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Discrete Fréchet Distance under Translation – Conditional Hardness and an Improved Algorithm

Bringmann, Karl; Künnemann, Marvin; Nusser, André

Abstract:

The discrete Fréchet distance is a popular measure for comparing polygonal curves. An important variant is the discrete Fréchet 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 $Õ(n^5)$ [12]. This is achieved by constructing an arrangement of disks of size $Õ(n^4)$, and then traversing its faces while updating reachability in a directed grid graph of size $N := Õ(n^5)$, which can be done in time $Õ(√ N)$ per update [27]. The contribution of this article is two-fold.
First, although it is an open problem to solve dynamic reachability in directed grid graphs faster than $Õ(√ N)$, 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 $Õ(N^{1/3})$ per update, resulting in an improved running time of $Õ(N^{4.66})$ for the discrete Fréchet distance under translation. Second, we provide evidence that constructing the arrangement of size $Õ(N^4)$ is necessary in the worst case by proving a conditional lower bound of $n^{4 - o(1)}$ on the running time for the discrete Fréchet distance under translation, assuming the Strong Exponential Time Hypothesis.


Verlagsausgabe §
DOI: 10.5445/IR/1000175574
Veröffentlicht am 25.10.2024
Originalveröffentlichung
DOI: 10.1145/3460656
Scopus
Zitationen: 11
Web of Science
Zitationen: 7
Dimensions
Zitationen: 4
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Theoretische Informatik (ITI)
Publikationstyp Zeitschriftenaufsatz
Publikationsdatum 15.07.2021
Sprache Englisch
Identifikator ISSN: 1549-6325, 1549-6333
KITopen-ID: 1000175574
Erschienen in ACM Transactions on Algorithms
Verlag Association for Computing Machinery (ACM)
Band 17
Heft 3
Seiten 25
Schlagwörter Fréchet distance, conditional lower bounds
Nachgewiesen in Web of Science
Dimensions
Scopus
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