2015
DOI: 10.1002/ece3.1618
|View full text |Cite
|
Sign up to set email alerts
|

Improving inferences from short‐term ecological studies with Bayesian hierarchical modeling: white‐headed woodpeckers in managed forests

Abstract: Pilot studies are often used to design short-term research projects and long-term ecological monitoring programs, but data are sometimes discarded when they do not match the eventual survey design. Bayesian hierarchical modeling provides a convenient framework for integrating multiple data sources while explicitly separating sample variation into observation and ecological state processes. Such an approach can better estimate state uncertainty and improve inferences from short-term studies in dynamic systems. … Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
3
1
1

Citation Types

0
16
0

Year Published

2016
2016
2020
2020

Publication Types

Select...
6
1

Relationship

1
6

Authors

Journals

citations
Cited by 13 publications
(16 citation statements)
references
References 48 publications
0
16
0
Order By: Relevance
“…We used Gibbs variable selection (Ntzoufras ; e.g., Linden and Roloff ) to quantify relative support for including combinations of our fixed effects in a model of daily survival probability. For each coefficient βk, for k=1,2,...6 we specified an indicator variable wkBernoulli(pwk),pwkUniform(0,1).…”
Section: Methodsmentioning
confidence: 99%
“…We used Gibbs variable selection (Ntzoufras ; e.g., Linden and Roloff ) to quantify relative support for including combinations of our fixed effects in a model of daily survival probability. For each coefficient βk, for k=1,2,...6 we specified an indicator variable wkBernoulli(pwk),pwkUniform(0,1).…”
Section: Methodsmentioning
confidence: 99%
“…The multinomial probabilities πe,i,k were re‐parameterized as conditional binomials following Linden and Roloff () to derive parameters with a more natural interpretation. Thus:normalπ1,i,k=normalτ1,i,k1normalτ2,i,knormalπ2,i,k=normalτ1,i,knormalτ2,i,knormalπ3,i,k=1normalτ1,i,kwhere τ1,i,k was conditional on a nest being occupied (zi,k=1) and represented the probability of a nest successfully producing at least one nestling, and τ2,i,k was conditional on nest success and estimated the probability of a nest being highly productive (producing ≥ 2 nestlings).…”
Section: Methodsmentioning
confidence: 99%
“…The multinomial probabilities π e,i,k were re-parameterized as conditional binomials following Linden and Roloff (2015) to derive parameters with a more natural interpretation. Thus:…”
Section: Reproductive Multi-state Modelmentioning
confidence: 99%
“…This study adds to the growing body of literature indicating that white-headed woodpeckers successfully occupy and breed in forests with historic and recent timber harvest activity (Kozma and Kroll, 2013;Linden and Roloff, 2015;Lindstrand and Humes, 2009;Lorenz et al, 2015a). While they typically require snags for nesting and roosting -one potential component of old-growth (Garrett et al, 1996) -they are not necessarily dependent on large, old pines for foraging during the breeding season.…”
Section: Management Implicationsmentioning
confidence: 85%