Optimal Communication Vocabularies and Heterogeneous Ontologies

In this paper, we will consider the alignment of heterogeneous ontologies in multi agent systems. We will start from the idea that each individual agent is specialized in solving a particular task and therefore requires its own specialized ontology that is, in principle, not understandable for other agents. This heterogeneity of ontologies, of course, poses problems for the communication between agents. In our framework, we assume that the agents share some minimal common ground which can be used to learn new concepts. We will discuss which concepts of the different ontologies the agents should learn from each other in order to establish a communication vocabulary that enables optimal communication.

[1]  Michael Uschold Where Are the Semantics in the Semantic Web? , 2003, AI Mag..

[2]  Timothy W. Finin,et al.  KQML as an agent communication language , 1994, CIKM '94.

[3]  Drew McDermott,et al.  Derivation of Glue Code for Agent Interoperation , 2000, AGENTS '00.

[4]  Mark A. Musen,et al.  PROMPT: Algorithm and Tool for Automated Ontology Merging and Alignment , 2000, AAAI/IAAI.

[5]  Mike Uschold,et al.  A Framework for Understanding and Classifying Ontology Applications , 1999 .

[6]  Michael Wooldridge,et al.  Agent-based software engineering , 1997, IEE Proc. Softw. Eng..

[7]  Andrew B. Williams,et al.  Learning to Share Meaning in a Multi-Agent System , 2004, Autonomous Agents and Multi-Agent Systems.

[8]  Carlo Meghini,et al.  Ostensive Automatic Schema Mapping for Taxonomy-Based Peer-to-Peer Systems , 2003, CIA.

[9]  Andrzej Szałas,et al.  On mutual understanding among communicating agents , 2003 .

[10]  Diego Calvanese,et al.  The Description Logic Handbook: Theory, Implementation, and Applications , 2003, Description Logic Handbook.

[11]  Kevin Knight,et al.  Toward Distributed Use of Large-Scale Ontologies t , 1997 .

[12]  Luc Steels,et al.  The Origins of Ontologies and Communication Conventions in Multi-Agent Systems , 2004, Autonomous Agents and Multi-Agent Systems.

[13]  Satoru Araki FIPA ACL Message Structure Specification , 2000 .

[14]  Marek Obitko,et al.  Mapping between Ontologies in Agent Communication , 2003, CEEMAS.

[15]  Deborah L. McGuinness,et al.  The Chimaera Ontology Environment , 2000, AAAI/IAAI.

[16]  Michael Luck,et al.  A Manifesto for Agent Technology: Towards Next Generation Computing , 2004, Autonomous Agents and Multi-Agent Systems.

[17]  Michael Luck,et al.  Agent technology: Enabling next generation computing , 2003 .