Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Communications of the ACM
Discovery net: towards a grid of knowledge discovery
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards an Open Service Architecture for Data Mining on the Grid
DEXA '03 Proceedings of the 14th International Workshop on Database and Expert Systems Applications
Web Services Composition for Distributed Data Mining
ICPPW '05 Proceedings of the 2005 International Conference on Parallel Processing Workshops
The Globus Striped GridFTP Framework and Server
SC '05 Proceedings of the 2005 ACM/IEEE conference on Supercomputing
Adapting the weka data mining toolkit to a grid based environment
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Distributed data mining in grid computing environments
Future Generation Computer Systems - Special section: Data mining in grid computing environments
Service-oriented middleware for distributed data mining on the grid
Journal of Parallel and Distributed Computing
Global Classifier for Confidential Data in Distributed Datasets
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
GridR: An R-based tool for scientific data analysis in grid environments
Future Generation Computer Systems
The Research and Implementation of Grid Based Data Mining Architecture
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
A grid portal for solving geoscience problems using distributed knowledge discovery services
Future Generation Computer Systems
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
Meta-learning in grid-based data mining systems
International Journal of Communication Networks and Distributed Systems
Workflow construction for service-oriented knowledge discovery
ISoLA'10 Proceedings of the 4th international conference on Leveraging applications of formal methods, verification, and validation - Volume Part I
ICCSA'06 Proceedings of the 6th international conference on Computational Science and Its Applications - Volume Part I
A heterogeneous computing system for data mining workflows
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
Distributed frequent itemset mining framework for incremental data using MPI-style WSRF services
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
| Hi-index | 0.00 |
This paper presents Weka4WS, a framework that extends the Weka toolkit for supporting distributed data mining on Grid environments. Weka4WS adopts the emerging Web Services Resource Framework (WSRF) for accessing remote data mining algorithms and managing distributed computations. The Weka4WS user interface is a modified Weka Explorer environment that supports the execution of both local and remote data mining tasks. On every computing node, a WSRF-compliant Web Service is used to expose all the data mining algorithms provided by the Weka library. The paper describes the design and the implementation of Weka4WS using a first release of the WSRF library. To evaluate the efficiency of the proposed system, a performance analysis of Weka4WS for executing distributed data mining tasks in different network scenarios is presented.