03290nam 2200577 450 991048872090332120231110231100.0981-16-2418-6(CKB)5590000000516490(MiAaPQ)EBC6665433(Au-PeEL)EBL6665433(OCoLC)1259591848(PPN)269152806(EXLCZ)99559000000051649020220323d2021 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierData science techniques for cryptocurrency blockchains /Innar LiivGateway East, Singapore :Springer,[2021]©20211 online resource (117 pages)Behaviormetrics: Quantitative Approaches to Human Behavior ;v.9981-16-2417-8 Includes bibliographical references and index.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.Behaviormetrics: Quantitative Approaches to Human Behavior StatisticsCadena de blocs (Bases de dades)thubCriptomonedathubMineria de dadesthubData miningBig dataLlibres electrònicsthubStatistics.Cadena de blocs (Bases de dades)CriptomonedaMineria de dadesData mining.Big data.005.74Liiv Innar1072972MiAaPQMiAaPQMiAaPQBOOK9910488720903321Data Science Techniques for Cryptocurrency Blockchains2569172UNINA