计算机科学 ›› 2021, Vol. 48 ›› Issue (11A): 184-190.doi: 10.11896/jsjkx.210100163
曹萌1,2, 于洋1,2, 梁英1, 史红周1
CAO Meng1,2, YU Yang1,2, LIANG Ying1, SHI Hong-zhou1
摘要: 大数据时代下各类数据价值日益凸显,不同主体对大数据交易的需求也愈加迫切。传统集中式平台下的大数据交易存在用户数据被恶意采集、隐私泄露、数据被转售、数据虚假等诸多风险。一般认为,采用具有去中心化、透明性、隐私保护、不可篡改性等特点的区块链技术是解决上述大数据交易问题的一种重要途径。然而,区块链技术在大数据交易领域的应用还处于早期发展阶段,应用方案尚未成熟。对此,对目前学术界提出的多种基于区块链技术的数据交易方案进行总结,从隐私保护、数据转卖和交易公平3个角度出发,介绍使用区块链技术提升集中式数据交易的具体方法,并对各方法的优缺点进行分析;最后从隐私保护、身份认证、海量数据等方面分析“区块链+大数据交易”目前面临的挑战和未来的发展方向。
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[1]SUN Y,SONG H,JARA A J,et al.Internet of things and big data analytics for smart and connected communities[J].IEEE Access,2016(4):766-773. [2]STANKOVIC J A.Research directions for the internet of things[J].IEEE Internet of Things Journal,2014,1(1):3-9. [3]WU J,ZHAO W.Design and realization of winternet:From net of things to internet of things[J].ACM Transactions on Cyber-Physical Systems,2016,1(1):1-12. [4]LIN J,YU W,ZHANG N,et al.A survey on internet of things:Architecture,enabling technologies,security and privacy,and applications[J].IEEE Internet of Things Journal,2017,4(5):1125-1142. [5]JAN B,FARMAN H,KHAN M,et al.Deep learning in big data analytics:a comparative study[J].Computers & Electrical Engineering,2019,75:275-287. [6]GROVES P,KAYYALI B,KNOTT D,et al.The “big data” revolution in healthcare:Accelerating value and innovation[M].Centre for US Health System Reform; Business Technology Office,2013. [7]IOTA blockchain data trading market[EB/OL].https://data.iota.org/. [8]Databroker Dao[EB/OL].https://databrokerdao.com/. [9]BAIC [EB/OL].http://baic.io/. [10]Gxb Blockchain White Paper [EB/OL].https://cryptorating.eu/whitepapers/GXChain/GXB_Blockchain_White_Paper_v1.2_EN.pdf. [11]LE NGUYEN B,LYDIA E L,ELHOSENY M,et al.Privacy preserving blockchain technique to achieve secure and reliable sharing of IoT data[J].Computers,Materials & Continua,2020,65(1):87-107. [12]HUH S,CHO S,KIM S.Managing IoT devices using blockchain platform[C]//2017 19th International Conference on Advanced Communication Technology (ICACT).IEEE,2017:464-467. [13]REYNA A,MARTÍN C,CHEN J,et al.On blockchain and its integration with IoT.Challenges and opportunities[J].Future Generation Computer Systems,2018,88:173-190. [14]XIA Q,SIFAH E B,SMAHI A,et al.BBDS:Blockchain-based data sharing for electronic medical records in cloud environments[J].Information,2017,8(2):44. [15]CHEN Y,DING S,XU Z,et al.Blockchain-based medical records secure storage and medical service framework[J].Journal of Medical Systems,2019,43(1):1-9. [16]CHEN Y,BELLAVITIS C.Blockchain disruption and decentralized finance:The rise of decentralized business models[J].Journal of Business Venturing Insights,2020,13:e00151. [17]YANG M J.Design of a data trading platform based on cryptography and blockchain technology[J].Chinese Journal of Information Communication Technology,2016,10(4):24-31. [18]WANG J W,ZHENG Z Z,WU F,et al.Blockchain-based data market [J].Big Data,2020,6(3):21-35. [19]NAKAMOTO S.Bitcoin:A peer-to-peer electronic cash system[J].Decentralized Business Review,2008:21260. [20]BUTERIN V.A next-generation smart contract and decentralized application platform[J].White Paper,2014,3(37). [21]ALTAWY R,ELSHEIKH M,YOUSSEF A M,et al.Lelantos:A blockchain-based anonymous physical delivery system[C]//2017 15th Annual Conference on Privacy,Security and Trust (PST).IEEE,2017. [22]CHIESA A,GREEN M,LIU J,et al.Decentralized anonymous micropayments[C]//Annual International Conference on the Theory and Applications of Cryptographic Techniques.Cham:Springer,2017:609-642. [23]KOPP H,MÖDINGER D,HAUCK F,et al.Design of a privacy-preserving decentralized file storage with financial incentives[C]//2017 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW).IEEE,2017:14-22. [24]LEIBA O,YITZCHAK Y,BITTON R,et al.Incentivized delivery network of IoT software updates based on trustless proof-of-distribution[C]//2018 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW).IEEE,2018:29-39. [25]KIYOMOTO S,RAHMAN M S,BASU A.On blockchain-based anonymized dataset distribution platform[C]//2017 IEEE 15th International Conference on Software Engineering Research,Management and Applications (SERA).IEEE,2017:85-92. [26]ZHOU J,TANG F,ZHU H,et al.Distributed data vending on blockchain[C]//2018 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber,Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData).IEEE,2018:1100-1107. [27]YANG L,JIN R.Distance metric learning:A comprehensive survey[J].Michigan State Universiy,2006,2(2):4. [28]JUNG T,LI X Y,HUANG W,et al.Accounttrade:Accountable protocols for big data trading against dishonest consumers[C]//IEEE INFOCOM 2017-IEEE Conference on Computer Communications.IEEE,2017:1-9. [29]DAI W,DAI C,CHOO K K R,et al.SDTE:A secure blockchain-based data trading ecosystem[J].IEEE Transactions on Information Forensics and Security,2019,15:725-737. [30]MCKEEN F,ALEXANDROVICH I,BERENZON A,et al.Innovative instructions and software model for isolated execution[J].Hasp@ isca,2013,10(1). [31]XIONG W,XIONG L.Smart contract based data trading mode using blockchain and machine learning[J].IEEE Access,2019,7:102331-102344. [32]PARAMESWARAN S,WEINBERGER K Q.Large marginmulti-task metric learning[J].Advances in Neural Information Processing Systems,2010,23:1867-1875. [33]ZHAO Y,YU Y,LI Y,et al.Machine learning based privacy-preserving fair data trading in big data market[J].Information Sciences,2019,478:449-460. [34]POETTERING B,STEBILA D.Double-authentication-preven-ting signatures[J].International Journal of Information Security,2017,16(1):1-22. [35]FERNÁNDEZ-CARAMÉS T M,FRAGA-LAMAS P.A Review on the Use of Blockchain for the Internet of Things[J].IEEE Access,2018,6:32979-33001. [36]PATEL V.A framework for secure and decentralized sharing of medical imaging data via blockchain consensus[J].Health Informatics Journal,2019,25(4):1398-1411. [37]YU H,ZHANG Z Y,LIU J W.Research on the ExpansionTechnology of Bitcoin Blockchain [J].Chinese Journal of Computer Research and Development,2017,54(10):2390. [38]ZHANG P,HELVIK B E.Towards green P2P:Analysis of energy consumption in P2P and approaches to control[C]//2012 International Conference on High Performance Computing & Simulation (HPCS).IEEE,2012:336-342. [39]BRUCE J D.The mini-blockchain scheme [EB/OL].http://cryptonite.info/f i les/mbc-scheme-rev3.pdf. [40]MEIKLEJOHN S,POMAROLE M,JORDAN G,et al.A fistful of bitcoins:characterizing payments among men with no names[C]//Proceedings of the 2013 Conference on Internet Measurement Conference.2013:127-140. [41]HALPIN H,PIEKARSKA M.Introduction to Security and Privacy on the Blockchain[C]//2017 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW).IEEE,2017:1-3. [42]Van Saberhagen N.CryptoNote v 2.0[EB/OL].https://www.mendeley.com/catalogue/7e4cdb00-7955-30e1-9185-32a1801bd94b/. [43]MOORE C,O'NEILL M,O'SULLIVAN E,et al.Practical homomorphic encryption:A survey[C]//2014 IEEE International Symposium on Circuits and Systems (ISCAS).IEEE,2014:2792-2795. [44]SASSON E B,CHIESA A,GARMAN C,et al.Zerocash:Decentralized anonymous payments from bitcoin[C]//2014 IEEE Symposium on Security and Privacy.IEEE,2014:459-474. [45]LI R,SONG T,MEI B,et al.Blockchain for large-scale internet of things data storage and protection[J].IEEE Transactions on Services Computing,2018,12(5):762-771. [46]AL-RIYAMI S S,PATERSON K G.Certificateless public key cryptography[C]//International Conference on the Theory and Application of Cryptology and Information Security.Berlin:Springer,2003:452-473. [47]OUADDAH A,ABOU ELKALAM A,OUAHMAN A A.Towards a novel privacy-preserving access control model based on blockchain technology in IoT[M]//Europe and MENA Cooperation Advances in Information and Communication Technologies.Cham:Springer,2017:523-533. [48]LIANG X,ZHAO J,SHETTY S,et al.Integrating blockchain for data sharing and collaboration in mobile healthcare applications[C]//2017 IEEE 28th Annual International Symposium on Personal,Indoor,and Mobile Radio Communications (PIMRC).IEEE,2017:1-5. [49]MERKLE R.Protocols for Public Key Cryptosystems[C]//Proceedings of the 1980 IEEE Symposium on Security and Privacy (Oakland,CA,USA).1980. [50]KAASHOEK M F,KARGER D R.Koorde:A simple degree-optimal distributed hash table[C]//International Workshop on Peer-to-Peer Systems.Berlin:Springer,2003:98-107. [51]YU S,WANG C,REN K,et al.Achieving secure,scalable,and fine-grained data access control in cloud computing[C]//2010 Proceedings IEEE INFOCOM.IEEE,2010:1-9. [52]BENET J.Ipfs-content addressed,versioned,p2p file system[J].arXiv:1407.3561,2014. |
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