An extension of a fuzzy reputation agent trust model (AFRAS) in the ART testbed

With the introduction of web services, users require an automated way of determining their reliability and even their matching to personal and subjective preferences. Therefore, trust modelling of web services, managed in an autonomous way by intelligent agents, is a challenging and relevant issue. Due to the dynamic and distributed nature of web services, recommendations of web services from third parties may also play an important role to build and update automated trust models. In this context, the agent reputation and trust (ART) testbed has been used to compare trust models in three international competitions. The testbed runs locally and defines an ART appraisal domain with a simulation engine, although the trust models may be applied to any kind of automated and remote services, such as web services. Our previous works proposed an already-published trust model called AFRAS that used fuzzy sets to represent reputation of service providers and of recommenders of such services. In this paper we describe the extension required in the trust model to participate in these competitions. The extension consists of a trust strategy that applies the AFRAS trust model to the ART testbed concepts and protocols. An implementation of this extension of AFRAS trust model has participated in the (Spanish and International) 2006 ART competitions. Using this ART platform and some of the agents who participated, we executed a set of ART games to evaluate the relevance of trust strategy over trust model, and the advantage of using fuzzy representation of trust and reputation.

[1]  Michael Rovatsos,et al.  Using trust for detecting deceitful agents in artificial societies , 2000, Appl. Artif. Intell..

[2]  Giorgos Zacharia,et al.  Trust management through reputation mechanisms , 2000, Appl. Artif. Intell..

[3]  Sandip Sen,et al.  Believing others: Pros and cons , 2002, Artif. Intell..

[4]  Laurent Vercouter,et al.  A specification of the Agent Reputation and Trust (ART) testbed: experimentation and competition for trust in agent societies , 2005, AAMAS '05.

[5]  José M. Molina,et al.  Fuzzy referral based cooperation in social networks of agents , 2005 .

[6]  Stephen Marsh,et al.  Trust in Distributed Artificial Intelligence , 1992, MAAMAW.

[7]  Rino Falcone,et al.  Principles of trust for MAS: cognitive anatomy, social importance, and quantification , 1998, Proceedings International Conference on Multi Agent Systems (Cat. No.98EX160).

[8]  Munindar P. Singh,et al.  A Social Mechanism of Reputation Management in Electronic Communities , 2000, CIA.

[9]  C. Sierra,et al.  REGRET: A reputation model for gregarious societies , 2001 .

[10]  Nicholas R. Jennings,et al.  An integrated trust and reputation model for open multi-agent systems , 2006, Autonomous Agents and Multi-Agent Systems.

[11]  Javier Carbó,et al.  TRUST MANAGEMENT THROUGH FUZZY REPUTATION , 2003 .

[12]  Jesús García,et al.  Trust and Reputation in E- ervices: Concepts, Models and Applications , 2007, E-Service Intelligence.

[13]  José M. Molina López,et al.  Agent-based collaborative filtering based on fuzzy recommendations , 2004, Int. J. Web Eng. Technol..

[14]  Sarvapali D. Ramchurn,et al.  Trust in Multiagent Systems , 2004 .

[15]  Nicholas R. Jennings,et al.  The ART of IAM: The Winning Strategy for the 2006 Competition , 2006 .

[16]  Fabio Bellifemine,et al.  Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology) , 2007 .

[17]  Laurent Vercouter,et al.  The Agent Reputation and Trust (ART) Testbed Architecture , 2005, CCIA.

[18]  Mario Paolucci,et al.  Reputation in Artificial Societies , 2012, Multiagent Systems, Artificial Societies, and Simulated Organizations.

[19]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[20]  José M. Molina,et al.  Avoiding Malicious Agents in E-Commerce Using Fuzzy Recommendations , 2007 .

[21]  Agostino Poggi,et al.  Developing multi‐agent systems with a FIPA‐compliant agent framework , 2001 .

[22]  Jordi Sabater-Mir,et al.  Improving the ART-Testbed, thoughts and reflections , 2007 .

[23]  T. Sandholm,et al.  Trust Revelation in Multiagent Interaction , 2002 .

[24]  J. Baldwin A calculus for mass assignments in evidential reasoning , 1994 .

[25]  Jesús García,et al.  Noise Detection in Agent Reputation Models Using IMM Filtering , 2008, AAMAS-TRUST.