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Data-driven Modelling of Structured Populations : A Practical Guide to the Integral Projection Model / by Stephen P. Ellner, Dylan Z. Childs, Mark Rees
(Lecture Notes on Mathematical Modelling in the Life Sciences. ISSN:21934797)

1st ed. 2016.
出版者 (Cham : Springer International Publishing : Imprint: Springer)
出版年 2016
本文言語 英語
大きさ XIII, 329 p. 67 illus., 29 illus. in color : online resource
著者標目 *Ellner, Stephen P author
Childs, Dylan Z author
Rees, Mark author
SpringerLink (Online service)
件 名 LCSH:Biomathematics
LCSH:Bioinformatics
FREE:Mathematical and Computational Biology
FREE:Computational and Systems Biology
一般注記 Introduction -- Simple Deterministic IPM -- Basic Analysis 1: Demographic Measures and Events in the Life Cycle -- Basic Analysis 2: Prospective Perturbation Analysis -- Density Dependence -- General Deterministic IPM -- Environmental Stochasticity -- Spatial Models -- Evolutionary Demography -- Future Directions and Advanced Topics
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 moretechnical 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 White Professor of Ecology and Evolutionary Biology at Cornell University, USA; Dylan Z. Childs is Lecturer and NERC Postdoctoral Fellow in the Department of Animal and Plant Sciences at The University of Sheffield, UK; Mark Rees is Professor in the Department of Animal and Plant Sciences at The University of Sheffield, UK
HTTP:URL=https://doi.org/10.1007/978-3-319-28893-2
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Springer eBooks 9783319288932
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EB00233354

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データ種別 電子ブック
分 類 LCC:QH323.5
LCC:QH324.2-324.25
DC23:570.285
書誌ID 4000120706
ISBN 9783319288932

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