Assessing the authenticity of subjective information in the blockchain: a survey and open issues
Tóm tắt
Blockchain, with its ever-increasing maturity and popularity, is being used in many different applied computing domains. To document the advancements made, researchers have conducted surveys on blockchain from many different viewpoints. However, one perspective which is missing from such surveys is how to assess the authenticity of subjective information and consider this in the processing of blockchain. The goal of this article is to highlight this gap as an open issue. We do this by surveying articles, both from the academic and grey literature and propose a taxonomy to classify the literature as focusing on either the inherent or add-on characteristics of a blockchain. We then focus on those works that aim to build authenticity in the application of blockchains and determine if they address the gap of considering subjective information in their analysis. Based on our findings from the survey, we propose future research directions in this area which are essential to achieve blockchain’s envisaged view of it being the single source of truth for all types of information.
Tài liệu tham khảo
S. Nakamoto. Bitcoin: A peer-to-peer electronic cash system https://www.coindesk.com/bitcoin-peer-to-peer-electronic-cash-system. (accessed 9 July, 2020)
Chen, H.S., Jarrell, J.T., Carpenter, K.A., Cohen, D.S., Huang, X.: Blockchain in healthcare: a patient-centered model. Biomed J Sci Tech Res. 20(3), 15017–15022 (2019) [Online]. Available: https://pubmed.ncbi.nlm.nih.gov/31565696
Parssinen, M.A., Kotila, M., Cuevas Rumin, R., Phansalkar, A., Manner, J.: Is Blockchain ready to revolutionize online advertising? IEEE Access. 6, 54884–54899 (2018). https://doi.org/10.1109/access.2018.2872694
Drosatos, G., Kaldoudi, E.: Blockchain applications in the biomedical domain: a scoping review. Computational and Structural Biotechnology Journal. 17, 229–240 (2019). https://doi.org/10.1016/j.csbj.2019.01.010
Pournader, M., Shi, Y., Seuring, S., Koh, S.C.L.: Blockchain applications in supply chains, transport and logistics: a systematic review of the literature. Int. J. Prod. Res. 58(7), 2063–2081 (2019). https://doi.org/10.1080/00207543.2019.1650976
Marke, A., Sylvester, B., Macinante, J., Klauser, S., Blockchain Climate Institute: Transforming climate finance and green investment with blockchains, p. xxxvii. Academic Press, London, United Kingdom ; San Diego, CA, United States (2018) 330 pages
A. Srivastava, P. Bhattacharya, A. Singh, A. Mathur, O. Prakash, and R. Pradhan: A distributed credit transfer educational framework based on blockchain, in 2018 Second International Conference on Advances in Computing, Control and Communication Technology (Iac3t), India, pp. 54–59 (2018)
Paik, H.Y., Xu, X.W., Bandara, H.M.N.D., Lee, S.U., Lo, S.K.: Analysis of data Management in Blockchain-Based Systems: from architecture to governance. Ieee Access. 7, 186091–186107 (2019). https://doi.org/10.1109/Access.2019.2961404
Saha, A., Amin, R., Kunal, S., Vollala, S., Dwivedi, S.K.: Review on “Blockchain technology based medical healthcare system with privacy issues”. Security and Privacy. 2(5), (2019). https://doi.org/10.1002/spy2.83
Amazon. Blockchain for Supply Chain: Track and Trace_Gain end-to-end visibility of production with blockchain. https://aws.amazon.com/blockchain/blockchain-for-supply-chain%2D%2Dtrack-and-trace/ (accessed
F. Ibekwe-SanJuan, T. M. Dousa, and ebrary Inc.: Theories of information, communication and knowledge a multidisciplinary approach, New York: Springer,, 2014, pp. vi, 331 pages. [Online]. Available: http://ezproxy.umsl.edu/login?url=https://link.springer.com/10.1007/978-94-007-6973-1852
Guin, U., Cui, P., Skjellum, A.: Ensuring proof-of-authenticity of iot edge devices using blockchain technology, in Ieee 2018 International Congress on Cybermatics / 2018 Ieee Conferences on Internet of Things, pp. 1042–1049. Green Computing and Communications, Cyber, Physical and Social Computing, Smart Data, Blockchain, Computer and Information Technology, Halifax, NS, Canada (2018). https://doi.org/10.1109/Cybermatics_2018.2018.00193
D. Khalifa, Nadya Madjid, and Davor Svetinovic, "Trust requirements in blockchain systems: a preliminary study," in Sixth International Conference on Software Defined Systems (SDS), Rome, Italy, 2019: IEEE, pp. 310–313, doi: https://doi.org/10.1109/SDS.2019.8768490
S. Vollmer, Monitoring fraud risks in the supply chain. Journal of Accountancy, 2015. [Online]. Available: https://www.journalofaccountancy.com/issues/2015/apr/fraud-risks-in-supply-chains.html
van Ruth, S.M., Luning, P.A., Silvis, I.C.J., Yang, Y., Huisman, W.: Differences in fraud vulnerability in various food supply chains and their tiers. Food Control. 84, 375–381 (2018). https://doi.org/10.1016/j.foodcont.2017.08.020
B. H. Jon Altman, Sally Ward and Felicity Wright, "The Indigenous visual arts industry," in Competition and consumer issues for Indigenous Australians, J. Altman, McDonnell, S, Ward, S Ed., 64–101 ed.: Centre for Aboriginal Economic Policy Research, 2002, ch. 4
E. a. T. I. Solution, "Press Release everledger and the true image solution drive new breakthrough standard in fine art authentication," ed: Everledger 2018
Day, G.: Explaining the art Market’s thefts, frauds, and forgeries (and why the art market does not seem to care). Vanderbilt Journal Of Entertainment & Technology Law. 16, 457–495 (2014)
H. J. Van Miegroet, K. P. Alexander, and F. Leunissen, "Imperfect data, art markets and internet research," Arts, vol. 8, no. 3, 2019, https://doi.org/10.3390/arts8030076
Xu, M., Chen, X., Kou, G.: A systematic review of blockchain. Financial Innovation. 5(1), 27 (2019). https://doi.org/10.1186/s40854-019-0147-z
Wang, Y., Singgih, M., Wang, J., Rit, M.: Making sense of blockchain technology: how will it transform supply chains? Int. J. Prod. Econ. 211, 221–236 (2019). https://doi.org/10.1016/j.ijpe.2019.02.002
J. Duan, C. Zhang, Y. Gong, S. Brown, and Z. Li, A content-analysis based literature review in blockchain adoption within food supply chain. International Journal of Environmental Research and Public Health, vol. 17, 2020
Casino, F., Dasaklis, T.K., Patsakis, C.: A systematic literature review of blockchain-based applications: current status, classification and open issues. Telematics Inform. 36, 55–81 (2019). https://doi.org/10.1016/j.tele.2018.11.006
Feng, Q., He, D., Zeadally, S., Khan, M.K., Kumar, N.: A survey on privacy protection in blockchain system. J. Netw. Comput. Appl. 126, 45–58 (2019). https://doi.org/10.1016/j.jnca.2018.10.020
Hughes, L., Dwivedi, Y.K., Misra, S.K., Rana, N.P., Raghavan, V., Akella, V.: Blockchain research, practice and policy: Applications, benefits, limitations, emerging research themes and research agenda. International Journal of Information Management. 49, 114–129, 2019/12/01/ (2019). https://doi.org/10.1016/j.ijinfomgt.2019.02.005
Queiroz, M.M., Fosso Wamba, S.: Blockchain adoption challenges in supply chain: An empirical investigation of the main drivers in India and the USA. International Journal of Information Management. 46, 70–82, 2019/06/01/ (2019). https://doi.org/10.1016/j.ijinfomgt.2018.11.021
Zhu, L., Wu, Y., Gai, K., Choo, K.-K.R.: Controllable and trustworthy blockchain-based cloud data management. Futur. Gener. Comput. Syst. 91, 527–535 (2019). https://doi.org/10.1016/j.future.2018.09.019
Zahed Benisi, N., Aminian, M., Javadi, B.: Blockchain-based decentralized storage networks: a survey. J. Netw. Comput. Appl. 162, 1–10 (2020). https://doi.org/10.1016/j.jnca.2020.102656
Wang, X., et al.: Survey on blockchain for Internet of Things. Computer Communications. 136, 10–29, 2019/02/01/ (2019). https://doi.org/10.1016/j.comcom.2019.01.006
Butijn, B.-J., Tamburri, D.A., Heuvel, W.-J.V.D.: Blockchains: a systematic multivocal literature review. ACM Comput Surv. 53(3), Article 61 (2020). https://doi.org/10.1145/3369052
Umair, S., Muhammad, A.: Systematic literature review of blockchain in requisites of big data and its application. Journal of Software Engineering & Intelligent System. 4(2), 84–89 (2019)
Zhu, Q., Loke, S.W., Trujillo-Rasua, R., Jiang, F., Xiang, Y.: Applications of distributed ledger technologies to the internet of things: A survey. ACM Comput Surv. 52(6), 120 (2019). https://doi.org/10.1145/3359982
Koh, J.-W., Kho, H.-S., Nam, S.-W., Han, K.-S.: An empirical study to propose the enhanced research model on the factors affecting the adoption of Blockchain. Journal of Digital Contents Society. 20(3), 513–526 (2019)
Ferrer-Gomila, J.-L., Francisca Hinarejos, M., Isern-Deyà, A.-P.: A fair contract signing protocol with blockchain support. Electronic Commerce Research and Applications. 36, 100869, 2019/07/01/ (2019). https://doi.org/10.1016/j.elerap.2019.100869
Azzi, R., Chamoun, R.K., Sokhn, M.: The power of a blockchain-based supply chain. Comput. Ind. Eng. 135, 582–592 (2019). https://doi.org/10.1016/j.cie.2019.06.042
Hardin, T., Kotz, D.: Blockchain in health data systems: a survey, in 2019 Sixth International Conference on Internet of Things: Systems, Management and Security (IOTSMS), 22–25 Oct. 2019 2019, pp. 490–497, https://doi.org/10.1109/IOTSMS48152.2019.8939174
Sund, T., Lööf, C., Nadjm-Tehrani, S., Asplund, M.: Blockchain-based event processing in supply chains—A case study at IKEA. Robotics and Computer-Integrated Manufacturing 65, 2020, https://doi.org/10.1016/j.rcim.2020.101971
Lu, Q., Xu, X.: Adaptable Blockchain-based systems: a case study for product traceability. IEEE Softw. 34(6), 21–27 (2017). https://doi.org/10.1109/ms.2017.4121227
Yasaweerasinghelage, R., Staples, M., Weber, I.: Predicting latency of blockchain-based systems using architectural modelling and simulation, in 2017 IEEE International Conference on Software Architecture (ICSA), 3–7 April 2017 2017, pp. 253–256, https://doi.org/10.1109/ICSA.2017.22
Bai, C., Sarkis, J.: A supply chain transparency and sustainability technology appraisal model for blockchain technology. Int. J. Prod. Res. 58(7), 2142–2162 (2020). https://doi.org/10.1080/00207543.2019.1708989
Macrinici, D., Cartofeanu, C., Gao, S.: Smart contract applications within blockchain technology: a systematic mapping study. Telematics Inform. 35(8), 2337–2354 (2018). https://doi.org/10.1016/j.tele.2018.10.004
Kim, S., Kwon, Y., Cho, S.: A survey of scalability solutions on Blockchain, in 2018 International Conference on Information and Communication Technology Convergence (ICTC). South Korea. 17-19, 1204–1207 (October 2018). https://doi.org/10.1109/ICTC.2018.8539529
Zhou, Q., Huang, H., Zheng, Z., Bian, J.: Solutions to scalability of Blockchain: a survey. IEEE Access. 8, 16440–16455 (2020). https://doi.org/10.1109/ACCESS.2020.2967218
Koh, L., Dolgui, A., Sarkis, J.: Blockchain in transport and logistics – paradigms and transitions. Int. J. Prod. Res. 58(7), 2054–2062 (2020). https://doi.org/10.1080/00207543.2020.1736428
Chang, Y., Iakovou, E., Shi, W.: Blockchain in global supply chains and cross border trade: a critical synthesis of the state-of-the-art, challenges and opportunities. Int. J. Prod. Res. 58(7), 2082–2099 (2019). https://doi.org/10.1080/00207543.2019.1651946
Belchior, R., Vasconcelos, A., Guerreiro, S., Correia, M.: A survey on blockchain interoperability: past, present, and future trends. https://arxiv.org/abs/2005.14282, 2020
Longo, F., Nicoletti, L., Padovano, A., d'Atri, G., Forte, M.: Blockchain-enabled supply chain: an experimental study. Comput. Ind. Eng. 136, 57–69 (2019). https://doi.org/10.1016/j.cie.2019.07.026
Xu, X., Lu, Q., Liu, Y., Zhu, L., Yao, H., Vasilakos, A.V.: Designing blockchain-based applications a case study for imported product traceability. Futur. Gener. Comput. Syst. 92, 399–406 (2019). https://doi.org/10.1016/j.future.2018.10.010
Svetlana Drobyazko, V.M., Buglak, Y., Stetsenko, V.: Ethical, technological and patent aspects of technology blockchain distribution. Journal of Legal, Ethical and Regulatory Issues, 22(2S) 2019
Wenjie Song, Y.L., Yang, D.: Research on the Application of Blockchain in the Energy Power Industry in China, IOP Conf. Series: Journal of Physics, 2019, https://doi.org/10.1088/1742-6596/1176/4/042079
Álvarez-Díaz, N., Herrera-Joancomartí, J., Caballero-Gil, P.: Smart contracts based on blockchain for logistics management, in Proceedings of the 1st International Conference on Internet of Things and Machine Learning - IML '17, United Kingdom, 2017, pp. 1–8, https://doi.org/10.1145/3109761.3158384
Yevheniia Polishchuk, A.I., Dyba, O.: SMART-contracts via blockchain as the innovation tool for SMEs development. Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute,, no. 6, pp. 39–53, 2019. [Online]. Available: https://www.ceeol.com/search/article-detail?id=831391
Lu, Q., Xu, X., Liu, Y., Zhang, W.: Design pattern as a service for blockchain applications, in 2018 IEEE International Conference on Data Mining Workshops (ICDMW), Singapore, 2018, pp. 128–135, doi: https://doi.org/10.1109/icdmw.2018.00025
Chen, W., Xu, Z., Shi, S., Zhao, Y., Zhao, J.: A survey of Blockchain Applications in Different Domains, in Proceedings of the 2018 International Conference on Blockchain Technology and Application, Xi'an, China, 2018, pp. 17–21, https://doi.org/10.1145/3301403.3301407
Dave Bryson, D.P., David C. ,Goldenberg ,Gloria Serrao: Blockchain technology for government, MITRE Corporation, 2017
Chen, Y., Ding, S., Xu, Z., Zheng, H., Yang, S.: Blockchain-based medical records secure storage and medical service framework. Journal of Medical Systems. 43(1), 5, 2018/11/22 (2018). https://doi.org/10.1007/s10916-018-1121-4
M. P. Caro, M. S. Ali, M. Vecchio, and R. Giaffreda: Blockchain-based traceability in Agri-Food supply chain management: A practical implementation, in 2018 IoT Vertical and Topical Summit on Agriculture - Tuscany (IOT Tuscany), 8–9 May 2018 2018, pp. 1–4, https://doi.org/10.1109/IOT-TUSCANY.2018.8373021
Xu, Q., Aung, K.M.M., Zhu, Y., Yong, K.L.: A Blockchain-based storage system for data analytics in the internet of things. In: Yager, R.R., Pascual Espada, J. (eds.) New Advances in the Internet of Things, pp. 119–138. Springer International Publishing, Cham (2018)
Y. S. Fangfang Dai, Nan Meng, Liang Wei, Zhiguo Ye: From bitcoin to cybersecurity: a comparative study of blockchain application and security issues, in The 2017 4th International Conference on Systems and Informatics (ICSAI 2017), Hangzhou, China, 2017, pp. 975–979
Z. Shae and J. J. P. Tsai: On the Design of a Blockchain Platform for Clinical Trial and Precision Medicine, Presented at the 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS), 2017
AlTawy, R., Gong, G.: Mesh: a supply chain solution with locally private Blockchain transactions. Proceedings on Privacy Enhancing Technologies. 2019(3), 149–169 (2019). https://doi.org/10.2478/popets-2019-0041
X. Xu et al., A Taxonomy of Blockchain-Based Systems for Architecture Design, Presented at the 2017 IEEE International Conference on Software Architecture (ICSA), 2017
C. Jaffe, C. Mata, and S. Kamvar: Motivating urban cycling through a blockchain-based financial incentives system, in Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers, Maui Hawaii, 2017, pp. 81–84, https://doi.org/10.1145/3123024.3123141
Huang, J., et al.: Survey on Blockchain Incentive Mechanism, in International Conference of Pioneering Computer Scientists, pp. 386–395. Engineers and Educators, Singapore (2019)
X. L. Wang and H. K. Shi, "Research on Container Transportation Application Based on Blockchain Technology," in: Asia-Pacific conference on intelligent medical (Apcim) / 2018 7th international conference on transportation and traffic engineering (Ictte 2018). Beijing, China. 2018, 277–281 (2018). https://doi.org/10.1145/3321619.3321672
Shetty, S., Liang, X., Bowden, D., Zhao, J., Zhang, L.: Blockchain-based decentralized accountability and self-sovereignty in healthcare systems. In: Treiblmaier, H., Beck, R. (eds.) Business Transformation through Blockchain: Volume II, pp. 119–149. Springer International Publishing, Cham (2019)
Rahmanzadeh, S., Pishvaee, M.S., Rasouli, M.R.: Integrated innovative product design and supply chain tactical planning within a blockchain platform. Int. J. Prod. Res. 58(7), 2242–2262 (2019). https://doi.org/10.1080/00207543.2019.1651947
Smits, M., Hulstijn, J.: Blockchain applications and institutional trust. Frontiers in Blockchain, vol. 3, 2020, https://doi.org/10.3389/fbloc.2020.00005
Tang, B., Kang, H., Fan, J., Li, Q., Sandhu, R.: IoT passport, in Proceedings of the 24th ACM Symposium on access control models and technologies, Toronto ON Canada, 2019, pp. 83–92, https://doi.org/10.1145/3322431.3326327
Hyvärinen, H., Risius, M., Friis, G.: A Blockchain-based approach towards overcoming financial fraud in public sector services. Bus. Inf. Syst. Eng. 59(6), 441–456 (2017). https://doi.org/10.1007/s12599-017-0502-4
Veuger, J.: Trust in a viable real estate economy with disruption and blockchain. Facilities. 36(1/2), 103–120 (2018). https://doi.org/10.1108/f-11-2017-0106
https://www.mckinsey.com/business-functions/operations/our-insights/blockchain-technology-for-supply-chainsa-must-or-a-maybe. (accessed 9 July, 2020)
Wang, Y., Han, J.H., Beynon-Davies, P.: Understanding blockchain technology for future supply chains: a systematic literature review and research agenda. Supply Chain Management: An International Journal. 24(1), 62–84 (2019). https://doi.org/10.1108/scm-03-2018-0148
Allon, F.: Money after Blockchain: gold, decentralised politics and the new libertarianism. Aust Feminist Stud. 33(96), 223–243 (2018). https://doi.org/10.1080/08164649.2018.1517245
Zhu, Q., Kouhizadeh, M.: Blockchain technology, supply chain information, and strategic product deletion management. IEEE Eng. Manag. Rev. 47(1), 36–44 (2019). https://doi.org/10.1109/emr.2019.2898178
Brogan, J., Baskaran, I., Ramachandran, N.: Authenticating health activity data using distributed ledger technologies, (in English). Computational and Structural Biotechnology Journal. 16, 257–266 (2018). https://doi.org/10.1016/j.csbj.2018.06.004
Fu, Y.G., Zhu, J.M.: Operation mechanism for G2B system based on blockchain. Teh Vjesn. 26(6), 1841–1852 (Nov 2019). https://doi.org/10.17559/Tv-20190722100223
Lin, D., Hu, S., Gao, Y., Tang, Y.: Optimizing MEC networks for healthcare applications in 5G communications with the authenticity of Users' priorities. Ieee Access. 7, 88592–88600 (2019). https://doi.org/10.1109/Access.2019.2922442
Pedersen, A.B., Risius, M., Beck, R.: A ten-step decision path to determine when to use blockchain technologies. MIS Quarterly Executive, pp. 99–115, 2019, https://doi.org/10.17705/2msqe.00010
Chowdhury, N.: An IoT and blockchain-based approach for ensuring transparency and accountability in regulatory compliance. in Proceedings of the 2019 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2019 ACM International Symposium on Wearable Computers - UbiComp/ISWC '19, London United Kingdom, 2019, pp. 957–962, https://doi.org/10.1145/3341162.3349320
Ulybyshev, D. et al.: Blockhub: Blockchain-based Software Development System for Untrusted Environments. Proceedings 2018 Ieee 11th International Conference on Cloud Computing (Cloud), pp. 582–585, 2018, https://doi.org/10.1109/Cloud.2018.00081
Manion S.T., Bizouati-Kennedy, Y.l.: Blockchain for medical research : accelerating trust in healthcare, Boca Raton: Taylor & Francis, 2020, p. 150
Wutthikarn, R., Hui, Y. G.: Prototype of blockchain in dental care service application based on hyperledger composer in hyperledger fabric framework, in 2018 22nd International Computer Science and Engineering Conference (ICSEC), Chiang Mai, Thailand, 2018: IEEE, pp. 1–4
Shae, Z., Tsai, J.J.P.: On the design of a blockchain platform for clinical trial and precision medicine," in 2017 IEEE 37th international conference on distributed computing systems (ICDCS), Atlanta, GA, USA, 2017, pp. 1972–1980, https://doi.org/10.1109/icdcs.2017.61
Choi, T.-M.: Blockchain-technology-supported platforms for diamond authentication and certification in luxury supply chains. Transportation Research Part E: Logistics and Transportation Review. 128, 17–29 (2019). https://doi.org/10.1016/j.tre.2019.05.011
Yang, H., Yuan, J., Yao, H., Yao, Q., Yu, A., Zhang, J.: Blockchain-based hierarchical trust networking for JointCloud. IEEE Internet Things J. 7(3), 1667–1677 (2020). https://doi.org/10.1109/jiot.2019.2961187
Madhusudan Singh, S.K.: Trust bit: reward-based intelligent vehicle commination using blockchain paper, in 2018 IEEE 4th World Forum on Internet of Things (WF-IoT), Singapore, 5-8 February 2018, Singapore, pp. 62–67, doi: https://doi.org/10.1109/WF-IoT.2018.8355227
Mehendale, M.S., Kamble, A.: Trust the system–blockchain technology and its application in education. Journal of Xian University of Architecture & Technology, 2019. [Online]. Available: http://www.xajzkjdx.cn/gallery/128-dec2019.pdf
Nguyen, T.: GRADUBIQUE: an academic transcript database using BLOCKCHAIN architecture. Computer Science, San Jose State University, Master of Science (MS) (2018)
N. Ariffin and A. Z. Ismail: The design and implementation of trade finance application based on hyperledger fabric permissioned blockchain platform, in 2019 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), Yogyakarta, Indonesia,, 2019: IEEE, pp. 488–493
Khandelwal, S.: Blockchain technology: heart of digital financial infrastructure for managing trust and governance system, in Proceedings of 10th International Conference on Digital Strategies for Organizational Success, Gwalior, India, 5–7 January 2019, https://doi.org/10.2139/ssrn.3308578
Zhang, Y., Xu, X., Liu, A., Lu, Q., Xu, L., Tao, F.: Blockchain-based trust mechanism for IoT-based smart manufacturing system. IEEE Transactions on Computational Social Systems. 6(6), 1386–1394 (2019). https://doi.org/10.1109/tcss.2019.2918467
Diestelmeier, L.: Changing power: shifting the role of electricity consumers with blockchain technology – policy implications for EU electricity law. Energy Policy. 128, 189–196 (2019). https://doi.org/10.1016/j.enpol.2018.12.065
Mollah, M.B., Zhao, J., Niyato, D., Lam, K.Y., Zhang, X., Ghias, A.M.Y.M., Koh, L.H., Yang, L.: Blockchain for future smart grid: a comprehensive survey. IEEE Internet Things J. 1–1 (2020). https://doi.org/10.1109/jiot.2020.2993601
Tripathi, S.: Blockchain application in media and entertainment, in 2018 SMPTE’s Annual Technical Conference & Exhibition, Los Angeles (2018). https://doi.org/10.5594/M001857
Hassan Abubakar, S.H.: A framework for enhancing digital trust of Quranic text using Blockchain technology. Journal of Telecommunication, electornic and computer engineering. 10(2–4), 7–17 (2018)
Liu, Q., Zou, X.: Research on trust mechanism of cooperation innovation with big data processing based on blockchain. EURASIP J. Wirel. Commun. Netw. 1, 2019 (2019). https://doi.org/10.1186/s13638-019-1340-5
G. D. P. Volkan Dedeoglu and Raja Jurdak, Ali Dorri and Salil S. Kanhere: ATrust Architecture for Blockchain in IoT, arXiv preprint arXiv:1906.03256, 2019
"A novel multi-link integrated factor algorithm considering node trust degree for Blockchain-based Communication," KSII Transactions on Internet and Information Systems, vol. 11, no. 8, 2017, https://doi.org/10.3837/tiis.2017.08.001
D. Pradeepkumar, K. Singi, V. Kaulgud, and S. Podder: Evaluating complexity and digitizability of regulations and contracts for a blockchain application design, in 2018 IEEE/ACM 1st International Workshop on Emerging Trends in Software Engineering for Blockchain (WETSEB), Gothenburg, Sweden, 27 May–June 3 2018: IEEE, pp. 25–29
N. Zivic, C. Ruland, and J. Sassmannshausen: Distributed ledger technologies for M2M communications, in 33rd International Conference on Information Networking (Icoin 2019), Kuala Lumpur, Malaysia, 2019, pp. 301–306
Z. Y. Yu, X. G. Liu, and G. Wang: A survey of consensus and incentive mechanism in blockchain derived from P2P, in 2018 Ieee 24th international conference on parallel and distributed systems (Icpads 2018), Singapore, 2018, pp. 1010–1015, https://doi.org/10.1109/Icpads.2018.00135
a. L. P. Zheng Yan, Trust evaluation based on blockchain in pervasive social networking, IEEE Blockchain Technical Briefs, 2018
Dai, F.F., Shi, Y., Meng, N., Wei, L., Ye, Z.G.: From bitcoin to cybersecurity: a comparative study of blockchain application and security issues, (in English), Int Conf Syst Inform, pp. 975–979, 2017. [Online]. Available: <Go to ISI>://WOS:000427752100175
Kundu, D.: Blockchain and trust in a smart city. Environ. Urban. ASIA. 10(1), 31–43 (Mar 2019). https://doi.org/10.1177/0975425319832392
Randall, D., Goel, P., Abujamra, R.: Blockchain applications and use cases in health information technology. Journal of Health & Medical Informatics. 08(03), (2017). https://doi.org/10.4172/2157-7420.1000276
RamziAbujamra, D.: Blockchain applications in healthcare and the opportunities and the advancements due to the new information technology framework, in Advance in computers, vol. 115, G. C. D. Shiho Kim, Peng Zhang Ed., 2019, ch. 5, pp. 141–154
Casado-Vara, R., Prieto, J., Corchado, J.M.: How blockchain could improve fraud detection in power distribution grid San Sebastián, Spain, June 6–8, 2018 2019, in International Joint Conference SOCO’18-CISIS’18-ICEUTE’18, pp. 67–76
Sarda, P., Chowdhury, M.J.M., Colman, A., Kabir, M.A., Han, J.: Blockchain for Fraud prevention: a work-history fraud prevention system, in 2018 17th Ieee International Conference on Trust, Security and Privacy in Computing and Communications (Ieee Trustcom) / 12th Ieee International Conference on Big Data Science and Engineering (Ieee Bigdatase), 2018, pp. 1858-1863, https://doi.org/10.1109/TrustCom/BigDataSE.2018.00281
Rückeshäuser, N.: Do we really want blockchain-based accounting? decentralized consensus as enabler of management override of internal controls, in Digitalization in the industry. University of St, Gallen (2017)
Martin Holland, C.N., Stjepandic, J.: Copyright protection in additive manufacturing with blockchain approach, 2017, pp. 914–921
Martin Holland, J.S., Nigischer, C., Intellectual property protection of 3D Print supply chain with blockchain technology, in 2018 IEEE international conference on engineering, technology and innovation (ICE/ITMC), Stuttgart, Germany, 2018, pp. 1–8, https://doi.org/10.1109/ICE.2018.8436315
Wu, Y., Chen, R., Tan, Y., Shao, Z.: Research on two-dimensional code packaging advertising and anti-counterfeiting based on blockchain; 2019, pp. 28–36
Kennedy, Z.C., et al.: Enhanced anti-counterfeiting measures for additive manufacturing: coupling lanthanide nanomaterial chemical signatures with blockchain technology. J Mater Chem C. 5(37), 9570–9578 (Oct 7 2017). https://doi.org/10.1039/c7tc03348f
Leng, J.W., et al.: Makerchain: a blockchain with chemical signature for self-organizing process in social manufacturing. J. Clean. Prod. 234, 767–778 (Oct 10 2019). https://doi.org/10.1016/j.jclepro.2019.06.265
https://study.com/academy/lesson/understanding-the-subjective-nature-of-history.html
https://www.nec.com/en/global/insights/article/2020022520/index.html. (accessed 9 July, 2020)
Lundberg, S.M., et al.: Explainable machine-learning predictions for the prevention of hypoxaemia during surgery. Nature Biomedical Engineering. 2(10), 749–760, 2018/10/01 (2018). https://doi.org/10.1038/s41551-018-0304-0