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Volumn 20, Issue 3, 2011, Pages 498-508

Impacts of imperfect reference data on the apparent accuracy of species presence-absence models and their predictions

Author keywords

Accuracy; Error; Gold standard; Model; Prevalence; Sample size

Indexed keywords

ACCURACY ASSESSMENT; DATA PROCESSING; ECOLOGICAL MODELING; ECOLOGICAL THEORY; ERROR ANALYSIS; PREDICTION; SENSITIVITY ANALYSIS;

EID: 79953782022     PISSN: 1466822X     EISSN: 14668238     Source Type: Journal    
DOI: 10.1111/j.1466-8238.2010.00605.x     Document Type: Article
Times cited : (39)

References (58)
  • 1
    • 2942679728 scopus 로고    scopus 로고
    • A cautionary note on the robustness of latent class models for estimating diagnostic error without a gold standard
    • Albert, P.S. & Dodd, L.E. (2004) A cautionary note on the robustness of latent class models for estimating diagnostic error without a gold standard. Biometrics, 60, 427-435.
    • (2004) Biometrics , vol.60 , pp. 427-435
    • Albert, P.S.1    Dodd, L.E.2
  • 2
    • 0035009605 scopus 로고    scopus 로고
    • Latent class modeling approaches for assessing diagnostic error without a gold standard: with applications to p53 immunohistochemical assays in bladder tumors
    • Albert, P.S., McShane, L.M. & Shih, J.H. (2001) Latent class modeling approaches for assessing diagnostic error without a gold standard: with applications to p53 immunohistochemical assays in bladder tumors. Biometrics, 57, 610-619.
    • (2001) Biometrics , vol.57 , pp. 610-619
    • Albert, P.S.1    McShane, L.M.2    Shih, J.H.3
  • 3
    • 33750525529 scopus 로고    scopus 로고
    • Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS)
    • Allouche, O., Tsoar, A. & Kadmon, R. (2006) Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). Journal of Applied Ecology, 43, 1223-1232.
    • (2006) Journal of Applied Ecology , vol.43 , pp. 1223-1232
    • Allouche, O.1    Tsoar, A.2    Kadmon, R.3
  • 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
    • 33749998362 scopus 로고    scopus 로고
    • Evaluation of statistical models used for predicting 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 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
    • 0023176982 scopus 로고
    • Sample size for testing differences in proportions for the paired-sample design
    • Connor, R.J. (1987) Sample size for testing differences in proportions for the paired-sample design. Biometrics, 43, 207-211.
    • (1987) Biometrics , vol.43 , pp. 207-211
    • Connor, R.J.1
  • 9
    • 57649136472 scopus 로고    scopus 로고
    • Statistical methods to correct for verification bias in diagnostic studies are inadequate when there are few false negatives: a simulation study
    • doi:10.1186/1471-2288-8-75.
    • Cronin, A.M. & Vickers, A.J. (2008) Statistical methods to correct for verification bias in diagnostic studies are inadequate when there are few false negatives: a simulation study. BMC Medical Research Methodology, 8, 75, doi:10.1186/1471-2288-8-75.
    • (2008) BMC Medical Research Methodology , vol.8 , pp. 75
    • Cronin, A.M.1    Vickers, A.J.2
  • 10
    • 0034732928 scopus 로고    scopus 로고
    • Estimation of sensitivity and specificity of diagnostic tests and disease prevalence when the true disease state is unknown
    • Enøe, C., Georgiadis, M.P. & Johnson, W.O. (2000) Estimation of sensitivity and specificity of diagnostic tests and disease prevalence when the true disease state is unknown. Preventive Veterinary Medicine, 45, 61-81.
    • (2000) Preventive Veterinary Medicine , vol.45 , pp. 61-81
    • Enøe, C.1    Georgiadis, M.P.2    Johnson, W.O.3
  • 11
    • 0035846222 scopus 로고    scopus 로고
    • Estimation of sensitivity, specificity and predictive values of two serologic tests for the detection of antibodies against Actinobacillus pleuropneumoniae serotype 2 in the absence of a reference test (gold standard)
    • Enøe, C., Anderson, S., Sørensen, V. & Willeberg, P. (2001) Estimation of sensitivity, specificity and predictive values of two serologic tests for the detection of antibodies against Actinobacillus pleuropneumoniae serotype 2 in the absence of a reference test (gold standard). Preventive Veterinary Medicine, 51, 227-243.
    • (2001) Preventive Veterinary Medicine , vol.51 , pp. 227-243
    • Enøe, C.1    Anderson, S.2    Sørensen, V.3    Willeberg, P.4
  • 12
    • 0024368898 scopus 로고
    • Using latent class models to characterize and assess relative error in discrete measurements
    • Espeland, M.A. & Handelman, S.L. (1989) Using latent class models to characterize and assess relative error in discrete measurements. Biometrics, 45, 587-599.
    • (1989) Biometrics , vol.45 , pp. 587-599
    • Espeland, M.A.1    Handelman, S.L.2
  • 13
    • 0037301478 scopus 로고    scopus 로고
    • Assessment of alternative approaches for bioclimatic modelling with special emphasis on the Mahalanobis distance
    • Farber, O. & Kadmon, R. (2003) Assessment of alternative approaches for bioclimatic modelling with special emphasis on the Mahalanobis distance. Ecological Modelling, 160, 115-130.
    • (2003) Ecological Modelling , vol.160 , pp. 115-130
    • Farber, O.1    Kadmon, R.2
  • 14
    • 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
  • 15
    • 40349114181 scopus 로고    scopus 로고
    • Harshness in image classification accuracy assessment
    • Foody, G.M. (2008a) Harshness in image classification accuracy assessment. International Journal of Remote Sensing, 29, 3137-3158.
    • (2008) International Journal of Remote Sensing , vol.29 , pp. 3137-3158
    • Foody, G.M.1
  • 16
    • 48749098066 scopus 로고    scopus 로고
    • Refining predictions of climate change impacts on plant species distribution through the use of local statistics
    • Foody, G.M. (2008b) Refining predictions of climate change impacts on plant species distribution through the use of local statistics. Ecological Informatics, 3, 228-236.
    • (2008) Ecological Informatics , vol.3 , pp. 228-236
    • Foody, G.M.1
  • 17
    • 70449338714 scopus 로고    scopus 로고
    • Sample size determination for image classification accuracy assessment and comparison
    • Foody, G.M. (2009a) Sample size determination for image classification accuracy assessment and comparison. International Journal of Remote Sensing, 30, 5273-5291.
    • (2009) International Journal of Remote Sensing , vol.30 , pp. 5273-5291
    • Foody, G.M.1
  • 18
    • 67349093551 scopus 로고    scopus 로고
    • Classification accuracy comparison: hypothesis tests and the use of confidence intervals in evaluations of difference, equivalence and non-inferiority
    • Foody, G.M. (2009b) Classification accuracy comparison: hypothesis tests and the use of confidence intervals in evaluations of difference, equivalence and non-inferiority. Remote Sensing of Environment, 113, 1658-1663.
    • (2009) Remote Sensing of Environment , vol.113 , pp. 1658-1663
    • Foody, G.M.1
  • 19
    • 77955275042 scopus 로고    scopus 로고
    • Assessing the accuracy of land cover change with imperfect ground reference data
    • Foody, G.M. (2010) Assessing the accuracy of land cover change with imperfect ground reference data. Remote Sensing of Environment, 114, 2271-2285.
    • (2010) Remote Sensing of Environment , vol.114 , pp. 2271-2285
    • Foody, G.M.1
  • 20
    • 57349083292 scopus 로고    scopus 로고
    • Effect of species rarity on the accuracy of species distribution models for reptiles and amphibians in southern California
    • Franklin, J., Wejnert, K.E., Hathaway, S.A., Rochester, C.J. & Fisher, R.N. (2009) Effect of species rarity on the accuracy of species distribution models for reptiles and amphibians in southern California. Diversity and Distributions, 15, 167-177.
    • (2009) Diversity and Distributions , vol.15 , pp. 167-177
    • Franklin, J.1    Wejnert, K.E.2    Hathaway, S.A.3    Rochester, C.J.4    Fisher, R.N.5
  • 21
    • 48149105984 scopus 로고    scopus 로고
    • A comparison of the performance of threshold criteria for binary classification in terms of predicted prevalence and kappa
    • Freeman, E.A. & Moisen, G.G. (2008) A comparison of the performance of threshold criteria for binary classification in terms of predicted prevalence and kappa. Ecological Modelling, 217, 48-58.
    • (2008) Ecological Modelling , vol.217 , pp. 48-58
    • Freeman, E.A.1    Moisen, G.G.2
  • 22
    • 0013913347 scopus 로고
    • Comparison of a screening test and a reference test in epidemiologic studies: II a probabilistic model for the comparison of diagnostic tests
    • Gart, J.J. & Buck, A.A. (1966) Comparison of a screening test and a reference test in epidemiologic studies: II a probabilistic model for the comparison of diagnostic tests. American Journal of Epidemiology, 83, 593-602.
    • (1966) American Journal of Epidemiology , vol.83 , pp. 593-602
    • Gart, J.J.1    Buck, A.A.2
  • 23
    • 38349178606 scopus 로고    scopus 로고
    • The influence of spatial errors in species occurrence data used in distribution models
    • the NCEES Predicting Species Distributions Working Group
    • Graham, C.H., Elith, J., Hijmans, R.J., Guisan, A., Peterson, A.T., Loiselle, B.A. & the NCEES Predicting Species Distributions Working Group (2008) The influence of spatial errors in species occurrence data used in distribution models. Journal of Applied Ecology, 45, 239-247.
    • (2008) Journal of Applied Ecology , vol.45 , pp. 239-247
    • Graham, C.H.1    Elith, J.2    Hijmans, R.J.3    Guisan, A.4    Peterson, A.T.5    Loiselle, B.A.6
  • 25
    • 79651473577 scopus 로고    scopus 로고
    • Using species detectability to infer distribution, habitat use and absence of a cryptic species: the smooth snake (Coronella autriaca) in Saxon Transylvania
    • Hartel, T., Öllerer, K., Farczády, L., Monga, C.I. & Bǎncilǎ, R. (2009) Using species detectability to infer distribution, habitat use and absence of a cryptic species: the smooth snake (Coronella autriaca) in Saxon Transylvania. Acta Scientiarum Transylvanica, 17, 61-76.
    • (2009) Acta Scientiarum Transylvanica , vol.17 , pp. 61-76
    • Hartel, T.1    Öllerer, K.2    Farczády, L.3    Monga, C.I.4    Bǎncilǎ, R.5
  • 26
    • 0034095523 scopus 로고    scopus 로고
    • Bias and prevalence effects on kappa viewed in terms of sensitivity and specificity
    • Hoehler, F.K. (2000) Bias and prevalence effects on kappa viewed in terms of sensitivity and specificity. Journal of Clinical Epidemiology, 53, 499-503.
    • (2000) Journal of Clinical Epidemiology , vol.53 , pp. 499-503
    • Hoehler, F.K.1
  • 27
    • 0035644173 scopus 로고    scopus 로고
    • The abuse of power: the pervasive fallacy of power calculations for data analysis
    • Hoenig, J.M. & Heisey, D.M. (2001) The abuse of power: the pervasive fallacy of power calculations for data analysis. The American Statistician, 55, 1-6.
    • (2001) The American Statistician , vol.55 , pp. 1-6
    • Hoenig, J.M.1    Heisey, D.M.2
  • 28
    • 45749100416 scopus 로고    scopus 로고
    • Historical bias in biodiversity inventories affects the observed environmental niche of the species
    • Hortal, J., Jiménez-Valverde, A., Gómez, J.F., Lobo, J.M. & Baselga, A. (2008) Historical bias in biodiversity inventories affects the observed environmental niche of the species. Oikos, 117, 847-858.
    • (2008) Oikos , vol.117 , pp. 847-858
    • Hortal, J.1    Jiménez-Valverde, A.2    Gómez, J.F.3    Lobo, J.M.4    Baselga, A.5
  • 29
    • 34247548344 scopus 로고    scopus 로고
    • Threshold criteria for conversion of probability of species presence to either-or presence-absence
    • Jiménez-Valverde, A. & Lobo, J.M. (2007) Threshold criteria for conversion of probability of species presence to either-or presence-absence. Acta Oecologica, 31, 361-369.
    • (2007) Acta Oecologica , vol.31 , pp. 361-369
    • Jiménez-Valverde, A.1    Lobo, J.M.2
  • 30
    • 40849114636 scopus 로고    scopus 로고
    • Sensitivity of species-distribution models to error, bias and model design: an application to resource selection functions for woodland caribou
    • Johnson, C.J. & Gillingham, M.P. (2008) Sensitivity of species-distribution models to error, bias and model design: an application to resource selection functions for woodland caribou. Ecological Modelling, 213, 143-155.
    • (2008) Ecological Modelling , vol.213 , pp. 143-155
    • Johnson, C.J.1    Gillingham, M.P.2
  • 31
    • 33845488542 scopus 로고    scopus 로고
    • Presence-absence versus abundance data for monitoring threatened species
    • Joseph, L.N., Field, S.A., Wilcox, C. & Possingham, H.P. (2006) Presence-absence versus abundance data for monitoring threatened species. Conservation Biology, 20, 1679-1687.
    • (2006) Conservation Biology , vol.20 , pp. 1679-1687
    • Joseph, L.N.1    Field, S.A.2    Wilcox, C.3    Possingham, H.P.4
  • 32
    • 0033368368 scopus 로고    scopus 로고
    • Statistical techniques for evaluating the diagnostic utility of laboratory tests
    • Kazmierczak, S.C. (1999) Statistical techniques for evaluating the diagnostic utility of laboratory tests. Clinical Chemistry and Laboratory Medicine, 37, 1001-1009.
    • (1999) Clinical Chemistry and Laboratory Medicine , vol.37 , pp. 1001-1009
    • Kazmierczak, S.C.1
  • 33
    • 85086272771 scopus 로고    scopus 로고
    • Measuring the accuracy of species distribution models: a review. Proceedings of the 18th World IMACs/MODSIM Congress - Modelling and Simulation Society of Australia and New Zealand and International Association for Mathematics and Computers in Simulation, Cairns, Australia.
    • Liu, C., White, M. & Newell, G. (2009) Measuring the accuracy of species distribution models: a review. Proceedings of the 18th World IMACs/MODSIM Congress, pp. 4241-4247. Modelling and Simulation Society of Australia and New Zealand and International Association for Mathematics and Computers in Simulation, Cairns, Australia.
    • (2009) , pp. 4241-4247
    • Liu, C.1    White, M.2    Newell, G.3
  • 34
    • 41149133171 scopus 로고    scopus 로고
    • More complex distribution models or more representative data?
    • Lobo, J.M. (2008) More complex distribution models or more representative data? Biodiversity Informatics, 5, 14-19.
    • (2008) Biodiversity Informatics , vol.5 , pp. 14-19
    • Lobo, J.M.1
  • 35
    • 38949161848 scopus 로고    scopus 로고
    • AUC: a misleading measure of the performance of predictive distribution models
    • Lobo, J.M., Jiménez-Valverde, A. & Real, R. (2008) AUC: a misleading measure of the performance of predictive distribution models. Global Ecology and Biogeography, 17, 145-151.
    • (2008) Global Ecology and Biogeography , vol.17 , pp. 145-151
    • Lobo, J.M.1    Jiménez-Valverde, A.2    Real, R.3
  • 36
    • 16244387320 scopus 로고    scopus 로고
    • Was it there? Dealing with imperfect detection for species presence/absence data?
    • MacKenzie, D.L. (2005) Was it there? Dealing with imperfect detection for species presence/absence data? Australian and New Zealand Journal of Statistics, 47, 65-74.
    • (2005) Australian and New Zealand Journal of Statistics , vol.47 , pp. 65-74
    • MacKenzie, D.L.1
  • 37
    • 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
  • 38
    • 0034770214 scopus 로고    scopus 로고
    • Evaluating presence-absence models in ecology: the need to account for prevalence
    • Manel, S., Williams, H.C. & Ormerod, S.J. (2001) Evaluating presence-absence models in ecology: the need to account for prevalence. Journal of Applied Ecology, 38, 921-931.
    • (2001) Journal of Applied Ecology , vol.38 , pp. 921-931
    • Manel, S.1    Williams, H.C.2    Ormerod, S.J.3
  • 39
    • 50549083791 scopus 로고    scopus 로고
    • Frequentist and Bayesian approaches to prevalence estimation using examples from Johne's disease
    • Messam, L.L.M.V., Branscum, A.J., Collins, M.T. & Gardner, I.A. (2008) Frequentist and Bayesian approaches to prevalence estimation using examples from Johne's disease. Animal Health Research Reviews, 9, 1-23.
    • (2008) Animal Health Research Reviews , vol.9 , pp. 1-23
    • Messam, L.L.M.V.1    Branscum, A.J.2    Collins, M.T.3    Gardner, I.A.4
  • 40
    • 0014299022 scopus 로고
    • The matched pairs design in the case of all-or-none responses
    • Miettinen, O.S. (1968) The matched pairs design in the case of all-or-none responses. Biometrics, 24, 339-352.
    • (1968) Biometrics , vol.24 , pp. 339-352
    • Miettinen, O.S.1
  • 41
    • 67149137995 scopus 로고    scopus 로고
    • Effects of species and habitat positional errors on the performance and interpretation of species distribution models
    • Osborne, P.E. & Leitão, P.J. (2009) Effects of species and habitat positional errors on the performance and interpretation of species distribution models. Diversity and Distributions, 15, 671-681.
    • (2009) Diversity and Distributions , vol.15 , pp. 671-681
    • Osborne, P.E.1    Leitão, P.J.2
  • 42
    • 69249213938 scopus 로고    scopus 로고
    • Using summed individual species models and state-of-the-art modelling techniques to identify threatened plant species hotspots
    • Parviainen, M., Marmion, M., Luoto, M., Thuiller, W. & Heikkinen, R.K. (2009) Using summed individual species models and state-of-the-art modelling techniques to identify threatened plant species hotspots. Biological Conservation, 142, 2501-2509.
    • (2009) Biological Conservation , vol.142 , pp. 2501-2509
    • Parviainen, M.1    Marmion, M.2    Luoto, M.3    Thuiller, W.4    Heikkinen, R.K.5
  • 43
    • 34147122602 scopus 로고    scopus 로고
    • Insights into latent class analysis of diagnostic test performance
    • Pepe, M.S. & Janes, H. (2007) Insights into latent class analysis of diagnostic test performance. Biostatistics, 8, 474-484.
    • (2007) Biostatistics , vol.8 , pp. 474-484
    • Pepe, M.S.1    Janes, H.2
  • 44
    • 0029795558 scopus 로고    scopus 로고
    • Random effects models in latent class analysis for evaluating accuracy of diagnostic tests
    • Qu, Y., Tan, M. & Kutner, M.H. (1996) Random effects models in latent class analysis for evaluating accuracy of diagnostic tests. Biometrics, 52, 797-810.
    • (1996) Biometrics , vol.52 , pp. 797-810
    • Qu, Y.1    Tan, M.2    Kutner, M.H.3
  • 45
    • 0002193258 scopus 로고    scopus 로고
    • Estimating the prevalence of a rare disease: adjusted maximum likelihood
    • Rahme, E. & Joseph, L. (1998) Estimating the prevalence of a rare disease: adjusted maximum likelihood. The Statistician, 47, 149-158.
    • (1998) The Statistician , vol.47 , pp. 149-158
    • Rahme, E.1    Joseph, L.2
  • 46
    • 33646733841 scopus 로고    scopus 로고
    • Obtaining environmental favourability functions from logistic regression
    • Real, R., Barbosa, A.M. & Vargas, J.M. (2006) Obtaining environmental favourability functions from logistic regression. Environmental and Ecological Statistics, 13, 237-245.
    • (2006) Environmental and Ecological Statistics , vol.13 , pp. 237-245
    • Real, R.1    Barbosa, A.M.2    Vargas, J.M.3
  • 47
    • 20444362746 scopus 로고    scopus 로고
    • Surveyor consistency in presence/absence sampling for monitoring vegetation in a boreal forest
    • Ringvall, A., Peterson, H., Ståhl, G. & Lämås, T. (2005) Surveyor consistency in presence/absence sampling for monitoring vegetation in a boreal forest. Forest Ecology and Management, 212, 109-117.
    • (2005) Forest Ecology and Management , vol.212 , pp. 109-117
    • Ringvall, A.1    Peterson, H.2    Ståhl, G.3    Lämås, T.4
  • 49
    • 0036468622 scopus 로고    scopus 로고
    • Effects of sample size on accuracy of species distribution models
    • Stockwell, D.R.B. & Peterson, A.T. (2002) Effects of sample size on accuracy of species distribution models. Ecological Modelling, 148, 1-13.
    • (2002) Ecological Modelling , vol.148 , pp. 1-13
    • Stockwell, D.R.B.1    Peterson, A.T.2
  • 50
    • 0032847076 scopus 로고    scopus 로고
    • Statistical power of presence-absence data to detect population declines
    • Strayer, D.L. (1999) Statistical power of presence-absence data to detect population declines. Conservation Biology, 13, 1034-1038.
    • (1999) Conservation Biology , vol.13 , pp. 1034-1038
    • Strayer, D.L.1
  • 52
    • 58349106095 scopus 로고    scopus 로고
    • Interactions among spatial scales constrain species distributions in fragmented urban landscapes
    • Available at: (accessed 8 September 2010).
    • Turner, W.R. (2006) Interactions among spatial scales constrain species distributions in fragmented urban landscapes. Ecology and Society, 11, 6. Available at: (accessed 8 September 2010).
    • (2006) Ecology and Society , vol.11 , pp. 6
    • Turner, W.R.1
  • 53
    • 0025164789 scopus 로고
    • Evaluating diagnostic tests with imperfect standards
    • Valenstein, P.N. (1990) Evaluating diagnostic tests with imperfect standards. American Journal of Clinical Pathology, 93, 252-258.
    • (1990) American Journal of Clinical Pathology , vol.93 , pp. 252-258
    • Valenstein, P.N.1
  • 55
    • 77649207219 scopus 로고    scopus 로고
    • Ecology and geography of avian influenza (HPA1 H5N1) transmission in the Middle East and northeastern Africa
    • doi:10.1186/1476-072X-8-47.
    • Williams, R.A.J. & Peterson, A.T. (2009) Ecology and geography of avian influenza (HPA1 H5N1) transmission in the Middle East and northeastern Africa. International Journal of Health Geographics, 8, 47, doi:10.1186/1476-072X-8-47.
    • (2009) International Journal of Health Geographics , vol.8 , pp. 47
    • Williams, R.A.J.1    Peterson, A.T.2
  • 56
    • 49249098476 scopus 로고    scopus 로고
    • Effects of sample size on the performance of species distribution models
    • NCEAS Predicting Species Distributions Working Group.
    • Wisz, M.S., Hijmans, R.J., Peterson, A.T., Graham, C.H., Guisan, A. & NCEAS Predicting Species Distributions Working Group (2008) Effects of sample size on the performance of species distribution models. Diversity and Distributions, 14, 763-773.
    • (2008) Diversity and Distributions , vol.14 , pp. 763-773
    • Wisz, M.S.1    Hijmans, R.J.2    Peterson, A.T.3    Graham, C.H.4    Guisan, A.5
  • 57
    • 0030874664 scopus 로고    scopus 로고
    • Latent variable modelling of diagnostic accuracy
    • Yang, I. & Becker, M.P. (1997) Latent variable modelling of diagnostic accuracy. Biometrics, 53, 948-958.
    • (1997) Biometrics , vol.53 , pp. 948-958
    • Yang, I.1    Becker, M.P.2


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