{"product_id":"spatial-statistics-and-modeling-von-carlo-gaetan-xavier-guyon","title":"Spatial Statistics and Modeling","description":"\n                                \n                \u003cp\u003eSpatial statistics are useful in subjects as diverse as climatology, ecology, economics, environmental and earth sciences, epidemiology, image analysis and more. This book covers the best-known spatial models for three types of spatial data: geostatistical data  (stationarity, intrinsic models, variograms, spatial regression and space-time models), areal data  (Gibbs-Markov fields and spatial auto-regression) and point pattern data (Poisson, Cox, Gibbs and Markov point processes). The level is relatively advanced, and the presentation concise but complete.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                         The most important statistical methods and their asymptotic  properties are described, including estimation in geostatistics, autocorrelation and second-order statistics, maximum likelihood methods, approximate inference using the pseudo-likelihood or Monte-Carlo simulations, statistics for point processes and Bayesian hierarchical models. A chapter is devoted to Markov Chain Monte Carlo simulation (Gibbs sampler, Metropolis-Hastings algorithms and exact simulation).\n                    \n                    \u003cbr\u003e\n                                        A large number of real examples are studied with R, and each chapter ends with a set of theoretical and applied exercises. While a foundation in  probability and mathematical statistics is assumed,  three appendices introduce some necessary background. The book is accessible to senior undergraduate students with a solid math background  and Ph.D. students in statistics. Furthermore, experienced statisticians and researchers in the above-mentioned fields will find the book valuable as a mathematically sound reference.\n                \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eThis book is the English translation of Modélisation et Statistique Spatiales published by Springer in the series Mathématiques \u0026amp; Applications, a series established by Société de Mathématiques Appliquées et Industrielles (SMAI).\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781461424994\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781461424994","offer_id":39415085334621,"sku":"9781461424994","price":181.89,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/1f56ffc8-30f5-4fd7-8229-2972b45e0882.jpg?v=1772255555","url":"https:\/\/shop.autorenwelt.de\/en\/products\/spatial-statistics-and-modeling-von-carlo-gaetan-xavier-guyon","provider":"Autorenwelt Shop","version":"1.0","type":"link"}