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Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network

The possibility to analyze everyday monetary transactions is limited by the scarcity of available data, as this kind of information is usually considered highly sensitive. Present econophysics models are usually employed on presumed random networks of interacting agents, and only some macroscopic pr...

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Autores principales: Kondor, Dániel, Pósfai, Márton, Csabai, István, Vattay, Gábor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3914786/
https://www.ncbi.nlm.nih.gov/pubmed/24505257
http://dx.doi.org/10.1371/journal.pone.0086197
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author Kondor, Dániel
Pósfai, Márton
Csabai, István
Vattay, Gábor
author_facet Kondor, Dániel
Pósfai, Márton
Csabai, István
Vattay, Gábor
author_sort Kondor, Dániel
collection PubMed
description The possibility to analyze everyday monetary transactions is limited by the scarcity of available data, as this kind of information is usually considered highly sensitive. Present econophysics models are usually employed on presumed random networks of interacting agents, and only some macroscopic properties (e.g. the resulting wealth distribution) are compared to real-world data. In this paper, we analyze Bitcoin, which is a novel digital currency system, where the complete list of transactions is publicly available. Using this dataset, we reconstruct the network of transactions and extract the time and amount of each payment. We analyze the structure of the transaction network by measuring network characteristics over time, such as the degree distribution, degree correlations and clustering. We find that linear preferential attachment drives the growth of the network. We also study the dynamics taking place on the transaction network, i.e. the flow of money. We measure temporal patterns and the wealth accumulation. Investigating the microscopic statistics of money movement, we find that sublinear preferential attachment governs the evolution of the wealth distribution. We report a scaling law between the degree and wealth associated to individual nodes.
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spelling pubmed-39147862014-02-06 Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network Kondor, Dániel Pósfai, Márton Csabai, István Vattay, Gábor PLoS One Research Article The possibility to analyze everyday monetary transactions is limited by the scarcity of available data, as this kind of information is usually considered highly sensitive. Present econophysics models are usually employed on presumed random networks of interacting agents, and only some macroscopic properties (e.g. the resulting wealth distribution) are compared to real-world data. In this paper, we analyze Bitcoin, which is a novel digital currency system, where the complete list of transactions is publicly available. Using this dataset, we reconstruct the network of transactions and extract the time and amount of each payment. We analyze the structure of the transaction network by measuring network characteristics over time, such as the degree distribution, degree correlations and clustering. We find that linear preferential attachment drives the growth of the network. We also study the dynamics taking place on the transaction network, i.e. the flow of money. We measure temporal patterns and the wealth accumulation. Investigating the microscopic statistics of money movement, we find that sublinear preferential attachment governs the evolution of the wealth distribution. We report a scaling law between the degree and wealth associated to individual nodes. Public Library of Science 2014-02-05 /pmc/articles/PMC3914786/ /pubmed/24505257 http://dx.doi.org/10.1371/journal.pone.0086197 Text en © 2014 Kondor et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kondor, Dániel
Pósfai, Márton
Csabai, István
Vattay, Gábor
Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title_full Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title_fullStr Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title_full_unstemmed Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title_short Do the Rich Get Richer? An Empirical Analysis of the Bitcoin Transaction Network
title_sort do the rich get richer? an empirical analysis of the bitcoin transaction network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3914786/
https://www.ncbi.nlm.nih.gov/pubmed/24505257
http://dx.doi.org/10.1371/journal.pone.0086197
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