Abstract
The Internet of Agents (IoA) is an emerging field of research that aims to combine the advantages of multi-agent systems and Internet of Things (IoT), by adding autonomy and smartness to, traditionally, naive things used in IoT. IoA can be used to interconnect agents of different multi-agent systems through web-like technologies or using Internet-like architecture. Trust management can be considered an essential component of successful interactions between autonomous agents in IoA, especially when agents cannot assure that potential interaction partners share the same core beliefs, or make accurate statements regarding their competencies and abilities. To date, most research in trust modeling has focused on mechanisms for agents to model the trustworthiness of potential interaction partners, to decide about which of them to interact with. However, slight consideration has been paid for going beyond trust evaluation to outline actions for directing trustees, instead of trustors, to build a higher level of trust and have a greater impact on the results of interactions. Reaching a higher degree of trust can be challenging, especially when explicit feedback is not available. This paper presents a trust establishment model that uses implicit feedback from trustors to modify the behavior of trustees to build a higher level of trust and have a greater impact on the results of interactions. The proposed model is evaluated through simulation, and results indicate that trustees empowered with our proposal have higher chances to be selected as interaction partners when such selection is based on trust.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Wooldridge, M.: An Introduction to MultiAgent Systems, 2nd edn. Wiley, Chichester (2009)
Khosravifar, B., Bentahar, J., Gomrokchi, M., Alam, R.: CRM: An efficient trust and reputation model for agent computing. Knowl.-Based Syst. 30, 1–16 (2012)
Ramchurn, S.D., Huynh, T.D., Jennings, N.R.: Trust in multi-agent systems. Knowl. Eng. Rev. 19(1), 1–25 (2004)
Castelfranchi, C., Falcone, R., Marzo, F.: Being trusted in a social network: trust as relational capital. In: Stølen, K., Winsborough, W.H., Martinelli, F., Massacci, F. (eds.) iTrust 2006. LNCS, vol. 3986, pp. 19–32. Springer, Heidelberg (2006). doi:10.1007/11755593_3
Sen, S.: A comprehensive approach to trust management. In: Proceedings of the 12th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2013) (2013)
Tran, T., Cohen, R., Langlois, E.: Establishing trust in multiagent environments: realizing the comprehensive trust management dream. In: Proceedings of the 17th International Workshop on Trust in Agent Societies (2014)
Aref, A., Tran, T.: RLTE: A reinforcement learning based trust establishment model. In: 2015 IEEE Trustcom/BigDataSE/ISPA, vol. 1, pp. 694–701, August 2015
Saini, R., Gautam, R.K.: Establishment of dynamic trust among nodes in mobile ad-hoc network. In: 2011 International Conference on Computational Intelligence and Communication Networks (CICN), pp. 346–349. IEEE (2011)
Malik, Z., Bouguettaya, A.: Trust Management for Service-Oriented Environments, 1st edn. Springer Publishing Company Incorporated, New York (2009)
van Moergestel, L., van den Berg, M., Knol, M., van der Paauw, R., van Voorst, K., Puik, E., Telgen, D., Meyer, J.J.: Internet of smart things - a study on embedding agents and information in a device. In: Proceedings of the 8th International Conference on Agents and Artificial Intelligence ICAART, vol. 1, pp. 102–109 (2016)
Cirani, S., Picone, M.: Effective authorization for the web of things. In: 2015 IEEE 2nd World Forum on Internet of Things (WF-IoT), pp. 316–320. IEEE (2015)
Verborgh, R., Mannens, E., Van de Walle, R.: The rise of the web for agents. In: Proceedings of the First International Conference on Building and Exploring Web Based Environments, pp. 69–74, January 2013
Mzahm, A.M., Ahmad, M.S., Tang, A.Y.C.: Agents of things (AoT): An intelligent operational concept of the internet of things (IoT). In: 2013 13th International Conference on Intellient Systems Design and Applications, pp. 159–164, December 2013
Yu, H., Shen, Z., Leung, C.: From internet of things to internet of agents. In: Green Computing and Communications (GreenCom), 2013 IEEE and Internet of Things (iThings/CPSCom), IEEE International Conference on and IEEE Cyber, Physical and Social Computing, pp. 1054–1057. IEEE (2013)
Yu, H., Shen, Z., Leung, C., Miao, C., Lesser, V.: A survey of multi-agent trust management systems. IEEE Access 1, 35–50 (2013)
Pinyol, I., Sabater-Mir, J.: Computational trust and reputation models for open multi-agent systems: a review. Artif. Intell. Rev. 40(1), 1–25 (2013)
Granatyr, J., Botelho, V., Lessing, O.R., Scalabrin, E.E., Barthès, J.P., Enembreck, F.: Trust and reputation models for multiagent systems. ACM Comput. Surv. 48(2), 27:1–27:42 (2015)
Yan, Z., Zhang, P., Vasilakos, A.V.: A survey on trust management for internet of things. J. Netw. Comput. Appl. 42, 120–134 (2014)
Tran, T., Cohen, R.: Improving user satisfaction in agent-based electronic marketplaces by reputation modelling and adjustable product quality. In: AAMAS, pp. 828–835 (2004)
Zhang, J., Cohen, R.: Design of a mechanism for promoting honesty in E-marketplaces. In: Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, Vancouver, British Columbia, Canada, 22–26 July 2007, pp. 1495–1500 (2007)
Burnett, C., Norman, T.J., Sycara, K.P.: Trust decision-making in multi-agent systems. In: IJCAI, pp. 115–120 (2011)
Aref, A., Tran, T.: A trust establishment model in multi-agent systems. In: Workshops at the Twenty-Ninth AAAI Conference on Artificial Intelligence (2015)
Aref, A., Tran, T.: Modeling trust evaluating agents: towards a comprehensive trust management for multi-agent systems. In: Incentives and Trust in Electronic Communities, Papers from the 2016 AAAI Workshop, Phoenix, Arizona, USA, 12 February 2016 (2016)
Aref, A., Tran, T.: FTE: A fuzzy logic based trust establishment model for intelligent agents. In: IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology, WI-IAT 2015, Singapore, 6–9 December 2015, vol. II, pp. 133–138 (2015)
Jsang, A., Ismail, R.: The beta reputation system. In: Proceedings of the 15th Bled Electronic Commerce Conference, pp. 41–55 (2002)
Huynh, T.D., Jennings, N.R., Shadbolt, N.R.: An integrated trust and reputation model for open multi-agent systems. Auton. Agent. Multi-Agent Syst. 13(2), 119–154 (2006)
Aref, A., Tran, T.: A decentralized trustworthiness estimation model for open, multiagent systems (DTMAS). J. Trust Manage. 2(1), 3 (2015)
West, A.G., Kannan, S., Lee, I., Sokolsky, O.: An evaluation framework for reputation management systems. In: Trust Modeling and Management in Digital Environments: From Social Concept to System Development, pp. 282–308 (2010)
Luke, S., Cioffi-Revilla, C., Panait, L., Sullivan, K., Balan, G.: MASON: a multiagent simulation environment. Simulation 81(7), 517–527 (2005)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Aref, A., Tran, T. (2017). Acting as a Trustee for Internet of Agents in the Absence of Explicit Feedback. In: Aïmeur, E., Ruhi, U., Weiss, M. (eds) E-Technologies: Embracing the Internet of Things . MCETECH 2017. Lecture Notes in Business Information Processing, vol 289. Springer, Cham. https://doi.org/10.1007/978-3-319-59041-7_1
Download citation
DOI: https://doi.org/10.1007/978-3-319-59041-7_1
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-59040-0
Online ISBN: 978-3-319-59041-7
eBook Packages: Computer ScienceComputer Science (R0)