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Homotopy Measures for Representative Trajectories

Title: Homotopy Measures for Representative Trajectories
Authors: Chambers, Erin W.; Kostitsyna, Irina; Löffler, Maarten; Staals, Frank; Sub Computational Geometry; Computational Geometry
Publication Year: 2016
Subject Terms: trajectory analysis; representative trajectory; homotopy area
Description: An important task in trajectory analysis is defining a meaningful representative for a cluster of similar trajectories. Formally defining and computing such a representative r is a challenging problem. We propose and discuss two new definitions, both of which use only the geometry of the input trajectories. The definitions are based on the homotopy area as a measure of similarity between two curves, which is a minimum area swept by all possible deformations of one curve into the other. In the first definition we wish to minimize the maximum homotopy area between r and any input trajectory, whereas in the second definition we wish to minimize the sum of the homotopy areas between r and the input trajectories. For both definitions computing an optimal representative is NP-hard. However, for the case of minimizing the sum of the homotopy areas, an optimal representative can be found efficiently in a natural class of restricted inputs, namely, when the arrangement of trajectories forms a directed acyclic graph.
Document Type: book part
File Description: text/plain
Language: English
Relation: https://dspace.library.uu.nl/handle/1874/350862
Availability: https://dspace.library.uu.nl/handle/1874/350862
Rights: info:eu-repo/semantics/OpenAccess
Accession Number: edsbas.5AEB44B8
Database: BASE