Data science techniques for cryptocurrency blockchains / / Innar Liiv
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| Autore: |
Liiv Innar
|
| Titolo: |
Data science techniques for cryptocurrency blockchains / / Innar Liiv
|
| 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 |
| ISBN: | 981-16-2418-6 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910488720903321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Behaviormetrics: Quantitative Approaches to Human Behavior