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Habitat suitability and distribution models : with applications in R /
Guisan, A.
Habitat suitability and distribution models : with applications in R / Antoine Guisan, Wilfried Thuiller, Niklaus E. Zimmermann ; with contributions from Valeria di Cola, Damien Georges, Achilleas Psomas. - xiii, 462 pages, 32 unnumbered pages of plates : illustrations (some color), maps (some color) ; 23 cm. - Ecology, biodivesity and conservation. . - Ecology, biodiversity, and conservation. .
Includes bibliographical references (pages [417]-457) and index.
1. General content of this book -- 2. Overview of the habitat suitability modeling procedure -- 3. What drives species distributions? -- 4. From niche to distribution : basic modeling principles and applications -- 5. Assumptions behind habitat suitability models -- 6. Environmental predictors : issues of processing and selection -- 7. Species data : issues of acquisition and design -- 8. Ecological scales : issues of resolution and extent -- 9. Envelopes and distance-based approaches -- 10. Regression-based approaches -- 11. Classification approaches and machine-learning systems -- 12. Boosting and bagging approaches -- 13. Maximum entropy -- 14. Ensemble modeling and model averaging -- 15. Measuring model accuracy : which metrics to use? -- 16. Assessing model performance : which data to use? -- 17. Projecting models in space and time -- 18. Datasets and tools used for the examples in this book -- 19. The Biomod2 modeling package examples -- 20. Conclusions and future perspectives in habitat suitability modeling.
9780521758369 052175836X 9780521765138 0521765137
2017032912
Habitat suitability index models.
R (Computer program language)
QH541.15.H34 / G85 2017
Habitat suitability and distribution models : with applications in R / Antoine Guisan, Wilfried Thuiller, Niklaus E. Zimmermann ; with contributions from Valeria di Cola, Damien Georges, Achilleas Psomas. - xiii, 462 pages, 32 unnumbered pages of plates : illustrations (some color), maps (some color) ; 23 cm. - Ecology, biodivesity and conservation. . - Ecology, biodiversity, and conservation. .
Includes bibliographical references (pages [417]-457) and index.
1. General content of this book -- 2. Overview of the habitat suitability modeling procedure -- 3. What drives species distributions? -- 4. From niche to distribution : basic modeling principles and applications -- 5. Assumptions behind habitat suitability models -- 6. Environmental predictors : issues of processing and selection -- 7. Species data : issues of acquisition and design -- 8. Ecological scales : issues of resolution and extent -- 9. Envelopes and distance-based approaches -- 10. Regression-based approaches -- 11. Classification approaches and machine-learning systems -- 12. Boosting and bagging approaches -- 13. Maximum entropy -- 14. Ensemble modeling and model averaging -- 15. Measuring model accuracy : which metrics to use? -- 16. Assessing model performance : which data to use? -- 17. Projecting models in space and time -- 18. Datasets and tools used for the examples in this book -- 19. The Biomod2 modeling package examples -- 20. Conclusions and future perspectives in habitat suitability modeling.
9780521758369 052175836X 9780521765138 0521765137
2017032912
Habitat suitability index models.
R (Computer program language)
QH541.15.H34 / G85 2017
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