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DMIN
2008

145views Data Mining» more DMIN 2008»

Privacy-Preserving Classification of Horizontally Partitioned Data via Random Kernels

13 years 10 months ago

We propose a novel privacy-preserving nonlinear support vector machine (SVM) classifier for a data matrix A whose columns represent input space features and whose individual rows ...

Olvi L. Mangasarian, Edward W. Wild

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28

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ICISC
2007

134views Cryptology» more ICISC 2007»

A Lightweight Privacy Preserving Authentication and Access Control Scheme for Ubiquitous Computing Environment

13 years 10 months ago

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In Ubiquitous Computing Environment (UCE), service provider wants to provide its service to only legitimate users. Some users who belong to same service provider do not want to rev...

Jangseong Kim, Zeen Kim, Kwangjo Kim

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37

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SDM
2008
SIAM

177views Data Mining» more SDM 2008»

Practical Private Computation and Zero-Knowledge Tools for Privacy-Preserving Distributed Data Mining

13 years 10 months ago

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In this paper we explore private computation built on vector addition and its applications in privacypreserving data mining. Vector addition is a surprisingly general tool for imp...

Yitao Duan, John F. Canny

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22

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NIPS
2007

137views Information Technology» more NIPS 2007»

Privacy-Preserving Belief Propagation and Sampling

13 years 10 months ago

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We provide provably privacy-preserving versions of belief propagation, Gibbs sampling, and other local algorithms — distributed multiparty protocols in which each party or verte...

Michael Kearns, Jinsong Tan, Jennifer Wortman

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10

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PARCO
2007

92views Distributed And Parallel Com...» more PARCO 2007»

Experimenting Grid Protocols to Improve Privacy Preservation in Efficient Distributed Image Processing

13 years 10 months ago

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Antonella Galizia, Federica Viti, Daniele D'Agosti...

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