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A New Research Direction in Privacy Preserving Data Mining. It focuses on Privacy Issues while the data is shared between users. The confidentiality and trust are the major concerns nowadays. The Novel Approaches using the concept of data perturbation are discussed. The solutions are effectively represented dealing with the current drawbacks that were found in the existing techniques and shows promising results.