Multi-Blockchain Based Data Trading Markets With Novel Pricing Mechanisms
Juanjuan Li; Junqing Li; Xiao Wang; Rui Qin; Yong Yuan; Fei-Yue Wang
刊名IEEE/CAA Journal of Automatica Sinica
2023
卷号10期号:12页码:2222-2232
关键词Auction data trading markets multi-blockchain pricing mechanisms
ISSN号2329-9266
DOI10.1109/JAS.2023.123963
英文摘要In the era of big data, there is an urgent need to establish data trading markets for effectively releasing the tremendous value of the drastically explosive data. Data security and data pricing, however, are still widely regarded as major challenges in this respect, which motivate this research on the novel multi-blockchain based framework for data trading markets and their associated pricing mechanisms. In this context, data recording and trading are conducted separately within two separate blockchains: the data blockchain (DChain) and the value blockchain (VChain). This enables the establishment of two-layer data trading markets to manage initial data trading in the primary market and subsequent data resales in the secondary market. Moreover, pricing mechanisms are then proposed to protect these markets against strategic trading behaviors and balance the payoffs of both suppliers and users. Specifically, in regular data trading on VChain-S2D, two auction models are employed according to the demand scale, for dealing with users’ strategic bidding. The incentive-compatible Vickrey-Clarke-Groves (VCG) model is deployed to the low-demand trading scenario, while the nearly incentive-compatible monopolistic price (MP) model is utilized for the high-demand trading scenario. With temporary data trading on VChain-D2S, a reverse auction mechanism namely two-stage obscure selection (TSOS) is designed to regulate both suppliers’ quoting and users’ valuation strategies. Furthermore, experiments are carried out to demonstrate the strength of this research in enhancing data security and trading efficiency.
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/52466]  
专题自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
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GB/T 7714
Juanjuan Li,Junqing Li,Xiao Wang,et al. Multi-Blockchain Based Data Trading Markets With Novel Pricing Mechanisms[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(12):2222-2232.
APA Juanjuan Li,Junqing Li,Xiao Wang,Rui Qin,Yong Yuan,&Fei-Yue Wang.(2023).Multi-Blockchain Based Data Trading Markets With Novel Pricing Mechanisms.IEEE/CAA Journal of Automatica Sinica,10(12),2222-2232.
MLA Juanjuan Li,et al."Multi-Blockchain Based Data Trading Markets With Novel Pricing Mechanisms".IEEE/CAA Journal of Automatica Sinica 10.12(2023):2222-2232.
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