Automating ETL and Mining of Ethereum Blockchain Network

被引:1
|
作者
Su, Voon Hou [1 ]
Sen Gupta, Sourav [1 ]
Khan, Arijit [1 ]
机构
[1] Nanyang Technol Univ, Singapore, Singapore
关键词
Ethereum Blockchain Network; Extract-Transform-Load; Financial Data Mining;
D O I
10.1145/3488560.3502187
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The popularity of blockchain has led to the development of many web platforms with different functionalities. Ethereum, a decentralized, open-source blockchain featuring smart contracts, introduces an interesting ecosystem of human users and autonomous agents (the contracts). It is the most actively used blockchain platform, hosting ether, the second largest cryptocurrency by market capitalization, as its native store of value. The Ethereum blockchain contains a vast amount of user-to-user, user-to-contract, contract-to-user, and contract-to-contract interactions that can be modeled as complex networks. To mine these interactions as graphs using any analytics toolbox, an end-user has to extract, transform, and load (ETL) the data into a desired network format. However, it is costly and time-consuming to manage the ETL pipeline for the massive and complex blockchain data. To support research in this domain, we develop an end-to-end, automated tool - EtherNet, which performs ETL tasks from a single source of truth (Google BigQuery), and provides graph equivalent representations for visualization and mining on the entire Ethereum blockchain network.
引用
收藏
页码:1581 / 1584
页数:4
相关论文
共 50 条
  • [21] A Dynamic Load Balancing Scheme Based on Network Sharding in Private Ethereum Blockchain
    Wang, Zicheng
    Cui, Bo
    Hou, Wenhan
    [J]. 2022 IEEE 46TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE (COMPSAC 2022), 2022, : 362 - 367
  • [22] Implementation of an E-voting Prototype using Ethereum Blockchain in Ganache Network
    Ahmad, Yasser Asrul
    Shaharuddin, Muhammad Fadhil
    Gunawan, Teddy Surya
    Arifin, Fatchul
    [J]. 2022 IEEE 18TH INTERNATIONAL COLLOQUIUM ON SIGNAL PROCESSING & APPLICATIONS (CSPA 2022), 2022, : 111 - 115
  • [23] Quantum Deep Neural Network Based Classification of Attack Vectors on the Ethereum Blockchain
    Rajawat, Anand Singh
    Goyal, S.B.
    Kumar, Manoj
    Kumar, Saurabh
    [J]. EAI Endorsed Transactions on Scalable Information Systems, 2024, 11 (06) : 1 - 8
  • [24] Smart Contracts for Research Data Rights Management over the Ethereum Blockchain Network
    Pãnescu A.-T.
    Manta V.
    [J]. Science and Technology Libraries, 2018, 37 (03): : 235 - 245
  • [25] The merits of using Ethereum MainNet as a Coordination Blockchain for Ethereum Private Sidechains
    Robinson, Peter
    [J]. KNOWLEDGE ENGINEERING REVIEW, 2020, 35
  • [26] A Decentralized Marketplace Application on The Ethereum Blockchain
    Prasad, R. Vishnu
    Dantu, Ram
    Paul, Aditya
    Mears, Paula
    Morozov, Kirill
    [J]. 2018 4TH IEEE INTERNATIONAL CONFERENCE ON COLLABORATION AND INTERNET COMPUTING (CIC 2018), 2018, : 90 - 97
  • [27] ROS-Ethereum: A Convenient Tool to Bridge ROS and Blockchain (Ethereum)
    Zhang, Shenhui
    Tang, Ming
    Li, Xiulai
    Liu, Boyi
    Zhang, Bo
    Hu, Fei
    Ni, Sirui
    Cheng, Jieren
    [J]. SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [28] CATANA: Replay Testing for the Ethereum Blockchain
    Barboni, Morena
    De Angelis, Guglielmo
    Morichetta, Andrea
    Polini, Andrea
    [J]. TESTING SOFTWARE AND SYSTEMS, ICTSS 2023, 2023, 14131 : 257 - 265
  • [29] Electric Switch with Ethereum Blockchain Support
    Pustisek, Matevz
    Bremond, Nicolas
    Kos, Andrej
    [J]. IPSI BGD TRANSACTIONS ON INTERNET RESEARCH, 2018, 14 (01):
  • [30] Land Registry Using Ethereum Blockchain
    Nirmala, M. B.
    Desai, Manasa S.
    Priya, Aprajita
    Singh, Mayank Raj
    Lamsal, Pranjal
    Jha, Shubham
    [J]. SMART TRENDS IN COMPUTING AND COMMUNICATIONS, VOL 1, SMARTCOM 2024, 2024, 945 : 487 - 499