Discussing the “big n problem”

Approximate Bayesian Inference for Latent Gaussian models by using Integrated Nested Laplace Approximations

Håvard Rue, Sara Martino, ChopinNicolas · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2009 · 5.4K citations

Business, Biostatistics, Bayesian Data Analysis +16

Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree

Holger Wendland · Advances in Computational Mathematics · 1995 · 3K citations

Computing, Computer Science, Computational Geometry +3

An Explicit Link between Gaussian Fields and Gaussian Markov Random Fields: The Stochastic Partial Differential Equation Approach

Finn Lindgren, Håvard Rue, Johan Lindström · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2011 · 2.7K citations · Full text

Computing, Computer Science, Earth Sciences +15

ON STATIONARY PROCESSES IN THE PLANE

Peter Whittle · Biometrika · 1954 · 1.5K citations

Engineering, Mathematics, Applied Mathematics +12

Gaussian Predictive Process Models for Large Spatial Data Sets

Sudipto Banerjee, Alan E. Gelfand, Andrew O. Finley et al. · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 1K citations · Full text

Computing, Geoinformatics, Spatial Analysis +15