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As the largest public blockchain-based platform supporting smart contracts, Ethereum has accumulated a large number of user transaction records since its debut in 2014. Analysis of Ethereum transaction records, however, is still relatively…

Social and Information Networks · Computer Science 2021-01-01 Dan Lin , Jiajing Wu , Qi Yuan , Zibin Zheng

Due to the widespread use of smart contracts, Ethereum has become the second-largest blockchain platform after Bitcoin. Many different types of Ethereum accounts (ICO, Mining, Gambling, etc.) also have quite active trading activities on…

Cryptography and Security · Computer Science 2022-11-16 Baoying Huang , Jieli Liu , Jiajing Wu , Quanzhong Li , Hao Lin

Ethereum, a leading blockchain platform, has revolutionized the digital economy by enabling decentralized transactions and the execution of smart contracts. Ethereum transactions form the backbone of its network, facilitating peer-to-peer…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-30 Dvir David Biton , Roy Friedman , Yaron Hay

Non-fungible tokens (NFTs) as a decentralized proof of ownership represent one of the main reasons why Ethereum is a disruptive technology. This paper presents the first systematic study of the interactions occurring in a number of NFT…

Social and Information Networks · Computer Science 2021-10-26 S. Casale-Brunet , P. Ribeca , P. Doyle , M. Mattavelli

First, a big data analysis of the transactions and smart contracts made on the Ethereum blockchain is performed, revealing interesting trends in motion. Next, these trends are compared with the public's interest in Ether and Bitcoin,…

Trading and Market Microstructure · Quantitative Finance 2021-04-06 Dorsa Mohammadi Arezooji

Recently, graph embedding techniques have been widely used in the analysis of various networks, but most of the existing embedding methods omit the network dynamics and the multiplicity of edges, so it is difficult to accurately describe…

Social and Information Networks · Computer Science 2021-01-07 Jiajing Wu , Dan Lin , Zibin Zheng , Qi Yuan

Ethereum is currently the second largest blockchain by market capitalization and a popular platform for cryptocurrencies. As it has grown, the high value present and the anonymity afforded by the technology have led Ethereum to become a…

Cryptography and Security · Computer Science 2025-01-22 Calvin Josenhans , Andrey Kuehlkamp , Jarek Nabrzyski

Blockchain technology and, in particular, blockchain-based cryptocurrencies offer us information that has never been seen before in the financial world. In contrast to fiat currencies, all transactions of crypto-currencies and crypto-tokens…

Social and Information Networks · Computer Science 2019-12-24 Yitao Li , Umar Islambekov , Cuneyt Akcora , Ekaterina Smirnova , Yulia R. Gel , Murat Kantarcioglu

Blockchain offers a decentralized, immutable, transparent system of records. It offers a peer-to-peer network of nodes with no centralised governing entity making it unhackable and therefore, more secure than the traditional paper-based or…

Cryptography and Security · Computer Science 2019-11-27 Harsh Jot Singh , Abdelhakim Senhaji Hafid

Cryptocurrency is a well-developed blockchain technology application that is currently a heated topic throughout the world. The public availability of transaction histories offers an opportunity to analyze and compare different…

Statistical Finance · Quantitative Finance 2018-08-28 Jiaqi Liang , Linjing Li , Daniel Zeng

Ethereum clients execute transactions in a sequential order prescribed by the consensus protocol. This is a safe and conservative approach to blockchain transaction processing which forgoes running transactions in parallel even when doing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-31 Nadi Sarrar

With the wide application of blockchain in the financial field, the rise of various types of cybercrimes has brought great challenges to the security of blockchain. In order to better understand this emerging market and explore more…

Cryptography and Security · Computer Science 2021-02-17 Yunyi Xie , Jie Jin , Jian Zhang , Shanqing Yu , Qi Xuan

In this paper, we analyze the Ethereum blockchain using the complex networks modeling framework. Accounts acting on the blockchain are represented as nodes, while the interactions among these accounts, recorded on the blockchain, are…

Cryptography and Security · Computer Science 2019-09-02 Stefano Ferretti , Gabriele D'Angelo

Cryptocurrencies as a new way of transferring assets and securing financial transactions have gained popularity in recent years. Transactions in cryptocurrencies are publicly available, hence, statistical studies on different aspects of…

Social and Information Networks · Computer Science 2019-09-17 Amir Pasha Motamed , Behnam Bahrak

As the largest blockchain platform that supports smart contracts, Ethereum has developed with an incredible speed. Yet due to the anonymity of blockchain, the popularity of Ethereum has fostered the emergence of various illegal activities…

Computers and Society · Computer Science 2023-03-29 Qishuang Fu , Dan Lin , Yiyue Cao , Jiajing Wu

Bitcoin and Ethereum transactions present one of the largest real-world complex networks that are publicly available for study, including a detailed picture of their time evolution. As such, they have received a considerable amount of…

Physics and Society · Physics 2021-02-25 Dániel Kondor , Nikola Bulatovic , József Stéger , István Csabai , Gábor Vattay

Utilizing graph analytics and learning has proven to be an effective method for exploring aspects of crypto economics such as network effects, decentralization, tokenomics, and fraud detection. However, the majority of existing research…

Computational Engineering, Finance, and Science · Computer Science 2024-03-12 Bingqiao Luo

In the dynamic landscape of the Web, we are witnessing the emergence of the Web3 paradigm, which dictates that platforms should rely on blockchain technology and cryptocurrencies to sustain themselves and their profitability.…

Social and Information Networks · Computer Science 2025-03-20 Cheick Tidiane Ba , Richard G. Clegg , Ben A. Steer , Matteo Zignani

The Ethereum blockchain network enables transaction processing and smart-contract execution through levies of transaction fees, commonly known as gas fees. This framework mediates economic participation via a market-based mechanism for gas…

General Finance · Quantitative Finance 2025-01-10 Lennart Ante , Aman Saggu

The Ethereum blockchain network is a decentralized platform enabling smart contract execution and transactions of Ether (ETH) [1], its designated cryptocurrency. Ethereum is the second most popular cryptocurrency with a market cap of more…

Social and Information Networks · Computer Science 2018-10-04 Morit Zwang , Shahar Somin , Alex 'Sandy' Pentland , Yaniv Altshuler
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