Spatio-Temporal Models for Ecologists

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

Mais sobre este produto

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Detalhes do produto

• Editora ‏ : ‎ CRC Press; 1ª edição (19 fevereiro 2024)
• Idioma ‏ : ‎ Inglês
• Capa dura ‏ : ‎ 296 páginas
• ISBN-10 ‏ : ‎ 1032531010
• ISBN-13 ‏ : ‎ 978-1032531014

Detalhes