Communications of the ACM
Distributed data mining on the grid
Future Generation Computer Systems - Grid computing: Towards a new computing infrastructure
The Design of Discovery Net: Towards Open Grid Services for Knowledge Discovery
International Journal of High Performance Computing Applications
Globus toolkit version 4: software for service-oriented systems
NPC'05 Proceedings of the 2005 IFIP international conference on Network and Parallel Computing
Developing distributed data mining applications in the knowledge grid framework
VECPAR'04 Proceedings of the 6th international conference on High Performance Computing for Computational Science
Distributed data mining on grids: services, tools, and applications
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Grid-enabling data mining applications with DataMiningGrid: An architectural perspective
Future Generation Computer Systems
Service-oriented middleware for distributed data mining on the grid
Journal of Parallel and Distributed Computing
A parallel method for large sparse generalized eigenvalue problems using a GridRPC system
Future Generation Computer Systems
Grid Computing Solutions for Distributed Repositories of Protein Folding and Unfolding Simulations
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part III
Webservices oriented data mining in knowledge architecture
Future Generation Computer Systems
Distributed Data Mining Tasks and Patterns as Services
Euro-Par 2008 Workshops - Parallel Processing
Convergence of grids and web services: current challenges and future directions
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Future Generation Computer Systems
Heterogeneous spatial data mining based on grid
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
How distributed data mining tasks can thrive as knowledge services
Communications of the ACM
Data mining on desktop grid platforms
PPAM'07 Proceedings of the 7th international conference on Parallel processing and applied mathematics
APHID: An architecture for private, high-performance integrated data mining
Future Generation Computer Systems
Meta-learning in grid-based data mining systems
International Journal of Communication Networks and Distributed Systems
Distributed data mining patterns and services: an architecture and experiments
Concurrency and Computation: Practice & Experience
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The continuous increase of data volumes available from many sources raises new challenges for their effective understanding. Knowledge discovery in large data repositories involves processes and activities that are computationally intensive, collaborative, and distributed in nature. The Grid is a profitable infrastructure that can be effectively exploited for handling distributed data mining and knowledge discovery. To achieve this goal, advanced software tools and services are needed to support the development of KDD applications. The Knowledge Grid is a high-level framework providing Grid-based knowledge discovery tools and services. Such services allow users to create and manage complex knowledge discovery applications that integrate data sources and data mining tools provided as distributed services on the Grid. All of these services are currently being re-designed and re-implemented as WSRF-compliant Grid Services. This paper highlights design aspects and implementation choices involved in such a process.