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» Privacy-Preserving Data Imputation
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PSD
2004
Springer
186views Database» more  PSD 2004»
14 years 25 days ago
Privacy Preserving and Data Mining in an On-Line Statistical Database of Additive Type
In an on-line statistical database, the query-answering system should prevent answers to statistical queries from leading to disclosure of confidential data. On the other hand, a s...
Francesco M. Malvestuto, Mauro Mezzini
SDM
2008
SIAM
135views Data Mining» more  SDM 2008»
13 years 9 months ago
Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining
Currently, many privacy-preserving data mining (PPDM) algorithms assume the semi-honest model and/or malicious model of multi-party interaction. However, both models are far from ...
Shuguo Han, Wee Keong Ng
DMIN
2006
125views Data Mining» more  DMIN 2006»
13 years 9 months ago
Privacy-Preserving Bayesian Network Learning From Heterogeneous Distributed Data
In this paper, we propose a post randomization technique to learn a Bayesian network (BN) from distributed heterogeneous data, in a privacy sensitive fashion. In this case, two or ...
Jianjie Ma, Krishnamoorthy Sivakumar
SIGMOD
2007
ACM
115views Database» more  SIGMOD 2007»
14 years 7 months ago
Privacy preserving schema and data matching
In many business scenarios, record matching is performed across different data sources with the aim of identifying common information shared among these sources. However such need...
Monica Scannapieco, Ilya Figotin, Elisa Bertino, A...
ICDE
2007
IEEE
198views Database» more  ICDE 2007»
14 years 8 months ago
Worst-Case Background Knowledge for Privacy-Preserving Data Publishing
Recent work has shown the necessity of considering an attacker's background knowledge when reasoning about privacy in data publishing. However, in practice, the data publishe...
David J. Martin, Daniel Kifer, Ashwin Machanavajjh...