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Data-driven Modelling of Structured Populations
A Practical Guide to the Integral Projection Model
English
174 b
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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.§
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