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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)
版 | 1st ed. 2016. |
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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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電子ブック | 配架場所 | 資料種別 | 巻 次 | 請求記号 | 状 態 | 予約 | コメント | ISBN | 刷 年 | 利用注記 | 指定図書 | 登録番号 |
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電子ブック | オンライン | 電子ブック |
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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 |
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分 類 | LCC:QH323.5 LCC:QH324.2-324.25 DC23:570.285 |
書誌ID | 4000120706 |
ISBN | 9783319288932 |
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※2017年9月4日以降