Title :
Integrating Ontologies Based on P2P Mappings
Author :
De Souza, Herminio Camargo, Jr. ; De C Moura, Ana Maria ; Cavalcanti, Maria Cláudia
Author_Institution :
Comput. Eng. Dept., Mil. Inst. of Eng. (IME), Rio de Janeiro, Brazil
Abstract :
Large organizations usually have difficulties in dealing with the exponential growth of information. Therefore, there is a high demand for innovative solutions to deal with such growth and to integrate such information. This paper proposes a new approach, called Emergent Ontologies (EOs), toward the generation of a single organizational ontology through which it becomes possible to browse all information of an organization. This proposal considers that, typically, an organization´s information is distributed in peers, and that in each peer, this information could be represented through a different ontology. As each peer of an organization needs to exchange information, peer-to-peer mappings are created to bridge these ontologies. Based on these mappings, this paper proposes a set of heuristics, which are used to generate the EO. These heuristics have been incorporated into the OntoEmerge system, a prototype developed to facilitate the creation of an initial organization ontology. In order to evaluate such a system and the heuristics behind it, some experiments have been performed. A quantitative and qualitative analysis of these experiments is also presented in this paper. This approach presents encouraging results, and this fact can be considered as a starting point for the creation of organizational ontologies.
Keywords :
information systems; ontologies (artificial intelligence); peer-to-peer computing; P2P mapping; emergent ontology; organizational ontology; peer-to-peer mapping; Emergent systems; information integration; ontology interoperability;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2010.2044880