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Information Theory Meets Power Laws Stochastic Processes and Language Models.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Dębowski, Łukasz Jerzy, $$d 1975- $$e author
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2020.
Temas:
Acceso en línea:Texto completo

MARC

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040 |a EBLCP  |b eng  |c EBLCP  |d EBLCP  |d UX0  |d REDDC  |d OCLCF  |d OCLCQ  |d OCLCO  |d OCLCL 
020 |a 9781119625360 
020 |a 111962536X 
035 |a (OCoLC)1204139884 
050 4 |a P98  |b .D436 2021 
082 0 4 |a 410.15195 
049 |a UAMI 
100 1 |a Dębowski, Łukasz Jerzy, $$d 1975- $$e author. 
245 1 0 |a Information Theory Meets Power Laws  |h [electronic resource] :  |b Stochastic Processes and Language Models.  |c Łukasz Dębowski, Polish Academy of Sciences. 
260 |a Newark :  |b John Wiley & Sons, Incorporated,  |c 2020. 
300 |a 1 online resource (387 p.) 
500 |a Description based upon print version of record. 
505 0 |a Cover -- Title Page -- Copyright -- Contents -- Preface -- Acknowledgments -- Basic Notations -- Chapter 1 Guiding Ideas -- 1.1 The Motivating Question -- 1.2 Further Questions About Texts -- 1.3 Zipf's and Herdan's Laws -- 1.4 Markov and Finite-State Processes -- 1.5 More General Stochastic Processes -- 1.6 Two Interpretations of Probability -- 1.7 Insights from Information Theory -- 1.8 Estimation of Entropy Rate -- 1.9 Entropy of Natural Language -- 1.10 Algorithmic Information Theory -- 1.11 Descriptions of a Random World -- 1.12 Facts and Words Related -- 1.13 Repetitions and Entropies 
505 8 |a 4.3 Ergodic and Mixing Criteria -- 4.4 Ergodic Decomposition -- Problems -- Chapter 5 Entropy and Information -- 5.1 Shannon Measures for Partitions -- 5.2 Block Entropy and Its Limits -- 5.3 Shannon Measures for Fields -- 5.4 Block Entropy Limits Revisited -- 5.5 Convergence of Entropy -- 5.6 Entropy as Self-Information -- Problems -- Chapter 6 Equipartition and Universality -- 6.1 SMB Theorem -- 6.2 Universal Semidistributions -- 6.3 PPM Probability -- 6.4 SMB Theorem Revisited -- 6.5 PPM-based Statistics -- Problems -- Chapter 7 Coding and Computation -- 7.1 Elements of Coding 
505 8 |a 7.2 Kolmogorov Complexity -- 7.3 Algorithmic Coding Theorems -- 7.4 Limits of Mathematics -- 7.5 Algorithmic Randomness -- Problems -- Chapter 8 Power Laws for Information -- 8.1 Hilberg Exponents -- 8.2 Second Order SMB Theorem -- 8.3 Probabilistic and Algorithmic Facts -- 8.4 Theorems About Facts and Words -- Problems -- Chapter 9 Power Laws for Repetitions -- 9.1 Rényi-Arimoto Entropies -- 9.2 Generalized Entropy Rates -- 9.3 Recurrence Times -- 9.4 Subword Complexity -- 9.5 Two Maximal Lengths -- 9.6 Logarithmic Power Laws -- Problems -- Chapter 10 AMS Processes 
505 8 |a 10.1 AMS and Pseudo AMS Measures -- 10.2 Quasiperiodic Coding -- 10.3 Synchronizable Coding -- 10.4 Entropy Rate in the AMS Case -- Problems -- Chapter 11 Toy Examples -- 11.1 Finite and Ultrafinite Energy -- 11.2 Santa Fe Processes and Alike -- 11.3 Encoding into a Finite Alphabet -- 11.4 Random Hierarchical Association -- 11.5 Toward Better Models -- Problems -- Future Research -- Bibliography -- Index -- EULA 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Computational linguistics. 
650 6 |a Linguistique informatique. 
650 7 |a computational linguistics.  |2 aat 
650 7 |a Computational linguistics  |2 fast 
758 |i has work:  |a Information theory meets power laws (Text)  |1 https://id.oclc.org/worldcat/entity/E39PCGJXFPtwwvXHHk9hyPc6w3  |4 https://id.oclc.org/worldcat/ontology/hasWork 
776 0 8 |i Print version:  |a Debowski, Lukasz  |t Information Theory Meets Power Laws : Stochastic Processes and Language Models  |d Newark : John Wiley & Sons, Incorporated,c2020  |z 9781119625278 
856 4 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=6384369  |z Texto completo 
938 |a ProQuest Ebook Central  |b EBLB  |n EBL6384369 
994 |a 92  |b IZTAP