On the Lower Bound of Reconstruction Error for Spectral Filtering Based PPDM Songtao Guo, Xintao Wu, Yingjiu Li Motivation Additive noise perturbation model
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... Matrix perturbation theory How the derived perturbation E affects the co-variance matrix A Our scenario How the primary perturbation V affects the data matrix U ...
September 18th-22nd, 2006 Berlin, Germany. Estimate individual values of U from the perturbed data --- H.Kargupta et al. ICDM 2003. Apply EVD on the covariance ...
Many databases maintain a huge amount of data on sensitive or confidential ... Multinomial distribution. Numerical attributes. Multi-variate Gaussian dist. ...
10. P2D2: A Mechanism for Privacy-Preserving Data Dissemination Bharat Bhargava Department of Computer Sciences Purdue University With contributions from Prof. Leszek ...
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