 scopus 로고    scopus 로고
    • The biogeography of invasive alien plants in California: An application of GIS and spatial regression analysis
    • Dark, S.J. (2004) The biogeography of invasive alien plants in California: an application of GIS and spatial regression analysis. Diversity and Distributions, 10, 1 9.
    • (2004) Diversity and Distributions , vol.10 , pp. 1-9
    • Dark, S.J.1
  • 16
    • 85004844353 scopus 로고
    • Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables
    • Derksen, S. Keselman, H.J. (1992) Backward, forward and stepwise automated subset selection algorithms: frequency of obtaining authentic and noise variables. British Journal of Mathematical and Statistical Psychology, 45, 265 282.
    • (1992) British Journal of Mathematical and Statistical Psychology , vol.45 , pp. 265-282
    • Derksen, S.1    Keselman, H.J.2
  • 17
    • 0012769183 scopus 로고    scopus 로고
    • Predictions and their validation: Rare plants in the Central Highlands, Victoria, Australia
    • ed. by. J.M. Scott, P.J. Heglund, M.L. Morrison, J.B. Haufler, M.G. Raphael, W.A. Wall. F.B. Samson. pp. Island Press, Covelo, CA.
    • Elith, J. Burgman, M.A. (2002) Predictions and their validation: rare plants in the Central Highlands, Victoria, Australia. Predicting species occurrences: issues of scale and accuracy (ed. by J.M. Scott, P.J. Heglund, M.L. Morrison, J.B. Haufler, M.G. Raphael, W.A. Wall F.B. Samson pp. 303 313. Island Press, Covelo, CA.
    • (2002) Predicting Species Occurrences: Issues of Scale and Accuracy , pp. 303-313
    • Elith, J.1    Burgman, M.A.2
  • 19
    • 1942456846 scopus 로고    scopus 로고
    • An improved approach for predicting the distribution of rare and endangered species from occurrence and pseudo-absence data
    • Engler, R., Guisan, A. Rechsteiner, L. (2004) An improved approach for predicting the distribution of rare and endangered species from occurrence and pseudo-absence data. Journal of Applied Ecology, 41, 263 274.
    • (2004) Journal of Applied Ecology , vol.41 , pp. 263-274
    • Engler, R.1    Guisan, A.2    Rechsteiner, L.3
  • 20
    • 0036934092 scopus 로고    scopus 로고
    • Extended statistical approaches to modeling spatial pattern in biodiversity in northeast New South Wales. I. Species level modelling
    • Ferrier, S., Watson, G., Pearce, J. Drielsma, M. (2002) Extended statistical approaches to modeling spatial pattern in biodiversity in northeast New South Wales. I. Species level modelling. Biodiversity and Conservation, 11, 2275 2307.
    • (2002) Biodiversity and Conservation , vol.11 , pp. 2275-2307
    • Ferrier, S.1    Watson, G.2    Pearce, J.3    Drielsma, M.4
  • 21
    • 0030953391 scopus 로고    scopus 로고
    • A review of methods for the assessment of prediction errors in conservation presence/absence models
    • Fielding, A.H. Bell, J.F. (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation, 24, 38 49.
    • (1997) Environmental Conservation , vol.24 , pp. 38-49
    • Fielding, A.H.1    Bell, J.F.2
  • 22
    • 0035677960 scopus 로고    scopus 로고
    • Modeling and predicting species occurrence using broad-scale environmental variables: An example with butterflies of the Great Basin
    • Fleishman, E., MacNally, R., Fay, J.P. Murphy, D.D. (2001) Modeling and predicting species occurrence using broad-scale environmental variables: an example with butterflies of the Great Basin. Conservation Biology, 15, 1674 1685.
    • (2001) Conservation Biology , vol.15 , pp. 1674-1685
    • Fleishman, E.1    MacNally, R.2    Fay, J.P.3    Murphy, D.D.4
  • 23
    • 0032467477 scopus 로고    scopus 로고
    • Predicting the distribution of shrub species in southern California from Climate and terrain-derived variables
    • Franklin, J.F. (1998) Predicting the distribution of shrub species in southern California from Climate and terrain-derived variables. Journal of Vegetation Science, 9, 733 748.
    • (1998) Journal of Vegetation Science , vol.9 , pp. 733-748
    • Franklin, J.F.1
  • 25
    • 33646587993 scopus 로고    scopus 로고
    • Abundance, spatial variance and occupancy: Arthropod species distribution in the Azores
    • Gaston, K.J., Borges, P.A.V., He, F.L. Gaspar, C. (2006) Abundance, spatial variance and occupancy: arthropod species distribution in the Azores. Journal of Animal Ecology, 75, 646 656.
    • (2006) Journal of Animal Ecology , vol.75 , pp. 646-656
    • Gaston, K.J.1    Borges, P.A.V.2    He, F.L.3    Gaspar, C.4
  • 26
    • 24344493920 scopus 로고    scopus 로고
    • Predicting species distribution: Offering more than simple habitat models
    • Guisan, A. Thuiller, W. (2005) Predicting species distribution: offering more than simple habitat models. Ecology Letters, 8, 993 1009.
    • (2005) Ecology Letters , vol.8 , pp. 993-1009
    • Guisan, A.1    Thuiller, W.2
  • 27
    • 0034610199 scopus 로고    scopus 로고
    • Predictive habitat distribution models in ecology
    • Guisan, A. Zimmermann, N.E. (2000) Predictive habitat distribution models in ecology. Ecological Modelling, 135, 147 186.
    • (2000) Ecological Modelling , vol.135 , pp. 147-186
    • Guisan, A.1    Zimmermann, N.E.2
  • 31
    • 0141479126 scopus 로고    scopus 로고
    • Occupancy, spatial variance, and the abundance of species
    • He, F.L. Gaston, K.J. (2003) Occupancy, spatial variance, and the abundance of species. The American Naturalist, 162, 366 375.
    • (2003) The American Naturalist , vol.162 , pp. 366-375
    • He, F.L.1    Gaston, K.J.2
  • 33
    • 0037202454 scopus 로고    scopus 로고
    • Which is the optimal sampling strategy for habitat suitability modelling
    • Hirzel, A. Guisan, A. (2002) Which is the optimal sampling strategy for habitat suitability modelling Ecological Modelling, 157, 331 341.
    • (2002) Ecological Modelling , vol.157 , pp. 331-341
    • Hirzel, A.1    Guisan, A.2
  • 34
    • 0035891825 scopus 로고    scopus 로고
    • Assessing habitat-suitability models with a virtual species
    • Hirzel, A.H., Helfer, V. Metral, F. (2001) Assessing habitat-suitability models with a virtual species. Ecological Modelling, 145, 111 121.
    • (2001) Ecological Modelling , vol.145 , pp. 111-121
    • Hirzel, A.H.1    Helfer, V.2    Metral, F.3
  • 36
    • 0043082218 scopus 로고    scopus 로고
    • On the evolutionary ecology of species' ranges
    • Holt, R.D. (2003) On the evolutionary ecology of species' ranges. Evolutionary Ecology Research, 5, 159 178.
    • (2003) Evolutionary Ecology Research , vol.5 , pp. 159-178
    • Holt, R.D.1
  • 37
    • 0036172458 scopus 로고    scopus 로고
    • Occupancy-abundance relationships and spatial distribution: A review
    • Holt, A.R., Gaston, K.J. He, F.L. (2002) Occupancy-abundance relationships and spatial distribution: a review. Basic and Applied Ecology, 3, 1 13.
    • (2002) Basic and Applied Ecology , vol.3 , pp. 1-13
    • Holt, A.R.1    Gaston, K.J.2    He, F.L.3
  • 38
    • 33645108526 scopus 로고    scopus 로고
    • A spatially explicit approach to estimating species occupancy and spatial correlation
    • Hui, C., McGeoch, M.A. Warren, M. (2006) A spatially explicit approach to estimating species occupancy and spatial correlation. Journal of Animal Ecology, 75, 140 147.
    • (2006) Journal of Animal Ecology , vol.75 , pp. 140-147
    • Hui, C.1    McGeoch, M.A.2    Warren, M.3
  • 39
    • 0036779345 scopus 로고    scopus 로고
    • Accounting for spatial pattern when modeling organism-environment interactions
    • Keitt, T.H., Bjornstad, O.N., Dixon, P.M. Citron-Pousty, S. (2002) Accounting for spatial pattern when modeling organism-environment interactions. Ecography, 25, 616 625.
    • (2002) Ecography , vol.25 , pp. 616-625
    • Keitt, T.H.1    Bjornstad, O.N.2    Dixon, P.M.3    Citron-Pousty, S.4
  • 42
    • 20444488428 scopus 로고    scopus 로고
    • Selecting thresholds of occurrence in the prediction of species distributions
    • Liu, C.R., Berry, P.M., Dawson, T.P. Pearson, R.G. (2005) Selecting thresholds of occurrence in the prediction of species distributions. Ecography, 28, 385 393.
    • (2005) Ecography , vol.28 , pp. 385-393
    • Liu, C.R.1    Berry, P.M.2    Dawson, T.P.3    Pearson, R.G.4
  • 43
    • 33745719239 scopus 로고    scopus 로고
    • Improving generalized regression analysis for the spatial prediction of forest communities
    • Maggini, R., Lehmann, A., Zimmermann, N.E. Guisan, A. (2006) Improving generalized regression analysis for the spatial prediction of forest communities. Journal of Biogeography, 33, 1729 1749.
    • (2006) Journal of Biogeography , vol.33 , pp. 1729-1749
    • Maggini, R.1    Lehmann, A.2    Zimmermann, N.E.3    Guisan, A.4
  • 45
    • 0000313475 scopus 로고
    • Food-habits, energetics, and the population biology of mammals
    • McNab, B.K. (1980) Food-habits, energetics, and the population biology of mammals. The American Naturalist, 116, 106 124.
    • (1980) The American Naturalist , vol.116 , pp. 106-124
    • McNab, B.K.1
  • 46
    • 5344259743 scopus 로고    scopus 로고
    • The effects of species' range sizes on the accuracy of distribution models: Ecological phenomenon or statistical artefact
    • McPherson, J.M., Jetz, W. Rogers, D.J. (2004) The effects of species' range sizes on the accuracy of distribution models: ecological phenomenon or statistical artefact Journal of Applied Ecology, 41, 811 823.
    • (2004) Journal of Applied Ecology , vol.41 , pp. 811-823
    • McPherson, J.M.1    Jetz, W.2    Rogers, D.J.3
  • 47
    • 17044419637 scopus 로고    scopus 로고
    • Can models of presence-absence be used to scale abundance? Two case studies considering extremes in life history
    • Nielsen, S.E., Johnson, C.J., Heard, D.C. Boyce, M.S. (2005) Can models of presence-absence be used to scale abundance? Two case studies considering extremes in life history. Ecography, 28, 197 208.
    • (2005) Ecography , vol.28 , pp. 197-208
    • Nielsen, S.E.1    Johnson, C.J.2    Heard, D.C.3    Boyce, M.S.4
  • 48
    • 33750031544 scopus 로고    scopus 로고
    • Comparing species abundance models
    • Potts, J.M. Elith, J. (2006) Comparing species abundance models. Ecological Modelling, 199, 153 163.
    • (2006) Ecological Modelling , vol.199 , pp. 153-163
    • Potts, J.M.1    Elith, J.2
  • 49
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
    • Prasad, A.M., Iverson, L.R. Liaw, A. (2006) Newer classification and regression tree techniques: bagging and random forests for ecological prediction. Ecosystems, 9, 181 199.
    • (2006) Ecosystems , vol.9 , pp. 181-199
    • Prasad, A.M.1    Iverson, L.R.2    Liaw, A.3
  • 51
    • 28444445926 scopus 로고    scopus 로고
    • R Development Core Team (. R Foundation for Statistical Computing, Vienna.
    • R Development Core Team (2005) r: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. http://www.R-project.org
    • (2005) R: A Language and Environment for Statistical Computing.
  • 53
    • 15944423629 scopus 로고    scopus 로고
    • Factors affecting species distribution predictions: A simulation modeling experiment
    • Reese, G.C., Wilson, K.R., Hoeting, J.A. Flather, C.H. (2005) Factors affecting species distribution predictions: a simulation modeling experiment. Ecological Applications, 15, 554 564.
    • (2005) Ecological Applications , vol.15 , pp. 554-564
    • Reese, G.C.1    Wilson, K.R.2    Hoeting, J.A.3    Flather, C.H.4
  • 54
    • 1642351731 scopus 로고    scopus 로고
    • N-mixture models for estimating population size from spatially replicated counts
    • Royle, J.A. (2004) N-mixture models for estimating population size from spatially replicated counts. Biometrics, 60, 108 115.
    • (2004) Biometrics , vol.60 , pp. 108-115
    • Royle, J.A.1
  • 55
    • 20644461492 scopus 로고    scopus 로고
    • Modelling occurrence and abundance of species when detection is imperfect
    • Royle, J.A., Nichols, J.D. Kery, M. (2005) Modelling occurrence and abundance of species when detection is imperfect. Oikos, 110, 353 359.
    • (2005) Oikos , vol.110 , pp. 353-359
    • Royle, J.A.1    Nichols, J.D.2    Kery, M.3
  • 56
    • 2942618334 scopus 로고    scopus 로고
    • A continuous satellite-derived measure of global terrestrial primary production
    • Running, S.W., Nemani, R.R., Heinsch, F.A., Zhao, M., Reeves, M. Hashimoto, H. (2004) A continuous satellite-derived measure of global terrestrial primary production. Bioscience, 54, 547 560.
    • (2004) Bioscience , vol.54 , pp. 547-560
    • Running, S.W.1    Nemani, R.R.2    Heinsch, F.A.3    Zhao, M.4    Reeves, M.5    Hashimoto, H.6
  • 57
    • 4644223644 scopus 로고    scopus 로고
    • An evaluation of methods for modelling species distributions
    • Segurado, P. Araújo, M.B. (2004) An evaluation of methods for modelling species distributions. Journal of Biogeography, 31, 1555 1568.
    • (2004) Journal of Biogeography , vol.31 , pp. 1555-1568
    • Segurado, P.1    Araújo, M.B.2
  • 58
    • 33646543702 scopus 로고    scopus 로고
    • Consequences of spatial autocorrelation for niche-based models
    • Segurado, P., Araújo, M.B. Kunin, W.E. (2006) Consequences of spatial autocorrelation for niche-based models. Journal of Applied Ecology, 43, 433 444.
    • (2006) Journal of Applied Ecology , vol.43 , pp. 433-444
    • Segurado, P.1    Araújo, M.B.2    Kunin, W.E.3
  • 61
    • 0000193703 scopus 로고    scopus 로고
    • Genetic algorithms II: Species distribution modelling
    • ed. by. A.H. Fielding. pp. Kluwer Academic, Dordrecht.
    • Stockwell, D. (1999) Genetic algorithms II: species distribution modelling. Machine learning methods for ecological applications (ed. by A.H. Fielding pp. 123 144. Kluwer Academic, Dordrecht.
    • (1999) Machine Learning Methods for Ecological Applications , pp. 123-144
    • Stockwell, D.1
  • 62
    • 31944434076 scopus 로고    scopus 로고
    • The use of genetic algorithms and Bayesian classification to model species distributions
    • Termansen, M., McClean, C.J. Preston, C.D. (2006) The use of genetic algorithms and Bayesian classification to model species distributions. Ecological Modelling, 192, 410 424.
    • (2006) Ecological Modelling , vol.192 , pp. 410-424
    • Termansen, M.1    McClean, C.J.2    Preston, C.D.3
  • 63
    • 0242319036 scopus 로고    scopus 로고
    • Generalized models vs. classification tree analysis: Predicting spatial distributions of plant species at different scales
    • Thuiller, W., Araújo, M.B. Lavorel, S. (2003) Generalized models vs. classification tree analysis: predicting spatial distributions of plant species at different scales. Journal of Vegetation Science, 14, 669 680.
    • (2003) Journal of Vegetation Science , vol.14 , pp. 669-680
    • Thuiller, W.1    Araújo, M.B.2    Lavorel, S.3
  • 64
    • 0000245739 scopus 로고
    • Resources - A graphical-mechanistic approach to competition and predation
    • Tilman, D. (1980) Resources - a graphical-mechanistic approach to competition and predation. The American Naturalist, 116, 362 393.
    • (1980) The American Naturalist , vol.116 , pp. 362-393
    • Tilman, D.1
  • 66
    • 14844366200 scopus 로고    scopus 로고
    • On the application of ROC analysis to predict classification performance under varying class distributions
    • Webb, G.I. Ming Ting, K. (2005) On the application of ROC analysis to predict classification performance under varying class distributions. Machine Learning, 58, 25 32.
    • (2005) Machine Learning , vol.58 , pp. 25-32
    • Webb, G.I.1    Ming Ting, K.2
  • 68
    • 0029800628 scopus 로고    scopus 로고
    • Prediction of barometric pressures at high altitudes with the use of model atmospheres
    • West, J.B. (1996) Prediction of barometric pressures at high altitudes with the use of model atmospheres. Journal of Applied Physiology, 81, 1850 1854.
    • (1996) Journal of Applied Physiology , vol.81 , pp. 1850-1854
    • West, J.B.1
  • 69
    • 33749565507 scopus 로고    scopus 로고
    • Modeling species-habitat relationships with spatially autocorrelated observation data
    • Wintle, B.A. Bardos, D.C. (2006) Modeling species-habitat relationships with spatially autocorrelated observation data. Ecological Applications, 16, 1945 1958.
    • (2006) Ecological Applications , vol.16 , pp. 1945-1958
    • Wintle, B.A.1    Bardos, D.C.2
  • 70
    • 4944226585 scopus 로고    scopus 로고
    • Stable and efficient multiple smoothing parameter estimation for generalized additive models
    • Wood, S.N. (2004) Stable and efficient multiple smoothing parameter estimation for generalized additive models. Journal of the American Statistical Association, 99, 673 686.
    • (2004) Journal of the American Statistical Association , vol.99 , pp. 673-686
    • Wood, S.N.1
  • 71
    • 0037202456 scopus 로고    scopus 로고
    • GAMs with integrated model selection using penalized regression splines and applications to environmental modelling
    • Wood, S.N. Augustin, N.H. (2002) GAMs with integrated model selection using penalized regression splines and applications to environmental modelling. Ecological Modelling, 157, 157 177.
    • (2002) Ecological Modelling , vol.157 , pp. 157-177
    • Wood, S.N.1    Augustin, N.H.2
  • 72
    • 0027457620 scopus 로고
    • Receiver-operating characteristic (ROC) plots: A fundamental evaluation tool in clinical medicine
    • Christine N. Meynard has recently completed her PhD at the University of California, Davis and is now a postdoctoral researcher at the Universidad Austral, Valdivia, Chile. She has focused her research on strategies for modelling species distributions and their use in assessing areas of conservation interest. Other areas of interest include biogeography and landscape ecology. James F. Quinn is a professor in the Department of Environmental Science and Policy and is co-director of the Information Center for the Environment at the University of California, Davis. His fields of interest include conservation biology and the use of new technologies for biodiversity data access. Editor: Miguel Araújo
    • Zweig, M.H. Campbell, G. (1993) Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. Clinical Chemistry, 39, 561 577.
    • (1993) Clinical Chemistry , vol.39 , pp. 561-577
    • Zweig, M.H.1    Campbell, G.2


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