Publications (PURE)


Recent publications

13  (of 13 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.

2018 (26/12)
Ecology and Evolution
vol.Early View 
Accounting for preferential sampling in species distribution models
Maria Grazia Pennino, Iosu Paradinas, Janine Baerbel Illian, Facundo Muñoz, José María Bellido, Antonio López-Quílez, David Conesa 
Keywords: Bayesian modelling, Integrated nested Laplace approximation, Point processes, Species Distribution Models (SDMs), Stochastic partial differential equation

Journal of the Royal Statistical Society: Series C (Applied Statistics)
vol.Early View 
2018 (13/12)
Endangered Species Research
vol.37 pp.269-287

Wiley Interdisciplinary Reviews: Computational Statistics
vol.Early View 
(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)
Annual Review of Statistics and its Application
vol.4 pp.395-421
(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)
Pilot and Feasibility Studies
Robert Schilling Schick, Tom Kelsey, John Marston, Kay Sampson, Gerald Michael Humphris 
Keywords: Smoking cessation, Smartphone, App, Hidden Markov models, Geospatial, INLA
2017 (12)
Annals of Applied Statistics
vol.11 pp.2270-2297
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 
2016 (11)
Journal of Ecology
vol.104 pp.1819-1828
Spatial Statistics

2013 (4)
Methods in Ecology and Evolution
vol.4 pp.305-315
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
2012 (12)
Annals of Applied Statistics
vol.6 pp.1499-1530
2012 (7)
Journal of Environmental Statistics