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Cloud computing is relatively advanced field in which we believe resource utilization hasn't yet been optimized to its complete potential and inaccuracy of prediction leads to several minutes of delays in instant resource allocation due to scarcity of resources in Multi-Sharing System. In this paper, we develop Extraction of Transaction Log Files to Predict Multiple Output (MOP) in Multi-Sharing System based on resource utilization for higher accuracy using prediction techniques Random Forestdoi:10.35940/ijrte.c5482.098319 fatcat:tkabpddl7bg5xpu7xyzapr6ddm