Random Fields And Applications To SpaceTime, Multivariate, Functional Geostatistics, And Spatial Extremes

Description:

This book presents an overview of reproducing kernel Hilbert, Sobolev, and Hölder spaces. Unlike most related books, this one brings together the two perspectives of geostatistics and reproducing kernel Hilbert spaces. It begins with second-order random fields defined over Hilbert spaces and then progresses to applications to space, space-time random fields, vector-valued random fields, functional geostatistics, and extreme-valued random fields. The book includes real-world examples and case studies that illustrate data analysis and simulation. All examples are implemented with R packages.

subjects: Hilbert space,  Sobolev spaces,  Lipschitz spaces,  Hölder spaces,  Random fields,  Geostatistics,  Multivariate analysis,  Functional analysis,  Mathematical statistics,  Distribution (mathematics),  Geology, statistical methods,  Function spaces