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Compression-Based Methods of Statistical Analysis and Prediction of Time Series
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 ana...
| Clasificación: | Libro Electrónico |
|---|---|
| Autores principales: | , , |
| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Cham :
Springer International Publishing : Imprint: Springer,
2016.
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| Edición: | 1st ed. 2016. |
| Temas: | |
| Acceso en línea: | Texto Completo |
MARC
| LEADER | 00000nam a22000005i 4500 | ||
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| 001 | 978-3-319-32253-7 | ||
| 003 | DE-He213 | ||
| 005 | 20220112185109.0 | ||
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| 008 | 160519s2016 sz | s |||| 0|eng d | ||
| 020 | |a 9783319322537 |9 978-3-319-32253-7 | ||
| 024 | 7 | |a 10.1007/978-3-319-32253-7 |2 doi | |
| 050 | 4 | |a QA76.9.D35 | |
| 050 | 4 | |a Q350-390 | |
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| 100 | 1 | |a Ryabko, Boris. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 245 | 1 | 0 | |a Compression-Based Methods of Statistical Analysis and Prediction of Time Series |h [electronic resource] / |c by Boris Ryabko, Jaakko Astola, Mikhail Malyutov. |
| 250 | |a 1st ed. 2016. | ||
| 264 | 1 | |a Cham : |b Springer International Publishing : |b Imprint: Springer, |c 2016. | |
| 300 | |a IX, 144 p. 29 illus., 21 illus. in color. |b online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 505 | 0 | |a Statistical Methods Based on Universal Codes -- Applications to Cryptography -- SCOT-Modeling and Nonparametric Testing of Stationary Strings. | |
| 520 | |a 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. | ||
| 650 | 0 | |a Data structures (Computer science). | |
| 650 | 0 | |a Information theory. | |
| 650 | 0 | |a Computer science-Mathematics. | |
| 650 | 0 | |a Natural language processing (Computer science). | |
| 650 | 0 | |a Statistics . | |
| 650 | 0 | |a Computational linguistics. | |
| 650 | 1 | 4 | |a Data Structures and Information Theory. |
| 650 | 2 | 4 | |a Mathematics of Computing. |
| 650 | 2 | 4 | |a Natural Language Processing (NLP). |
| 650 | 2 | 4 | |a Statistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences. |
| 650 | 2 | 4 | |a Computational Linguistics. |
| 700 | 1 | |a Astola, Jaakko. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 700 | 1 | |a Malyutov, Mikhail. |e author. |4 aut |4 http://id.loc.gov/vocabulary/relators/aut | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9783319322513 |
| 776 | 0 | 8 | |i Printed edition: |z 9783319322520 |
| 776 | 0 | 8 | |i Printed edition: |z 9783319812342 |
| 856 | 4 | 0 | |u https://doi.uam.elogim.com/10.1007/978-3-319-32253-7 |z Texto Completo |
| 912 | |a ZDB-2-SCS | ||
| 912 | |a ZDB-2-SXCS | ||
| 950 | |a Computer Science (SpringerNature-11645) | ||
| 950 | |a Computer Science (R0) (SpringerNature-43710) | ||