发明名称 TWO-PARTY PRIVATE ESTIMATION OF DATASET SIMILARITY
摘要 A two-party approximation protocol is transformed into a private approximation protocol. A first input x&isin;{0,1, . . . , M}n and a second input y&isin;{0,1, . . . , M}n of a two party approximation protocol approximating a function of a form &fnof;(x, y)=&Sgr;j=1ng (xj, yj) is received. Variable B is set as a public upper bound on &fnof;(x, y). Variable l is set l=O*(1). The following is performed until &sum; j = 1 l &#xE89E; z j &ge; l t or B<1, where t is an arbitrary number: (1) a private importance sampling protocol with the first input x, the second input y, and a third input lk, is executed independently for j&isin;[l], where k is a security parameter, an output of the private importance sampling protocol is shares of Ij&isin;[n]&cup;{&perp;}; (2) l coin tosses z1, . . . , z,l are independently generated where zj=1 iff Ij&ne;&perp;; and (3) B is divided by 2 if &sum; j = 1 l &#xE89E; z j &ge; l t or B<1 is not satisfied. When &sum; j = 1 l &#xE89E; z j &ge; l 8 or B<1 a private (&egr;,&delta;) -approximation protocol &Psi; for &fnof;(x, y)=&Sgr;j=1ng(xj, yj) is outputted where &Psi; = 2 &#xE89E; &#xE89E; B l &#xE89E; &sum; j = 1 l &#xE89E; z j , &egr; is an arbitrary number, and &delta;=exp(&minus;k).
申请公布号 US2012317656(A1) 申请公布日期 2012.12.13
申请号 US201213569284 申请日期 2012.08.08
申请人 WOODRUFF DAVID PAUL;INTERNATIONAL BUSINESS MACHINES CORPORATION 发明人 WOODRUFF DAVID PAUL
分类号 G06F21/24 主分类号 G06F21/24
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