The geometry of random fields

Description

Originally published in 1981, The Geometry of Random Fields remains an important text for its coverage and exposition of the theory of both smooth and nonsmooth random fields; closed form expressions for various geometric characteristics of the excursion sets of smooth, stationary, Gaussian random fields over N-dimensional rectangles; descriptions of the local behavior of random fields in the neighborhoods of high maxima; and a treatment of the Markov property for Gaussian fields. Audience: The core audience of the book is researchers in probability and statistics, with no prior knowledge of geometry required. Since the book was originally published it has become a standard reference in areas of physical oceanography, cosmology, and neuroimaging. It is written at a level accessible to nonspecialists, including advanced undergraduates and early graduate students. Contents: Preface to the Classics Edition; Preface; Corrections and Comments; Chapter 1: Random Fields and Excursion Sets; Chapter 2: Homogeneous Fields and Their Spectra; Chapter 3: Sample Function Regularity; Chapter 4: Geometry and Excursion Characteristics; Chapter 5: Some Expectations; Chapter 6: Local Maxima and High-Level Excursions; Chapter 7: Some Non-Gaussian Fields; Chapter 8: Sample Function Erraticism and Hausdorff Dimension; Appendix: The Markov Property for Gaussian Fields; References; Author Index; Subject Index.