Selecting thresholds of occurrence in the prediction of species distributions
Citations
7,589 citations
Cites methods from "Selecting thresholds of occurrence ..."
...Liu et al. (2005) have demonstrated that other methods are more reliable for selecting thresholds from the training data (i....
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3,518 citations
2,711 citations
Cites background from "Selecting thresholds of occurrence ..."
...Both thresholds are highly correlated and, more importantly, they also correlate with prevalence ( Liu et al ., 2005; Jimenez-Valverde & Lobo, 2007)....
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2,647 citations
Cites background from "Selecting thresholds of occurrence ..."
...Many different approaches have been employed for setting thresholds (Liu et al., 2005), yet most techniques depend on balancing false-positive and false-negative predictions, making them applicable only to cases in which absence data are available....
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2,370 citations
References
6,748 citations
"Selecting thresholds of occurrence ..." refers methods in this paper
...generalized linear models (GLM), generalized additive models (GAM), classification and regression trees (CARTs), principal components analysis (PCA), artificial neural networks (ANNs) ( Guisan and Zimmermann 2000, Moisen and Frescino 2002, Guisan et al. 2002, Berg et al. 2004)....
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6,339 citations
"Selecting thresholds of occurrence ..." refers background in this paper
...Zweig and Campbell (1993) suggested that if FPC > FNC, the threshold should favor specificity, while sensitivity should be favored if FNC > FPC (Fielding and Bell 1997)....
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6,044 citations
"Selecting thresholds of occurrence ..." refers background in this paper
...Zweig and Campbell (1993) suggested that if FPC� /FNC, the threshold should favor specificity, while sensitivity should be favored if FNC � / FPC ( Fielding and Bell 1997 )....
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... Fielding and Bell (1997) gave a comprehensive review (Manel et al. 2001)....
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...The output is biased towards the larger of the two groups ( Fielding and Bell 1997, Cramer 2003), occupied sites and unoccupied sites....
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...It should be noted that OPS can be deceptively high when frequencies of zeros and ones in binary data are very different ( Fielding and Bell 1997, Pearce and Ferrier 2000, Moisen and Frescino 2002)....
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...Predicting species distributions is becoming increasingly important since it is relevant to resource assessment, environmental conservation and biodiversity management ( Fielding and Bell 1997, Manel et al. 1999, Austin 2002, D’heygere et al. 2003)....
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5,590 citations
"Selecting thresholds of occurrence ..." refers background in this paper
...negative and/or benefit for true positive or true negative ne ds to be taken into account, Metz's (1978) approach can be adopted because the cost of false positive and the be efit of true positive as well as prevalence were explicitly considered....
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2,006 citations
"Selecting thresholds of occurrence ..." refers methods in this paper
...generalized linear models (GLM), generalized additive models (GAM), classification and regression trees (CARTs), principal components analysis (PCA), artificial neural networks (ANNs) (Guisan and Zimmermann 2000, Moisen and Frescino 2002, Guisan et al. 2002, Berg et al. 2004)....
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