Privacy Protection

Risk diagnostics (NNDR proxy, k‑anonymity, nearest‑neighbor leakage).

Privacy Report: Risk Diagnostics

This section delves into the risk diagnostics of privacy protocols, focusing on:

  • NNDR Proxy (Nearest Neighbor Distance Ratio): Analyzes the relative distances among data points to assess privacy risks and potential re-identification vulnerabilities.

  • k-Anonymity: Evaluates the data's ability to anonymize individuals within a dataset by ensuring each entry is indistinguishable from at least k-1 others, mitigating disclosure risks.

  • Nearest-Neighbor Leakage: Examines how proximity between data points may lead to unintended information exposure, threatening privacy by allowing inferences about individual records.

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