articleIEEE AccessJan 1, 2014GOLD OA

Information Security in Big Data: Privacy and Data Mining

Tsinghua University

Indexed incrossrefdoaj

Abstract

The growing popularity and development of data mining technologies bring serious threat to the security of individual,'s sensitive information. An emerging research topic in data mining, known as privacy-preserving data mining (PPDM), has been extensively studied in recent years. The basic idea of PPDM is to modify the data in such a way so as to perform data mining algorithms effectively without compromising the security of sensitive information contained in the data. Current studies of PPDM mainly focus on how to reduce the privacy risk brought by data mining operations, while in fact, unwanted disclosure of sensitive information may also happen in the process of data collecting, data publishing, and…

Citation impact

624
total citations
FWCI
57.08
Percentile
100%
References
131
Citations per year

Authors

5

Topics & keywords

Keywords
  • Computer science
  • Popularity
  • Information sensitivity
  • Information privacy
  • Data publishing
  • Data science
  • Big data
  • Data mining
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