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Bayesian estimation with integrated nested Laplace approximation for binary logit mixed models

Journal of Statistical Computation and Simulation, 2014
In multilevel models for binary responses, estimation is computationally challenging due to the need to evaluate intractable integrals. In this paper, we investigate the performance of integrated nested Laplace approximation (INLA), a fast deterministic method for Bayesian inference.
GRILLI, LEONARDO   +2 more
openaire   +2 more sources

Integrated nested Laplace approximation method for hierarchical Bayesian inference of spatial model with application to functional magnetic resonance imaging data

Communications in Statistics - Theory and Methods, 2022
Parisa Naseri   +2 more
exaly  

Spatio-temporal dependence modelling of extreme rainfall in South Africa: A Bayesian integrated nested Laplace approximation technique

Communications in Statistics Case Studies Data Analysis and Applications, 2023
Tadele Akeba Diriba   +1 more
exaly  

Modelling spatial hospital recruitment via integrated nested Laplace approximations

2011
We propose different spatial models to study hospital recruitment, including some potentially explicative variables. Data analysed concern the hospital recruitment of the Haute Alsace a region in the north-east of France. Spatial models can be employed to show current patterns of healthcare utilization and to monitor changes in primary care access ...
MUSIO, MONICA, SAULEAU EA
openaire   +1 more source

Integrated nested Laplace approximation for the analysis of count data via the combined model: A simulation study

Communications in Statistics Part B: Simulation and Computation, 2019
Thomas Neyens   +2 more
exaly  

Multivariate Posterior Inference for Spatial Models with the Integrated Nested Laplace Approximation

Journal of the Royal Statistical Society Series C: Applied Statistics, 2019
Virgilio Gómez-Rubio   +1 more
exaly  

The Integrated Nested Laplace Approximations methodology

Denis Rustand   +3 more
openaire   +1 more source

Spatial modelling of virus transfer and exposure using Bayesian inference with Integrated Nested Laplace Approximation

2023 27th International Conference on Methods and Models in Automation and Robotics (MMAR), 2023
Andrzej Nescior   +3 more
openaire   +1 more source

Bayesian Analysis of Measurement Error Models Using Integrated Nested Laplace Approximations

Journal of the Royal Statistical Society Series C: Applied Statistics, 2015
Stefanie Muff   +2 more
exaly  

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