Bayesian prediction of spatial count data using generalized linear mixed models

Biometrics

Volumn 58, Issue 2, 2002, Pages 280-286

  Christensen, Ole F ^a   Waagepetersen, Rasmus ^a  

^a AALBORG UNIVERSITY   (Denmark)

Author keywords

Bayesian inference; Generalized linear mixed model; Geostatistics; Informative prior; Langevin Hastings update; Markov chain Monte Carlo; Prediction; Weed intensity

Indexed keywords

HERBICIDE;

AGRICULTURE; ALGORITHM; ARTICLE; BAYES THEOREM; BIOMETRY; METHODOLOGY; MONTE CARLO METHOD; PLANT; PROBABILITY; STATISTICAL ANALYSIS; STATISTICAL MODEL; STATISTICS; GEOSTATISTICAL ANALYSIS; MATHEMATICAL MODEL; WEED;

AGRICULTURE; ALGORITHMS; BAYES THEOREM; BIOMETRY; DATA INTERPRETATION, STATISTICAL; HERBICIDES; LINEAR MODELS; MARKOV CHAINS; MONTE CARLO METHOD; PLANTS;

BAYESIAN NETWORKS; CHAINS; INFERENCE ENGINES; MARKOV PROCESSES; MONTE CARLO METHODS;

BAYESIAN INFERENCE; COUNT DATUM; GENERALIZED LINEAR MIXED MODELS; GEO-STATISTICS; INFORMATIVE PRIORS; LANGEVIN; LANGEVIN-HASTING UPDATE; MARKOV CHAIN MONTE CARLO; MARKOV CHAIN MONTE-CARLO; WEED INTENSITY;

FORECASTING;

BAYESIAN ANALYSIS; SAMPLING; SPATIAL ANALYSIS; WEED;

EID: 0035989805     PISSN: 0006341X     EISSN: None     Source Type: Journal    
DOI: 10.1111/j.0006-341X.2002.00280.x     Document Type: Article

References (19)

1. Objective Bayesian analysis of spatially correlated data
2. On conditional and intrinsic autoregressions
3. Approximate inference in generalized linear mixed models
4. Space-time multitype log Gaussian Cox processes with a view to modelling weed data
5. Geometric ergodicity of Metropolis Hastings algorithms for conditional simulation in generalised linear mixed models
6. Bayesian prediction of transformed Gaussian random fields
7. Model-based geostatistics
8. Sampling from the posterior distribution in generalized linear mixed models
9. Practical Markov chain Monte Carlo
10. Log Gaussian Cox processes
11. Optimal scaling of discrete approximations to Langevin diffusions
12. Weak convergence and optimal scaling of random walk Metropolis algorithms
13. Shortcuts in weed mapping