The description logic handbook: theory, implementation, and applications
The description logic handbook: theory, implementation, and applications
Ontology-Based Universal Knowledge Grid: Enabling Knowledge Discovery and Integration on the Grid
SCC '04 Proceedings of the 2004 IEEE International Conference on Services Computing
IEEE Transactions on Knowledge and Data Engineering
Web Services Composition for Distributed Data Mining
ICPPW '05 Proceedings of the 2005 International Conference on Parallel Processing Workshops
Service-Oriented Architecture: Concepts, Technology, and Design
Service-Oriented Architecture: Concepts, Technology, and Design
Anteater: A Service-Oriented Architecture for High-Performance Data Mining
IEEE Internet Computing
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Grid-enabling data mining applications with DataMiningGrid: An architectural perspective
Future Generation Computer Systems
The NExT System: Towards True Dynamic Adaptations of Semantic Web Service Compositions
ESWC '07 Proceedings of the 4th European conference on The Semantic Web: Research and Applications
OntoDM: An Ontology of Data Mining
ICDMW '08 Proceedings of the 2008 IEEE International Conference on Data Mining Workshops
Future Generation Computer Systems
Towards Efficient Belief Update for Planning-Based Web Service Composition
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
A planning approach for message-oriented semantic web service composition
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
The FF planning system: fast plan generation through heuristic search
Journal of Artificial Intelligence Research
HTN planning for Web Service composition using SHOP2
Web Semantics: Science, Services and Agents on the World Wide Web
Towards a general framework for data mining
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Weka4WS: a WSRF-enabled weka toolkit for distributed data mining on grids
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A virtual mart for knowledge discovery in databases
Information Systems Frontiers
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The paper proposes a Service-oriented Knowledge Discovery (SoKD) framework and a prototype implementation named Orange4WS. To provide the proposed framework with semantics, we are using the Knowledge Discovery Ontology which defines relationships among the ingredients of knowledge discovery scenarios. It enables to reason which algorithms can be used to produce the results required by a specified knowledge discovery task, and to query the results of the knowledge discovery tasks. In addition, the ontology can also be used for automatic annotation of manually created workflows facilitating their reuse. Thus, the proposed framework provides an approach to third generation data mining: integration of distributed, heterogeneous data and knowledge resources and software into a coherent and effective knowledge discovery process. The abilities of the prototype implementation have been demonstrated on a text mining use case featuring publicly available data repositories, specialized algorithms, and third-party data analysis tools.