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Spatial Analysis

Autor John T. Kent, Kanti V. Mardia
en Limba Engleză Hardback – 26 mai 2022
Explore the foundations and latest developments in spatial statistical analysis
In Spatial Analysis, two distinguished authors deliver a practical and insightful exploration of the statistical investigation of the interdependence of random variables as a function of their spatial proximity. The book expertly blends theory and application, offering numerous worked examples and exercises at the end of each chapter.
Increasingly relevant to fields as diverse as epidemiology, geography, geology, image analysis, and machine learning, spatial statistics is becoming more important to a wide range of specialists and professionals. The book includes:
  • Thorough introduction to stationary random fields, intrinsic and generalized random fields, and stochastic models
  • Comprehensive exploration of the estimation of spatial structure
  • Practical discussion of kriging and the spatial linear model
Spatial Analysis is an invaluable resource for advanced undergraduate and postgraduate students in statistics, data science, digital imaging, geostatistics, and agriculture. It's also an accessible reference for professionals who are required to use spatial models in their work.
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Specificații

ISBN-13: 9780471632054
ISBN-10: 0471632058
Pagini: 400
Dimensiuni: 153 x 235 x 27 mm
Greutate: 0.69 kg
Editura: John Wiley & Sons, Inc.
Locul publicării:Chichester, United Kingdom

Public țintă

Advanced undergraduate, postgraduate, researchers and reference for applied workers.

Cuprins

Introduction; Stationery Random Fields; Intrinsic and Generalized Random Fields; Stochastic Models; Estimation of Spatial Structure; Kriging; Spatial Linear Model and Design for Experiments; Imaging Application

Descriere

Covering a growing area of research, Spatial Analysis highlights the latest advances in the field with an emphasis on applications. Written by world–renowned authors, this breakthrough text provides insight into the statistical investigation of the interdependence of random variables as a function of their proximity in space and time.