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Paper:

TR10-067 | 14th April 2010 10:36

Query Complexity Lower Bounds for Reconstruction of Codes

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TR10-067
Authors: Sourav Chakraborty, Eldar Fischer, Arie Matsliah
Publication: 14th April 2010 16:46
Downloads: 1417
Keywords: 


Abstract:

We investigate the problem of {\em local reconstruction}, as defined by Saks and Seshadhri (2008), in the context of error correcting codes.

The first problem we address is that of {\em message reconstruction}, where given oracle access to a corrupted encoding $w \in \zo^n$ of some message $x \in \zo^k$ our goal is to probabilistically recover $x$ (or some portion of it). This should be done by a
procedure (reconstructor) that given an index $i$ as input, probes $w$ at few locations and outputs the value of $x_i$.
The reconstructor can (and indeed must) be randomized, with all its randomness specified in advance by a single random seed, and the main requirement is that for {\em most} random seeds, {\em all} values $x_1,\ldots,x_k$ are reconstructed correctly (notice that swapping the order of {\em ``for most random seeds''} and {\em ``for all $x_1,\ldots,x_k$''} makes the definition equivalent to standard {\em Local Decoding}).

A message reconstructor can serve as a ``filter'' that allows evaluating certain classes of algorithms on $x$ safely and efficiently. For instance, to run a parallel algorithm, one can initialize several copies of the reconstructor with the same random seed, and then they can autonomously handle decoding requests while producing outputs that are consistent with the original message $x$. Another motivation for studying message reconstruction arises from the theory of Locally Decodable Codes.

The second problem that we address is {\em codeword reconstruction}, which is similarly defined, but instead of reconstructing the message the goal is to reconstruct the codeword itself, given an oracle access to its corrupted version.

Error correcting codes that admit message and codeword reconstruction can be obtained from Locally Decodable Codes (LDC) and Self Correctible Codes (SCC) respectively. The main contribution of this paper is a proof that in terms of query complexity, these are close to be the best possible constructions, even when we disregard the length of the encoding.



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