Login

Knowledge Integration to Overcome Ontological Heterogeneity: Challenges from Financial Information Systems

Show full item record




Title: Knowledge Integration to Overcome Ontological Heterogeneity: Challenges from Financial Information Systems
Author: Firat, Aykut; Madnick, Stuart E.; Grosof, Benjamin
Issue Date: 2003-01
Abstract: The shift towards global networking brings with it many opportunities and challenges. In this paper, we discuss key technologies in achieving global semantic interoperability among heterogeneous information systems, including both traditional and web data sources. In particular, we focus on the importance of this capability and technologies we have designed to overcome ontological heterogeneity, a common type of disparity in financial information systems. Our approach to representing and reasoning with ontological heterogeneities in data sources is an extension of the Context Interchange (COIN) framework, a mediator-based approach for achieving semantic interoperability among heterogeneous sources and receivers. We also analyze the issue of ontological heterogeneity in the context of source-selection, and offer a declarative solution that combines symbolic solvers and mixed integer programming techniques in a constraint logic-programming framework. Finally, we discuss how these techniques can be coupled with emerging Semantic Web related technologies and standards such as Web-Services, DAML+OIL, and RuleML, to offer scalable solutions for global semantic interoperability. We believe that the synergy of database integration and Semantic Web research can make significant contributions to the financial knowledge integration problem, which has implications in financial services, and many other e-business tasks.
URI: http://hdl.handle.net/1721.1/3683
Series/Report no.: Computer Science (CS);
Keywords: database integration, Semantic Web ontologies, source selection

Files in this item

Files Size Format View
CS016.pdf 147.8Kb PDF View/Open

This item appears in the following Collection(s)

Show full item record

Search DSpace@MIT


Advanced Search

Browse

My Account

Links