A graph-based method for ranking of cloud service providers

The Journal of Supercomputing(2021)

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摘要
With the advent of cloud computing, more businesses are turning to the cloud for deploying their applications and for infrastructure solutions. Quality of Service parameters has a direct impact on businesses. Enterprises have to select the best cloud service provider with optimum cost. In this paper, we present a graph-based method for ranking cloud service providers. First, we compute a partial correlation between cloud service providers in terms of their response time. Second, we construct a graphical lasso regularization network with a penalty, which controls spurious connections. Third, the service providers are ranked based on degree centrality. Finally, we applied a normalized discounted cumulative gain method to measure the rank quality of cloud service providers. The comparative experimental results show that lasso regularization performs better than the traditional Bonferroni correction method.
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关键词
Cloud computing, Graph mining, Cloud ranking, Cloud service providers, Lasso regularization
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