Going off grid: computationally efficient inference for log-Gaussian Cox processes

Excursion and contour uncertainty regions for latent Gaussian models

(2014) David Bolin et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Bayesian computing with INLA: New features

(2013) Thiago G. Martins et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Spatial Matérn Fields Driven by Non-Gaussian Noise

(2013) David Bolin   SCANDINAVIAN JOURNAL OF STATISTICS

Limitations on low rank approximations for covariance matrices of spatial data

(2013) Michael L. Stein   Spatial Statistics

A toolbox for fitting complex spatial point process models using integrated nested Laplace approximation (INLA)

(2012) Janine B. Illian et al.   Annals of Applied Statistics

Spatio-temporal modeling of particulate matter concentration through the SPDE approach

(2012) Michela Cameletti et al.   AStA-Advances in Statistical Analysis

A comparison between Markov approximations and other methods for large spatial data sets

(2012) David Bolin et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Think continuous: Markovian Gaussian models in spatial statistics

(2012) Daniel Simpson et al.   Spatial Statistics

In order to make spatial statistics computationally feasible, we need to forget about the covariance function

(2011) Daniel Simpson et al.   ENVIRONMETRICS

An explicit link between Gaussian fields and Gaussian Markov random fields: the stochastic partial differential equation approach

(2011) Finn Lindgren et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Riemann manifold Langevin and Hamiltonian Monte Carlo methods

(2011) Mark Girolami et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Uncertainty Quantification and Weak Approximation of an Elliptic Inverse Problem

(2011) M. Dashti et al.   SIAM JOURNAL ON NUMERICAL ANALYSIS

Bayesian Spatial Point Process Modeling of Line Transect Data

(2010) Aki Niemi et al.   JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS

Fixed rank kriging for very large spatial data sets

(2010) Noel Cressie et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Approximation of Bayesian Inverse Problems for PDEs

(2010) S. L. Cotter et al.   SIAM JOURNAL ON NUMERICAL ANALYSIS

Inverse problems: A Bayesian perspective

(2010) A. M. Stuart   ACTA NUMERICA

Ecological information from spatial patterns of plants: insights from point process theory

(2009) Richard Law et al.   JOURNAL OF ECOLOGY

Two-step estimation for inhomogeneous spatial point processes

(2009) Rasmus Waagepetersen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations

(2009) Håvard Rue et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Soap film smoothing

(2008) Simon N. Wood et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Gaussian predictive process models for large spatial data sets

(2008) Sudipto Banerjee et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY