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Paper:

TR06-128 | 5th October 2006 00:00

On obtaining pseudorandomness from error-correcting codes.

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TR06-128
Authors: Shankar Kalyanaraman, Chris Umans
Publication: 9th October 2006 12:47
Downloads: 120
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Abstract:
A number of recent results have constructed randomness extractors and pseudorandom generators (PRGs) directly from certain error-correcting codes. The underlying construction in these results amounts to picking a random index into the codeword and outputting $m$ consecutive symbols (the codeword is obtained from the weak random source in the case of extractors, and from a hard function in the case of PRGs). We study this construction applied to general cyclic error-correcting codes, with the goal of understanding what pseudorandom objects it can produce. We show that {\em every} cyclic code with sufficient distance yields extractors that fool all linear tests. Further, we show that {\em every} polynomial code with sufficient distance yields extractors that fool all low-degree prediction tests. These are the first results that apply to univariate (rather than multivariate) polynomial codes, hinting that Reed-Solomon codes may yield good randomness extractors. Our proof technique gives rise to a systematic way of producing unconditional PRGs against restricted classes of tests. In particular, we obtain PRGs fooling all linear tests (which amounts to a construction of epsilon-biased spaces), and we obtain PRGs fooling all low-degree prediction tests.


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