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Range closest-pair (RCP) search is a range-search variant of the classical closest-pair problem, which aims to store a given set $S$ of points into some space-efficient data structure such that when a query range $Q$ is specified, the…

计算几何 · 计算机科学 2019-05-06 Timothy M. Chan , Saladi Rahul , Jie Xue

The range closest-pair (RCP) problem is the range-search version of the classical closest-pair problem, which aims to store a given dataset of points in some data structure such that when a query range $X$ is specified, the closest pair of…

计算几何 · 计算机科学 2018-07-27 Jie Xue

The nearest neighbor problem is defined as follows: Given a set $P$ of $n$ points in some metric space $(X,D)$, build a data structure that, given any point $q$, returns a point in $P$ that is closest to $q$ (its "nearest neighbor" in $P$).…

数据结构与算法 · 计算机科学 2018-06-27 Alexandr Andoni , Piotr Indyk , Ilya Razenshteyn

In the range closest pair problem, we want to construct a data structure storing a set $S$ of $n$ points in the plane, such that for any axes-parallel query rectangle $R$, the closest pair in the set $R \cap S$ can be reported. The…

计算几何 · 计算机科学 2019-04-08 Sang Won Bae , Michiel Smid

Given a dataset $S$ of points in $\mathbb{R}^2$, the range closest-pair (RCP) problem aims to preprocess $S$ into a data structure such that when a query range $X$ is specified, the closest-pair in $S \cap X$ can be reported efficiently.…

计算几何 · 计算机科学 2018-04-03 Jie Xue , Yuan Li , Saladi Rahul , Ravi Janardan

Approximate nearest-neighbor search is a fundamental algorithmic problem that continues to inspire study due its essential role in numerous contexts. In contrast to most prior work, which has focused on point sets, we consider…

计算几何 · 计算机科学 2021-04-01 Ahmed Abdelkader , David M. Mount

Consider the continuum of points along the edges of a network, i.e., a connected, undirected graph with positive edge weights. We measure the distance between these points in terms of the weighted shortest path distance, called the network…

数据结构与算法 · 计算机科学 2015-07-30 Carsten Grimm

In a geometric $k$-clustering problem the goal is to partition a set of points in $\mathbb{R}^d$ into $k$ subsets such that a certain cost function of the clustering is minimized. We present data structures for orthogonal range-clustering…

计算几何 · 计算机科学 2017-05-18 Mikkel Abrahamsen , Mark de Berg , Kevin Buchin , Mehran Mehr , Ali D. Mehrabi

We study the problem of $2$-dimensional orthogonal range counting with additive error. Given a set $P$ of $n$ points drawn from an $n\times n$ grid and an error parameter $\eps$, the goal is to build a data structure, such that for any…

数据结构与算法 · 计算机科学 2016-05-24 Zhewei Wei , Ke Yi

We consider a range-search variant of the closest-pair problem. Let $\varGamma$ be a fixed shape in the plane. We are interested in storing a given set of $n$ points in the plane in some data structure such that for any specified translate…

计算几何 · 计算机科学 2019-03-25 Jie Xue , Yuan Li , Saladi Rahul , Ravi Janardan

We study the following range searching problem in high-dimensional Euclidean spaces: given a finite set $P\subset \mathbb{R}^d$, where each $p\in P$ is assigned a weight $w_p$, and radius $r>0$, we need to preprocess $P$ into a data…

计算几何 · 计算机科学 2026-03-13 Andreas Kalavas , Ioannis Psarros

In this paper we study the problem of finding the approximate nearest neighbor of a query point in the high dimensional space, focusing on the Euclidean space. The earlier approaches use locality-preserving hash functions (that tend to map…

数据结构与算法 · 计算机科学 2007-05-23 Rina Panigrahy

Let $P$ be a set of $n$ points in $\mathbb{R}^d$. In the projective clustering problem, given $k, q$ and norm $\rho \in [1,\infty]$, we have to compute a set $\mathcal{F}$ of $k$ $q$-dimensional flats such that $(\sum_{p\in P}d(p,…

计算几何 · 计算机科学 2015-06-03 Michael Kerber , Sharath Raghvendra

This paper studies the \emph{$\varepsilon$-approximate range emptiness} problem, where the task is to represent a set $S$ of $n$ points from $\{0,\ldots,U-1\}$ and answer emptiness queries of the form "$[a ; b]\cap S \neq \emptyset$ ?" with…

数据结构与算法 · 计算机科学 2014-07-11 Mayank Goswami , Allan Grønlund , Kasper Green Larsen , Rasmus Pagh

We study the approximate range searching for three variants of the clustering problem with a set $P$ of $n$ points in $d$-dimensional Euclidean space and axis-parallel rectangular range queries: the $k$-median, $k$-means, and $k$-center…

计算几何 · 计算机科学 2018-03-13 Eunjin Oh , Hee-Kap Ahn

This paper introduces the Furthest Hyperplane Problem (FHP), which is an unsupervised counterpart of Support Vector Machines. Given a set of n points in Rd, the objective is to produce the hyperplane (passing through the origin) which…

计算复杂性 · 计算机科学 2012-02-06 Zohar Karnin , Edo Liberty , Shachar Lovett , Roy Schwartz , Omri Weinstein

The goal of the \emph{alignment problem} is to align a (given) point cloud $P = \{p_1,\cdots,p_n\}$ to another (observed) point cloud $Q = \{q_1,\cdots,q_n\}$. That is, to compute a rotation matrix $R \in \mathbb{R}^{3 \times 3}$ and a…

计算机视觉与模式识别 · 计算机科学 2021-01-12 Ibrahim Jubran , Alaa Maalouf , Ron Kimmel , Dan Feldman

We study range-searching for colored objects, where one has to count (approximately) the number of colors present in a query range. The problems studied mostly involve orthogonal range-searching in two and three dimensions, and the dual…

计算几何 · 计算机科学 2017-03-22 Saladi Rahul

We revisit the range sampling problem: the input is a set of points where each point is associated with a real-valued weight. The goal is to store them in a structure such that given a query range and an integer $k$, we can extract $k$…

数据结构与算法 · 计算机科学 2019-03-20 Peyman Afshani , Jeff M. Phillips

Given a set $P$ of $n$ uncertain points on the real line, each represented by its one-dimensional probability density function, we consider the problem of building data structures on $P$ to answer range queries of the following three types…

计算几何 · 计算机科学 2015-01-13 Jian Li , Haitao Wang
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