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Academic & Professional Books  Ecology  Ecological Theory & Practice

Handbook of Quantitative Ecology

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By: Justin Kitzes(Author)
165 pages, 24 b/w illustrations, 19 tables
Handbook of Quantitative Ecology
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  • Handbook of Quantitative Ecology ISBN: 9780226818344 Paperback Jul 2022 In stock
    £19.99
    #255703
  • Handbook of Quantitative Ecology ISBN: 9780226818320 Hardback no dustjacket Jul 2022 In stock
    £75.99
    #255702
Selected version: £19.99
About this book Contents Customer reviews Biography Related titles

About this book

An essential guide to quantitative research methods in ecology and conservation biology, accessible for even the most math-averse student or professional.

Quantitative research techniques have become increasingly important in ecology and conservation biology, but the sheer breadth of methods that must be understood – from population modelling and probabilistic thinking to modern statistics, simulation, and data science – as well as a lack of computational or mathematics training, have hindered quantitative literacy in these fields. In this book, ecologist Justin Kitzes answers those challenges for students and practising scientists alike.

Requiring only basic algebra and the ability to use a spreadsheet, the Handbook of Quantitative Ecology is designed to provide a practical, intuitive, and integrated introduction to widely used quantitative methods. Kitzes builds each chapter around a specific ecological problem and arrives, step by step, at a general principle through the act of solving that problem. Grouped into five broad categories – difference equations, probability, matrix models, likelihood statistics, and other numerical methods – the book introduces basic concepts, starting with exponential and logistic growth, and helps readers to understand the field's more advanced subjects, such as permutation tests, stochastic optimization, and cellular automata. Complete with online solutions to all numerical problems, Kitzes's Handbook of Quantitative Ecology is an ideal coursebook for both undergraduate and graduate students of ecology, as well as a useful and necessary resource for mathematically out-of-practice scientists.

Contents

Introduction

Part I Change over Time
Chapter 1 Introducing Difference Equations
Chapter 2 Duckweed on a Pond: Exponential Growth
Chapter 3 Throwing Shade I: Logistic Growth
Chapter 4 Throwing Shade II: Lotka-Volterra Competition
Chapter 5 Rabies Removal: SIR Models

Part II Understanding Uncertainty
Chapter 6 Introducing Probability
Chapter 7 A Bird in the Cam I: Single-Variable Probability
Chapter 8 A Bird in the Cam II: Two-Variable Probability
Chapter 9 Picking Ticks: Bayes’s Rule
Chapter 10 Rabbit Rates: Probability Distributions

Part III Modeling Multiple States
Chapter 11 Introducing Matrix Models
Chapter 12 Imagine All the Beetles: Age-Structured Models
Chapter 13 The Road to Succession: Transition Matrices
Chapter 14 A Pair of Populations: Absorption
Chapter 15 Fish Finders: Diffusion

Part IV Explaining Data
Chapter 16 Introducing Statistics
Chapter 17 Seedling Counts I: Maximum Likelihood
Chapter 18 Seedling Counts II: Model Selection
Chapter 19 Flattened Frogs I: Generalized Linear Models
Chapter 20 Flattened Frogs II: Hypothesis Testing

Part V Expanding the Toolbox
Chapter 21 Other Techniques
Chapter 22 Bird Islands: Graphical Thinking
Chapter 23 Max Plant Institute: Optimization
Chapter 24 Bears with Me: Stochastic Simulation
Chapter 25 Natives in the Neighborhood: Cellular Automata

References
Index

Customer Reviews

Biography

Justin Kitzes is an assistant professor of biological sciences at the University of Pittsburgh. He is co-editor of The Practice of Reproducible Research: Case Studies and Lessons from the Data-Intensive Sciences.

New
By: Justin Kitzes(Author)
165 pages, 24 b/w illustrations, 19 tables
Media reviews

"A low-threshold, high-ceiling introduction. Kitzes's book will appeal to undergraduate and graduate students who wish to increase their quantitative understanding to be able to better engage with the literature (which has grown increasingly quantitative) and take the first step – a large leap, in fact – toward becoming practitioners of quantitative ecology."
– Andrew Rominger, University of Maine

"A stroke of genius. Kitzes does an excellent job of translating the properties of biological systems into mathematical models, using basic logic and without any advanced math. His approach is a powerful way to demystify these models and make them intuitive."
– Corlett Wolfe Wood, University of Pennsylvania

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