Engineering Trust Alignment: a First Approach

In open multi-agent systems trust models are an important tool for agents to achieve effective interactions. However, in these kinds of open systems, the agents do not necessarily use the same, or even similar, trust models, leading to semantic differences between trust evaluations in the different agents. Hence, to successfully use communicated trust evaluations, the agents need to align their trust models. We explicate that currently proposed solutions, such as common ontologies or ontology alignment methods, lead to additional problems and propose a novel approach. We show how the trust alignment can be formed by considering the interactions agents share. We describe our implementation of a method, which uses inductive learning algorithms, to accomplish this alignment and test it in an example scenario.

[1]  S. C. Johnson Hierarchical clustering schemes , 1967, Psychometrika.

[2]  Jaime Simão Sichman,et al.  Effects of expressiveness and heterogeneity of reputation models in the ART testbed : Some preliminary experiments using the SOARI architecture , 2009 .

[3]  Jon Barwise,et al.  Information Flow: The Logic of Distributed Systems , 1997 .

[4]  Marco Schorlemmer,et al.  I-SSA: Interaction-Situated Semantic Alignment , 2008, OTM Conferences.

[5]  Bart Demoen,et al.  Improving the Efficiency of Inductive Logic Programming Through the Use of Query Packs , 2011, J. Artif. Intell. Res..

[6]  Jordi Sabater-Mir,et al.  Arguing about Reputation: The LRep Language , 2008, ESAW.

[7]  Jordi Sabater-Mir,et al.  Repage: REPutation and ImAGE Among Limited Autonomous Partners , 2006, J. Artif. Soc. Soc. Simul..

[8]  Deborah L. McGuinness,et al.  OWL Web ontology language overview , 2004 .

[9]  Stephen Hailes,et al.  Supporting trust in virtual communities , 2000, Proceedings of the 33rd Annual Hawaii International Conference on System Sciences.

[10]  Emiliano Lorini,et al.  From cognitive trust theories to computational trust ? , 2009 .

[11]  D. Defays,et al.  An Efficient Algorithm for a Complete Link Method , 1977, Comput. J..

[12]  Yannis Kalfoglou,et al.  A Formal Foundation for Ontology-Alignment Interaction Models , 2007, Int. J. Semantic Web Inf. Syst..

[13]  Jordi Sabater-Mir,et al.  Inductively generated trust alignments based on shared interactions , 2010, AAMAS.

[14]  Jaime Simão Sichman,et al.  Towards a functional ontology of reputation , 2005, AAMAS '05.

[15]  Jordi Sabater-Mir,et al.  A Formalization of Trust Alignment , 2009, CCIA.

[16]  Luc De Raedt Logical and Relational Learning , 2008, SBIA.