Hierarchical models of animal abundance and occurrence
Journal of Agricultural, Biological, and Environmental Statistics
6616_Royle.pdf
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Abstract
Much of animal ecology is devoted to studies of abundance and occurrence of species, based on surveys of spatially referenced sample units. These surveys frequently yield sparse counts that are contaminated by imperfect detection, making direct inference about abundance or occurrence based on observational data infeasible. This article describes a flexible hierarchical modeling framework for estimation and inference about animal abundance and occurrence from survey data that are subject to imperfect detection. Within this framework, we specify models of abundance and detectability of animals at the level of the local populations defined by the sample units. Information at the level of the local population is aggregated by specifying models that describe variation in abundance and detection among sites. We describe likelihood-based and Bayesian methods for estimation and inference under the resulting hierarchical model. We provide two examples of the application of hierarchical models to animal survey data, the first based on removal counts of stream fish and the second based on avian quadrat counts. For both examples, we provide a Bayesian analysis of the models using the software WinBUGS.
Suggested Citation
Royle, J., Dorazio, R., 2006, Hierarchical models of animal abundance and occurrence: Journal of Agricultural, Biological, and Environmental Statistics, v. 11, no. 3, p. 249-263.
| Publication type | Article |
|---|---|
| Publication Subtype | Journal Article |
| Title | Hierarchical models of animal abundance and occurrence |
| Series title | Journal of Agricultural, Biological, and Environmental Statistics |
| Volume | 11 |
| Issue | 3 |
| Year Published | 2006 |
| Language | English |
| Contributing office(s) | Patuxent Wildlife Research Center |
| Description | 249-263 |
| Larger Work Type | Article |
| Larger Work Subtype | Journal Article |
| Larger Work Title | Journal of Agricultural, Biological, and Environmental Statistics |
| First page | 249 |
| Last page | 263 |