Habitat Suitability and Distribution Models

Habitat Suitability and Distribution Models
-37 %
With Applications in R
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ISBN-13:
9780521758369
Erscheinungsdatum:
14.09.2017
Seiten:
498
Autor:
Antoine Guisan
Gewicht:
736 g
Format:
229x152x27 mm
Serie:
Ecology, Biodiversity and Conservation
Sprache:
Englisch

Inhaltsverzeichnis
Foreword; Preface; Acknowledgements; Authors' contributions; Introduction; 1. General content of the book; Part I. Overview, Principles, Theory and Assumptions behind Habitat Suitability Modeling: 2. Overview of the HSM modeling procedure; 3. What drives species distributions?; 4. From niche to distribution: basic modeling principles and applications; 5. Assumptions behind HSMs; Part II. Data Acquisition, Sampling Design and Spatial Scales: 6. Environmental predictors " issues of processing and selection; 7. Species data " issues of acquisition and design; 8. Ecological scales " issues of resolution and extent; Part III. Modeling Approaches and Model Calibration: 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 modeling averaging; Part IV. Evaluating Models: Errors and Uncertainty: 15. Measuring model accuracy: which metrics to use?; 16. Assessing model performance: which data to use?; Part V. Predictions in Space and Time: 17. Projecting models in space and time; Part VI. Data and Tools Used in this Book, with Developed Case Studies: 18. Datasets and tools used for the examples in this book; 19. The biomod2 modeling package examples; Part VII. Conclusions and Future Perspectives: 20. Conclusions and future perspectives in habitat suitability modeling; Glossary and definitions of terms and concepts; References; Index.
Beschreibung
This book introduces key stages of niche-based habitat suitability model building, evaluation and prediction, featuring examples using R.

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