DocumentCode :
2322766
Title :
Towards Agents and Ontology for Cloud Service Discovery
Author :
Kang, Jaeyong ; Sim, Kwang Mong
Author_Institution :
Dept. of Inf. & Commun., Gwangju Inst. of Sci. & Technol. (GIST), Gwangju, South Korea
fYear :
2011
fDate :
10-12 Oct. 2011
Firstpage :
483
Lastpage :
490
Abstract :
Cloud computing has attracted great interest from both academic and industrial communities. However, only a few efforts have been devoted to building tools for supporting Cloud service discovery. In this paper, we present a four-stage, agent-based Cloud service discovery protocol. Utilizing an ontology description, in which each resource is described semantically and relatively to other resources, we develop a multi-agent system that cooperates efficiently by introducing a flexible ontology-based matching. To increase the utility and success rate of matching consumers´ requests to resources, we use a database to store and keep track of historical data for making intelligent recommendation based on attribute value prediction. Empirical results show that when broker agents in our system use a Cloud ontology and a connection procedure with a recommendation stage achieved better performance in finding the appropriate Cloud services than when broker agents 1) use only the connection procedure but not the Cloud ontology and 2) do not use both the connection procedure and the Cloud ontology.
Keywords :
cloud computing; data mining; database management systems; multi-agent systems; ontologies (artificial intelligence); recommender systems; attribute value prediction; broker agents; cloud computing; cloud ontology; consumer requests; flexible ontology based matching; four-stage agent based cloud service discovery protocol; historical data; intelligent recommendation; multiagent system; ontology description; Cloud computing; Cognition; Databases; Filtering; Ontologies; Resource management; Semantics; Agent-based Cloud Computing; Cloud Computing; Cloud Ontology; Information Retrival; Multiagent System;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC), 2011 International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-1827-4
Type :
conf
DOI :
10.1109/CyberC.2011.84
Filename :
6079431
Link To Document :
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