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What is Ontology Mapping

Encyclopedia of Artificial Intelligence
See ontology alignment.
Published in Chapter:
Ontology Alignment Overview
José Manuel Vázquez Naya (University of A Coruña, Spain), Marcos Martínez Romero (University of A Coruña, Spain), Javier Pereira Loureiro (University of A Coruña, Spain), and Alejandro Pazos Sierra (University of A Coruña, Spain)
Copyright: © 2009 |Pages: 7
DOI: 10.4018/978-1-59904-849-9.ch188
Abstract
At present, ontologies are considered to be an appropriate solution to the problem of heterogeneity in data, since ontological methods make it possible to reach a common understanding of concepts in a particular domain. However, utilizing a single ontology is neither always possible nor recommendable, given that different tasks or different points of view usually require different conceptualizations. This can lead to the usage of different ontologies, although in some cases the different ontologies collectively might contain information that could be overlapping and possibly even contradictory. This, in turn, represents another type of heterogeneity that can result in inefficient processing or misinterpretation of data, information, and knowledge. To address this problem while at the same time insure an appropriate level of interoperability between heterogeneous systems, it is necessary to find correspondences or mappings that exist between the elements of the (different) ontologies being used. This process is known as ontology alignment. This article offers an updated overview of ontology alignment, including a detailed explanation of what alignment consists of, and how it can be achieved. First, ontologies are defined using a fusion of different interpretations. This is followed by a definition of the concept of ontology alignment and, using a simple example, some of the most commonly used alignment techniques are illustrated. Subsequently, a case is made for the importance of automating the process of ontology alignment, summarizing some of the main alignment systems currently in use. Finally, in the context of future directions, a discussion is presented of the advantages associated with integrating ontology alignment into systems that require exchanging information in an automatic fashion.
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More Results
Mapping Ontologies by Utilising Their Semantic Structure
Ontology mapping is required to achieve knowledge sharing and semantic integration in an environment with different underlying ontologies.
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Data Integration: Introducing Semantics
Given two ontologies, A and B, mapping one ontology with another means that for each concept (node) in ontology A, we try to find a corresponding concept (node) that has the same or similar semantics in ontology B, and vice versa.
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Discovering Mappings Between Ontologies
Ontology Mapping is a process to articulate similarities among the concepts belonging to separate source Ontologies.
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Current Approaches and Future Trends of Ontology-Driven Geographic Integration
The process of relating similar (according to some metric) concepts or relations from various sources to each other by an equivalence relation. A mapping results in a virtual integration.
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Ontology Views for Ontology Change Management
Task of relating the vocabulary of two ontologies that share the same do main of discourse in such a way that the mathematical structure of ontological signatures and their intended interpretations, as specified by the ontological axioms, are respected.
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