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51sb-51
In

Inferenc.

Severity7/10

Sensitive Inference

Deduction of sensitive personal information (sexual orientation, health status, political beliefs) from seemingly innocuous behavioral patterns.

Periodic recordPrivacyarXiv2020

Bo Zhang, Ruotong Yu, Haipei Sun, Yanying Li, Jun Xu, Hui Wang

Mitigation Strategy

Strict minimization of data collection, biometric data perturbation techniques, and prohibition of sensitive category inference without explicit consent.

Atomic Number

51

In

Risk ID

sb-51

Severity

7/10

Severity Level

51
Privacy
sb-51
In

Inferenc.

Sensitive Inference

RiesgosIA.org
Privacy • #51

Sensitive Inference

In
Severity Level7/10

Definition

Deduction of sensitive personal information (sexual orientation, health status, political beliefs) from seemingly innocuous behavioral patterns.

Mitigation Strategy

Strict minimization of data collection, biometric data perturbation techniques, and prohibition of sensitive category inference without explicit consent.

Reference Paper

Privacy for All: Demystify Vulnerability Disparity of Differential Privacy against Membership Inference Attack

Authors: Bo Zhang, Ruotong Yu, Haipei Sun, Yanying Li, Jun Xu, Hui Wang

Source: arXiv · arXiv:2001.08855 · 2020

Link: https://arxiv.org/abs/2001.08855v1

Notes / Observations

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RiesgosIA.org • Periodic Table of AI RisksRiesgosIA.org