Marc Kéry,
Michael Schaub
Bayesian Population Analysis using WinBUGS
A Hierarchical Perspective
Paperback Engels 2011 9780123870209Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
Bayesian statistics has exploded into biology and its sub-disciplines, such as ecology, over the past decade. The free software program WinBUGS, and its open-source sister OpenBugs, is currently the only flexible and general-purpose program available with which the average ecologist can conduct standard and non-standard Bayesian statistics.
Specificaties
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Inhoudsopgave
<p>1. Introduction</p> <p>2. Very brief introduction to Bayesian statistical modeling</p> <p>3. Introduction to the generalized linear model (GLM): The simplest model for count data</p> <p>4. Introduction to random effects: The conventional Poisson GLMM for count data</p> <p>5. State-space models</p> <p>6. Estimation of population size</p> <p>7. Estimation of survival probabilities using capture-recapture data</p> <p>8. Estimation of survival probabilities using mark-recovery data</p> <p>9. Multistate capture-recapture models</p> <p>10. Estimation of survival and recruitment using the Jolly-Seber model</p> <p>11. Integrated population models</p> <p>12. Metapopulation modeling of abundance using hierarchical Poisson regression</p> <p>13. Metapopulation modeling of species distributions using hierarchical logistic regression</p> <p>14. Concluding remarks</p>
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