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» Privacy Preserving OLAP
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110
Voted
SDM
2007
SIAM
118views Data Mining» more  SDM 2007»
15 years 1 months ago
On Privacy-Preservation of Text and Sparse Binary Data with Sketches
In recent years, privacy preserving data mining has become very important because of the proliferation of large amounts of data on the internet. Many data sets are inherently high...
Charu C. Aggarwal, Philip S. Yu
137
Voted
EDBT
2004
ACM
234views Database» more  EDBT 2004»
16 years 15 days ago
A Condensation Approach to Privacy Preserving Data Mining
In recent years, privacy preserving data mining has become an important problem because of the large amount of personal data which is tracked by many business applications. In many...
Charu C. Aggarwal, Philip S. Yu
107
Voted
EDBT
2008
ACM
172views Database» more  EDBT 2008»
16 years 15 days ago
Distributed privacy preserving k-means clustering with additive secret sharing
Recent concerns about privacy issues motivated data mining researchers to develop methods for performing data mining while preserving the privacy of individuals. However, the curr...
Albert Levi, Erkay Savas, Mahir Can Doganay, Thoma...
187
Voted
SIGMOD
2008
ACM
158views Database» more  SIGMOD 2008»
16 years 16 days ago
Sampling cube: a framework for statistical olap over sampling data
Sampling is a popular method of data collection when it is impossible or too costly to reach the entire population. For example, television show ratings in the United States are g...
Xiaolei Li, Jiawei Han, Zhijun Yin, Jae-Gil Lee, Y...
194
Voted
SIGMOD
2008
ACM
189views Database» more  SIGMOD 2008»
16 years 16 days ago
Dynamic anonymization: accurate statistical analysis with privacy preservation
A statistical database (StatDB) retrieves only aggregate results, as opposed to individual tuples. This paper investigates the construction of a privacy preserving StatDB that can...
Xiaokui Xiao, Yufei Tao