An enterprise modeling and integration framework based on knowledge discovery and data mining

This paper deals with the conceptual design and development of an enterprise modeling and integration framework using knowledge discovery and data mining. First, the paper briefly presents the background and current state-of-the-art of knowledge discovery in databases and data mining systems and pro...

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Bibliographic Details
Published in:International journal of production research 2005-03, Vol.43 (6), p.1089-1108
Main Authors: Neaga, Elena I., Harding, Jennifer A.
Format: Article
Language:English
Subjects:
Applied sciences
Common knowledge enterprise model
Common Warehouse MetaModel
Computer architecture
Computer science
control theory
systems
Data mining
Exact sciences and technology
Extended enterprise
Information systems. Data bases
Java
Knowledge discovery
Knowledge discovery and data mining
Memory organisation. Data processing
Model-driven architecture
Object oriented programming
Reference architecture
Software
Studies
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Summary:This paper deals with the conceptual design and development of an enterprise modeling and integration framework using knowledge discovery and data mining. First, the paper briefly presents the background and current state-of-the-art of knowledge discovery in databases and data mining systems and projects. Next, enterprise knowledge engineering is dealt with. The paper suggests a novel approach of utilizing existing enterprise reference architectures, integration and modeling frameworks by the introduction of new enterprise views such as mining and knowledge views. An extension and a generic exploration of the information view that already exists within some enterprise models are also proposed. The Zachman Framework for Enterprise Architecture is also outlined versus the existing architectures and the proposed enterprise framework. The main contribution of this paper is the identification and definition of a common knowledge enterprise model which represents an original combination between the previous projects on enterprise architectures and the Object Management Group (OMG) models and standards. The identified common knowledge enterprise model has therefore been designed using the OMG's Model-Driven Architecture (MDA) and Common Warehouse MetaModel (CWM), and it also follows the RM-ODP (ISO/OSI). It has been partially implemented in Java™, Enterprise JavaBeans (EJB) and Corba/IDL. Finally, the advantages and limitations of the proposed enterprise model are outlined.
ISSN:0020-7543
1366-588X
DOI:10.1080/00207540412331322939