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CORR
2008
Springer
159views Education» more  CORR 2008»
13 years 5 months ago
Privacy Preserving ID3 over Horizontally, Vertically and Grid Partitioned Data
We consider privacy preserving decision tree induction via ID3 in the case where the training data is horizontally or vertically distributed. Furthermore, we consider the same pro...
Bart Kuijpers, Vanessa Lemmens, Bart Moelans, Karl...
PAKDD
2007
ACM
140views Data Mining» more  PAKDD 2007»
13 years 11 months ago
A Hybrid Multi-group Privacy-Preserving Approach for Building Decision Trees
In this paper, we study the privacy-preserving decision tree building problem on vertically partitioned data. We made two contributions. First, we propose a novel hybrid approach, ...
Zhouxuan Teng, Wenliang Du
ICDM
2006
IEEE
169views Data Mining» more  ICDM 2006»
13 years 11 months ago
Privacy-Preserving Data Imputation
In this paper, we investigate privacy-preserving data imputation on distributed databases. We present a privacypreserving protocol for filling in missing values using a lazy deci...
Geetha Jagannathan, Rebecca N. Wright
NCA
2011
IEEE
13 years 8 days ago
Privacy preserving Back-propagation neural network learning over arbitrarily partitioned data
—Neural Networks have been an active research area for decades. However, privacy bothers many when the training dataset for the neural networks is distributed between two parties...
Ankur Bansal, Tingting Chen, Sheng Zhong
TKDD
2008
52views more  TKDD 2008»
13 years 5 months ago
Privacy-preserving decision trees over vertically partitioned data
Jaideep Vaidya, Chris Clifton, Murat Kantarcioglu,...