A guide to Bayesian model selection for ecologists

Bayesian Multimodel Inference by RJMCMC: A Gibbs Sampling Approach

(2013) Richard J. Barker et al.   AMERICAN STATISTICIAN

Hidden Dangers of Specifying Noninformative Priors

(2012) John W. Seaman et al.   AMERICAN STATISTICIAN

Philosophy and the practice of Bayesian statistics

(2012) Andrew Gelman et al.   BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY

Spatial occupancy models for large data sets

(2012) Devin S. Johnson et al.   ECOLOGY

Consistent High-Dimensional Bayesian Variable Selection via Penalized Credible Regions

(2012) Howard D. Bondell et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Model choice using reversible jump Markov chain Monte Carlo

(2012) David I. Hastie et al.   STATISTICA NEERLANDICA

A Gibbs sampler for Bayesian analysis of site-occupancy data

(2012) Robert M. Dorazio et al.   Methods in Ecology and Evolution

Assessing First-Order Emulator Inference for Physical Parameters in Nonlinear Mechanistic Models

(2011) Mevin B. Hooten et al.   JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS

A predictive model of avian natal dispersal distance provides prior information for investigating response to landscape change

(2011) Georgia E. Garrard et al.   JOURNAL OF ANIMAL ECOLOGY

Rao–Blackwellization for Bayesian Variable Selection and Model Averaging in Linear and Binary Regression: A Novel Data Augmentation Approach

(2011) Joyee Ghosh et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Making and Evaluating Point Forecasts

(2011) Tilmann Gneiting   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Bayesian Multimodel Inference for Geostatistical Regression Models

(2011) Devin S. Johnson et al.   PLoS One

Explaining Variational Approximations

(2010) J. T. Ormerod et al.   AMERICAN STATISTICIAN

Improved estimation of site occupancy using penalized likelihood

(2010) Monica Moreno et al.   ECOLOGY

Models for inference in dynamic metacommunity systems

(2010) Robert M. Dorazio et al.   ECOLOGY

Alternative regression methods are not considered in Murtaugh (2009) or by ecologists in general

(2010) Johan P. Dahlgren   ECOLOGY LETTERS

Predictive Model Assessment for Count Data

(2009) Claudia Czado et al.   BIOMETRICS

Learning hierarchical models: advice for the rest of us

(2009) Ben Bolker   ECOLOGICAL APPLICATIONS

New tools for insight from ecological models and data1

(2009) N. Thompson Hobbs   ECOLOGICAL APPLICATIONS

Accounting for uncertainty in ecological analysis: the strengths and limitations of hierarchical statistical modeling

(2009) Noel Cressie et al.   ECOLOGICAL APPLICATIONS

Penalized loss functions for Bayesian model comparison

(2008) Martyn Plummer   BIOSTATISTICS

The Bayesian Lasso

(2008) Trevor Park et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION