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ryabko boris; astola jaakko; malyutov mikhail - compression-based methods of statistical analysis and prediction of time series

Compression-Based Methods of Statistical Analysis and Prediction of Time Series

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 05/2018
Edizione: Softcover reprint of the original 1st ed. 2016





Trama

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.





Sommario

Statistical Methods Based on Universal Codes.- Applications to Cryptography.- SCOT-Modeling and Nonparametric Testing of Stationary Strings.











Altre Informazioni

ISBN:

9783319812342

Condizione: Nuovo
Dimensioni: 235 x 155 mm Ø 2467 gr
Formato: Brossura
Illustration Notes:IX, 144 p. 29 illus., 21 illus. in color.
Pagine Arabe: 144
Pagine Romane: ix


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