Simulating independence: New constructions of condensers, ramsey graphs, dispersers, and extractors

B. Barak, G. Kindler, R. Shaltiel, B. Sudakov, A. Wigderson

Research output: Contribution to journalArticlepeer-review

Abstract

We present new explicit constructions of deterministic randomness extractors, dispersers and related objects. We say that a distribution X on binary strings of length n is a δ-source if X assigns probability at most 2-δn to any string of length n. For every δ>0, we construct the following poly(n)-time computable functions: 2-source disperser: D:({0, 1}n)2 → {0, 1} such that for any two independent Δ-sources X1,X2 we have that the support of D(X1,X2) is {0, 1}. Bipartite Ramsey graph: Let N=2n. A corollary is that the function D is a 2-coloring of the edges of KN,N (the complete bipartite graph over two sets of N vertices) such that any induced subgraph of size Nδ by N δ is not monochromatic. 3-source extractor: E:({0, 1} n)3→ {0, 1} such that for any three independent δ-sources X1,X2,X3 we have that E(X 1,X2,X3) is o(1)-close to being an unbiased random bit. No previous explicit construction was known for either of these for any δ<1/2, and these results constitute significant progress to long-standing open problems. A component in these results is a new construction of condensers that may be of independent interest: This is a function C:{0, 1}n → ({0, 1}n/c)d (where c and d are constants that depend only on Δ) such that for every Δ-source X one of the output blocks of C(X) is (exponentially close to) a 0.9-source. (This result was obtained independently by Ran Raz.) The constructions are quite involved and use as building blocks other new and known objects. A recurring theme in these constructions is that objects that were designed to work with independent inputs, sometimes perform well enough with correlated, high entropy inputs. The construction of the disperser is based on a new technique which we call the challenge-response mechanism that (in some sense) allows identifying high entropy regions in a given pair of sources using only one sample from the two sources.

Original languageEnglish
Article number20
JournalJournal of the ACM
Volume57
Issue number4
DOIs
StatePublished - 1 Apr 2010

Keywords

  • Condensers
  • Dispersers
  • Explicit constructions
  • Extractors
  • Ramsey graphs

ASJC Scopus subject areas

  • Software
  • Control and Systems Engineering
  • Information Systems
  • Hardware and Architecture
  • Artificial Intelligence

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