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Minersoft: Software Retrieval in Grid and Cloud Computing Infrastructures

delete2012-07-05
delete17
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M
Marios D. Dikaiakos *
A
Asterios Katsifodimos
G
George Pallis
DOI:10.1145/2220352.2220354delete
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Abstract

Abstract

En 中文
One of the main goals of Cloud and Grid infrastructures is to make their services easily accessible and attractive to end-users. In this article we investigate the problem of supporting keyword-based searching for the discovery of software files that are installed on the nodes of large-scale, federated Grid and Cloud computing infrastructures. We address a number of challenges that arise from the unstructured nature of software and the unavailability of software-related metadata on large-scale networked environments. We present Minersoft, a harvester that visits Grid/Cloud infrastructures, crawls their file systems, identifies and classifies software files, and discovers implicit associations between them. The results of Minersoft harvesting are encoded in a weighted, typed graph, called the Software Graph. A number of information retrieval (IR) algorithms are used to enrich this graph with structural and content associations, to annotate software files with keywords and build inverted indexes to support keyword-based searching for software. Using a real testbed, we present an evaluation study of our approach, using data extracted from production-quality Grid and Cloud computing infrastructures. Experimental results show that Minersoft is a powerful tool for software search and discovery.
Keywords:
Design
Performance
Management
Cloud computing
Grid computing
software search engine
resource management
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Journal

ACM Transactions on Internet Technology cover
ACM Transactions on Internet Technology
IF:
4.1
Papers:
896
Citations:
1.9K

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U
University of Cyprus
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Universite Paris Saclay
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Citations: 540