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Frechet Distance Under Translation: Conditional Hardness and an Algorithm via Offline Dynamic Grid Reachability

机译:在翻译下的Frechet距离:通过离线动态网格可达性的条件硬度和算法

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The discrete Frechet distance is a popular measure for comparing polygonal curves. An important variant is the discrete Frechet distance under translation, which enables detection of similar movement patterns in different spatial domains. For polygonal curves of length n in the plane, the fastest known algorithm runs in time O(n~5) [Ben Avraham, Kaplan, Sharir '15]. This is achieved by constructing an arrangement of disks of size O(n~4), and then traversing its faces while updating reachability in a directed grid graph of size N = O(n~2), which can be done in time O(√N) per update [Diks, Sankowski '07]. The contribution of this paper is two-fold. First, although it is an open problem to solve dynamic reachability in directed grid graphs faster than O(√N), we improve this part of the algorithm: We observe that an offline variant of dynamic s-t-reachability in directed grid graphs suffices, and we solve this variant in amortized time O(N~(1/3)) per update, resulting in an improved running time of O(n~(4.66...)) for the discrete Frechet distance under translation. Second, we provide evidence that constructing the arrangement of size O(n~4) is necessary in the worst case, by proving a conditional lower bound of n~(4-o(1)) on the running time for the discrete Frechet distance under translation, assuming the Strong Exponential Time Hypothesis.
机译:离散的Frechet距离是比较多边形曲线的流行度量。一个重要的变体是翻译下的离散的Frechet距离,这使得能够检测不同的空间域中的类似运动模式。对于平面中长度n的多边形曲线,最快已知的算法在时间O(n〜5)[Ben Avraham,Kaplan,Sharir '15]中运行。这是通过构造尺寸O(n〜4)的磁盘的布置来实现的,然后在更新尺寸n = o(n〜2)的指向网格图中更新的同时遍历其面,这可以在时间o( √n)每更新[Diks,Sankowski '07]。本文的贡献是双重的。首先,虽然它是一个开放的问题,但是要在定向网格图中解决动态可达性而不是O(√N),我们改进了该算法的这一部分:我们观察到在指示网格图中的动态St可达性的离线变体如此如此,我们在每次更新中解决摊销时间O(n〜(1/3))中的该变体,导致在翻译下的离散的Frechet距离的O(n〜(4.66 ...)的运行时间改进。其次,我们提供了在最坏情况下构建尺寸O(n〜4)的布置的证据,通过证明在离散的Frechet距离的运行时间下的条件下限为n〜(4-O(1))在翻译下,假设强大的指数时间假设。

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