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Data-driven Modelling of Structured Populations - A Practical Guide to the Integral Projection Model (Paperback, 1st ed. 2016)
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Data-driven Modelling of Structured Populations - A Practical Guide to the Integral Projection Model (Paperback, 1st ed. 2016)
Series: Lecture Notes on Mathematical Modelling in the Life Sciences
Expected to ship within 10 - 15 working days
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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. 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.
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