A NORM TRUST FRAMEWORK FOR NORMS ADOPTION IN NORMATIVE MULTI-AGENT SYSTEMS

Authors

  • Nurzeatul Hamimah Abdul Hamid Center for Agent Technology, College of Computer Science and Information Technology, Universiti Tenaga Nasional, Putrajaya, Malaysia
  • Mohd Sharifuddin Ahmad Center for Agent Technology, College of Computer Science and Information Technology, Universiti Tenaga Nasional, Putrajaya, Malaysia
  • Azhana Ahmad Center for Agent Technology, College of Computer Science and Information Technology, Universiti Tenaga Nasional, Putrajaya, Malaysia
  • Aida Mustapha Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn, Batu Pahat, Malaysia

DOI:

https://doi.org/10.11113/jt.v77.6995

Keywords:

Normative multi-agent systems, trust, norm life cycle, norms’ trust, norm adoption

Abstract

Researchers in normative multi-agent systems have emphasized the importance of equipping agents with the ability to detect and learn the norms of a new environment. They propose active learning approaches and prove that agents are capable of detecting norms using these approaches. However, most of their works entail agents that detect one norm in an event. We argue that these approaches do not help agents to decide in cases of norms coexistence is detected in an event. To solve this problem, we introduce the concept of norms trust to help agents decide which detected norms are credible in a new environment. In this paper, we propose a conceptual norms trust framework by inferring norms trust through two-tier assessment; credible agent evaluation and norms trust assessment. Norms trust assessment is based on filter factors of norm adoption ratio, norm adoption risk, and norms salience. The framework assesses norms trust value for each detected norm. This value is then used by the agent to decide either to only emulate or fully internalize the detected norms.  

References

Wooldridge, M. 2009. An Introduction Multi-Agent Sytems. John Wiley & Sons Ltd.

Criado, N., E. Argente and V. Botti. 2011. Open Issues For Normative Multi-Agent Systems. AI Communications. 24(3): 233-264.

Boella, G., L. Van Der Torre and H. Verhagen. 2006. Introduction To Normative Multiagent Systems. Computational & Mathematical Organization Theory. 12(2-3): 71-79.

Shehory, O. and A. Sturm. 2014. Multi-agent Systems: A Software Architecture Viewpoint. Agent-Oriented Software Engineering. Springer. Berlin Heidelberg.

Artikis, A., M. Sergot and J. Pitt. 2009. Specifying Norm-Governed Computational Societies. ACM Trans. Comput. Logic. 10(1): 1-42.

Conte, R. and M. Paolucci. 2002. Social Impact of Reputation. Reputation in Artificial Societies. US. Springer.

Di Marzo Serugendo, G., M.-P. Gleizes and A. Karageorgos. 2011. Self-organising Systems. Self-organising Software. Springer. Berlin Heidelberg.

Mahmoud, M. A., A. Mustapha, M. S. Ahmad, A. Ahmad, M. Z. M. Yusoff and N. H. A. Hamid. 2013. Potential Norms Detection in Social Agent Societies. Distributed Computing and Artificial Intelligence. Springer International Publishing.

Hollander, C. D. and A. S. Wu. 2011. The Current State of Normative Agent-Based Systems. Journal of Artificial Societies and Social Simulation. 14(2): 6.

Mahmoud, M. A., M. S. Ahmad, A. Ahmad, A. Mustapha, M. Z. M. Yusoff and N. H. A. Hamid. 2013. Building Norms-Adaptable Agents from Potential Norms Detection Technique PNDT. Int. J. Intell. Inf. Technol. 9(3): 38-60.

Savarimuthu, B. T. R., S. Cranefield, M. A. Purvis and M. K. Purvis. 2013. Identifying Prohibition Norms In Agent Societies. Artificial Intelligence and Law. 21(1): 1-46.

Andrighetto, G., D. Villatoro and R. Conte. 2010. Norm Internalization In Artificial Societies. AI Communications. 23(4): 325-339.

Villatoro, D., G. Andrighetto, R. Conte and J. Sabater-Mir. 2015. Self-Policing Through Norm Internalization: A Cognitive Solution to the Tragedy of the Digital Commons in Social Networks. Journal of Artificial Societies and Social Simulation. 18(2): 2.

Huynh, T. D., N. R. Jennings and N. R. Shadbolt. 2006. An Integrated Trust And Reputation Model For Open Multi-Agent Systems. Autonomous Agents and Multi-Agent Systems. 13(2): 119-154.

Norm. Merriam-Webster.com. 2015. http://www.merriam-webster.com/dictionary/norm. Accessed on July 6, 2015.

Andrighetto, G., C. Castelfranchi, E. Mayor, J. Mcbreen, M. Lopez-Sanchez and S. Parsons. 2013. (Social) Norm Dynamics. Normative Multi-Agent Systems. Dagstuhl, Germany. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik.

Villatoro, D. 2011. Self-Organization In Decentralized Agent Societies Through Social Norms. 10th International Conference on Autonomous Agents and Multiagent Systems. 3: 1373-1374. Taipei, Taiwan.

Bicchieri, C. 2006. The Grammar of Society: The Nature and Dynamic of Social Norms. New York. Cambridge University Press.

Lopez, F. L. Y. 2003. Social Power and Norms: Impact on Agent Behaviour. 241. United Kingdom. University of Southampton.

Castelfranchi, C. 1999. Prescribed Mental Attitudes In Goal-Adoption And Norm-Adoption. Artificial Intelligence and Law. 7(1): 37-50.

Epstein, J. M. 2001. Learning to Be Thoughtless: Social Norms and Individual Computation. Computational Economics. 18(1): 9-24.

Therborn, G. 2002. Back to Norms! on the Scope and Dynamics of Norms and Normative Action. Current Sociology. 50(6): 863-880.

Opp, K.D. 2001. How Do Norms Emerge? An Outline Of A Theory. Mind & Society. 2(1): 101-128.

Thomas Ã…gotnes, W. V. D. H., Michael Wooldridge. 2012. Conservative Social Laws. 242. ECAI 2012.

Criado, N., E. Argente and V. Botti. 2010. Rational Strategies For Autonomous Norm Adoption. 9th International Workshop on Coordination, Organization, Institutions and Norms in Agent Systems (COIN@ AAMAS 2010). Toronto, Canada. 9-16.

Criado, N., E. Argente, P. Noriega and V. Botti. 2013. Human-Inspired Model For Norm Compliance Decision Making. Information Sciences. 245(0): 218-239.

Ahmad, A., M. Z. M. Yusof, M. S. Ahmad, M. Ahmed and A. Mustapha. 2011. Resolving Conflicts Between Personal And Normative Goals In Normative Agent Systems. 7th International Conference on Information Technology in Asia 2011 (CITA 11). 12-13: 1-6. July 2011.

Savarimuthu, B. T. R., J. Padget and M. A. Purvis. 2013. Social Norm Recommendation for Virtual Agent Societies. PRIMA 2013: Principles and Practice of Multi-Agent Systems. Springer. Berlin Heidelberg.

Parsons, S., K. Atkinson, Z. Li, P. Mcburney, E. Sklar, M. Singh, K. Haigh, K. Levitt and J. Rowe. 2014. Argument Schemes For Reasoning About Trust. Argument & Computation. 5(2-3): 160-190.

Ramchurn, S. D., D. Huynh and N. R. Jennings. 2004. Trust In Multi-Agent Systems. The Knowledge Engineering Review. 19(1): 1-25.

Castelfranchi, C. and R. Falcone. 2010. Trust Theory: A Socio-Cognitive and Computational Model. John Wiley & Sons Ltd.

Pinyol, I. and J. Sabater-Mir. 2013. Computational Trust And Reputation Models For Open Multi-Agent Systems: A Review. Artificial Intelligence Review. 40(1): 1-25.

Jøsang, A., R. Ismail and C. Boyd. 2007. A Survey Of Trust And Reputation Systems For Online Service Provision. Decision Support Systems. 43(2): 618-644.

Mohamed Firdhous, O. G., Suhaidi Hassan. 2014. Robust Multi-Dimensional Trust Computing Mechanism for Cloud Computing. Jurnal Teknologi. 69(2): 1-6

Mcdonald, R. I., K. S. Fielding and W. R. Louis. 2013. Energizing and De-Motivating Effects of Norm-Conflict. Personality and Social Psychology Bulletin. 39(1): 57-72.

Cialdini, R. B. and M. R. Trost. 1998. Social Influence: Social Norms, Conformity And Compliance. The Handbook Of Social Psychology, Vols. 1 And 2 (4th Ed.). New York, NY, US. McGraw-Hill.

Teraji, S. 2013. A Theory Of Norm Compliance: Punishment And Reputation. The Journal of Socio-Economics. 44(0): 1-6.

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Published

2015-12-29

How to Cite

A NORM TRUST FRAMEWORK FOR NORMS ADOPTION IN NORMATIVE MULTI-AGENT SYSTEMS. (2015). Jurnal Teknologi (Sciences & Engineering), 77(33). https://doi.org/10.11113/jt.v77.6995