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Spatio-Temporal Models for Ecologists.
・ISBN 978-1-032-53101-4 hard GB£ 103.99
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電子版あり 大学・学術機関向け電子ブック（eBook）ISBN 978-1-003-41029-4
| 著者・編者 | Thorson, James / Kristensen, Kasper, |
|---|---|
| シリーズ | Chapman & Hall/CRC Applied Environmental Statistics |
| 出版社 | (Chapman & Hall / CRC, US) |
| 出版年月 | 2024.02 |
| ページ数 | 276 pp. |
| 言語 | ENG |
| ニュース番号 | ＜713-1044 713-280＞ |
解説
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.
Key Features:
- Foundational ecological principles and analyses
- Thoughtful and thorough ecological examples
- Analyses conducted using a minimal toolbox and fast computation
- Code using R and TMB included in the book and available online