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20102026
most citedLocality-sensitive hashing of curves

35 citations · 91 across the 28 of their papers we have counts for

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5 papers · 1 filter

cs.DS2026

Time Series Decomposition using the Fréchet Distance

Anne Driemel, Jan Höckendorff, Ioannis Psarros +1

In this paper, we introduce a new data analysis problem that aims to decompose a set of univariate time series into a small set of base curves of length at most such that t…

cs.DS2026

Near Linear Time Approximation Schemes for Clustering of Partially Doubling Metrics

Anne Driemel, Jan Höckendorff, Ioannis Psarros +2

Given a finite metric space the -median problem is to find a set of centers that minimizes $\sum_{p\in X} \min_{c\in C} \mathbf{d}(p,c…

cs.DS2025

A near-linear time approximation scheme for -median clustering under discrete Fréchet distance

Anne Driemel, Jan Höckendorff, Ioannis Psarros +1

A time series of complexity is a sequence of real valued measurements. The discrete Fréchet distance is a distance measure between two time series and …

cs.DS2022

Pattern matching under DTW distance

Garance Gourdel, Anne Driemel, Pierre Peterlongo +1

In this work, we consider the problem of pattern matching under the dynamic time warping (DTW) distance motivated by potential applications in the analysis of biological data produ…

cs.DS2020★ 1 cited

Spatio-Temporal Top-k Similarity Search for Trajectories in Graphs

Lutz Oettershagen, Anne Driemel, Petra Mutzel

We study the problem of finding the most similar trajectories to a given query trajectory. Our work is inspired by the work of Grossi et al. [6] that considers trajectories as…