Data Science Techniques for Cryptocurrency Blockchains

Data Science Techniques for Cryptocurrency Blockchains

AngličtinaPevná vazbaTisk na objednávku
Liiv, Innar
Springer Verlag, Singapore
EAN: 9789811624179
Tisk na objednávku
Předpokládané dodání v pátek, 21. srpna 2026
3 056 Kč
Běžná cena: 3 396 Kč
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Podrobné informace

This book brings together two major trends: data science and blockchains. It is one of the first books to systematically cover the analytics aspects of blockchains, with the goal of linking traditional data mining research communities with novel data sources. Data science and big data technologies can be considered cornerstones of the data-driven digital transformation of organizations and society. The concept of blockchain is predicted to enable and spark transformation on par with that associated with the invention of the Internet. Cryptocurrencies are the first successful use case of highly distributed blockchains, like the world wide web was to the Internet.

The book takes the reader through basic data exploration topics, proceeding systematically, method by method, through supervised and unsupervised learning approaches and information visualization techniques, all the way to understanding the blockchain data from the network science perspective.

Chapters introduce the cryptocurrency blockchain data model and methods to explore it using structured query language, association rules, clustering, classification, visualization, and network science. Each chapter introduces basic concepts, presents examples with real cryptocurrency blockchain data and offers exercises and questions for further discussion. Such an approach intends to serve as a good starting point for undergraduate and graduate students to learn data science topics using cryptocurrency blockchain examples. It is also aimed at researchers and analysts who already possess good analytical and data skills, but who do not yet have the specific knowledge to tackle analytic questions about blockchain transactions. The readers improve their knowledge about the essential data science techniques in order to turn mere transactional information into social, economic, and business insights.

EAN 9789811624179
ISBN 9811624178
Typ produktu Pevná vazba
Vydavatel Springer Verlag, Singapore
Datum vydání 24. června 2021
Stránky 111
Jazyk English
Rozměry 235 x 155
Země Singapore
Sekce Professional & Scholarly
Autoři Liiv, Innar
Ilustrace 25 Illustrations, color; 27 Illustrations, black and white
Edice 2021 ed.
Série Behaviormetrics: Quantitative Approaches to Human Behavior
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