Lecture

Privacy Evaluation: Systematic Approach

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Description

This lecture covers a systematic approach to privacy evaluation, focusing on concepts like confidentiality, pseudonymity, anonymity, unlinkability, and unobservability. It explains how to model privacy mechanisms, determine what adversaries can observe, and evaluate privacy properties. The case study on SwissCovid illustrates practical applications of these concepts, emphasizing the importance of achieving anonymity and confidentiality in sensitive data sharing. Strategies to enhance privacy, such as obfuscation and plausible deniability, are discussed in detail, along with the role of probabilistic analysis. The lecture concludes with insights on common techniques, adversary models, and the collaboration between privacy and security researchers.

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Related concepts (32)

Anonymity

Anonymity describes situations where the acting person's identity is unknown. Some writers have argued that namelessness, though technically correct, does not capture what is more centrally at stake in contexts of anonymity. The important idea here is that a person be non-identifiable, unreachable, or untrackable. Anonymity is seen as a technique, or a way of realizing, a certain other values, such as privacy, or liberty.

Pseudonym

A pseudonym (ˈsjuːdənɪm; ) or alias (ˈeɪli.əs) is a fictitious name that a person or group assumes for a particular purpose, which differs from their original or true name (orthonym). This also differs from a new name that entirely or legally replaces an individual's own. Many pseudonym holders use pseudonyms because they wish to remain anonymous, but anonymity is difficult to achieve and often fraught with legal issues.

Privacy

Privacy (UK, US) is the ability of an individual or group to seclude themselves or information about themselves, and thereby express themselves selectively. The domain of privacy partially overlaps with security, which can include the concepts of appropriate use and protection of information. Privacy may also take the form of bodily integrity. There have been many different conceptions of privacy throughout history. Most cultures recognize the right of an individual to withhold aspects of their personal lives from public record.

Pseudonymization

Pseudonymization is a data management and de-identification procedure by which personally identifiable information fields within a data record are replaced by one or more artificial identifiers, or pseudonyms. A single pseudonym for each replaced field or collection of replaced fields makes the data record less identifiable while remaining suitable for data analysis and data processing. Pseudonymization (or pseudonymisation, the spelling under European guidelines) is one way to comply with the European Union's new General Data Protection Regulation (GDPR) demands for secure data storage of personal information.

Privacy law

Privacy law is the body of law that deals with the regulating, storing, and using of personally identifiable information, personal healthcare information, and financial information of individuals, which can be collected by governments, public or private organisations, or other individuals. It also applies in the commercial sector to things like trade secrets and the liability that directors, officers, and employees have when handing sensitive information.

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