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L. Sweeney. kanonymity: a model for protecting privacy. International Journal on Uncertainty, Fuzziness and Knowledgebased Systems, 10 (5), 2002; 557570.kANONYMITY: A MODEL FOR PROTECTING PRIVACY1
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PDF k-anonymity is a model designed to protect individual privacy by ensuring that any given individual cannot be distinguished from at least 'k' other individuals in a dataset. It helps to mitigate the risk of re-identification by aggregating data in such a way that it maintains the anonymity of individuals.
Organizations that handle sensitive personal data and are required to comply with privacy regulations may be required to file the PDF k-anonymity model. This includes but is not limited to hospitals, insurance companies, and any businesses that collect and process personal data.
To fill out the PDF k-anonymity model, you must first identify the dataset you are working with. Then, determine the quasi-identifiers and confirm the anonymity level 'k' you wish to achieve. Finally, use statistical methods to modify the dataset to meet the k-anonymity requirements and complete the model documentation by providing the necessary details.
The purpose of the PDF k-anonymity model is to provide a structured approach for organizations to safeguard individual privacy while maintaining the utility of the data. It aims to prevent the risk of identification of individuals within shared datasets.
Information reported on the PDF k-anonymity model typically includes details about the specific dataset, the quasi-identifiers used, the determined value of 'k', the methods employed to achieve k-anonymity, and any potential risks associated with the data.
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