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It is obligatory that organizations by law safeguard the privacy ofindividuals when handling data sets containing personal identifiableinformation (PII). Nevertheless, during the process of data privatization, theutility or usefulness of the privatized data diminishes. Yet achieving theoptimal balance between data privacy and utility needs has been documented asan NP-hard challenge. In this study, we investigate data privacy and utilitypreservation using KNN machine learning classification as a gauge.

An Investigation of Data Privacy and Utility Preservation using KNN Classification as a Gauge