Spatial statistics and Gaussian processes: A beautiful marriage

Model-Based Geostatistics

Peter J. Diggle, Jonathan A. Tawn, Rana Moyeed · Journal of the Royal Statistical Society Series C (Applied Statistics) · 1998 · 2.2K citations · Full text

Indexed Poisson, Linear Functional, Quantitative Spatial Model +12

Statistics for Spatio‐Temporal Data

T. Subba Rao · Journal of Time Series Analysis · 2012 · 1.6K citations

Engineering, Data Science, Spatio‐temporal Data +7

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 · 997 citations · Full text

Spatial Modeling With Spatially Varying Coefficient Processes

Alan E. Gelfand, Hyon‐Jung Kim, C. F. Sirmans et al. · Journal of the American Statistical Association · 2003 · 612 citations · Full text

Spatial Surface, Spatial Modeling, Response Variable +16

Hierarchical Nearest-Neighbor Gaussian Process Models for Large Geostatistical Datasets

Abhirup Datta, Sudipto Banerjee, Andrew O. Finley et al. · Journal of the American Statistical Association · 2015 · 597 citations · Full text

Substantial Scalability, Quantitative Spatial Model, Spatial Process Models +12