Predictive habitat distribution models in ecology
Citations
13,120 citations
Cites methods from "Predictive habitat distribution mod..."
...Sometimes both presence and absence occurrence data are available for the development of models, in which case general-purpose statistical methods can be used (for an overview of the variety of techniques currently in use, see Corsi et al., 2000; Elith, 2002; Guisan and Zimmerman, 2000; Scott et al., 2002)....
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...…both presence and absence occurrence data are available for the development of models, in which case general-purpose statistical methods can be used (for an overview of the variety of techniques currently in use, seeCorsi et al., 2000; Elith, 2002; Guisan and Zimmerman, 2000; Scott et al., 2002)....
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7,589 citations
Cites background or methods from "Predictive habitat distribution mod..."
...There is now a plethora of methods for modelling species’ distributions that vary in how they model the distribution of the response, select relevant predictor variables, define fitted functions for each variable, weight variable contributions, allow for interactions, and predict geographic patterns of occurrence ( Guisan and Zimmerman 2000, Burgman et al. 2005, Wintle and Bardos in press)....
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...…model the distribution of the response, select relevant predictor variables, define fitted functions for each variable, weight variable contributions, allow for interactions, and predict geographic patterns of occurrence (Guisan and Zimmerman 2000, Burgman et al. 2005, Wintle and Bardos in press)....
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7,238 citations
5,620 citations
Cites background or methods from "Predictive habitat distribution mod..."
...Environmental predictors can exert direct or indirect effects on species, arranged along a gradient from proximal to distal predictors (Austin 2002), and are optimally chosen to reflect the three main types of influences on the species (modified from Guisan & Zimmermann 2000; Huston 2002; Fig....
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...Species distribution models are empirical models relating field observations to environmental predictor variables, based on statistically or theoretically derived response surfaces (Guisan & Zimmermann 2000)....
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...A striking characteristic of SDMs is their reliance on the niche concept (Guisan & Zimmermann 2000)....
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...For more details on the different steps of SDM building, we refer readers to Guisan & Zimmermann (2000)....
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...The procedure of SDM building ideally follows six steps (modified from Guisan & Zimmermann 2000; see Table 2): (i) conceptualization, (ii) data preparation, (iii) model fitting, (iv) model evaluation, (v) spatial predictions, and (vi) assessment of model applicability....
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5,076 citations
Cites background from "Predictive habitat distribution mod..."
...Reviews of SDM literature include those of Guisan & Zimmermann (2000), Stauffer (2002), Guisan & Thuiller (2005), Richards et al. (2007), and Schröder (2008)....
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References
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"Predictive habitat distribution mod..." refers background in this paper
...…measures have been proposed such as the proportion of area correctly classified, the percent commission and omission errors (and the resulting percent confusion error), k (Cohen, 1960; Monserud and Lee- mans, 1992; Fitzgerald and Lees, 1994b), t (Ma and Redmond, 1995), or Foody’s (1992) k....
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23,215 citations
21,694 citations