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2024 | OriginalPaper | Buchkapitel

Analysis and Characterization of ERC-20 Token Network Topologies

verfasst von : Matteo Loporchio, Damiano Di Francesco Maesa, Anna Bernasconi, Laura Ricci

Erschienen in: Complex Networks & Their Applications XII

Verlag: Springer Nature Switzerland

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Abstract

The transparent nature of public blockchain systems allows for unprecedented access to economic community data. Examples of such communities are the fungible token networks created by the ERC-20 standard on the Ethereum protocol. In this paper we study ERC-20 token networks, where nodes represent users and edges represent fungible token transfers between them. We focus our analysis on the top 100 largest networks, including a total of about 160 million edges and 60 million nodes. After a global analysis of the size and temporal evolution of such networks, we define and study seven features describing their main topological properties. In an attempt to characterize the networks by their topologies, we use the introduced features to cluster the networks together. To evaluate our results, we manually classify each network depending on the application domain of the corresponding contract and measure the homogeneity of the obtained clusterings. Overall, the results appear to indicate a lack of relationship between the scope of a contract and the topological features of the induced networks.

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Literatur
1.
Zurück zum Zitat Boldi, P., Vigna, S.: The webgraph framework I: compression techniques. In: Proceedings of the 13th International Conference on World Wide Web, WWW 2004, New York, NY, USA, May 17-20, 2004, pp. 595–602. ACM (2004) Boldi, P., Vigna, S.: The webgraph framework I: compression techniques. In: Proceedings of the 13th International Conference on World Wide Web, WWW 2004, New York, NY, USA, May 17-20, 2004, pp. 595–602. ACM (2004)
2.
Zurück zum Zitat Boldi, P., Vigna, S.: In-core computation of geometric centralities with hyperball: a hundred billion nodes and beyond. In: 2013 IEEE 13th International Conference on Data Mining Workshops, pp. 621–628. IEEE (2013) Boldi, P., Vigna, S.: In-core computation of geometric centralities with hyperball: a hundred billion nodes and beyond. In: 2013 IEEE 13th International Conference on Data Mining Workshops, pp. 621–628. IEEE (2013)
3.
Zurück zum Zitat Breidenbach, L., et al.: Chainlink 2.0: next steps in the evolution of decentralized oracle networks. Chainlink Labs 1, 1–136 (2021) Breidenbach, L., et al.: Chainlink 2.0: next steps in the evolution of decentralized oracle networks. Chainlink Labs 1, 1–136 (2021)
4.
Zurück zum Zitat Chen, W., Zhang, T., Chen, Z., Zheng, Z., Lu, Y.: Traveling the token world: a graph analysis of Ethereum ERC20 token ecosystem. In: WWW ’20: The Web Conference 2020, Taipei, Taiwan, pp. 1411–1421. ACM / IW3C2 (2020) Chen, W., Zhang, T., Chen, Z., Zheng, Z., Lu, Y.: Traveling the token world: a graph analysis of Ethereum ERC20 token ecosystem. In: WWW ’20: The Web Conference 2020, Taipei, Taiwan, pp. 1411–1421. ACM / IW3C2 (2020)
5.
Zurück zum Zitat Clauset, A., Shalizi, C.R., Newman, M.E.: Power-law distributions in empirical data. SIAM Rev. 51(4), 661–703 (2009)MathSciNetCrossRef Clauset, A., Shalizi, C.R., Newman, M.E.: Power-law distributions in empirical data. SIAM Rev. 51(4), 661–703 (2009)MathSciNetCrossRef
6.
Zurück zum Zitat Csardi, G., Nepusz, T., et al.: The Igraph software package for complex network research. Int. J. complex syst. 1695(5), 1–9 (2006) Csardi, G., Nepusz, T., et al.: The Igraph software package for complex network research. Int. J. complex syst. 1695(5), 1–9 (2006)
8.
Zurück zum Zitat Rosenberg, A., Hirschberg, J.: V-measure: a conditional entropy-based external cluster evaluation measure. In: Proceedings of the 2007 joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL), pp. 410–420 (2007) Rosenberg, A., Hirschberg, J.: V-measure: a conditional entropy-based external cluster evaluation measure. In: Proceedings of the 2007 joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL), pp. 410–420 (2007)
9.
Zurück zum Zitat Somin, S., Gordon, G., Altshuler, Y.: Network analysis of ERC20 tokens trading on Ethereum blockchain. In: Unifying Themes in Complex Systems IX: Proceedings of the Ninth International Conference on Complex Systems 9, pp. 439–450 (2018) Somin, S., Gordon, G., Altshuler, Y.: Network analysis of ERC20 tokens trading on Ethereum blockchain. In: Unifying Themes in Complex Systems IX: Proceedings of the Ninth International Conference on Complex Systems 9, pp. 439–450 (2018)
10.
Zurück zum Zitat Szabo, N.: Smart contracts: building blocks for digital markets. EXTROPY: The J. Transhumanist Thought,(16) 18(2), 28 (1996) Szabo, N.: Smart contracts: building blocks for digital markets. EXTROPY: The J. Transhumanist Thought,(16) 18(2), 28 (1996)
12.
Zurück zum Zitat Vogelsteller, F., Buterin, V.: ERC-20: Token Standard (2015) Vogelsteller, F., Buterin, V.: ERC-20: Token Standard (2015)
13.
Zurück zum Zitat Wood, G.: Ethereum: a secure decentralised generalised transaction ledger (2014) Wood, G.: Ethereum: a secure decentralised generalised transaction ledger (2014)
Metadaten
Titel
Analysis and Characterization of ERC-20 Token Network Topologies
verfasst von
Matteo Loporchio
Damiano Di Francesco Maesa
Anna Bernasconi
Laura Ricci
Copyright-Jahr
2024
DOI
https://doi.org/10.1007/978-3-031-53472-0_29

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