Bayesian inference with INLA

Bayesian inference with INLA

Gomez-Rubio, Virgilio

Taylor & Francis Ltd

02/2020

316

Dura

Inglês

9781138039872

15 a 20 dias

848

Descrição não disponível.
1. Introduction to Bayesian Inference. 2. The Integrated Nested Laplace Approximation. 3. Mixed-effects Models. 4. Multilevel Models. 5. Priors in R-INLA. 6. Advanced Features. 7. Spatial Models. 8. Temporal Models. 9. Smoothing. 10. Survival Models. 11. Implementing New Latent Models. 12. Missing Values and Imputation. 13. Mixture models.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
INLA Package;INLA Method;Integrated Nested Laplace Approximation;Model Hyperparameters;mixed-effects models;MCMC Algorithm;spatial models;Latent Random Effects;multilevel models;Marginal Log Likelihood;temporal models;Posterior Distribution;survival models;Linear Predictor;Markov chain Monte Carlo methods;Gaussian Observations;Bayesian inference;spatial and spatio-temporal models;Precision Matrix;Metropolis Hastings Algorithm;3rd Qu;Posterior Marginals;Marginal Likelihood;Rw1 Model;Proposal Distribution;St Qu;Joint Posterior Distribution;Credible Intervals;Lidar Data;Imputation Model;MCMC Sample;Cure Rate Models;Smooth Terms