162 citations · 695 across the 22 of their papers we have counts for
4 papers · 1 filter
Sensitivity analysis for Bayesian hierarchical models
Malgorzata Roos, Thiago G. Martins, Leonhard Held +1
Prior sensitivity examination plays an important role in applied Bayesian analyses. This is especially true for Bayesian hierarchical models, where interpretability of the paramete…
Approximate Bayesian Model Selection with the Deviance Statistic
Leonhard Held, Daniel Sabanés Bové, Isaac Gravestock
Bayesian model selection poses two main challenges: the specification of parameter priors for all models, and the computation of the resulting Bayes factors between models. There i…
Power-law models for infectious disease spread
Sebastian Meyer, Leonhard Held
Short-time human travel behaviour can be described by a power law with respect to distance. We incorporate this information in space-time models for infectious disease surveillance…
Bayesian analysis of measurement error models using INLA
Stefanie Muff, Andrea Riebler, Havard Rue +2
To account for measurement error (ME) in explanatory variables, Bayesian approaches provide a flexible framework, as expert knowledge about unobserved covariates can be incorporate…