Blockchain is an emerging technology that has already enabled a wide range of applications, from cryptocurrencies to digital asset management to supply chains. Due to this surge of popularity, analyzing the data stored on blockchains transpires as a new critical challenge in data science. To assist data scientists in various analytic tasks on a blockchain, we provide a systematic and comprehensive overview of the fundamental elements of blockchain network models. We discuss how blockchain data can be abstracted as various types of networks, and how such associated network abstractions can be further used to reap important insights into the structure, organization, and functionality of blockchains.
翻译:链条是一种新兴技术,它已经使从加密到数字资产管理到供应链等范围广泛的应用得以应用。由于这种受欢迎程度的猛增,分析在链条上储存的数据成为数据科学的一个新的关键挑战。为了协助数据科学家在链条上开展各种分析任务,我们系统地、全面地综述了链条网络模型的基本要素。我们讨论了如何将链条数据作为各种类型的网络进行抽取,以及如何进一步利用这种相关的网络抽取,以获得对链条的结构、组织和功能的重要洞察力。