基于区块链的数据市场

汪靖伟; 郑臻哲; 吴帆; 陈贵海

doi:10.11959/j.issn.2096-0271.2020021

您当前的位置：

首页 >

文章列表页 >

基于区块链的数据市场

专题：数据资产化探索 | 更新时间：2024-06-03

- 基于区块链的数据市场
- Blockchain based data marketplace
- 大数据 2020年6卷第3期页码：2020021-1
- 作者机构：
- 作者简介：
  
  [ "汪靖伟（1997- ），男，上海交通大学计算机系硕士生，主要研究方向为区块链应用与数据交易" ]
  [ "郑臻哲（1989- ），男，博士，上海交通大学计算机科学与工程系助理教授，主要研究方向为算法博弈论、移动计算、机器学习" ]
  [ "吴帆（1981- ），男，博士，上海交通大学计算机科学与工程系教授，中国计算机学会专业会员，主要研究方向为网络经济学、无线网络、移动计算、隐私安全" ]
  [ "陈贵海（1963- ），男，上海交通大学教授、博士生导师，主要研究方向为对等计算、数据处理、传感器网络、路由算法、高性能计算机体系结构、组合数学等。发表的文章被Google Scholar引用12 000余次，SCI引用1 000余次，ESI高被引论文4篇，11次获得国际会议最佳论文奖。2008年获国家杰出青年科学基金， 2011年获国务院政府特殊津贴，2015年获教育部自然科学奖一等奖（排名第一），2017年入选中国计算机学会会士（CCF Fellow），2018年获江苏省科学技术奖一等奖（排名第一）。现任中国计算机学会分布计算与系统专业委员会主任，ACM SIGCOMM China副主席" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61972252);国家自然科学基金资助项目;The National Natural Science Foundation of China(61972254);国家自然科学基金资助项目;The National Natural Science Foundation of China(61672353);国家自然科学基金资助项目;The National Natural Science Foundation of China(61672348);国家自然科学基金资助项目;The National Natural Science Foundation of China(61902248);国家重点研发计划基金资助项目;The National Key Research and Development Program of China(2019YFB2102200);装备预研教育部联合基金资助项目;Joint Fund of Ministry of Education for Equipment Pre-Research(6141A02033702);阿里巴巴创新研究计划;Alibaba Innovation Research Program
- DOI：10.11959/j.issn.2096-0271.2020021
  中图分类号： TP311
- 网络首发：2020-05，
  
  纸质出版：2020-05-15
- 稿件说明：
移动端阅览
汪靖伟, 郑臻哲, 吴帆, 等. 基于区块链的数据市场[J]. 大数据, 2020,6(3):2020021-1.

Jingwei WANG, Zhenzhe ZHENG, Fan WU, et al. Blockchain based data marketplace[J]. Big Data Research, 2020, 6(3): 2020021-1.
汪靖伟, 郑臻哲, 吴帆, 等. 基于区块链的数据市场[J]. 大数据, 2020,6(3):2020021-1. DOI： 10.11959/j.issn.2096-0271.2020021.

Jingwei WANG, Zhenzhe ZHENG, Fan WU, et al. Blockchain based data marketplace[J]. Big Data Research, 2020, 6(3): 2020021-1. DOI： 10.11959/j.issn.2096-0271.2020021.

摘要

在互联网时代，每天都产生着不可估量的数据，在数据共享过程中，涌现出了数据隐私性和所有权归属等复杂问题。区块链是一种去中心化的分布式数据存储技术，引入区块链能消除集中式数据市场的弊端，但同时分布式数据市场又产生了安全与隐私问题。综述了国内外大数据交易市场的产业现状和研究进展，提炼了基于区块链的大数据共享流通平台应满足的性质。根据这些性质提出了一个基于区块链的数据市场框架，分析和讨论了这个框架中的安全性和隐私性问题及对应的解决方案。基于这个框架，实现了一个数据市场测试系统，并证实了该框架的可行性和安全性。

Abstract

Blockchain is a kind of decentralized distributed data storage technology.Blockchain can solve the disadvantages of the centralized data market

however

distributed data marketplaces also introduce the problems of security and privacy.Firstly

the current status from industry and progress from academia of the bid data marketplaces were reviewed

and then the required properties that a well developed blockchain based data marketplaces should satisfy were proposed.Based on these properties

a blockchain based data marketplace framework was proposed.Then the potential security and privacy problems in this framework were investigated

and the corresponding solutions for these problems were designed.Based on this framework

a data marketplace demonstration system was implemented and its feasibility and security were verified.

关键词

Keywords

references

PANG J Z , FU H , LEE W I , et al . The efficiency of open access in platforms for networked Cournot markets [C ] // IEEE Conference on Computer Communications . Piscataway:IEEE Press , 2017 : 1 - 9 .

BALAZINSKA M , HOWE B , SUCIU D . Data markets in the cloud:an opportunity for the database community [J ] . Proceedings of the VLDB Endowment , 2011 , 4 ( 12 ): 1482 - 1485 .

ZYSKIND G , NATHAN O , PENTLAND A S . Decentralizing privacy:using blockchain to protect personal data [C ] // 2015 IEEE Security and Privacy Workshops . Piscataway:IEEE Press , 2015 : 180 - 184 .

ZHENG X , MUKKAMALA R R , VATRAPU R , et al . Blockchain-based personal health data sharing system using cloud storage [C ] // The 20th IEEE International Conference on e-Health Networking,Application ＆ Services . Piscataway:IEEE Press , 2018 : 1 - 6 .

GOLDFEDER S , BONNEAU J , GENNARO R , et al . Escrow protocols for cryptocurrencies:how to buy physical goods using Bitcoin [C ] // Financial Cryptography and Data Security . Heidelberg:Springer , 2017 : 321 - 339 .

GOLDIN M , SOLEIMANI A , YOUNG J . The AdChain registry [J ] . 2017 .

DZIEMBOWSKI S , ECKEY L , FAUST S . Fairswap:how to fairly exchange digital goods [C ] // The ACM Conference on Computer and Communications Security . New York:ACM Press , 2018 : 967 - 984 .

MISSIER P , BAJOUDAH S , CAPOSSELE A , et al . Mind my value:a decentralized infrastructure for fair and trusted IoT data trading [C ] // The 7th International Conference on the Internet of Things.[S.l.:s.n] . 2017 : 1 - 8 .

CAO T D , PHAM T V , VU Q H , et al . Marsa:a marketplace for realtime human sensing data [J ] . ACM Transactions Internet Technology , 2016 , 16 ( 3 ): 1 - 21 .

SUBRAMANIAN H . Decentralized blockchain-based electronic marketplaces [J ] . Communications of the ACM , 2017 , 61 ( 1 ): 78 - 84 .

MUN M , HAO S , MISHRA N , et al . Personal data vaults:a locus of control for personal data streams [C ] // The 2010 ACM Conference on Emerging Networking Experiments and Technology . New York:ACM Press , 2010 : 1 - 12 .

LI M , WENG J , YANG A , et al . CrowdBC:a blockchain based decentralized framework for crowd sourcing [J ] . IEEE Transactions on Parallel and Distributed Systems , 2019 , 30 ( 6 ): 1251 - 1266 .

BANERJEE P , RUJ S . Blockchain enabled data marketplace - design and challenges H [J ] . Computer Science , 2018 ,arXiv:1811.11462.

GUPTA P , KANHERE S S , JURDAK R . A decentralized IoT data marketplace [C ] // The 3rd Symposium on Distributed Ledger Technology.[S.l.:s.n] . 2018 .

RAMACHANDRAN G S , RADHAKRISHNAN R , KRISHNAMACHARI B . Towards a decentralized data marketplace for smart cities [C ] // The 4th IEEE Annual International Smart Cities Conference(ISC2) . Piscataway:IEEE Press , 2018 .

LIU K , QIU X , CHEN W , et al . Optimal pricing mechanism for data market in blockchain-enhanced Internet of things [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 6 ): 9748 - 9761 .

ZHOU J Y , TANG F Y , ZHU H , et al . Distributed data vending on blockchain [C ] // The 11th IEEE International Conference on Internet of Things . Piscataway:IEEE Press , 2018 : 1100 - 1107 .

NAKAMOTO S . Bitcoin:a peer-to-peer electronic cash system [Z ] . 2008 .

BUTERIN V . Ethereum:a next generation smart contract and decentralized application platform [Z ] .2014. 2014 .

CHRISTIDIS K , DEVETSIKIOTIS M . Blockchains and smart contracts for the Internet of things [J ] . IEEE Access , 2016 , 4 : 2292 - 2303 .

YUAN Y , WANG F Y . Towards blockchainbased intelligent transportation systems [C ] // IEEE 19th International Conference on Intelligent Transportation Systems . Piscataway:IEEE Press , 2016 : 2663 - 2668 .

ALI M , NELSON J , SHEA R , et al . Blockstack:a global naming and storage system secured by blockchains [C ] // 2016 USENIX Annual Technical Conference . Berkeley:USENIX Press , 2016 : 181 - 194 .

BENET J . IPFS:content addressed,versioned,P2P file system [J ] . Computer Science , 2014 ,arXiv:1407.3561.

SCHUSTER F , COSTA M , FOURNET C , et al . VC3:trustworthy data analytics in the cloud using SGX [C ] // 2015 IEEE Symposium on Security and Privacy . Piscataway:IEEE Press , 2015 : 38 - 54 .

BAUMANN A , PEINADO M , HUNT G . Shielding applications from an untrusted cloud with haven [C ] // The 11th USENIX Symposium on Operating Systems Design and Implementation,Berkeley:USENIX Association , 2014 : 267 - 283 .

浏览量

1423

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

融合区块链和联邦学习技术的数据资产流通交易方案研究

基于区块链的感知数据交易隐私保护方案

基于区块链与函数加密的隐私数据安全共享模型研究

零知识证明应用到区块链中的技术挑战

数据资产增值减值因素分析