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Exact Separation of Forbidden-Set Cuts Associated With Redundant Parity Checks of Binary Linear Codes

机译:与二进制线性码的冗余奇偶校验检查相关联的禁止分离

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摘要

In recent years, several integer programming (IP) approaches were developed for maximum-likelihood decoding and minimum distance computation for binary linear codes. Two aspects in particular have been demonstrated to improve the performance of IP solvers as well as adaptive linear programming decoders: the dynamic generation of forbidden-set (FS) inequalities, a family of valid cutting planes, and the utilization of so-called redundant parity-checks (RPCs). However, to date, it had remained unclear how to determine whether or not there exists any violated FS inequality w.r.t. any known or unknown parity-check. In this note, we prove NP-hardness of this RPC separation problem. Moreover, we formulate an IP model that combines the search for most violated FS cuts with the generation of RPCs, and report on computational experiments. Empirically, for various instances of the minimum distance problem, it turns out that while utilizing the exact separation IP does not appear to provide a computational advantage, it can apparently be avoided altogether by combining heuristics to generate RPC-based cuts.
机译:近年来,开发了几种整数编程(IP)方法,用于最大似然解码和二进制线性码的最小距离计算。特别是已经证明了两个方面,以提高IP求解器的性能以及自适应线性编程解码器:禁止禁区(FS)不等式的动态生成,有效的切割平面系列,以及所谓的冗余奇偶校验的利用 - 检查(RPC)。但是,迄今为止,它仍然尚不清楚如何确定是否存在任何违反的FS不平等W.r.t.任何已知或未知的奇偶校验。在本说明中,我们证明了这种RPC分离问题的NP硬度。此外,我们制定了一个IP模型,该模型结合了对大多数违反的FS削减的搜索,以及关于计算实验的报告。经验上,对于最小距离问题的各种情况,事实证明,在利用确切的分离IP的同时似乎没有提供计算优势,可以通过组合启发式来生成基于RPC的剪切来完全避免它。

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