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Provides a comprehensive, in-depth and up-to-date review of available results in probability and statistical inference for long-memory and related processes
Thoroughly addresses both theory and practice
Proofs of the main theorems are provided and data examples are used to illustrate practical aspects
Includes detailed discussions of a large variety of statistical and probabilistic techniques
Long-memory processes are known to play an important part in many areas of science and technology, including physics, geophysics, hydrology, telecommunications, economics, finance, climatology, and network engineering. In the last 20 years enormous progress has been made in understanding the probabilistic foundations and statistical principles of such processes. This book provides a timely and comprehensive review, including a thorough discussion of mathematical and probabilistic foundations and statistical methods, emphasizing their practical motivation and mathematical justification. Proofs of the main theorems are provided and data examples illustrate practical aspects. This book will be a valuable resource for researchers and graduate students in statistics, mathematics, econometrics and other quantitative areas, as well as for practitioners and applied researchers who need to analyze data in which long memory, power laws, self-similar scaling or fractal properties are relevant.
Content Level »Research
Keywords »62Mxx, 62M09, 62M10, 60G18, 60G22, 60G52, 60G60, 91B84 - asymptotic theory - fractal processes - long-memory processes - statistical applications - time series analysis/spatial processes/space-time processes