Topics include INLA, Bayesian modeling, the SPDE approach, and spatial/temporal modeling.
The identifier for a topic is BTopicXYZ, where the XYZ comes in chronological order. The goal is that each webpage is product tested by more than one reviewer, it is then noted as “Finished”. This goal will almost never be reached. So I put the quality level and the dates of last edit.
BTopic101: No topic.
BTopic102: Seeds example Quality:Final
BTopic103: Simulation and inference with the Barrier model Quality:OK webpage
BTopic104: Mesh Creation including Coastlines Quality:OK webpage
BTopic106: Using a pure-iid model for the Seeds data Quality:Draft
BTopic107: The Barrier model applied to the Archipelago data Quality:OK webpage (Please see BTopic128 instead, that is an extended version, with more explanation. This link might be removed in the future.)
BTopic108: A first example of spatial data modeling (Calcium data) Quality:OK webpage
BTopic109: Installation and general troubleshooting Quality:OK webpage
BTopic110: Ramsay’s horseshoe and the Barrier model Quality:OK webpage
BTopic112: Predictions with iid effects - overdispersed poisson example Quality:OK webpage
BTopic113: Multivariate predictions on held-out data - binomial example Quality:OK webpage
BTopic114: How to make a bad mesh Quality:OK webpage
BTopic115: Analysing unemployment data with the AR1 Model Quality:OK webpage
BTopic117: Time series and nonlinear effects: Simulation-Inference Quality:Draft
BTopic119: A set of exercises Quality:Draft
BTopic120: Basic computations with precision matrix: AR1 example Quality:Draft
BTopic121: How INLA deals with hyper-parameters: 1D Reconstruction example Quality:Draft
BTopic122: A simple spatial model: Simulation-inference Quality:Ok webpage
BTopic123: Parametrisations matter for interpretation: Seeds example Quality:Draft
BTopic124: Unknown covariates are included in the Gaussian noise Quality:OK webpage
BTopic125: What I think about overdispersed Poisson Quality:OK webpage
BTopic127: Polygons and Coastlines Quality:OK webpage
BTopic128: Barrier Model applied to the Archipelago Data Quality:OK webpage (This is an extended version of btopic107.)
BTopic132: Comparing forecasts from separable and non-separable models Quality:OK webpage
BTopic133: Non-separable space-time model of temperature Quality:OK webpage
BTopic134: Ridge regression in INLA Quality:Draft
BTopic135: An explanation of PC priors Quality: Unfinished Draft
BTopic136: How to use the NBPclassify package on the iris data Quality: OK webpage
BTopic137: How to use the NBPclassify package on the fishscales data Quality: OK webpage
Draft: Not recommended for reading. The idea is there but the execution is poor, or not checked.
OK webpage: A suitable version 1. Checked for errors.
Good webpage: Carefully checked for coding or mathematical errors and spell-checked.
Product tested: Tested and checked by at least one person (other than me).
Final: Tested on several people, statisticians and applied practitioners. (Can still be updated with minor changes.)
Missing: Some webpages are removed from this list. They still exist (through direct links), but they are not of sufficient quality, or no longer needed.