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Published in: Peer-to-Peer Networking and Applications 4/2021

23-03-2021

Tree-searching based trust assessment through communities in vehicular networks

Authors: Zhong Li, Xueting Yang, Changjun Jiang

Published in: Peer-to-Peer Networking and Applications | Issue 4/2021

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Abstract

In vehicular networks, trustworthy information sharing between vehicles is an important security issue. We find that existing trust systems in vehicular networks have the disadvantages of high assessment latency and high maintenance cost. In this paper, by introducing mobile edge computing (MEC), we propose a tree-searching based trust assessment method through communities, named TTAC method, for vehicular networks. The proposed TTAC method includes two parts. First, based on information interactions, TTAC gives a direct trust assessment method by utilizing Dempster-Shafer (D-S) evidence theory. Second, with the assistance of MEC base stations, TTAC designs a tree-searching based indirect trust calculation method by utilizing two neural networks through vehicles’ communities. In experiments, we use a dataset of Shenzhen taxicab traffic and simulate information interactions among vehicles. The experimental results show that TTAC method can ensure fast calculation time with high assessment accuracy in a distributed manner. Especially, in terms of the accuracy of the indirect trust assessment, the mean square error (MSE) of TTAC method is lower than that of two popular trust assessment methods, compared with 3VSL by 41.4% and with MoleTrust by 71.4%.

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Footnotes
1
The establishment of any social network is based on interactions. Although the interactions should be based on trust, the social network does not have any trust relationships at the initial stage. At this moment, we need to try to initiate interactions randomly or subjectively to gradually build a social network. When the trust is established, it can guide interactions. Therefore, the trust and the interactions are closely related and affect each other.
 
2
Our work only provides trust opinions to users. The threshold about whether to receive a message sent by a trustee according to the trust opinion is made by users themselves.
 
3
Here we select a classic distributed community detection method. Of course, other distributed community detection methods are also available.
 
Literature
1.
go back to reference Cheng T, Liu G, Yang Q, Sun J (2019) Trust assessment in vehicular social network based on three-valued subjective logic. IEEE Transactions on Multimedia 21(3):652–663CrossRef Cheng T, Liu G, Yang Q, Sun J (2019) Trust assessment in vehicular social network based on three-valued subjective logic. IEEE Transactions on Multimedia 21(3):652–663CrossRef
2.
go back to reference Liu G, Li C, Yang Q (2019) Neuralwalk: Trust assessment in online social networks with neural networks. In: Proc. IEEE INFOCOM. Paris, France, pp 1999–2007 Liu G, Li C, Yang Q (2019) Neuralwalk: Trust assessment in online social networks with neural networks. In: Proc. IEEE INFOCOM. Paris, France, pp 1999–2007
3.
go back to reference Govindan K, Mohapatra P (2012) Trust computations and trust dynamics in mobile adhoc networks: A survey. IEEE Commun Surv Tutor 14(2):279–298CrossRef Govindan K, Mohapatra P (2012) Trust computations and trust dynamics in mobile adhoc networks: A survey. IEEE Commun Surv Tutor 14(2):279–298CrossRef
4.
go back to reference Cho J, Swami A, Chen I (2011) A survey on trust management for mobile ad hoc networks. IEEE Commun Surv Tutor 13(4):562–583CrossRef Cho J, Swami A, Chen I (2011) A survey on trust management for mobile ad hoc networks. IEEE Commun Surv Tutor 13(4):562–583CrossRef
5.
go back to reference Movahedi Z, Hosseini Z, Bayan F, Pujolle G (2016) Trust-distortion resistant trust management frameworks on mobile ad hoc networks: A survey. IEEE Commun Surv Tutor 18(2):1287–1309CrossRef Movahedi Z, Hosseini Z, Bayan F, Pujolle G (2016) Trust-distortion resistant trust management frameworks on mobile ad hoc networks: A survey. IEEE Commun Surv Tutor 18(2):1287–1309CrossRef
6.
go back to reference Jiang W, Wu J, Li F, Wang G, Zheng H (2016) Trust evaluation in online social networks using generalized network flow. IEEE Trans Comput 65(3):952–963MathSciNetCrossRef Jiang W, Wu J, Li F, Wang G, Zheng H (2016) Trust evaluation in online social networks using generalized network flow. IEEE Trans Comput 65(3):952–963MathSciNetCrossRef
7.
go back to reference Tang J, Gao H, Sarma AD, Yingzhou B, Liu H (2015) Trust evolution: Modeling and its applications. IEEE Trans Knowl Data Eng 27(6):1724–1738CrossRef Tang J, Gao H, Sarma AD, Yingzhou B, Liu H (2015) Trust evolution: Modeling and its applications. IEEE Trans Knowl Data Eng 27(6):1724–1738CrossRef
8.
go back to reference Li Q, Malip A, Martin KM, Ng S, Zhang J (2012) A reputation-based announcement scheme for vanets. IEEE Trans Veh Technol 61(9):4095–4108CrossRef Li Q, Malip A, Martin KM, Ng S, Zhang J (2012) A reputation-based announcement scheme for vanets. IEEE Trans Veh Technol 61(9):4095–4108CrossRef
9.
go back to reference Li W, Song H (2016) Art: An attack-resistant trust management scheme for securing vehicular ad hoc networks. IEEE Trans Intell Transp Syst 17(4):960–969CrossRef Li W, Song H (2016) Art: An attack-resistant trust management scheme for securing vehicular ad hoc networks. IEEE Trans Intell Transp Syst 17(4):960–969CrossRef
10.
go back to reference Lu Z, Qu G, Liu Z (2019) A survey on recent advances in vehicular network security, trust, and privacy. IEEE Trans Intell Transp Syst 20(2):760–776CrossRef Lu Z, Qu G, Liu Z (2019) A survey on recent advances in vehicular network security, trust, and privacy. IEEE Trans Intell Transp Syst 20(2):760–776CrossRef
11.
go back to reference Rostamzadeh K, Nicanfar H, Torabi N, Gopalakrishnan S, Leung VCM (2015) A context-aware trust-based information dissemination framework for vehicular networks. IEEE Internet Things J 2 (2):121–132CrossRef Rostamzadeh K, Nicanfar H, Torabi N, Gopalakrishnan S, Leung VCM (2015) A context-aware trust-based information dissemination framework for vehicular networks. IEEE Internet Things J 2 (2):121–132CrossRef
12.
go back to reference Li Z, Chigan C (2014) On joint privacy and reputation assurance for vehicular ad hoc networks. IEEE Trans Mob Comput 13(10):2334–2344CrossRef Li Z, Chigan C (2014) On joint privacy and reputation assurance for vehicular ad hoc networks. IEEE Trans Mob Comput 13(10):2334–2344CrossRef
13.
go back to reference Xia H, Zhang S, Li Y, Pan Z, Peng X, Cheng X (2019) An attack-resistant trust inference model for securing routing in vehicular ad hoc networks. IEEE Trans Veh Technol 68(7):7108–7120CrossRef Xia H, Zhang S, Li Y, Pan Z, Peng X, Cheng X (2019) An attack-resistant trust inference model for securing routing in vehicular ad hoc networks. IEEE Trans Veh Technol 68(7):7108–7120CrossRef
14.
go back to reference Dotzer F, Fischer L, Magiera P (2005) Vars: a vehicle ad-hoc network reputation system. In: Proc. IEEE WoWMoM. Sicily, Italy, pp 1–7 Dotzer F, Fischer L, Magiera P (2005) Vars: a vehicle ad-hoc network reputation system. In: Proc. IEEE WoWMoM. Sicily, Italy, pp 1–7
15.
go back to reference Hu H, Lu R, Zhang Z, Shao J (2017) Replace: A reliable trust-based platoon service recommendation scheme in vanet. IEEE Trans Veh Technol 66(2):1786–1797CrossRef Hu H, Lu R, Zhang Z, Shao J (2017) Replace: A reliable trust-based platoon service recommendation scheme in vanet. IEEE Trans Veh Technol 66(2):1786–1797CrossRef
16.
go back to reference Yang Z, Yang K, Lei L, Zheng K, Leung VCM (2019) Blockchain-based decentralized trust management in vehicular networks. IEEE Internet Things J 6(2):1495–1505CrossRef Yang Z, Yang K, Lei L, Zheng K, Leung VCM (2019) Blockchain-based decentralized trust management in vehicular networks. IEEE Internet Things J 6(2):1495–1505CrossRef
17.
go back to reference Huang D, Zhou Z, Hong X, Gerla M (2010) Establishing email-based social network trust for vehicular networks. In: Proc. IEEE CCNC. Nevada, USA, pp 121–126 Huang D, Zhou Z, Hong X, Gerla M (2010) Establishing email-based social network trust for vehicular networks. In: Proc. IEEE CCNC. Nevada, USA, pp 121–126
18.
go back to reference Theodorakopoulos G, Baras JS (2006) On trust models and trust evaluation metrics for ad hoc networks. IEEE J Sel Areas Commun 24(2):318–328CrossRef Theodorakopoulos G, Baras JS (2006) On trust models and trust evaluation metrics for ad hoc networks. IEEE J Sel Areas Commun 24(2):318–328CrossRef
19.
go back to reference Hui P, Yoneki E, Chan SY, Crowcroft J (2007) Distributed community detection in delay tolerant networks. In: Proc. ACM MobiArch. Kyoto, Japan, pp 1–8 Hui P, Yoneki E, Chan SY, Crowcroft J (2007) Distributed community detection in delay tolerant networks. In: Proc. ACM MobiArch. Kyoto, Japan, pp 1–8
20.
go back to reference Yang S, Wang C, Yang L, Jiang C (2019) ilogbook: Enabling text-searchable event query using sparse vehicle-mounted gps data. IEEE Trans Intell Trans Sys 20(12):4328–4338CrossRef Yang S, Wang C, Yang L, Jiang C (2019) ilogbook: Enabling text-searchable event query using sparse vehicle-mounted gps data. IEEE Trans Intell Trans Sys 20(12):4328–4338CrossRef
21.
go back to reference Massa P, Avesani P (2005). In: Proc. AAAI. Pittsburgh, Pennsylvania Controversial users demand local trust metrics: An experimental study on epinions.com community, pp 121–126 Massa P, Avesani P (2005). In: Proc. AAAI. Pittsburgh, Pennsylvania Controversial users demand local trust metrics: An experimental study on epinions.com community, pp 121–126
Metadata
Title
Tree-searching based trust assessment through communities in vehicular networks
Authors
Zhong Li
Xueting Yang
Changjun Jiang
Publication date
23-03-2021
Publisher
Springer US
Published in
Peer-to-Peer Networking and Applications / Issue 4/2021
Print ISSN: 1936-6442
Electronic ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-021-01114-5

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