Introduction to Hierarchical Bayesian Modeling for Ecological Data (Chapman & Hall/CRC Applied Environmental Statistics)
Language: English
Published by Chapman & Hall, 2012
Series: Book 4 of 15 - Chapman & Hall/CRC Applied Environmental Statistics
- Hardcover
- New
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- Title
- Introduction to Hierarchical Bayesian Modeling for Ecological Data (Chapman & Hall/CRC Applied Environmental Statistics)
- Author
- Parent, Eric; Rivot, Etienne
- Publisher
- Chapman & Hall
- Publication year
- 2012
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 1584889195
- ISBN 13
- 9781584889199
- Series
- Book 4 of 15: Chapman & Hall/CRC Applied Environmental Statistics
Making statistical modeling and inference more accessible to ecologists and related scientists, Introduction to Hierarchical Bayesian Modeling for Ecological Data gives readers a flexible and effective framework to learn about complex ecological processes from various sources of data. It also helps readers get started on building their own statistical models.
The text begins with simple models that progressively become more complex and realistic through explanatory covariates and intermediate hidden states variables. When fitting the models to data, the authors gradually present the concepts and techniques of the Bayesian paradigm from a practical point of view using real case studies. They emphasize how hierarchical Bayesian modeling supports multidimensional models involving complex interactions between parameters and latent variables. Data sets, exercises, and R and WinBUGS codes are available on the authors’ website.
This book shows how Bayesian statistical modeling provides an intuitive way to organize data, test ideas, investigate competing hypotheses, and assess degrees of confidence of predictions. It also illustrates how conditional reasoning can dismantle a complex reality into more understandable pieces. As conditional reasoning is intimately linked with Bayesian thinking, considering hierarchical models within the Bayesian setting offers a unified and coherent framework for modeling, estimation, and prediction.
"Synopsis" may belong to another edition of this title.
About the Author
Éric Parent is head of the Research Laboratory for Risk Management in Environmental Sciences (Team MORSE) and a professor in applied statistics and probabilistic modeling for environmental engineering at the National Institute for Rural Engineering, Water and Forest Management (ENGREF/AgroParisTech) in Paris, France. Dr. Parent’s research encompasses Bayesian theory and applications, with special emphasis on environmental systems modeling.
Étienne Rivot is a researcher in the Fisheries Ecology Laboratory at Agrocampus Ouest in Rennes, France. Dr. Rivot’s research focuses on the application of Bayesian statistical modeling for the analysis of ecological data, inference, and predictions.
"About the title" may belong to another edition of this title.
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