Ontology-Based Integration of Information - A Survey of Existing Approaches

We review the use on ontologies for the integration of heterogeneous information sources. Based on an in-depth evaluation of existing approaches to this problem we discuss how ontologies are used to support the integration task. We evaluate and compare the languages used to represent the ontologies and the use of mappings between ontologies as well as to connect ontologies with information sources. We also ask for ontology engineering methods and tools used to develop ontologies for information integration. Based on the results of our analysis we summarize the state of the art in ontology-based information integration and name areas of further research activities.

[1]  Michael R. Genesereth,et al.  Infomaster: an information integration system , 1997, SIGMOD '97.

[2]  S. Decker,et al.  Studer: Ontobroker: The Very High Idea , 1998 .

[3]  Steffen Staab,et al.  Ontology Engineering beyond the Modeling of Concepts and Relations , 2000 .

[4]  Jeff Heflin,et al.  Semantic Interoperability on the Web , 2000 .

[5]  Monique Snoeck,et al.  Enterprise Modelling , 1998, ECOOP Workshops.

[6]  Holger Wache Towards Rule-Based Context Transformation in Mediators , 1999, EFIS.

[7]  Diego Calvanese,et al.  Description Logics for Information Integration , 2002, Computational Logic: Logic Programming and Beyond.

[8]  Jungyun Seo,et al.  Classifying schematic and data heterogeneity in multidatabase systems , 1991, Computer.

[9]  Trevor J. M. Bench-Capon,et al.  The KRAFT architecture for knowledge fusion and transformation , 2000, Knowl. Based Syst..

[10]  Robert Mac Gregor,et al.  THE EVOLVING TECHNOLOGY OF CLASSIFICATION-BASED KNOWLEDGE REPRESENTATION SYSTEMS , 1991 .

[11]  Dean M. Jones Developing Shared Ontologies in Multi-agent Systems , 1998 .

[12]  James A. Hendler,et al.  Efficient Management of Very Large Ontologies , 1997, AAAI/IAAI.

[13]  Carole A. Goble,et al.  TAMBIS: Transparent Access to Multiple Bioinformatics Information Sources , 1998, ISMB.

[14]  H. S. Pinto Knowledge Sharing and Reuse , 2022 .

[15]  Heiner Stuckenschmidt,et al.  Context Modeling and Transformation for Semantic Interoperability , 2000, KRDB.

[16]  Ian Horrocks,et al.  OIL in a Nutshell , 2000, EKAW.

[17]  Chung Hee Hwang,et al.  Incompletely and Imprecisely Speaking: Using Dynamic Ontologies for Representing and Retrieving Information , 1999, KRDB.

[18]  Enrico Franconi,et al.  The i.com tool for Intelligent Conceptual Modeling , 2000, KRDB.

[19]  Vipul Kashyap,et al.  Observer: an approach for query processing in global information systems based on interoperation across pre-existing ontologies , 1996, Proceedings First IFCIS International Conference on Cooperative Information Systems.

[20]  Michael Kifer,et al.  Logical foundations of object-oriented and frame-based languages , 1995, JACM.

[21]  Darrell Woelk,et al.  The InfoSleuth Project: Intelligent Search Management via Semantic Agents , 1994 .

[22]  Heiner Stuckenschmidt,et al.  Enabling Technologies for Interoperability , 2000 .

[23]  Vipul Kashyap,et al.  Semantic heterogeneity in global information systems: The role of metadata , 1996 .

[24]  Sudha Ram,et al.  Semantic-Model Support for Geographic Information Systems , 1999, Computer.

[25]  Jeff Heflin,et al.  SHOE: A Knowledge Representation Language for Internet Applications , 1999 .

[26]  Ian Horrocks,et al.  Catalogue Integration - A Case Study in Ontology-Based Semantic Translation , 2002 .

[27]  Michael Uschold,et al.  Ontologies: principles, methods and applications , 1996, The Knowledge Engineering Review.

[28]  Steffen Staab,et al.  An extensible approach for modeling ontologies in RDF(S) , 2000 .

[29]  Suzanne M. Embury,et al.  Bottom-up Integration of Ontologies in a Database Context , 1998, KRDB.

[30]  Robert M. MacGregor,et al.  A Deductive Pattern Matcher , 1988, AAAI.

[31]  Dieter Fensel,et al.  Ontobroker: Ontology Based Access to Distributed and Semi-Structured Information , 1999, DS-8.

[32]  Deborah L. McGuinness,et al.  CLASSIC: a structural data model for objects , 1989, SIGMOD '89.

[33]  J. Davenport Editor , 1960 .

[34]  R. Wille Concept lattices and conceptual knowledge systems , 1992 .

[35]  Craig A. Knoblock,et al.  Query processing in the SIMS information mediator , 1997 .

[36]  Marinos Kavouras,et al.  Spatial Concept Lattices: An Integration Method in Model Generalization , 1999 .

[37]  Stuart E. Madnick,et al.  Representing and reasoning about semantic conflicts in heterogeneous information systems , 1997 .

[38]  Craig A. Knoblock,et al.  Semi-automatic wrapper generation for Internet information sources , 1997, Proceedings of CoopIS 97: 2nd IFCIS Conference on Cooperative Information Systems.

[39]  Alon Y. Halevy,et al.  CARIN: A Representation Language Combining Horn Rules and Description Logics , 1996, ECAI.

[40]  Thorsten von Eicken,et al.  技術解説 IEEE Computer , 1999 .

[41]  Ian Horrocks,et al.  The GRAIL concept modelling language for medical terminology , 1997, Artif. Intell. Medicine.

[42]  Éric Leclercq,et al.  Semantic mediation for cooperative spatial information systems: the AMUN data model , 1999, Proceedings IEEE Forum on Research and Technology Advances in Digital Libraries.

[43]  Dieter Fensel,et al.  Ontobroker: The Very High Idea , 1998, FLAIRS.

[44]  James A. Hendler,et al.  Dynamic Ontologies on the Web , 2000, AAAI/IAAI.

[45]  Thomas R. Gruber,et al.  Toward principles for the design of ontologies used for knowledge sharing? , 1995, Int. J. Hum. Comput. Stud..

[46]  Asunción Gómez-Pérez,et al.  Towards a Method to Conceptualize Domain Ontologies , 1996 .

[47]  Robert M. MacGregor,et al.  The Evolving Technology of Classification-Based Knowledge Representation Systems , 1991, Principles of Semantic Networks.

[48]  Bernd Groh,et al.  Automated Knowledge and Information Fusion from multiple text-based sources using Formal Concept Ana , 1999 .

[49]  Asunción Gómez-Pérez,et al.  Evaluating Knowledge Representation and Reasoning Capabilites of Ontology Specification Languages , 2000 .

[50]  Vipul Kashyap,et al.  Semantic and schematic similarities between database objects: a context-based approach , 1996, The VLDB Journal.

[51]  Jennifer Widom,et al.  The TSIMMIS Project: Integration of Heterogeneous Information Sources , 1994, IPSJ.

[52]  Marie-Christine RoussetL The use of carin language and algorithmsfor Information Integration : the PICSELprojectV , 1998 .

[53]  Birgitta König-Ries,et al.  An integration method for the specification of rule-oriented mediators , 1999, Proceedings 1999 International Symposium on Database Applications in Non-Traditional Environments (DANTE'99) (Cat. No.PR00496).

[54]  Craig A. Knoblock,et al.  Retrieving and Integrating Data from Multiple Information Sources , 1993, Int. J. Cooperative Inf. Syst..

[55]  Thomas R. Gruber,et al.  A translation approach to portable ontology specifications , 1993, Knowl. Acquis..

[56]  Nicholas J. Belkin,et al.  Information filtering and information retrieval: two sides of the same coin? , 1992, CACM.

[57]  Robert M. MacGregor Using a description classifier to enhance deductive inference , 1991, [1991] Proceedings. The Seventh IEEE Conference on Artificial Intelligence Application.