Spatio-Temporal Models for Ecologists

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Spatio-Temporal Models for Ecologists
Περιγραφή: 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
Συγγραφείς: James Thorson, Kasper Kristensen
Resource Type: eBook.
Θέματα: Ecology--Statistical methods, Ecology--Mathematical models, Spatial ecology--Mathematical models, R (Computer program language)
Categories: MATHEMATICS / Probability & Statistics / General, NATURE / Ecology
Βάση Δεδομένων: eBook Index
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  Availability: 0
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DbLabel: eBook Index
An: 3782652
RelevancyScore: 975
AccessLevel: 6
PubType: eBook
PubTypeId: ebook
PreciseRelevancyScore: 974.776672363281
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  Data: Spatio-Temporal Models for Ecologists
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  Data: 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
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        Type: prePub
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      – Code: eng
        Text: English
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      – SubjectFull: Ecology--Statistical methods
        Type: general
      – SubjectFull: Ecology--Mathematical models
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      – SubjectFull: Spatial ecology--Mathematical models
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            – D: 01
              M: 01
              Type: published
              Y: 2024
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              M: 03
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              Y: 2024
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