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Spatio-temporal models for ecologists / James Thorson and Kasper Kristensen
Mitwirkende(r): Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Reihen: Chapman & Hall/CRC applied environmental statisticsVerlag: Boca Raton, FL : CRC Press, 2024Auflage: First editionBeschreibung: 1 Online-RessourceISBN:- 9781003851868
- 100385186X
- 9781003851837
- 1003851835
- 577.01/51 23/eng/20231222
- QH541.15.S62
Inhalte:
Zusammenfassung: "Ecological dynamics are tremendously complicated and are studied at a variety of spatial and temporal scales. Ecologists often simplify analysis by describing changes in density of individuals across a landscape, and statistical methods are advancing rapidly for studying spatio-temporal dynamics. However, spatio-temporal statistics is often presented using a set of principles that may seem very distant from ecological theory or practice. This book seeks to introduce a minimal set of principles and numerical techniques for spatio-temporal statistics that can be used to implement a wide range of real-world ecological analyses regarding animal movement, population dynamics, community composition, causal attribution, and spatial dynamics. We provide a step-by-step illustration of techniques that combine core spatial-analysis packages in R with low-level computation using Template Model Builder. Techniques are showcased using real-world data from varied ecological systems, providing a toolset for hierarchical modelling of spatio-temporal processes. Spatio-Temporal Models for Ecologists is meant for graduate level students, alongside applied and academic ecologists"--PPN: PPN: 1907959505Package identifier: Produktsigel: ZDB-4-NLEBK | BSZ-4-NLEBK-KAUB
Part 1: Introductory1. Statistical models for individual-based processes2. Hierarchical models and Laplace approximationPart 2: Basic3. Population dynamics and state-space models4. Individual movement5. Spatial models6. Spatial sampling designs and analysis7. Covariates affecting densities and detectabilityPart 3: Advanced8. Spatio-temporal models with seasonal or multi-year dynamics9. Ecological teleconnections10. Population movement and habitat selection11. Multispecies models for community diversity and biogeography12. A decadal forecast for spatio-temporal modelsA. AcknowledgementsB. Appendices
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