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Related papers: Bitcoin Research with a Transaction Graph Dataset

200 papers

Most public blockchain protocols, including the popular Bitcoin and Ethereum blockchains, do not formally specify the order in which miners should select transactions from the pool of pending (or uncommitted) transactions for inclusion in…

Cryptography and Security · Computer Science 2021-10-25 Johnnatan Messias , Mohamed Alzayat , Balakrishnan Chandrasekaran , Krishna P. Gummadi , Patrick Loiseau , Alan Mislove

We give an explicit definition of decentralization and show you that decentralization is almost impossible for the current stage and Bitcoin is the first truly noncentralized currency in the currency history. We propose a new framework of…

Computational Engineering, Finance, and Science · Computer Science 2016-09-12 Xiaochao Qian

As the pioneer of blockchain technology, Bitcoin is the most popular cryptocurrency to date. Given its dramatic price spikes (and crashes) along with the never-ending news from SEC regulations to security breaches, there seems to be a lack…

Computers and Society · Computer Science 2020-06-04 Anthony Luo , Dianxiang Xu

Bitcoin is a electronic payment system where payment transactions are verified and stored in a data structure called the blockchain. Bitcoin miners work individually to solve a computationally intensive problem, and with each solution a…

Cryptography and Security · Computer Science 2018-01-24 R. Bowden , H. P. Keeler , A. E. Krzesinski , P. G. Taylor

Subgraph representation learning is a technique for analyzing local structures (or shapes) within complex networks. Enabled by recent developments in scalable Graph Neural Networks (GNNs), this approach encodes relational information at a…

Machine Learning · Computer Science 2024-07-30 Claudio Bellei , Muhua Xu , Ross Phillips , Tom Robinson , Mark Weber , Tim Kaler , Charles E. Leiserson , Arvind , Jie Chen

Historically, gold and silver have played distinct roles in traditional monetary systems. While gold has primarily been revered as a superior store of value, prompting individuals to hoard it, silver has commonly been used as a medium of…

Computational Engineering, Finance, and Science · Computer Science 2025-08-11 Haoyang Yu , Yutong Sun , Yulin Liu , Luyao Zhang

Since the inception of permissionless blockchains with Bitcoin in 2008, it became apparent that their most well-suited use case is related to making the financial system and its advantages available to everyone seamlessly without depending…

General Finance · Quantitative Finance 2023-06-16 Georgios Palaiokrassas , Sandro Scherrers , Iason Ofeidis , Leandros Tassiulas

Despite the fact that it is publicly available, collecting and processing the full bitcoin blockchain data is not trivial. Its mere size, history, and other features indeed raise quite specific challenges, that we address in this paper. The…

Social and Information Networks · Computer Science 2021-06-16 Jules Azad Emery , Matthieu Latapy

Blockchain-based cryptocurrencies and applications have flourished in blockchain research community. Massive data generated from diverse blockchain systems bring not only huge business values but also technological challenges in data…

Computational Engineering, Finance, and Science · Computer Science 2020-12-18 Weilin Zheng , Zibin Zheng , Hong-Ning Dai , Xu Chen , Peilin Zheng

In the cryptographic currency Bitcoin, all transactions are recorded in the blockchain - a public, global, and immutable ledger. Because transactions are public, Bitcoin and its users employ obfuscation to maintain a degree of financial…

Computers and Society · Computer Science 2017-06-30 Arvind Narayanan , Malte Möser

Blockchains are typically managed by peer-to-peer (P2P) networks providing the support and substrate to the so-called distributed ledger (DLT), a replicated, shared, and synchronized data structure, geographically spread across multiple…

Networking and Internet Architecture · Computer Science 2020-11-30 Sami Ben Mariem , Pedro Casas , Matteo Romiti , Benoit Donnet , Rainer Stütz , Bernhard Haslhofer

This research aims to identify how Bitcoin-related news publications and online discourse are expressed in Bitcoin exchange movements of price and volume. Being inherently digital, all Bitcoin-related fundamental data (from exchanges, as…

Statistical Finance · Quantitative Finance 2018-11-09 Marvin Aron Kennis

Bitcoin is firmly becoming a mainstream asset in our global society. Its highly volatile nature has traders and speculators flooding into the market to take advantage of its significant price swings in the hope of making money. This work…

Machine Learning · Computer Science 2021-10-29 Nathan Crone , Eoin Brophy , Tomas Ward

Blockchain-based cryptocurrencies have received extensive attention recently. Massive data has been stored on permission-less blockchains. The analysis on massive blockchain data can bring huge business values. However, the lack of…

Cryptography and Security · Computer Science 2019-12-18 Peilin Zheng , Zibin Zheng , Hong-ning Dai

The bitcoin peer-to-peer network has drawn significant attention from researchers, but so far has mostly focused on publicly visible portions of the network, i.e., publicly reachable peers. This mostly ignores the hidden parts of the…

Networking and Internet Architecture · Computer Science 2017-09-21 Liang Wang , Ivan Pustogarov

Half a decade after Bitcoin became the first widely used cryptocurrency, blockchains are receiving considerable interest from industry and the research community. Modern blockchains feature services such as name registration and smart…

Cryptography and Security · Computer Science 2016-06-22 Luke Anderson , Ralph Holz , Alexander Ponomarev , Paul Rimba , Ingo Weber

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

Bitcoin is a peer-to-peer cryptographic currency system. Since its introduction in 2008, Bitcoin has gained noticeable popularity, mostly due to its following properties: (1) the transaction fees are very low, and (2) it is not controlled…

Cryptography and Security · Computer Science 2014-07-01 Marcin Andrychowicz , Stefan Dziembowski , Daniel Malinowski , Łukasz Mazurek

A cryptocurrency is a decentralized digital currency that is designed for secure and private asset transfer and storage. As a currency, it should be difficult to counterfeit and double-spend. In this paper, we review and analyze the major…

Cryptography and Security · Computer Science 2019-04-26 Ehab Zaghloul , Tongtong Li , Matt Mutka , Jian Ren

The state-of-the-art techniques for processing cross-blockchain transactions take a simple centralized approach: when the assets on blockchain $X$, say $X$-coins, are exchanged with the assets on blockchain $Y$---the $Y$-coins, those…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-20 Dongfang Zhao