Solving Fréchet Distance Problems by Algebraic Geometric Methods
Siu-Wing Cheng, Haoqiang Huang
摘要
We study several polygonal curve problems under the Fréchet distance via algebraic geometric methods. Let X d m and X d k be the spaces of all polygonal curves of m and k vertices in R d , respectively. We assume that k ≤ m. Let R d k,m be the set of ranges in X d m for all possible metric balls of polygonal curves in X d k under the Fréchet distance. We prove a nearly optimal bound of O(dk log(km)) on the VC dimension of the range space (X d m , R d k,m ), improving on the previous O(d 2 k 2 log(dkm)) upper bound and approaching the current Ω(dk log k) lower bound. Our upper bound also holds for the weak Fréchet distance. We also obtain exact solutions that are hitherto unknown for the curve simplification, range searching, nearest neighbor search, and distance oracle problems.
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引用它的顶会 Paper5
- Fréchet Distance in Subquadratic TimeSiu-Wing Cheng, Haoqiang HuangSODA 2025 · 被引用 2 次
- Constant Approximation of Fréchet Distance in Strongly Subquadratic TimeSiu-Wing Cheng, Haoqiang Huang, Shuo ZhangSTOC 2025 · 被引用 1 次
- A Tight VC-Dimension Analysis of Clustering Coresets with ApplicationsVincent Cohen-Addad, Andrew Draganov, Matteo Russo, David Saulpic 等SODA 2025
- Improved Learning via k-DTW: A Novel Dissimilarity Measure for CurvesAmer Krivosija, Alexander Munteanu, André Nusser, Chris SchwiegelshohnICML 2025
- Terminal Dimension Reduction for Time Series with ApplicationsAlexander Munteanu, Matteo Russo, David Saulpic, Chris SchwiegelshohnICML 2026
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