Cloud-Enabled Scalable Decision Tree Construction

Cloud computing, as a newly emerging technology, is an innovation providing dynamically scalable and virtualized resources as services. In this paper, we introduce our effort to build a service-oriented distributed computational system based on the cloud concepts named distributed computational serv...

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Bibliographic Details
Published in2009 Fifth International Conference on Semantics, Knowledge and Grid pp. 128 - 135
Main Authors Yuzhang Han, Brezany, P., Janciak, I.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.10.2009
Subjects
Application software
Cloud computing
Computer science
Data mining
Decision Tree
Decision trees
distributed computation
Distributed computing
High performance computing
Pricing
Scalability
Web service
Web services
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Summary:Cloud computing, as a newly emerging technology, is an innovation providing dynamically scalable and virtualized resources as services. In this paper, we introduce our effort to build a service-oriented distributed computational system based on the cloud concepts named distributed computational service cloud. This kind of cloud hosts scalable grid services, which are implemented with Web-services-resource-framework-compliant (WSRF) Web services, enabling high-performance and distributed computing. We evaluate the cloud using scalable decision tree service, which provides computational intensive data mining algorithm. The architecture of the system as well as details of the distributed decision tree construction is the kernel content of this paper.
ISBN:076953810X
9780769538105
DOI:10.1109/SKG.2009.83