Computer Science ›› 2021, Vol. 48 ›› Issue (11A): 184-190.doi: 10.11896/jsjkx.210100163

• Big Data & Data Science • Previous Articles     Next Articles

Key Technologies and Development Trends of Big Data Trade Based on Blockchain

CAO Meng1,2, YU Yang1,2, LIANG Ying1, SHI Hong-zhou1   

  1. 1 Institute of Computing Technology,Chinese Academy of Sciences,Beijing 100190,China
    2 School of Computer Science and Technology,University of Chinese Academy of Sciences,Beijing 100190,China
  • Online:2021-11-10 Published:2021-11-12
  • About author:AO Meng,born in 1997,postgraduate.Her main research interests include blockchain and big data processing and analysis.
    SHI Hong-zhou,born in 1971,a senior engineer.His main research interests include blockchain,big data processing and analysis,Internet of things security and other technologies.
  • Supported by:
    National Key Research and Development Progra of China(2018YFB1004700).

Abstract: In the era of big data,the value of data has become increasingly prominent,and the needs of big data trading for diffe-rent entities are becoming more and more urgent.Traditional big data trading based on centralized platforms have many risks such as malicious collection of user data,privacy leakage,data resale,and data fraud.It is generally believed that using blockchain technology with the characteristics of decentralization,transparency,privacy protection,and tamper resistance is an important way to solve the above problems in big data trading.However,the development of blockchain technology in big data trading is still in the early stage,and the application plans are not yet mature.In this regard,this paper summarizes the current data trading models based on blockchain technology proposed by the academic community,introduces the methods of improving centralized big data trading from the three perspectives of privacy protection,data resale and trading fairness by using blockchain technology,and analyzes the advantages and disadvantages of each method.Then,this paper analyzes the current challenges and future development directions of “blockchain+big data trading” from the aspects of privacy protection,identity authentication,massive data,and va-lue transfer.

Key words: Access control, Blockchain, Data trading, Identity authentication, Privacy protect

CLC Number: 

  • TP311
[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.
[1] LU Chen-yang, DENG Su, MA Wu-bin, WU Ya-hui, ZHOU Hao-hao. Federated Learning Based on Stratified Sampling Optimization for Heterogeneous Clients [J]. Computer Science, 2022, 49(9): 183-193.
[2] GUO Peng-jun, ZHANG Jing-zhou, YANG Yuan-fan, YANG Shen-xiang. Study on Wireless Communication Network Architecture and Access Control Algorithm in Aircraft [J]. Computer Science, 2022, 49(9): 268-274.
[3] WANG Zi-kai, ZHU Jian, ZHANG Bo-jun, HU Kai. Research and Implementation of Parallel Method in Blockchain and Smart Contract [J]. Computer Science, 2022, 49(9): 312-317.
[4] ZHOU Hang, JIANG He, ZHAO Yan, XIE Xiang-peng. Study on Optimal Scheduling of Power Blockchain System for Consensus Transaction ofEach Unit [J]. Computer Science, 2022, 49(6A): 771-776.
[5] FU Li-yu, LU Ge-hao, WU Yi-ming, LUO Ya-ling. Overview of Research and Development of Blockchain Technology [J]. Computer Science, 2022, 49(6A): 447-461.
[6] GAO Jian-bo, ZHANG Jia-shuo, LI Qing-shan, CHEN Zhong. RegLang:A Smart Contract Programming Language for Regulation [J]. Computer Science, 2022, 49(6A): 462-468.
[7] MAO Dian-hui, HUANG Hui-yu, ZHAO Shuang. Study on Automatic Synthetic News Detection Method Complying with Regulatory Compliance [J]. Computer Science, 2022, 49(6A): 523-530.
[8] LI Bo, XIANG Hai-yun, ZHANG Yu-xiang, LIAO Hao-de. Application Research of PBFT Optimization Algorithm for Food Traceability Scenarios [J]. Computer Science, 2022, 49(6A): 723-728.
[9] WANG Si-ming, TAN Bei-hai, YU Rong. Blockchain Sharding and Incentive Mechanism for 6G Dependable Intelligence [J]. Computer Science, 2022, 49(6): 32-38.
[10] SUN Hao, MAO Han-yu, ZHANG Yan-feng, YU Ge, XU Shi-cheng, HE Guang-yu. Development and Application of Blockchain Cross-chain Technology [J]. Computer Science, 2022, 49(5): 287-295.
[11] YANG Zhen, HUANG Song, ZHENG Chang-you. Study on Crowdsourced Testing Intellectual Property Protection Technology Based on Blockchain and Improved CP-ABE [J]. Computer Science, 2022, 49(5): 325-332.
[12] REN Chang, ZHAO Hong, JIANG Hua. Quantum Secured-Byzantine Fault Tolerance Blockchain Consensus Mechanism [J]. Computer Science, 2022, 49(5): 333-340.
[13] FENG Liao-liao, DING Yan, LIU Kun-lin, MA Ke-lin, CHANG Jun-sheng. Research Advance on BFT Consensus Algorithms [J]. Computer Science, 2022, 49(4): 329-339.
[14] WANG Mei-shan, YAO Lan, GAO Fu-xiang, XU Jun-can. Study on Differential Privacy Protection for Medical Set-Valued Data [J]. Computer Science, 2022, 49(4): 362-368.
[15] YANG Xin-yu, PENG Chang-gen, YANG Hui, DING Hong-fa. Rational PBFT Consensus Algorithm with Evolutionary Game [J]. Computer Science, 2022, 49(3): 360-370.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!