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45th Annual IEEE Symposium on Foundations of Computer Science (FOCS'04)
Deterministic Extractors for Bit-Fixing Sources by Obtaining an Independent Seed
Rome, Italy
October 17-October 19
ISBN: 0-7695-2228-9
Ariel Gabizon, Weizmann Institute
Ran Raz, Weizmann Institute
Ronen Shaltiel, Weizmann Institute

An (n, k)-bit-fixing source is a distribution X over {0, 1}n such that there is a subset of k variables in X1, . . .,Xn which are uniformly distributed and independent of each other, and the remaining n - k variables are fixed. A deterministic bit-fixing source extractor is a function E : {0, 1}^n . {0, 1}^m which on an arbitrary (n, k)-bit-fixing source outputs m bits that are statistically-close to uniform. Recently, Kamp and Zuckerman [13] gave a construction of deterministic bit-fixing source extractor that extracts Ω(k²/n) bits, and requires k > \sqrt n.

In this paper we give constructions of deterministic bit-fixing source extractors that extract (1 - o(1))k bits whenever k > (log n)^c for some universal constant c > 0. Thus, our constructions extract almost all the randomness from bit-fixing sources and work even when k is small. For k ≫ \sqrt n the extracted bits have statistical distance 2^{ - n^{\Omega (1)} } from uniform, and for k ≤ \sqrt n the extracted bits have statistical distance k^{ - \Omega (1)} from uniform.

Our technique gives a general method to transform deterministic bit-fixing source extractors that extract few bits into extractors which extract almost all the bits.

Citation:
Ariel Gabizon, Ran Raz, Ronen Shaltiel, "Deterministic Extractors for Bit-Fixing Sources by Obtaining an Independent Seed," focs, pp.394-403, 45th Annual IEEE Symposium on Foundations of Computer Science (FOCS'04), 2004
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