Compression-Based Methods of Statistical Analysis and Prediction of Time Series - Hardcover
Universal codes efficiently compress sequences generated by stationary and ergodic sources with unknown statistics, and they were originally designed for lossless data compression. In the meantime, it was realized that they can be used for solving important problems of prediction and statistical analysis of time series, and this book describes recent results in this area.
The first chapter introduces and describes the application of universal codes to prediction and the statistical analysis of time series; the second chapter describes applications of selected statistical methods to cryptography, including attacks on block ciphers; and the third chapter describes a homogeneity test used to determine authorship of literary texts.
The book will be useful for researchers and advanced students in information theory, mathematical statistics, time-series analysis, and cryptography. It is assumed that the reader has some grounding in statistics and in information theory.
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About the Author:
Tampere University of Technology, Finland
Review:
“The book under review describes several recent results on Universal Codes. ... its reading may be useful for non-mathematical professionals interested in handling large data sources.” (Oscar Bustos, zbMATH 1360.94001, 2017)
"About this title" may belong to another edition of this title.
- PublisherSpringer
- Publication date2016
- ISBN 10 3319322516
- ISBN 13 9783319322513
- BindingHardcover
- Edition number1
- Number of pages153
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Book Description Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Universal codes efficiently compress sequences generated by stationary and ergodic sources with unknown statistics, and they were originally designed for lossless data compression. In the meantime,it was realized that they can be used for solving important problems of prediction and statistical analysis of time series, and this book describes recent results in this area.The first chapter introduces and describes the application of universal codes to prediction and the statistical analysis of time series; the second chapter describes applications of selected statistical methods to cryptography, including attacks on block ciphers; and the third chapter describes a homogeneity test used to determine authorship of literary texts.The book will be useful for researchers and advanced students in information theory, mathematical statistics, time-series analysis, and cryptography. It is assumed that the reader has some grounding in statistics and in information theory. 156 pp. Englisch. Seller Inventory # 9783319322513
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Book Description Gebunden. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Useful for researchers and graduate students in information theory, coding, cryptography, statistics, and computational linguistics Topics of foundational interest Describes applications such as attacks on block ciphers and authorship attri. Seller Inventory # 118895641
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Book Description Buch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Universal codes efficiently compress sequences generated by stationary and ergodic sources with unknown statistics, and they were originally designed for lossless data compression. In the meantime,it was realized that they can be used for solving important problems of prediction and statistical analysis of time series, and this book describes recent results in this area.The first chapter introduces and describes the application of universal codes to prediction and the statistical analysis of time series; the second chapter describes applications of selected statistical methods to cryptography, including attacks on block ciphers; and the third chapter describes a homogeneity test used to determine authorship of literary texts.The book will be useful for researchers and advanced students in information theory, mathematical statistics, time-series analysis, and cryptography. It is assumed that the reader has some grounding in statistics and in information theory. Seller Inventory # 9783319322513
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Book Description Condition: New. Num Pages: 153 pages, 8 black & white illustrations, 21 colour illustrations, 20 colour tables, biography. BIC Classification: CFX; PBT; UYA; UYQL. Category: (G) General (US: Trade). Dimension: 235 x 155 x 11. Weight in Grams: 403. . 2016. 1st ed. 2016. Hardcover. . . . . Seller Inventory # V9783319322513
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