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Managing Heterogeneous Resources in Data Mining Applications on Grids Using XML-Based Metadata

Published: 22 April 2003 Publication History

Abstract

The Grid supports the sharing and coordinated use of resources in dynamic heterogeneous distributed environments. The effective use of a Grid requires the definition of an approach to manage the heterogeneity of the involved resources that can include computers, data, network facilities and software tools provided by different organizations. This paper is concerned with heterogeneous resource management in Grid-based data mining applications. It discusses how resources are represented and managed in the Knowledge Grid and how XML-based metadata are used to describe data mining tools, data sources, mining models and execution plans, and how those metadata are used for the design and execution of distributed data mining applications on Grids.

Cited By

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  • (2015)Reusing metadata across components, applications, and languagesScience of Computer Programming10.1016/j.scico.2014.09.00298:P4(617-644)Online publication date: 1-Feb-2015
  • (2013)A Discovery Service for Smart Objects over an Agent-Based MiddlewareProceedings of the 6th International Conference on Internet and Distributed Computing Systems - Volume 822310.1007/978-3-642-41428-2_23(281-293)Online publication date: 28-Oct-2013
  • (2010)Reusable enterprise metadata with pattern-based structural expressionsProceedings of the 9th International Conference on Aspect-Oriented Software Development10.1145/1739230.1739234(25-36)Online publication date: 15-Mar-2010
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cover image Guide Proceedings
IPDPS '03: Proceedings of the 17th International Symposium on Parallel and Distributed Processing
April 2003
ISBN:0769519261

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IEEE Computer Society

United States

Publication History

Published: 22 April 2003

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Cited By

View all
  • (2015)Reusing metadata across components, applications, and languagesScience of Computer Programming10.1016/j.scico.2014.09.00298:P4(617-644)Online publication date: 1-Feb-2015
  • (2013)A Discovery Service for Smart Objects over an Agent-Based MiddlewareProceedings of the 6th International Conference on Internet and Distributed Computing Systems - Volume 822310.1007/978-3-642-41428-2_23(281-293)Online publication date: 28-Oct-2013
  • (2010)Reusable enterprise metadata with pattern-based structural expressionsProceedings of the 9th International Conference on Aspect-Oriented Software Development10.1145/1739230.1739234(25-36)Online publication date: 15-Mar-2010
  • (2005)Parallel learning using decision treesProceedings of the 4th WSEAS International Conference on Applied Mathematics and Computer Science10.5555/1374038.1374083(1-8)Online publication date: 25-Apr-2005
  • (2005)A Services Oriented Framework for Next Generation Data Analysis CentersProceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 10 - Volume 1110.1109/IPDPS.2005.66Online publication date: 4-Apr-2005
  • (2005)A super-peer model for building resource discovery services in gridsProceedings of the 2005 European conference on Advances in Grid Computing10.1007/11508380_15(132-143)Online publication date: 14-Feb-2005
  • (2004)Generic pattern mining via data mining template libraryProceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases10.1007/11615576_17(362-379)Online publication date: 11-Mar-2004

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