Matching Curves to Imprecise Point Sets using Fréchet Distance

preprint2014arXivOpen access

Abstract

Let PP be a polygonal curve in Rd\mathbb{R}^d of length nn, and SS be a point-set of size kk. The Curve/Point Set Matching problem consists of finding a polygonal curve QQ on SS such that the Fréchet distance from PP is less than a given ε\varepsilon. We consider eight variations of the problem based on the distance metric used and the omittability or repeatability of the points. We provide closure to a recent series of complexity results for the case where SS consists of precise points. More importantly, we formulate a more realistic version of the problem that takes into account measurement errors. This new problem is posed as the matching of a given curve to a set of imprecise points. We prove that all three variations of the problem that are in P when SS consists of precise points become NP-complete when SS consists of imprecise points. We also discuss approximation results.

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