Encyclopedia of Wireless Networks

Living Edition
| Editors: Xuemin (Sherman) Shen, Xiaodong Lin, Kuan Zhang

Privacy-Preserving Data Collection

  • Zhan QinEmail author
Living reference work entry
DOI: https://doi.org/10.1007/978-3-319-32903-1_302-1

Synonyms

Definitions

Privacy-preserving data collection system collects sensitive data from data contributors and detects meaningful general information by gathering data while protecting data contributors’ privacy.

Background

Nowadays, with the advance of big data analytics, organizations have become increasingly interested in collecting and analyzing user data. For example, web browsers and mobile apps often collect system logs and usage patterns as a means to guide the development of future versions; crowdsourcing platforms, such as Mechanical Turk, also provide a convenient way to collect information from contributors. However, the collection of user data could incur significant privacy risks, as demonstrated in several past incidences, e.g., (Hansell 2006), where accidental leakage of sensitive data led to public outrage, reputation damage, and legal actions against the data collector. The need of a privacy-preserving way to collect data from users has been...

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References

  1. Dwork C (2008) Differential privacy: a survey of results. In: Theory and applications of models of computation, pp 1–19Google Scholar
  2. Erlingsson U et al (2014) RAPPOR: Randomized aggregatable privacy-preserving ordinal response. In: CCS, pp 1054–1067Google Scholar
  3. Hansell S (2006) Aol removes search data on vast group of web users. New York Times 8:C4Google Scholar
  4. Kasiviswanathan SP et al (2011) What can we learn privately? SICOMP 40(3):793–826MathSciNetCrossRefGoogle Scholar
  5. Warner SL (1965) Randomized response: a survey technique for eliminating evasive answer bias. J ASA 60(309):63–69zbMATHGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  1. 1.Texas University at San AntonioSan AntonioUSA

Section editors and affiliations

  • Kui Ren

There are no affiliations available