Modeling Spatio-temporal Data
Modeling Spatio-temporal Data: Markov Random Fields, Objective Bayes, and Multiscale Models
English | 2025 | ISBN: 1032622091 | 293 Pages | PDF (True) | 20 MB
English | 2025 | ISBN: 1032622091 | 293 Pages | PDF (True) | 20 MB
Several important topics in spatial and spatio-temporal statistics developed in the last 15 years have not received enough attention in textbooks. This book aims to fill some of this gap by providing an overview of a variety of recently proposed approaches for the analysis of spatial and spatio-temporal datasets, including proper Gaussian Markov random fields, dynamic multiscale spatio-temporal models, and objective priors for spatial and spatio-temporal models. The goal is to make these approaches more accessible to practitioners, and to stimulate additional research in these important areas of spatial and spatio-temporal statistics.