DocumentCode :
2273193
Title :
Improved bounds on the size of sparse parity check matrices
Author :
Naor, Assaf ; Verstraete, Jacques
Author_Institution :
Theor. Group, Microsoft Res., Redmond, WA
fYear :
2005
fDate :
4-9 Sept. 2005
Firstpage :
1749
Lastpage :
1752
Abstract :
Let NF;(n, k, r) denote the maximum number of columns in an n-row matrix with entries in a finite field F in which each column has at most r nonzero entries and every k columns are linearly independent over F. Such sparse parity check matrices are fundamental tools in coding theory, derandomization and complexity theory. We obtain near-optimal theoretical upper bounds for NF(n, k, r) in the important case k > r, i.e. when the number of correctible errors is greater than the weight. Namely, we show that NF(n, k, r) = O(n(r/2)+(4r/3k)). The best known (probabilistic) lower bound is NF(n, k, r) = Omega(n(r/2)+(r/(2k-2))), while the best known upper bound in the case k > r was for k a power of 2, in which case NF(n, k, r) = Omega(n(r/2)+(1/2)). Our method is based on a novel reduction of the problem to the extremal problem for cycles in graphs, and yields a fast algorithm for finding short linear dependences in large sets of sparse vectors. In the full version of this paper we present additional applications of this method to problems in combinatorial number theory
Keywords :
error correction; graph theory; number theory; parity check codes; sparse matrices; coding theory; combinatorial number theory; complexity theory; correctible errors; derandomization theory; extremal problem; fast algorithm; graph cycles; improved bounds; n-row matrix; near-optimal theoretical upper bounds; short linear dependences; sparse parity check matrices; sparse vectors; Application software; Complexity theory; Decoding; Error correction; Galois fields; Mathematics; Parity check codes; Sparse matrices; Upper bound; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory, 2005. ISIT 2005. Proceedings. International Symposium on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-9151-9
Type :
conf
DOI :
10.1109/ISIT.2005.1523645
Filename :
1523645
Link To Document :
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