
Statistics for Long-Memory Processes
Jan Beran(Author)
Chapman & Hall/CRC (Publisher)
1st Edition
Published on 1. October 1994
Book
Hardback
328 pages
978-0-412-04901-9 (ISBN)
Description
Statistical Methods for Long Term Memory Processes covers the diverse statistical methods and applications for data with long-range dependence. Presenting material that previously appeared only in journals, the author provides a concise and effective overview of probabilistic foundations, statistical methods, and applications. The material emphasizes basic principles and practical applications and provides an integrated perspective of both theory and practice. This book explores data sets from a wide range of disciplines, such as hydrology, climatology, telecommunications engineering, and high-precision physical measurement. The data sets are conveniently compiled in the index, and this allows readers to view statistical approaches in a practical context.
Statistical Methods for Long Term Memory Processes also supplies S-PLUS programs for the major methods discussed. This feature allows the practitioner to apply long memory processes in daily data analysis. For newcomers to the area, the first three chapters provide the basic knowledge necessary for understanding the remainder of the material. To promote selective reading, the author presents the chapters independently. Combining essential methodologies with real-life applications, this outstanding volume is and indispensable reference for statisticians and scientists who analyze data with long-range dependence.
Statistical Methods for Long Term Memory Processes also supplies S-PLUS programs for the major methods discussed. This feature allows the practitioner to apply long memory processes in daily data analysis. For newcomers to the area, the first three chapters provide the basic knowledge necessary for understanding the remainder of the material. To promote selective reading, the author presents the chapters independently. Combining essential methodologies with real-life applications, this outstanding volume is and indispensable reference for statisticians and scientists who analyze data with long-range dependence.
Reviews / Votes
"This book covers the diverse statistical methods and applications for data with long-range dependence. The author provides a concise and accessible overview of probabilistic foundations, statistical methods, and applications."- L'Enseignement Mathematique
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More details
Series
Language
English
Place of publication
Oxford
United Kingdom
Publishing group
Taylor & Francis Ltd
Target group
College/higher education
Professional and scholarly
Professional
Dimensions
Height: 216 mm
Width: 138 mm
Weight
1080 gr
ISBN-13
978-0-412-04901-9 (9780412049019)
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Person
Jan Beran
Content
Preface. Introduction. Stationary Processes With Long Memory. Limit Theorems. Estimation of Long Memory-Heuristic Approaches. Estimation of Long Memory-MLE Time Domain. Estimation of Long Memory-MLE Frequency Domain. Robust Estimation of Long Memory. Estimation of Location and Scale. Forecasting. Regression. Goodness of Fit Tests and Related Topics. Miscellaneous Topics. Programs and Data Sets. References. Author Index. Subject Index.