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The development of clustering heuristics has demonstrated that Bitcoin is not completely anonymous. Currently, existing clustering heuristics only consider confirmed transactions recorded in the Bitcoin blockchain. However, unconfirmed…

Cryptography and Security · Computer Science 2023-03-06 Kai Wang , Maike Tong , Changhao Wu , Jun Pang , Chen Chen , Xiapu Luo , Weili Han

Blockchain analysis is essential for understanding how cryptocurrencies like Bitcoin are used in practice, and address clustering is a cornerstone of blockchain analysis. However, current techniques rely on heuristics that have not been…

Cryptography and Security · Computer Science 2022-07-12 Malte Möser , Arvind Narayanan

Exploring transactions within the Bitcoin blockchain entails examining the transfer of bitcoins among several hundred million entities. However, it is often impractical and resource-consuming to study such a vast number of entities.…

General Finance · Quantitative Finance 2024-03-04 Hugo Schnoering , Pierre Porthaux , Michalis Vazirgiannis

Address clustering tries to construct the one-to-many mapping from entities to addresses in the Bitcoin system. Simple heuristics based on the micro-structure of transactions have proved very effective in practice. In this paper we describe…

Cryptography and Security · Computer Science 2018-09-17 Martin Harrigan , Christoph Fretter

Blockchain technology has recently gained widespread popularity as a practical method of storing immutable data while preserving the privacy of users by anonymizing their real identities. This anonymization approach, however, significantly…

Cryptography and Security · Computer Science 2025-03-13 Mostafa Chegenizadeh , Sina Rafati Niya , Claudio J. Tessone

One of the defining features of Bitcoin and the thousands of cryptocurrencies that have been derived from it is a globally visible transaction ledger. While Bitcoin uses pseudonyms as a way to hide the identity of its participants, a long…

Cryptography and Security · Computer Science 2022-05-30 George Kappos , Haaroon Yousaf , Rainer Stütz , Sofia Rollet , Bernhard Haslhofer , Sarah Meiklejohn

Bitcoin is built on a blockchain, an immutable decentralised ledger that allows entities (users) to exchange Bitcoins in a pseudonymous manner. Bitcoins are associated with alpha-numeric addresses and are transferred via transactions. Each…

Social and Information Networks · Computer Science 2021-05-20 Jan Alexander Fischer , Andres Palechor , Daniele Dell'Aglio , Abraham Bernstein , Claudio J. Tessone

Anonymity is one of the most important qualities of blockchain technology. For example, one can simply create a bitcoin address to send and receive funds without providing KYC to any authority. In general, the real identity behind…

Cryptography and Security · Computer Science 2020-03-31 Mengjiao Wang , Hikaru Ichijo , Bob Xiao

Bitcoin (BTC) pseudonyms (layer 1) can effectively be deanonymized using heuristic clustering techniques. However, while performing transactions off-chain (layer 2) in the Lightning Network (LN) seems to enhance privacy, a systematic…

Cryptography and Security · Computer Science 2021-02-11 Matteo Romiti , Friedhelm Victor , Pedro Moreno-Sanchez , Peter Sebastian Nordholt , Bernhard Haslhofer , Matteo Maffei

Bitcoin is a cryptocurrency that features a distributed, decentralized and trustworthy mechanism, which has made Bitcoin a popular global transaction platform. The transaction efficiency among nations and the privacy benefiting from address…

Cryptography and Security · Computer Science 2019-03-20 Yu-Jing Lin , Po-Wei Wu , Cheng-Han Hsu , I-Ping Tu , Shih-wei Liao

The Bitcoin system is an anonymous, decentralized crypto-currency. There are some deanonymizating techniques to cluster Bitcoin addresses and to map them to users' identifications in the two research directions of Analysis of Transaction…

Cryptography and Security · Computer Science 2015-10-28 QingChun ShenTu , JianPing Yu

Bitcoin is a decentralized, pseudonymous cryptocurrency that is one of the most used digital assets to date. Its unregulated nature and inherent anonymity of users have led to a dramatic increase in its use for illicit activities. This…

Cryptography and Security · Computer Science 2019-10-16 Francesco Zola , Maria Eguimendia , Jan Lukas Bruse , Raul Orduna Urrutia

The temporal aspect of blockchain transactions enables us to study the address's behavior and detect if it is involved in any illicit activity. However, due to the concept of change addresses (used to thwart replay attacks), temporal…

Cryptography and Security · Computer Science 2021-12-23 Deepesh Chaudhari , Rachit Agarwal , Sandeep Kumar Shukla

Bitcoin is a cryptocurrency attracting a lot of interest both from the general public and researchers. There is an ongoing debate on the question of users' anonymity: while the Bitcoin protocol has been designed to ensure that the activity…

Cryptography and Security · Computer Science 2019-06-14 Remy Cazabet , Baccour Rym , Latapy Matthieu , Cazabet Remy

This research delves into the intricacies of Bitcoin, a decentralized peer-to-peer network, and its associated blockchain, which records all transactions since its inception. While this ensures integrity and transparency, the transparent…

Cryptography and Security · Computer Science 2023-11-22 Hugo Schnoering , Michalis Vazirgiannis

Over 900 million Bitcoin transactions have been recorded, posing considerable challenges for machine learning in terms of computation time and maintaining prediction accuracy. We propose an innovative approach using quantum-inspired…

Quantum Physics · Physics 2024-11-26 Ming-Fong Sie , Yen-Jui Chang , Chien-Lung Lin , Ching-Ray Chang , Shih-Wei Liao

Bitcoin is one of the decentralized cryptocurrencies powered by a peer-to-peer blockchain network. Parties who trade in the bitcoin network are not required to disclose any personal information. Such property of anonymity, however,…

Cryptography and Security · Computer Science 2022-11-29 Zhengjie Huang , Yunyang Huang , Peng Qian , Jianhai Chen , Qinming He

The rise of cryptocurrencies like Bitcoin, which enable transactions with a degree of pseudonymity, has led to a surge in various illicit activities, including ransomware payments and transactions on darknet markets. These illegal…

Cryptography and Security · Computer Science 2023-06-16 Poupak Azad , Baris Coskunuzer , Murat Kantarcioglu , Cuneyt Gurcan Akcora

Bitcoin is a digital currency and electronic payment system operating over a peer-to-peer network on the Internet. One of its most important properties is the high level of anonymity it provides for its users. The users are identified by…

Applications · Statistics 2019-04-12 Péter L. Juhász , József Stéger , Dániel Kondor , Gábor Vattay

This thesis presents techniques to investigate transactions in uncharted cryptocurrencies and services. Cryptocurrencies are used to securely send payments online. Payments via the first cryptocurrency, Bitcoin, use pseudonymous addresses…

Cryptography and Security · Computer Science 2022-03-29 Haaroon Yousaf
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