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Data science techniques for cryptocurrency blockchains / / Innar Liiv



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Autore: Liiv Innar Visualizza persona
Titolo: Data science techniques for cryptocurrency blockchains / / Innar Liiv Visualizza cluster
Pubblicazione: Gateway East, Singapore : , : Springer, , [2021]
©2021
Descrizione fisica: 1 online resource (117 pages)
Disciplina: 005.74
Soggetto topico: Statistics
Cadena de blocs (Bases de dades)
Criptomoneda
Mineria de dades
Data mining
Big data
Soggetto genere / forma: Llibres electrònics
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Intro -- Preface -- Disclaimer Regarding Terminology -- Acknowledgements -- Contents -- 1 Understanding the Data Model -- 1.1 Data Model -- 1.2 Data Examples -- 1.3 Exercises and Questions for Discussion -- References -- 2 Exploration with Structured Query Language -- 2.1 Example Queries -- 2.2 Exercises and Questions for Discussion -- References -- 3 Association Rules -- 3.1 Basic Concepts -- 3.2 Association Rules in Cryptocurrency Blockchains -- 3.3 Exercises and Questions for Discussion -- References -- 4 Clustering -- 4.1 Basic Concepts -- 4.2 Similarity Measurement Example -- 4.3 K-Means Clustering and Hierarchical Clustering -- 4.4 Clustering Larger Cryptocurrency Balance Datasets -- 4.5 Exercises and Questions for Discussion -- References -- 5 Classification -- 5.1 Basic Concepts -- 5.2 Classifying Larger Cryptocurrency Balance Datasets -- 5.3 Exercises and Questions for Discussion -- References -- 6 Visualization -- 6.1 Basic Concepts -- 6.2 Color-Coding and Reordering a Data Table -- 6.3 Multidimensional Scaling -- 6.4 Parallel Coordinates -- 6.5 Pixel-Oriented Visualization -- 6.6 Exercises and Questions for Discussion -- References -- 7 Network Science -- 7.1 Basic Concepts -- 7.2 Network Data -- 7.3 Structural Properties of Networks -- 7.4 Community Detection in Networks -- 7.5 Visualization of Networks -- 7.6 Constructing Network Data for Cryptocurrency Blockchains -- 7.7 Visualizing Larger Cryptocurrency Networks -- 7.8 Exercises and Questions for Discussion -- References -- 8 Conclusions -- References -- Index.
Titolo autorizzato: Data Science Techniques for Cryptocurrency Blockchains  Visualizza cluster
ISBN: 981-16-2418-6
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 996466415203316
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