Publications (PURE)


Recent publications

15  (of 15 published available) for Centre for Research into Ecological & Environmental Modelling with keyword INLA clear keyword filter. (source: University of St Andrews PURE)
Please click title of any item for full details.

Non-stationary Gaussian models with physical barriers
Haakon Bakka, Jarno Vanhatalo, Janine Baerbel Illian, Daniel Simpson, Haavard Rue 
Keywords: Archipelago, Barriers, Coastline problem, INLA, Spatial statistics, Stochastic partial differential equations

Fabian E. Bachl, Finn Lindgren, David Louis Borchers, Janine Baerbel Illian 
Keywords: Spatial modeling, Point process, Spatial count, Georeferenced data, Bayesian inference

(Review article)
Spatial modeling with R-INLA
Haakon Bakka, HÃ¥vard Rue, Geir-arne Fuglstad, Andrea Riebler, David Bolin, Janine Baerbel Illian, Elias Krainski, Daniel Simpson, Finn Lindgren 
Keywords: Approximate Bayesian inference, Gaussian Markov random fields, Laplace approximations, Sparse matrices, Stochastic partial differential equations
2017 (3)

(Review article)
Bayesian computing with INLA
Haavard Rue, Andrea Riebler, Sigrunn H. Sørbye, Janine Baerbel Illian, Daniel P. Simpson, Finn K. Lindgren 
Keywords: Gaussian Markov random field, Laplace approximations, Approximate Bayesian inference, Latest Gaussian models, Numerical integration, Sparse matrices
2017 (14/7)

Robert Schilling Schick, Tom Kelsey, John Marston, Kay Sampson, Gerald Michael Humphris 
Keywords: Smoking cessation, Smartphone, App, Hidden Markov models, Geospatial, INLA
2017 (12)

Point process models for spatio-temporal distance sampling data from a large-scale survey of blue whales
Joyce Yuan , F. E. Bachl, F. Lindgren, David Louis Borchers, Janine Baerbel Illian, Stephen Terrence Buckland, H Rue, T. Gerrodette 

2013 (4)

Fitting complex ecological point process models with integrated nested Laplace approximation
Janine Baerbel Illian, Sara Martino, Sigrunn H. Sørbye, Juan B. Gallego-Fernández, Maria Zunzunegui, M. Paz Esquivias, Justin M. Travis 
Keywords: Marked point patterns, Spatial modelling, Log-Gaussian Cox processes