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Titlebook: Data-driven Modelling of Structured Populations; A Practical Guide to Stephen P. Ellner,Dylan Z. Childs,Mark Rees Book 2016 Springer Intern

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书目名称Data-driven Modelling of Structured Populations
副标题A Practical Guide to
编辑Stephen P. Ellner,Dylan Z. Childs,Mark Rees
视频video
概述The only comprehensive monograph on Integral Projection Models in ecology.Accessible to beginners with minimal math and statistics background, but also includes cutting-edge research.Presents a wide r
丛书名称Lecture Notes on Mathematical Modelling in the Life Sciences
图书封面Titlebook: Data-driven Modelling of Structured Populations; A Practical Guide to Stephen P. Ellner,Dylan Z. Childs,Mark Rees Book 2016 Springer Intern
描述This book is a “How To” guide for modeling population dynamics using Integral Projection Models (IPM) starting from observational data. It is written by a leading research team in this area and includes code in the R language (in the text and online) to carry out all computations. The intended audience are ecologists, evolutionary biologists, and mathematical biologists interested in developing data-driven models for animal and plant populations. IPMs may seem hard as they involve integrals. The aim of this book is to demystify IPMs, so they become the model of choice for populations structured by size or other continuously varying traits. The book uses real examples of increasing complexity to show how the life-cycle of the study organism naturally leads to the appropriate statistical analysis, which leads directly to the IPM itself. A wide range of model types and analyses are presented, including model construction, computational methods, and the underlying theory, with the more technical material in Boxes and Appendices. Self-contained R code which replicates all of the figures and calculations within the text is available to readers on GitHub..Stephen P. Ellner. is Horace Whit
出版日期Book 2016
关键词Demographic measures; Deterministic IPM using R; Environmental Stochasticity; Integral Projection Model
版次1
doihttps://doi.org/10.1007/978-3-319-28893-2
isbn_softcover978-3-319-28891-8
isbn_ebook978-3-319-28893-2Series ISSN 2193-4789 Series E-ISSN 2193-4797
issn_series 2193-4789
copyrightSpringer International Publishing Switzerland 2016
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Basic Analyses 1: Demographic Measures and Events in the Life Cycle,lso possible to calculate the expected variation among individuals that results just from chance events, such as the stochasticity of who lives and who dies in a given year, without any inherent differences among individuals.
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General Deterministic IPM,tidimensional. The main case study is a model with size and age structure based on the Soay sheep system, and we also use a size-quality model, and a model for tropical tree growth, to illustrate different aspects of how a general IPM is implemented numerically.
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Book 2016by a leading research team in this area and includes code in the R language (in the text and online) to carry out all computations. The intended audience are ecologists, evolutionary biologists, and mathematical biologists interested in developing data-driven models for animal and plant populations.
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Basic Analyses 2: Prospective Perturbation Analysis,bation. We begin by showing how to calculate the . and . of . to perturbations of the kernel, vital rate functions, and their parameters. We finish by briefly describing how to derive analogous expressions for life cycle statistics.
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The Institutional Review Board Processf density dependence. We first present some examples of formulating, parameterizing, and implementing a density-dependent IPM. We outline the general theory of density-dependent IPMs, and then look at what the theory tells us about the Soay sheep IPM when we add intraspecific competition, and how the dynamics depend on demographic parameters.
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