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CRYPTO
2004
Springer
91views Cryptology» more  CRYPTO 2004»
15 years 3 months ago
Privacy-Preserving Datamining on Vertically Partitioned Databases
In a recent paper Dinur and Nissim considered a statistical database in which a trusted database administrator monitors queries and introduces noise to the responses with the goal ...
Cynthia Dwork, Kobbi Nissim
IWSEC
2007
Springer
15 years 3 months ago
Privacy-Preserving Eigentaste-Based Collaborative Filtering
With the evolution of e-commerce, privacy is becoming a major concern. Many e-companies employ collaborative filtering (CF) techniques to increase their sales by providing truthfu...
Ibrahim Yakut, Huseyin Polat
87
Voted
DMKD
2004
ACM
136views Data Mining» more  DMKD 2004»
15 years 3 months ago
Mining association rules with non-uniform privacy concerns
Privacy concerns have become an important issue in data mining. A popular way to preserve privacy is to randomize the dataset to be mined in a systematic way and mine the randomiz...
Yi Xia, Yirong Yang, Yun Chi
172
Voted
SIGMOD
2005
ACM
128views Database» more  SIGMOD 2005»
15 years 9 months ago
Deriving Private Information from Randomized Data
Randomization has emerged as a useful technique for data disguising in privacy-preserving data mining. Its privacy properties have been studied in a number of papers. Kargupta et ...
Zhengli Huang, Wenliang Du, Biao Chen
ICDM
2009
IEEE
223views Data Mining» more  ICDM 2009»
15 years 4 months ago
Differential Privacy for Clinical Trial Data: Preliminary Evaluations
—The concept of differential privacy as a rigorous definition of privacy has emerged from the cryptographic community. However, further careful evaluation is needed before we ca...
Duy Vu, Aleksandra Slavkovic