Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data

作者: Steven J. Phillips , Miroslav Dudík , Jane Elith , Catherine H. Graham , Anthony Lehmann

DOI: 10.1890/07-2153.1

关键词: Performance improvementRange (statistics)EcologySampling biasSampling (statistics)Selection biasStatisticsAdditive modelRegressionEnvironmental niche modelling

摘要: … With target-group background, all the methods considered in this paper perform better than BIOCLIM in all regions. This confirms that the previous anomalous results in Canada were …

参考文章(51)
J.R. Busby, BIOCLIM - a bioclimate analysis and prediction system Plant protection quarterly. ,(1991)
MICHAEL LÜTOLF, FELIX KIENAST, ANTOINE GUISAN, The ghost of past species occurrence: improving species distribution models for presence-only data Journal of Applied Ecology. ,vol. 43, pp. 802- 815 ,(2006) , 10.1111/J.1365-2664.2006.01191.X
E.M. Cawsey, M.P. Austin, B.L. Baker, Regional vegetation mapping in Australia: a case study in the practical use of statistical modelling Biodiversity and Conservation. ,vol. 11, pp. 2239- 2274 ,(2002) , 10.1023/A:1021350813586
RLH Dennis, CD Thomas, None, Bias in butterfly distribution maps: the influence of hot spots and recorder's home range. Journal of Insect Conservation. ,vol. 4, pp. 73- 77 ,(2000) , 10.1023/A:1009690919835
Leif Schulman, Tuuli Toivonen, Kalle Ruokolainen, Analysing botanical collecting effort in Amazonia and correcting for it in species range estimation Journal of Biogeography. ,vol. 34, pp. 1388- 1399 ,(2007) , 10.1111/J.1365-2699.2007.01716.X
Jerome H. Friedman, Greedy function approximation: A gradient boosting machine. Annals of Statistics. ,vol. 29, pp. 1189- 1232 ,(2001) , 10.1214/AOS/1013203451
G. Carpenter, A. N. Gillison, J. Winter, DOMAIN: a flexible modelling procedure for mapping potential distributions of plants and animals Biodiversity and Conservation. ,vol. 2, pp. 667- 680 ,(1993) , 10.1007/BF00051966
Thomas W. Yee, Neil D. Mitchell, Generalized additive models in plant ecology Journal of Vegetation Science. ,vol. 2, pp. 587- 602 ,(1991) , 10.2307/3236170
A.Elizabeth Zaniewski, Anthony Lehmann, Jacob McC Overton, Predicting species spatial distributions using presence-only data: a case study of native New Zealand ferns Ecological Modelling. ,vol. 157, pp. 261- 280 ,(2002) , 10.1016/S0304-3800(02)00199-0
Andrew Townsend Peterson, Jorge Soberón, Victor Sánchez-Cordero, Conservatism of Ecological Niches in Evolutionary Time Science. ,vol. 285, pp. 1265- 1267 ,(1999) , 10.1126/SCIENCE.285.5431.1265