Cloud Computing is the talk of the today’s technology for the deployment of service to the consumers at their door steps. The consumers are free of the mechanism of process of deployment of the solution, but enjoying the fruit of the technology. In this research the data security issues are highlighted. Data leakage in the cloud computing transactions is a biggest security threat estimated today. A framework for the prevention of the data leakage is devised and discussed. The uninvestigated area of data leakage prevention mechanism based on the semantic relations is discussed in this research. This research proposes a frame work based on the weighted indexing. The weight estimation is done through the back propagation network. It is followed by the relatedness estimation based on the various properties of the text.
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