Compression-Based Methods of Statistical Analysis and Prediction of Time Series (Hardcover, 1st ed. 2016)

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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Release date:	May 2016
First published:	2016
Authors:	Boris Ryabko • Jaakko Astola • Mikhail Malyutov
Dimensions:	235 x 155 x 11mm (L x W x T)
Format:	Hardcover - Cloth over boards
Pages:	144
Edition:	1st ed. 2016
ISBN-13:	978-3-319-32251-3
Categories:	Books > Language & Literature > Language & linguistics > Computational linguistics Books > Science & Mathematics > Mathematics > Probability & statistics Books > Computing & IT > General theory of computing > Mathematical theory of computation Books > Computing & IT > Applications of computing > Artificial intelligence > Natural language & machine translation
LSN:	3-319-32251-6
Barcode:	9783319322513

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