基于快速有界差分最小加积的语言编辑距离和rna折叠的真正亚三次算法

K. Bringmann, F. Grandoni, B. Saha, V. V. Williams
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引用次数: 59

摘要

两个n × n矩阵的(min,+)-积是否具有真正的次三次时间算法是一个重大的开放问题,因为它相当于著名的n顶点图中的全对最短路径问题(APSP)。对于允许真正次三次算法的特殊类型的矩阵,(min,+)-积有一些限制,每一种都产生一种可以更快求解的特殊情况的APSP。本文考虑了一个新的、不同的、强大的约束,其中一个矩阵可以是任意的,只要另一个矩阵在其列或行中具有“有界差”,即任意两个连续的条目只有少量的差。我们得到了这个有界差分(min,+)乘积的第一个真正的次三次算法(回答了Chan和Lewenstein的一个开放问题)。我们的新算法,结合L. Valiant用矩阵乘法解决上下文无关语法解析的强化方法,产生了第一个真正的亚立方算法,用于以下问题:语言编辑距离(解析界的一个主要问题),rna折叠(生物信息学的一个主要问题)和最优堆栈生成(回答Tarjan的一个开放问题)。
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Truly Sub-cubic Algorithms for Language Edit Distance and RNA-Folding via Fast Bounded-Difference Min-Plus Product
It is a major open problem whether the (min,+)-product of two n by n matrices has a truly sub-cubic time algorithm, as it is equivalent to the famous All-Pairs-Shortest-Paths problem (APSP) in n-vertex graphs. There are some restrictions of the (min,+)-product to special types of matrices that admit truly sub-cubic algorithms, each giving rise to a special case of APSP that can be solved faster. In this paper we consider a new, different and powerful restriction in which one matrix can be arbitrary, as long as the other matrix has "bounded differences" in either its columns or rows, i.e. any two consecutive entries differ by only a small amount. We obtain the first truly sub-cubic algorithm for this Bounded Differences (min,+)-product (answering an open problem of Chan and Lewenstein). Our new algorithm, combined with a strengthening of an approach of L. Valiant for solving context-free grammar parsing with matrix multiplication, yields the first truly sub-cubic algorithms for the following problems: Language Edit Distance (a major problem in the parsing community), RNA-folding (a major problem in bioinformatics) and Optimum Stack Generation (answering an open problem of Tarjan).
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