The search functionality is under construction.
The search functionality is under construction.

Keyword Search Result

[Keyword] min-wise independence(3hit)

1-3hit
  • Min-Wise Independence vs. 3-Wise Independence

    Toshiya ITOH  

     
    PAPER

      Vol:
    E85-A No:5
      Page(s):
    957-966

    A family F of min-wise independent permutations is known to be a useful tool of indexing replicated documents on the Web. We say that a family F of permutations on {0,1,. . . ,n-1} is min-wise independent if for any X {0,1,. . . ,n-1} and any x X, Pr[min {π(X)} = π(x)]= ||X||-1 when π is chosen uniformly at random from F, where ||A|| is the cardinality of a finite set A. We also say that a family F of permutations on {0,1,. . . ,n-1} is d-wise independent if for any distinct x1,x2,. . . ,xd {0,1,. . . , n-1} and any distinct y1,y2,. . . ,yd {0,1,. . . , n-1}, Pr[i=1d π(xi) = π(yi)]= 1/{n(n-1) (n-d+1)} when π is chosen uniformly at random from F (note that nontrivial constructions of d-wise independent family F of permutations on {0,1,. . . ,n-1} are known only for d=2,3). Recently, Broder, et al. showed that any family F of pairwise (2-wise) independent permutations behaves close to a family of min-wise independent permutations, i.e., for any X {0,1,. . . ,n-1} such that 3 ||X||=k n-2 and any x X, (lower bound) Pr[min {π(X)}=π(x)] 1/{2(k-1)}; (upper bound) Pr[min {π(X)}=π(x)] O(1/k). In this paper, we extend these bounds to 3-wise independent permutation family and show that any family of 3-wise independent permutations behaves closer to a family of min-wise independent permutations, i.e., for any X {0,1,. . . ,n-1} such that 4 ||X||=k n-3 and any x X, (lower bound) Pr[min {π(X)}=π(x)] 1/{2(k-2)}- 1/{6(k-2)2}; (upper bound) Pr[min {π(X)}=π(x)] 2/k - 2/k + 1/(3kk).

  • A General Construction of Min-Wise Independent Permutations

    Yoshinori TAKEI  Toshiya ITOH  

     
    PAPER

      Vol:
    E83-A No:4
      Page(s):
    646-655

    A min-wise independent permutation family is known to be an efficient tool to estimate similarity of documents. Toward good understanding of min-wise independence, we present a characterization of exactly min-wise independent permutation families by size uniformity, which represents certain symmetry of the string representation of a family. Also, we present a general construction strategy which produce any exactly min-wise independent permutation family using this characterization.

  • Constructing an Optimal Family of Min-Wise Independent Permutations

    Yoshinori TAKEI  Toshiya ITOH  Takahiro SHINOZAKI  

     
    PAPER-Algorithms and Data Structures

      Vol:
    E83-A No:4
      Page(s):
    747-755

    A family C of min-wise independent permutations is known to be a useful tool of indexing replicated documents on the Web. For any integer n>0, a family C of permutations on [n]={1,2,. . . ,n} is said to be min-wise independent if for any (nonempty) X [n] and any x X, Pr ( min {π(X)} = π(x))= ||X||-1 when π is chosen uniformly at random from C, where ||A|| is the cardinality of a finite set A. For any integer n>0, it has been known that (1) ||C|| lcm(n,n-1,. . . ,2,1) = en-o(n) for any family C of min-wise independent permutations on [n]; (2) there exists a polynomial time samplable C family of min-wise independent permutations on [n] such that ||C|| 4n. However, it has been unclear whether there exists a min-wise independent family C such that ||C|| = lcm(n,n-1,. . . ,2,1) for each integer n>0 and how to construct such a family C of min-wise independent permutations for each integer n>0 if it exists. In this paper, we shall construct a family Fn of permutations for each integer n>0 and show that Fn is min-wise independent and ||Fn|| = lcm(n,n-1,. . . ,2,1). Moreover, we present a polynomial time sampling algorithm for the family. Thus the family Fn of min-wise independent permutations is optimal in the sense of family size and is easy to implement because of its polynomial time samplability.