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The problem of finding suitable point embedding or geometric configurations given only Euclidean distance information of point pairs arises both as a core task and as a sub-problem in a variety of machine learning applications. In this…

机器学习 · 计算机科学 2024-10-23 Ipsita Ghosh , Abiy Tasissa , Christian Kümmerle

An important application of distance geometry to biochemistry studies the embeddings of the vertices of a weighted graph in the three-dimensional Euclidean space such that the edge weights are equal to the Euclidean distances between…

计算几何 · 计算机科学 2011-03-08 Leo Liberti , Carlile Lavor , Benoit Masson , Antonio Mucherino

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

In this paper, we propose a family of label recovery problems on weighted Euclidean random graphs. The vertices of a graph are embedded in $\mathbb{R}^d$ according to a Poisson point process, and are assigned to a discrete community label.…

社会与信息网络 · 计算机科学 2025-01-15 Julia Gaudio , Charlie Guan , Xiaochun Niu , Ermin Wei

Given a set $\mathcal{P}$ of $h$ pairwise disjoint simple polygonal obstacles in $\mathbb{R}^2$ defined with $n$ vertices, we compute a sketch $\Omega$ of $\mathcal{P}$ whose size is independent of $n$, depending only on $h$ and the input…

计算几何 · 计算机科学 2019-09-17 R Inkulu , Sanjiv Kapoor

Orthogonal polynomials of several variables have a vector-valued three-term recurrence relation, much like the corresponding one-dimensional relation. This relation requires only knowledge of certain recurrence matrices, and allows simple…

数值分析 · 数学 2022-02-17 Zexin Liu , Akil Narayan

We consider the problem of reconstructing the intrinsic geometry of a manifold from noisy pairwise distance observations. Specifically, let $M$ denote a diameter 1 d-dimensional manifold and $\mu$ a probability measure on $M$ that is…

机器学习 · 统计学 2025-11-18 Charles Fefferman , Jonathan Marty , Kevin Ren

Visibility graph reconstruction, which asks us to construct a polygon that has a given visibility graph, is a fundamental problem with unknown complexity (although visibility graph recognition is known to be in PSPACE). We show that two…

数据结构与算法 · 计算机科学 2017-09-04 Nodari Sitchinava , Darren Strash

Given a bounded domain $M$ in $\mathbb{R}^n$ with a conformally Euclidean metric $g=\rho\,dx^2$, in this paper we consider the inverse problem of recovering a semigeodesic neighborhood of a domain $\Gamma\subset \partial M$ and the…

微分几何 · 数学 2015-05-20 Leonid Pestov , Gunther Uhlmann , Hanming Zhou

Many important geometric estimation problems take the form of synchronization over the special Euclidean group: estimate the values of a set of poses given a set of relative measurements between them. This problem is typically formulated as…

机器人学 · 计算机科学 2017-02-07 David M. Rosen , Luca Carlone , Afonso S. Bandeira , John J. Leonard

Using sparse-inducing norms to learn robust models has received increasing attention from many fields for its attractive properties. Projection-based methods have been widely applied to learning tasks constrained by such norms. As a key…

机器学习 · 计算机科学 2012-06-22 Adams Wei Yu , Hao Su , Li Fei-Fei

This work focuses on the problem of learning an unknown $3$-uniform hypergraph using edge-detecting queries. Our goal is to design a querying strategy that recovers the hyperedge set using as few queries as possible. We restrict our…

信息论 · 计算机科学 2026-05-12 Huy Pham , Hoang Ta

This paper deals with two related problems, namely distance-preserving binary embeddings and quantization for compressed sensing . First, we propose fast methods to replace points from a subset $\mathcal{X} \subset \mathbb{R}^n$, associated…

信息论 · 计算机科学 2018-07-19 Thang Huynh , Rayan Saab

We show how to efficiently solve a clustering problem that arises in a method to evaluate functions of matrices. The problem requires finding the connected components of a graph whose vertices are eigenvalues of a real or complex matrix and…

计算几何 · 计算机科学 2020-03-27 Nir Goren , Dan Halperin , Sivan Toledo

We present algorithms for length-constrained maximum sum segment and maximum density segment problems, in particular, and the problem of finding length-constrained heaviest segments, in general, for a sequence of real numbers. Given a…

计算几何 · 计算机科学 2015-03-19 Md. Shafiul Alam , Asish Mukhopadhyay

We consider an inverse acoustic scattering problem in simultaneously recovering an embedded obstacle and its surrounding inhomogeneous medium by formally determined far-field data. It is shown that the knowledge of the scattering amplitude…

偏微分方程分析 · 数学 2017-05-24 Hongyu Liu , Xiaodong Liu

The theory of orthogonal polynomials on the unit circle is developed for a general class of weights leading to systems of recurrence relations and derivatives of the polynomials and their associated functions, and to functional-difference…

数学物理 · 物理学 2007-05-23 P. J. Forrester , N. S. Witte

How efficiently can we find an unknown graph using distance or shortest path queries between its vertices? Let $G = (V,E)$ be an unweighted, connected graph of bounded degree. The edge set $E$ is initially unknown, and the graph can be…

数据结构与算法 · 计算机科学 2015-02-19 Sampath Kannan , Claire Mathieu , Hang Zhou

This paper concerns the problem of recovering an unknown but structured signal $x \in R^n$ from $m$ quadratic measurements of the form $y_r=|<a_r,x>|^2$ for $r=1,2,...,m$. We focus on the under-determined setting where the number of…

机器学习 · 计算机科学 2017-02-22 Mahdi Soltanolkotabi

The distance geometry problem asks to find a realization of a given simple edge-weighted graph in a Euclidean space of given dimension K, where the edges are realized as straight segments of lengths equal (or as close as possible) to the…

最优化与控制 · 数学 2023-07-31 Leo Liberti , Gabriele Iommazzo , Carlile Lavor , Nelson Maculan
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