On Relaxed Locally Decodable Codes for Hamming and Insertion-Deletion Errors

Alexander R. Block, Jeremiah Blocki, Kuan Cheng, Elena Grigorescu, Xin Li, Yu Zheng, Minshen Zhu
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引用次数: 4

Abstract

Locally Decodable Codes (LDCs) are error-correcting codes $C:\Sigma^n\rightarrow \Sigma^m$ with super-fast decoding algorithms. They are important mathematical objects in many areas of theoretical computer science, yet the best constructions so far have codeword length $m$ that is super-polynomial in $n$, for codes with constant query complexity and constant alphabet size. In a very surprising result, Ben-Sasson et al. showed how to construct a relaxed version of LDCs (RLDCs) with constant query complexity and almost linear codeword length over the binary alphabet, and used them to obtain significantly-improved constructions of Probabilistically Checkable Proofs. In this work, we study RLDCs in the standard Hamming-error setting, and introduce their variants in the insertion and deletion (Insdel) error setting. Insdel LDCs were first studied by Ostrovsky and Paskin-Cherniavsky, and are further motivated by recent advances in DNA random access bio-technologies, in which the goal is to retrieve individual files from a DNA storage database. Our first result is an exponential lower bound on the length of Hamming RLDCs making 2 queries, over the binary alphabet. This answers a question explicitly raised by Gur and Lachish. Our result exhibits a"phase-transition"-type behavior on the codeword length for constant-query Hamming RLDCs. We further define two variants of RLDCs in the Insdel-error setting, a weak and a strong version. On the one hand, we construct weak Insdel RLDCs with with parameters matching those of the Hamming variants. On the other hand, we prove exponential lower bounds for strong Insdel RLDCs. These results demonstrate that, while these variants are equivalent in the Hamming setting, they are significantly different in the insdel setting. Our results also prove a strict separation between Hamming RLDCs and Insdel RLDCs.
汉明和插入-删除错误的松弛局部可译码
局部可解码码(ldc)是具有超快解码算法的纠错码$C:\Sigma^n\rightarrow \Sigma^m$。它们在理论计算机科学的许多领域都是重要的数学对象,但迄今为止最好的结构具有码字长度$m$,对于具有恒定查询复杂度和恒定字母表大小的代码,它是$n$的超多项式。在一个非常令人惊讶的结果中,Ben-Sasson等人展示了如何在二进制字母表上构建具有恒定查询复杂度和几乎线性码字长度的ldc (rldc)的松弛版本,并使用它们来获得显著改进的probabilistic Checkable Proofs结构。在这项工作中,我们研究了标准汉明错误设置下的RLDCs,并介绍了它们在插入和删除(Insdel)错误设置下的变体。Insdel最不发达国家首先由Ostrovsky和Paskin-Cherniavsky进行了研究,并受到DNA随机存取生物技术的最新进展的进一步推动,其目标是从DNA存储数据库中检索单个文件。我们的第一个结果是对二进制字母表进行2次查询的Hamming RLDCs长度的指数下界。这回答了古尔和拉吉明确提出的问题。我们的结果显示恒定查询汉明RLDCs的码字长度具有“相变”类型的行为。我们进一步在indelphi -error设置中定义了RLDCs的两个变体,一个弱版本和一个强版本。一方面,我们构造了参数与Hamming变量匹配的弱Insdel RLDCs。另一方面,我们证明了强Insdel RLDCs的指数下界。这些结果表明,虽然这些变体在Hamming设置中是等效的,但在indel设置中却有显著差异。我们的研究结果也证明了汉明最不发达国家和英斯德尔最不发达国家之间存在严格的分离。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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