Skip to main content
Log in

Blockchain-based autonomous decentralized trust management for social network

  • Published:
The Journal of Supercomputing Aims and scope Submit manuscript

Abstract

In a permissionless social network environment, it is difficult for a user to assess the trustworthiness of other users. Thus, trust management becomes a crucial issue for securing social activities. The conventional method for assessing trust involves an authority to identify fakes. However, generative AI is gradually reducing the ability to distinguish by producing vivid news or images. Additionally, modern social networks are becoming flatter and more diverse, making conventional trust management methods unfeasible. There is an urgent need to design a suitable blockchain consensus for decentralized trust management. In this paper, we propose a novel three-layer autonomous trust management model for online social users based on blockchain technology and group decision making. Instead of solving a hash puzzle, which consumes too much computational resources for social network users, this paper proposes a lightweight and verifiable blockchain consensus proof of trust for decentralized trust management. Furthermore, performance analysis and simulation results show that our model is valid and flexible for both synthetic networks and real social networks.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Algorithm 1
Fig. 3
Algorithm 2
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9

Similar content being viewed by others

Availability of data and materials

The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. Abdelghani W, Amous I, Zayani CA, Sèdes F, Roman-Jimenez G (2022) Dynamic and scalable multi-level trust management model for social internet of things. J Supercomput 78:8137–8193

    Article  Google Scholar 

  2. Zarrin J, Wen Phang H, Babu Saheer L, Zarrin B (2021) Blockchain for decentralization of internet: prospects, trends, and challenges. Clust Comput 24:2841–2866

    Article  Google Scholar 

  3. Jin J, Li Y, Zhong X, Zhai L (2015) Why users contribute knowledge to online communities: an empirical study of an online social Q &A community. Inf Manag 52:840–849

    Article  Google Scholar 

  4. Jiang J et al (2019) Group-oriented task allocation for crowdsourcing in social networks. IEEE Trans Syst Man Cybern Syst 51:4417–4432

    Article  Google Scholar 

  5. Yan Z, Wang H, Yang LT, Niemi V (2018) IEEE access special section editorial: trust management in pervasive social networking (TruPSN). IEEE Access 6:16851–16854

    Article  Google Scholar 

  6. Alshehri MD, Hussain FK (2018) A centralized trust management mechanism for the Internet of Things (CTM-IoT). Springer, Berlin, pp 533–543

    Google Scholar 

  7. Xiao H, Sidhu N, Christianson B (2015) Guarantor and reputation based trust model for social internet of things, pp 600–605 (IEEE)

  8. Sharma A, Pilli ES, Mazumdar AP, Gera P (2020) Towards trustworthy Internet of Things: a survey on Trust Management applications and schemes. Comput Commun 160:475–493

    Article  Google Scholar 

  9. Ali-Eldin AM (2022) A hybrid trust computing approach for IoT using social similarity and machine learning. PLoS ONE 17:e0265658

    Article  Google Scholar 

  10. Urena R, Chiclana F, Herrera-Viedma E (2020) DeciTrustNET: a graph based trust and reputation framework for social networks. Inf Fusion 61:101–112

    Article  Google Scholar 

  11. Xu Y et al (2023) A decentralized trust management mechanism for crowdfunding. Inf Sci 638:118969

    Article  Google Scholar 

  12. Amiri-Zarandi M, Dara RA, Fraser E (2022) Lbtm: a lightweight blockchain-based trust management system for social internet of things. J Supercomput 78:1–19

    Article  Google Scholar 

  13. Visan A, Pop F, Cristea V (2011) Decentralized trust management in peer-to-peer systems, pp 232–239 (IEEE)

  14. Arshad Q-u-A et al (2023) Blockchain-based decentralized trust management in IoT: systems, requirements and challenges. Complex Intell Syst 1–22

  15. Nakamoto S (2008) Bitcoin: a peer-to-peer electronic cash system. Decent Bus Rev 21260

  16. Salah K, Rehman MHU, Nizamuddin N, Al-Fuqaha A (2019) Blockchain for AI: review and open research challenges. IEEE Access 7:10127–10149

    Article  Google Scholar 

  17. Lei A et al (2017) Blockchain-based dynamic key management for heterogeneous intelligent transportation systems. IEEE Internet Things J 4:1832–1843

    Article  Google Scholar 

  18. Qu Z et al. (2023) Quantum detectable byzantine agreement for distributed data trust management in blockchain. Inf Sci

  19. Zheng Z et al (2020) An overview on smart contracts: challenges, advances and platforms. Futur Gener Comput Syst 105:475–491

    Article  Google Scholar 

  20. Kaur S, Chaturvedi S, Sharma A, Kar J (2021) A research survey on applications of consensus protocols in blockchain. Secur Commun Netw 2021:1–22

    Article  Google Scholar 

  21. Golbeck J, Hendler J (2006) Inferring binary trust relationships in web-based social networks. ACM Trans Internet Technol 6:497–529

    Article  Google Scholar 

  22. Sherchan W, Nepal S, Paris C (2013) A survey of trust in social networks. ACM Comput Surv 45:1–33

    Article  Google Scholar 

  23. Cho J-H, Swami A, Chen R (2010) A survey on trust management for mobile ad hoc networks. IEEE Commun Surv Tutor 13:562–583

    Article  Google Scholar 

  24. Wan J, Chen X, Du Y, Jia M (2019) Information propagation model based on hybrid social factors of opportunity, trust and motivation. Neurocomputing 333:169–184

    Article  Google Scholar 

  25. Jiang N, Jie W, Li J, Liu X, Jin D (2022) Gatrust: A multi-aspect graph attention network model for trust assessment in OSNs. IEEE Trans Knowl Data Eng 35:5865–5878

    Google Scholar 

  26. Arquam M, Singh A, Sharma R (2021) A blockchain-based secured and trusted framework for information propagation on online social networks. Soc Netw Anal Min 11:49

    Article  Google Scholar 

  27. Yang Z, Yang K, Lei L, Zheng K, Leung VC (2018) Blockchain-based decentralized trust management in vehicular networks. IEEE Internet Things J 6:1495–1505

    Article  Google Scholar 

  28. Yan Z, Peng L, Feng W, Yang LT (2021) Social-chain: decentralized trust evaluation based on blockchain in pervasive social networking. ACM Trans Internet Technol 21:1–28

    Article  Google Scholar 

  29. Liu Y et al (2022) A semi-centralized trust management model based on blockchain for data exchange in IoT system. IEEE Trans Serv Comput 16:858–871

    Article  Google Scholar 

  30. Pal S, Hill A, Rabehaja T, Hitchens M (2021) A blockchain-based trust management framework with verifiable interactions. Comput Netw 200:108506

    Article  Google Scholar 

  31. Manolache MA, Manolache S, Tapus N (2022) Decision making using the blockchain proof of authority consensus. Procedia Comput Sci 199:580–588

    Article  Google Scholar 

  32. Tian Z, Li M, Qiu M, Sun Y, Su S (2019) Block-DEF: a secure digital evidence framework using blockchain. Inf Sci 491:151–165

    Article  Google Scholar 

  33. Wood G et al (2014) Ethereum: a secure decentralised generalised transaction ledger. Ether Proj Yellow Pap 151:1–32

    Google Scholar 

  34. Lepore C et al (2020) A survey on blockchain consensus with a performance comparison of PoW, PoS and pure PoS. Mathematics 8:1782

    Article  Google Scholar 

  35. Raya M, Papadimitratos P, Gligor VD, Hubaux JP (2008) On data-centric trust establishment in ephemeral ad hoc networks, pp 1238–1246 (IEEE)

  36. Genç Y, Afacan E (2021) Design and implementation of an efficient elliptic curve digital signature algorithm (ECDSA), pp 1–6 (IEEE)

  37. Shahsavari Y, Zhang K, Talhi C (2019) A theoretical model for fork analysis in the bitcoin network, pp 237–244 (IEEE)

  38. Johnson RW (2022) Alternate forms of the one-way ANOVA f and Kruskal–Wallis test statistics. J Stat Data Sci Educ 30:82–85

    Article  Google Scholar 

  39. Facebook wall posts network dataset—KONECT. https://github.com/ShanLu1984/KONECT-Social-Network-Datasets. Last accessed on 5-Feb-2024

  40. Barabási A-L (2009) Scale-free networks: a decade and beyond. Science 325:412–413

    Article  MathSciNet  Google Scholar 

  41. Grigg I (2017) Eos-an introduction. White paper. https://whitepaperdatabase. com/eos-whitepaper

  42. Ren J, Zhang D, He S, Zhang Y, Li T (2019) A survey on end-edge-cloud orchestrated network computing paradigms: transparent computing, mobile edge computing, fog computing, and cloudlet. ACM Comput Surv 52:1–36

    Article  Google Scholar 

  43. Du Z et al (2020) Federated learning for vehicular internet of things: recent advances and open issues. IEEE Open J Comput Soc 1:45–61

    Article  Google Scholar 

  44. Swain A, Salkuti SR, Swain K (2021) An optimized and decentralized energy provision system for smart cities. Energies 14:1451

    Article  Google Scholar 

  45. El Faqir Y, Arroyo J, Hassan S (2020) An overview of decentralized autonomous organizations on the blockchain, pp 1–8

  46. Beniiche A, Ebrahimzadeh A, Maier M (2021) The way of the DAO: toward decentralizing the tactile internet. IEEE Netw 35:190–197

    Article  Google Scholar 

  47. Bellavitis C, Fisch C, Momtaz PP (2022) The rise of decentralized autonomous organizations (DAOs): a first empirical glimpse. Venture Capital, pp 1–17

  48. Islam MR, Liu S, Wang X, Xu G (2020) Deep learning for misinformation detection on online social networks: a survey and new perspectives. Soc Netw Anal Min 10:1–20

    Article  Google Scholar 

Download references

Funding

This research was funded by the University of Macau (File No. MYRG2022-00162-FST and MYRG2019-00136-FST).

Author information

Authors and Affiliations

Authors

Contributions

QH contributed to conceptualization, methodology, software, and writing—original draft preparation. Y-WS contributed to supervision, writing—reviewing and editing, and funding acquisition.

Corresponding author

Correspondence to Yain-Whar Si.

Ethics declarations

Ethical approval

Not applicable.

Conflict of interest

The authors have no Conflict of interest as defined by Springer, or other interests that might be perceived to influence the results and/or discussion reported in this paper.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Huang, QA., Si, YW. Blockchain-based autonomous decentralized trust management for social network. J Supercomput (2024). https://doi.org/10.1007/s11227-024-06024-w

Download citation

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11227-024-06024-w

Keywords

Navigation