Secure Two-Party Differentially Private Data Release for Vertically Partitioned Data

@article{Mohammed2014SecureTD,
  title={Secure Two-Party Differentially Private Data Release for Vertically Partitioned Data},
  author={Noman Mohammed and Dima Alhadidi and Benjamin C. M. Fung and Mourad Debbabi},
  journal={IEEE Transactions on Dependable and Secure Computing},
  year={2014},
  volume={11},
  pages={59-71}
}
Privacy-preserving data publishing addresses the problem of disclosing sensitive data when mining for useful information. Among the existing privacy models, ϵ-differential privacy provides one of the strongest privacy guarantees. In this paper, we address the problem of private data publishing, where different attributes for the same set of individuals are held by two parties. In particular, we present an algorithm for differentially private data release for vertically partitioned data between… CONTINUE READING

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