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But, the overloading of virtual machines results in degradation of performances as well as it increases in the energy consumption of the virtual machines. Several techniques were used to determine the workloads of the cloud and then apply the migration algorithm for efficient utilization of resources. But, the process depends on the past outputs and only few step ahead predictions. Most of the techniques allocate the resources based on all the attributes. This results in higher processing time for the allocation. Hence, in this, an attribute based resource allocation is proposed to allocate and utilize the resources effectively based on the user demands. The concept of virtualization is to reduce the cost of individual hardware setups to run processes. In cloud computing, virtualization processes effectively utilize resources and improve services. The modified Principal component analysis and relief is used for the attribute selection. 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