On cyber risk management of blockchain networks: a game theoretic approach
Open-access blockchains based on proof-of-work protocols have gained tremendous popularity for their capabilities of providing decentralized tamper-proof ledgers and platforms for data-driven autonomous organization. Nevertheless, the proof-of-work based consensus protocols are vulnerable to cyber-a...
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sg-ntu-dr.10356-1601192023-05-19T07:31:19Z On cyber risk management of blockchain networks: a game theoretic approach Feng, Shaohan Wang, Wenbo Xiong, Zehui Niyato, Dusit Wang, Ping Wang, Shaun Shuxun School of Computer Science and Engineering Nanyang Business School Engineering::Computer science and engineering Blockchain Service Mining Open-access blockchains based on proof-of-work protocols have gained tremendous popularity for their capabilities of providing decentralized tamper-proof ledgers and platforms for data-driven autonomous organization. Nevertheless, the proof-of-work based consensus protocols are vulnerable to cyber-attacks such as double-spending. In this paper, we propose a novel approach of cyber risk management for blockchain-based service. In particular, we adopt the cyber-insurance as an economic tool for neutralizing cyber risks due to attacks in blockchain networks. We consider a blockchain service market, which is composed of the infrastructure provider, the blockchain provider, the cyber-insurer, and the users. The blockchain provider purchases from the infrastructure provider, e.g., a cloud, the computing resources to maintain the blockchain consensus, and then offers blockchain services to the users. The blockchain provider strategizes its investment in the infrastructure and the service price charged to the users, in order to improve the security of the blockchain and thus optimize its profit. Meanwhile, the blockchain provider also purchases a cyber-insurance from the cyber-insurer to protect itself from the potential damage due to the attacks. In return, the cyber-insurer adjusts the insurance premium according to the perceived risk level of the blockchain service. Based on the assumption of rationality for the market entities, we model the interaction among the blockchain provider, the users, and the cyber-insurer as a two-level Stackelberg game. Namely, the blockchain provider and the cyber-insurer lead to set their pricing/investment strategies, and then the users follow to determine their demand of the blockchain service. Specifically, we consider the scenario of double-spending attacks and provide a series of analytical results about the Stackelberg equilibrium in the market game. Energy Market Authority (EMA) Ministry of Education (MOE) Nanyang Technological University This work was supported in part by WASP/NTU M4082187 (4080), Singapore MOE Tier 1 under Grant 2017-T1-002-007 RG122/17, MOE Tier 2 under Grant MOE2014-T2-2-015 ARC4/15, NRF2015-NRF-ISF001-2277, and EMA Energy Resilience under Grant NRF2017EWT-EP003-041. 2022-07-13T02:13:45Z 2022-07-13T02:13:45Z 2018 Journal Article Feng, S., Wang, W., Xiong, Z., Niyato, D., Wang, P. & Wang, S. S. (2018). On cyber risk management of blockchain networks: a game theoretic approach. IEEE Transactions On Services Computing, 14(5), 1492-1504. https://dx.doi.org/10.1109/TSC.2018.2876846 1939-1374 https://hdl.handle.net/10356/160119 10.1109/TSC.2018.2876846 2-s2.0-85055019661 5 14 1492 1504 en M4082187 (4080) 2017-T1-002-007 RG122/17 MOE2014-T2-2-015 ARC4/15 NRF2015-NRF-ISF001-2277 NRF2017EWT-EP003-041 IEEE Transactions on Services Computing © 2018 IEEE. All rights reserved. |
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Engineering::Computer science and engineering Blockchain Service Mining Feng, Shaohan Wang, Wenbo Xiong, Zehui Niyato, Dusit Wang, Ping Wang, Shaun Shuxun On cyber risk management of blockchain networks: a game theoretic approach |
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Open-access blockchains based on proof-of-work protocols have gained tremendous popularity for their capabilities of providing decentralized tamper-proof ledgers and platforms for data-driven autonomous organization. Nevertheless, the proof-of-work based consensus protocols are vulnerable to cyber-attacks such as double-spending. In this paper, we propose a novel approach of cyber risk management for blockchain-based service. In particular, we adopt the cyber-insurance as an economic tool for neutralizing cyber risks due to attacks in blockchain networks. We consider a blockchain service market, which is composed of the infrastructure provider, the blockchain provider, the cyber-insurer, and the users. The blockchain provider purchases from the infrastructure provider, e.g., a cloud, the computing resources to maintain the blockchain consensus, and then offers blockchain services to the users. The blockchain provider strategizes its investment in the infrastructure and the service price charged to the users, in order to improve the security of the blockchain and thus optimize its profit. Meanwhile, the blockchain provider also purchases a cyber-insurance from the cyber-insurer to protect itself from the potential damage due to the attacks. In return, the cyber-insurer adjusts the insurance premium according to the perceived risk level of the blockchain service. Based on the assumption of rationality for the market entities, we model the interaction among the blockchain provider, the users, and the cyber-insurer as a two-level Stackelberg game. Namely, the blockchain provider and the cyber-insurer lead to set their pricing/investment strategies, and then the users follow to determine their demand of the blockchain service. Specifically, we consider the scenario of double-spending attacks and provide a series of analytical results about the Stackelberg equilibrium in the market game. |
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School of Computer Science and Engineering |
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School of Computer Science and Engineering Feng, Shaohan Wang, Wenbo Xiong, Zehui Niyato, Dusit Wang, Ping Wang, Shaun Shuxun |
format |
Article |
author |
Feng, Shaohan Wang, Wenbo Xiong, Zehui Niyato, Dusit Wang, Ping Wang, Shaun Shuxun |
author_sort |
Feng, Shaohan |
title |
On cyber risk management of blockchain networks: a game theoretic approach |
title_short |
On cyber risk management of blockchain networks: a game theoretic approach |
title_full |
On cyber risk management of blockchain networks: a game theoretic approach |
title_fullStr |
On cyber risk management of blockchain networks: a game theoretic approach |
title_full_unstemmed |
On cyber risk management of blockchain networks: a game theoretic approach |
title_sort |
on cyber risk management of blockchain networks: a game theoretic approach |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/160119 |
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1772825588013203456 |