A Data Mining Ontology for Grid Programming

The Grid is an integrated infrastructure for coordinated resource sharing and problem solving in distributed environments. The effective and efficient use of stored data and its transformation into information and knowledge will be a main driver in Grid evolution. The use of ontologies to describe Grid resources will simplify and structure the systematic building of Grid applications through the composition and reuse of software components and the development of knowledge-based services and tools. The paper presents an ontology for the Data Mining domain that can be used to simplify the development of distributed knowledge discovery applications on the Grid, offering to a domain expert a reference model for the different kind of data mining tasks, methodologies and software available to solve a given problem, helping a user in finding the most appropriate solution. How the DAMON ontology is used to enhance the design of distributed data mining applications on the KNOWLEDGE GRID is also shown.

[1]  Nicholas R. Jennings,et al.  The Evolution of the Grid , 2003 .

[2]  Gregory Piatetsky-Shapiro,et al.  Advances in Knowledge Discovery and Data Mining , 2004, Lecture Notes in Computer Science.

[3]  Nicola Guarino,et al.  Ontologies and Knowledge Bases. Towards a Terminological Clarification , 1995 .

[4]  Carole A. Goble,et al.  Towards Annotation Using DAML+OIL , 2001, Semannot@K-CAP 2001.

[5]  Steven Tuecke,et al.  The Physiology of the Grid An Open Grid Services Architecture for Distributed Systems Integration , 2002 .

[6]  William E. Johnston,et al.  Computational and data Grids in large-scale science and engineering , 2002, Future Gener. Comput. Syst..

[7]  Mario Cannataro,et al.  KNOWLEDGE GRID An Architecture for Distributed Knowledge Discovery , 2002 .

[8]  Ian Horrocks,et al.  OilEd: a Reason-able Ontology Editor for the Semantic Web , 2001, Description Logics.

[9]  Thomas R. Gruber,et al.  A Translation Approach to Portable Ontologies , 1993 .

[10]  Francine Berman From TeraGrid to Knowledge Grid. , 2001 .

[11]  Mario Cannataro,et al.  Towards the next-generation Grid: a pervasive environment for knowledge-based computing , 2003, Proceedings ITCC 2003. International Conference on Information Technology: Coding and Computing.

[12]  Balakrishnan Chandrasekaran,et al.  What are ontologies, and why do we need them? , 1999, IEEE Intell. Syst..

[13]  Fernandez Lopez,et al.  Overview Of Methodologies For Building Ontologies , 1999, IJCAI 1999.

[14]  Brian McBride,et al.  Jena: A Semantic Web Toolkit , 2002, IEEE Internet Comput..

[15]  M. Fernández-López,et al.  Overview of methodologies for building ontologies , 1999, IJCAI 1999.

[16]  Nicholas R. Jennings,et al.  The Semantic Grid: A Future e‐Science Infrastructure , 2003 .

[17]  Vassilis Christophides,et al.  RQL: a declarative query language for RDF , 2002, WWW.

[18]  Domenico Talia The Open Grid Services Architecture: Where the Grid Meets the Web , 2002, IEEE Internet Comput..

[19]  Petra Perner,et al.  Data Mining - Concepts and Techniques , 2002, Künstliche Intell..

[20]  Carole A. Goble,et al.  A Suite of Daml+Oil Ontologies to Describe Bioinformatics Web Services and Data , 2003, Int. J. Cooperative Inf. Syst..

[21]  Timothy W. Finin,et al.  Enabling Technology for Knowledge Sharing , 1991, AI Mag..