Applied Hierarchical Modeling in Ecology: Analysis of distribution, abundance and species richness in R and BUGS: Volume 1:Prelude and Static Models
Autor Marc Kéry, J. Andrew Royleen Limba Engleză Hardback – 26 noi 2015
This first volume explains static models/procedures in the context of hierarchical models that collectively represent a unified approach to ecological research, taking the reader from design, through data collection, and into analyses using a very powerful class of models. Applied Hierarchical Modeling in Ecology, Volume 1 serves as an indispensable manual for practicing field biologists, and as a graduate-level text for students in ecology, conservation biology, fisheries/wildlife management, and related fields.
- Provides a synthesis of important classes of models about distribution, abundance, and species richness while accommodating imperfect detection
- Presents models and methods for identifying unmarked individuals and species
- Written in a step-by-step approach accessible to non-statisticians and provides fully worked examples that serve as a template for readers' analyses
- Includes companion website containing data sets, code, solutions to exercises, and further information
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Specificații
ISBN-13: 9780128013786
ISBN-10: 0128013788
Pagini: 808
Ilustrații: 250 illustrations (250 in full color)
Dimensiuni: 191 x 235 x 43 mm
Greutate: 1.86 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0128013788
Pagini: 808
Ilustrații: 250 illustrations (250 in full color)
Dimensiuni: 191 x 235 x 43 mm
Greutate: 1.86 kg
Editura: ELSEVIER SCIENCE
Cuprins
Preface
Part 1: Prelude
1. Distribution, abundance and species richness in ecology
2. What are hierarchical models and how do we analyse them ?
3. Linear models, generalized linear models (GLMs), and random-effects: the components of hierarchical models
4. Introduction to data simulation
5. The Bayesian modeling software BUGS and JAGS
Part 2: Models for static systems
6. Modeling abundance using binomial N-mixture models
7. Modeling abundance using multinomial N-mixture models
8. Modeling abundance using hierarchical distance sampling
9. Advanced hierarchical distance sampling
10. Modeling distribution and occurrence using site-occupancy models
11. Community models (incidence- and abundance-based)
Part 1: Prelude
1. Distribution, abundance and species richness in ecology
2. What are hierarchical models and how do we analyse them ?
3. Linear models, generalized linear models (GLMs), and random-effects: the components of hierarchical models
4. Introduction to data simulation
5. The Bayesian modeling software BUGS and JAGS
Part 2: Models for static systems
6. Modeling abundance using binomial N-mixture models
7. Modeling abundance using multinomial N-mixture models
8. Modeling abundance using hierarchical distance sampling
9. Advanced hierarchical distance sampling
10. Modeling distribution and occurrence using site-occupancy models
11. Community models (incidence- and abundance-based)
Recenzii
"For the beginning practitioner of hierarchical models,...this is definitely worth the space and may actually be the first place to start developing a strong fundamental understanding of hierarchical modeling. For more seasoned quantitative ecologists, there are lots of useful modeling details for both the unmarked and BUGS/JAGS syntax,...there is value to having it all in one place. Finally, for professors looking to teach a class or short-course on hierarchical models in ecology,...an excellent text for the course." course." --Journal of Agricultural, Biological, and Environmental Statistics