2-source dispersers for sub-polynomial entropy and Ramsey graphs beating the Frankl-Wilson construction

The main result of this paper is an explicit disperser for two independent sources on n bits, each of entropy k=no(1). Put differently, setting N=2n and K=2k, we construct explicit N x N Boolean matrices for which no K x K submatrix is monochromatic. Viewed as adjacency matrices of bipartite graphs, this gives an explicit construction of K-Ramsey bipartite graphs of size N.This greatly improves the previous bound of k=o(n) of Barak, Kindler, Shaltiel, Sudakov and Wigderson [4]. It also significantly improves the 25-year record of k = Õ (√n) on the special case of Ramsey graphs, due to Frankl and Wilson [9].The construction uses (besides "classical" extractor ideas) almost all of the machinery developed in the last couple of years for extraction from independent sources, including:Bourgain's extractor for 2 independent sources of some entropy rate < 1/2 [5]Raz's extractor for 2 independent sources, one of which has any entropy rate > 1/2 [18]Rao's extractor for 2 independent block-sources of entropy nΩ (1) [17]The "Challenge-Response" mechanism for detecting "entropy concentration" of [4].The main novelty comes in a bootstrap procedure which allows the Challenge-Response mechanism of [4] to be used with sources of less and less entropy, using recursive calls to itself. Subtleties arise since the success of this mechanism depends on restricting the given sources, and so recursion constantly changes the original sources. These are resolved via a new construct, in between a disperser and an extractor, which behaves like an extractor on sufficiently large subsources of the given ones.This version is only an extended abstract, please see the full version, available on the authors' homepages, for more details.

[1]  Avi Wigderson,et al.  Randomness conductors and constant-degree lossless expanders , 2002, Proceedings 17th IEEE Annual Conference on Computational Complexity.

[2]  Avi Wigderson,et al.  Extracting Randomness via Repeated Condensing , 2006, SIAM J. Comput..

[3]  Venkatesan Guruswami Better extractors for better codes? , 2004, STOC '04.

[4]  Noga Alon,et al.  The Shannon Capacity of a Union , 1998, Comb..

[5]  Miklos Santha,et al.  Generating Quasi-random Sequences from Semi-random Sources , 1986, J. Comput. Syst. Sci..

[6]  Parikshit Gopalan Constructing Ramsey graphs from Boolean function representations , 2006, 21st Annual IEEE Conference on Computational Complexity (CCC'06).

[7]  Guy Kindler,et al.  Simulating independence: new constructions of condensers, ramsey graphs, dispersers, and extractors , 2005, STOC '05.

[8]  Amnon Ta-Shma Almost Optimal Dispersers , 2002, Comb..

[9]  Ronen Shaltiel,et al.  Recent Developments in Explicit Constructions of Extractors , 2002, Bull. EATCS.

[10]  Ran Raz,et al.  Extractors with weak random seeds , 2005, STOC '05.

[11]  Noam Nisan,et al.  More deterministic simulation in logspace , 1993, STOC.

[12]  Avi Wigderson,et al.  Extracting Randomness Using Few Independent Sources , 2006, SIAM J. Comput..

[13]  Aravind Srinivasan,et al.  Explicit dispersers with polylog degree , 1995, STOC '95.

[14]  Frank Plumpton Ramsey,et al.  On a Problem of Formal Logic , 1930 .

[15]  Vojtech Rödl,et al.  Pseudorandom sets and explicit constructions of ramsey graphs , 2004 .

[16]  Luca Trevisan,et al.  Extractors and pseudorandom generators , 2001, JACM.

[17]  Umesh V. Vazirani Towards a strong communication complexity theory or generating quasi-random sequences from two communicating slightly-random sources , 1985, STOC '85.

[18]  Oded Goldreich,et al.  Unbiased Bits from Sources of Weak Randomness and Probabilistic Communication Complexity , 1988, SIAM J. Comput..

[19]  Anup Rao,et al.  Extractors for a constant number of polynomially small min-entropy independent sources , 2006, STOC '06.

[20]  Vince Grolmusz Low Rank Co-Diagonal Matrices and Ramsey Graphs , 2000, Electron. J. Comb..

[21]  J. Bourgain,et al.  MORE ON THE SUM-PRODUCT PHENOMENON IN PRIME FIELDS AND ITS APPLICATIONS , 2005 .

[22]  Avi Wigderson,et al.  Extractors: optimal up to constant factors , 2003, STOC '03.

[23]  Avi Wigderson,et al.  Expanders That Beat the Eigenvalue Bound: Explicit Construction and Applications , 1999, Comb..

[24]  Peter Frankl,et al.  Intersection theorems with geometric consequences , 1981, Comb..

[25]  Terence Tao,et al.  A sum-product estimate in finite fields, and applications , 2003, math/0301343.

[26]  Boaz Barak A Simple Explicit Construction of an $n^{\Tilde{O}(\log n)}$-Ramsey Graph , 2006 .

[27]  Peter Bro Miltersen,et al.  On data structures and asymmetric communication complexity , 1994, STOC '95.

[28]  Amnon Ta-Shma,et al.  Extractor codes , 2001, IEEE Transactions on Information Theory.

[29]  Ran Raz,et al.  Extracting all the randomness and reducing the error in Trevisan's extractors , 1999, STOC '99.