Statistical Methods for Field and Laboratory Studies in Behavioral Ecology
eBook - ePub

Statistical Methods for Field and Laboratory Studies in Behavioral Ecology

  1. 302 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Statistical Methods for Field and Laboratory Studies in Behavioral Ecology

About this book

Statistical Methods for Field and Laboratory Studies in Behavioral Ecology focuses on how statistical methods may be used to make sense of behavioral ecology and other data. It presents fundamental concepts in statistical inference and intermediate topics such as multiple least squares regression and ANOVA. The objective is to teach students to recognize situations where various statistical methods should be used, understand the strengths and limitations of the methods, and to show how they are implemented in R code. Examples are based on research described in the literature of behavioral ecology, with data sets and analysis code provided.

Features:

  • This intermediate to advanced statistical methods text was written with the behavioral ecologist in mind
  • Computer programs are provided, written in the R language.
  • Datasets are also provided, mostly based, at least to some degree, on real studies.
  • Methods and ideas discussed include multiple regression and ANOVA, logistic and Poisson regression, machine learning and model identification, time-to-event modeling, time series and stochastic modeling, game-theoretic modeling, multivariate methods, study design/sample size, and what to do when things go wrong.

It is assumed that the reader has already had exposure to statistics through a first introductory course at least, and also has sufficient knowledge of R. However, some introductory material is included to aid the less initiated reader.

Scott Pardo, Ph.D., is an accredited professional statistician (PStat®) by the American Statistical Association. Michael Pardo is a Ph.D. is a candidate in behavioral ecology at Cornell University, specializing in animal communication and social behavior.

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Information

Year
2018
eBook ISBN
9781351723152

Table of contents

  1. Cover
  2. Half Title Page
  3. Title Page
  4. Copyright Page
  5. Contents
  6. Preface
  7. Acknowledgments
  8. About the Authors
  9. Chapter 1 Statistical Foundations
  10. Chapter 2 Binary Results: Single Samples and 2 × 2 Tables
  11. Chapter 3 Continuous Variables
  12. Chapter 4 The Linear Model: Continuous Variables
  13. Chapter 5 The Linear Model: Discrete Regressor Variables
  14. Chapter 6 The Linear Model: Random Effects and Mixed Models
  15. Chapter 7 Polytomous Discrete Variables: R × C Contingency Tables
  16. Chapter 8 The Generalized Linear Model: Logistic and Poisson Regression
  17. Chapter 9 Multivariate Analyses: Dimension Reduction, Clustering, and Discrimination
  18. Chapter 10 Bayesian and Frequentist Philosophies
  19. Chapter 11 Decision and Game Theory
  20. Chapter 12 Modern Prediction Methods and Machine Learning Models
  21. Chapter 13 Time-to-Event
  22. Chapter 14 Time Series Analysis and Stochastic Processes
  23. Chapter 15 Study Design and Sample Size Considerations
  24. Chapter 16 When Things Go Wrong …
  25. Appendix A Matrices and Vectors
  26. Appendix B Solving Your Problem
  27. References
  28. Index

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Yes, you can access Statistical Methods for Field and Laboratory Studies in Behavioral Ecology by Scott Pardo,Michael Pardo in PDF and/or ePUB format, as well as other popular books in Scienze biologiche & Probabilità e statistica. We have over 1.5 million books available in our catalogue for you to explore.