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Statistical Methods for Field and Laboratory Studies in Behavioral Ecology
Paperback

Statistical Methods for Field and Laboratory Studies in Behavioral Ecology

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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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MORE INFO
Format
Paperback
Publisher
Taylor & Francis Ltd
Country
United Kingdom
Date
18 December 2020
Pages
320
ISBN
9780367735128

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.

Read More
Format
Paperback
Publisher
Taylor & Francis Ltd
Country
United Kingdom
Date
18 December 2020
Pages
320
ISBN
9780367735128