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Statistical Inference for Spatial Processes B. D. Ripley (University of Oxford)

Statistical Inference for Spatial Processes By B. D. Ripley (University of Oxford)

Statistical Inference for Spatial Processes by B. D. Ripley (University of Oxford)


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Summary

This book introduces statistical inference in spatial statistics and its applications.

Statistical Inference for Spatial Processes Summary

Statistical Inference for Spatial Processes by B. D. Ripley (University of Oxford)

The study of spatial processes and their applications is an important topic in statistics and finds wide application particularly in computer vision and image processing. This book is devoted to statistical inference in spatial statistics and is intended for specialists needing an introduction to the subject and to its applications. One of the themes of the book is the demonstration of how these techniques give new insights into classical procedures (including new examples in likelihood theory) and newer statistical paradigms such as Monte-Carlo inference and pseudo-likelihood. Professor Ripley also stresses the importance of edge effects and of lack of a unique asymptotic setting in spatial problems. Throughout, the author discusses the foundational issues posed and the difficulties, both computational and philosophical, which arise. The final chapters consider image restoration and segmentation methods and the averaging and summarising of images. Thus, the book will find wide appeal to researchers in computer vision, image processing, and those applying microscopy in biology, geology and materials science, as well as to statisticians interested in the foundations of their discipline.

Statistical Inference for Spatial Processes Reviews

' ... this monograph is required reading for anyone interested in the theory of spatial processes.' Biometrics
'All in all, a beautiful introduction to this important area and highly recommended.' Mededelingen van het Wiskundig Genootschap

Table of Contents

Introduction; 1. Likelihood analysis for spatial Gaussian processes; 2. Edge correction for spatial point processes; 3. Parameter estimation for Gibbsian point processes; 4. Modelling spatial images; 5. Summarizing binary images.

Additional information

NPB9780521424202
9780521424202
0521424208
Statistical Inference for Spatial Processes by B. D. Ripley (University of Oxford)
New
Paperback
Cambridge University Press
1991-07-18
160
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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Customer Reviews - Statistical Inference for Spatial Processes