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We study the problem of learning a binary classifier on the vertices of a graph. In particular, we consider classifiers given by monophonic halfspaces, partitions of the vertices that are convex in a certain abstract sense. Monophonic…

机器学习 · 计算机科学 2024-06-19 Marco Bressan , Emmanuel Esposito , Maximilian Thiessen

We provide an algorithm that, given an $n$-vertex $m$-edge Eulerian graph with polynomially bounded weights, computes an $\breve{O}(n\log^{2} n \cdot \varepsilon^{-2})$-edge $\varepsilon$-approximate Eulerian sparsifier with high…

数据结构与算法 · 计算机科学 2024-08-20 Arun Jambulapati , Sushant Sachdeva , Aaron Sidford , Kevin Tian , Yibin Zhao

A graph separator is a subset of vertices of a graph whose removal divides the graph into small components. Computing small graph separators for various classes of graphs is an important computational task. In this paper, we present a…

计算复杂性 · 计算机科学 2020-05-14 Chetan Gupta , Rahul Jain , Raghunath Tewari

Classes of graphs with bounded expansion are a generalization of both proper minor closed classes and degree bounded classes. Such classes are based on a new invariant, the greatest reduced average density (grad) of G with rank r,…

组合数学 · 数学 2007-05-23 Jaroslav Nesetril , Patrice Ossona De Mendez

Building on the blueprint from Goemans and Williamson (1995) for the Max-Cut problem, we construct a polynomial-time approximation algorithm for orthogonally constrained quadratic optimization problems. First, we derive a semidefinite…

最优化与控制 · 数学 2026-03-17 Ryan Cory-Wright , Jean Pauphilet

We show a simple explicit construction of an $2^{\Tilde{O}(\sqrt{\log n})}$ Ramsey graph. That is, we provide a $\poly(n)$-time algorithm to output the adjacency matrix of an undirected $n$-vertex graph with no clique or independent set of…

组合数学 · 数学 2007-05-23 Boaz Barak

We give a strongly explicit construction of $\varepsilon$-approximate $k$-designs for the orthogonal group $\mathrm{O}(N)$ and the unitary group $\mathrm{U}(N)$, for $N=2^n$. Our designs are of cardinality $\mathrm{poly}(N^k/\varepsilon)$…

计算复杂性 · 计算机科学 2023-10-23 Ryan O'Donnell , Rocco A. Servedio , Pedro Paredes

Based on ideas of K\"otter and Kschischang we use constant dimension subspaces as codewords in a network. We show a connection to the theory of q-analogues of a combinatorial designs, which has been studied in Braun, Kerber and Laue as a…

信息论 · 计算机科学 2015-03-17 Andreas-Stephan Elsenhans , Axel Kohnert , Alfred Wassermann

We consider the task of locally correcting, and locally list-correcting, multivariate linear functions over the domain $\{0,1\}^n$ over arbitrary fields and more generally Abelian groups. Such functions form error-correcting codes of…

计算复杂性 · 计算机科学 2024-04-29 Prashanth Amireddy , Amik Raj Behera , Manaswi Paraashar , Srikanth Srinivasan , Madhu Sudan

It is shown that the groups of automorphisms of Euclidean spaces are isomorphic to the groups of topologic automorphisms of respectively factored arithmetic spaces. In particular, the geometry of Euclidean n-space with positive signature is…

综合数学 · 数学 2007-05-23 I. V. Bayak

The function $\inf_n nx^{1/n}$ has the asymptotics $eu+e d^2(u)/(2u)+O(1/u^2)$ as $x\to\infty$, where $u=\log x$ and $d(u)$ is the distance from $u$ to the nearest integer. We generalize this observation. First, the curves $y=nx^{1/n}$ can…

经典分析与常微分方程 · 数学 2022-10-17 Sergey Sadov

We study the problem of estimating the number of defective items $d$ within a pile of $n$ elements up to a multiplicative factor of $\Delta>1$, using deterministic group testing algorithms. We bring lower and upper bounds on the number of…

信息论 · 计算机科学 2020-09-08 Nader H. Bshouty , Catherine A. Haddad-Zaknoon

The multi-commodity flow-cut gap is a fundamental parameter that affects the performance of several divide \& conquer algorithms, and has been extensively studied for various classes of undirected graphs. It has been shown by Linial, London…

数据结构与算法 · 计算机科学 2021-11-16 Ken-ichi Kawarabayashi , Anastasios Sidiropoulos

The $k$-median and $k$-means clustering objectives are classic objectives for modeling clustering in a metric space. Given a set of points in a metric space, the goal of the $k$-median (resp. $k$-means) problem is to find $k$ representative…

计算几何 · 计算机科学 2026-03-11 Vincent Cohen-Addad , Karthik C. S. , David Saulpic , Chris Schwiegelshohn

We study the design of embeddings into Euclidean space with outliers. Given a metric space $(X,d)$ and an integer $k$, the goal is to embed all but $k$ points in $X$ (called the ``outliers") into $\ell_2$ with the smallest possible…

数据结构与算法 · 计算机科学 2023-11-08 Shuchi Chawla , Kristin Sheridan

We give an efficient randomized algorithm to construct a box representation of any graph G on n vertices in $1.5 (\Delta + 2) \ln n$ dimensions, where $\Delta$ is the maximum degree of G. We also show that $\boxi(G) \le (\Delta + 2) \ln n$…

离散数学 · 计算机科学 2007-07-31 L. Sunil Chandran , Mathew C Francis , Naveen Sivadasan

We study partial and budgeted versions of the well studied connected dominating set problem. In the partial connected dominating set problem, we are given an undirected graph G = (V,E) and an integer n', and the goal is to find a minimum…

数据结构与算法 · 计算机科学 2013-11-12 Samir Khuller , Manish Purohit , Kanthi Sarpatwar

The metric sketching problem is defined as follows. Given a metric on $n$ points, and $\epsilon>0$, we wish to produce a small size data structure (sketch) that, given any pair of point indices, recovers the distance between the points up…

计算几何 · 计算机科学 2016-11-30 Piotr Indyk , Tal Wagner

We consider the problem of generating uniformly random partitions of the vertex set of a graph such that every piece induces a connected subgraph. For the case where we want to have partitions with linearly many pieces of bounded size, we…

概率论 · 数学 2022-06-02 Alan Frieze , Wesley Pegden

Motivated by the problem of testing planarity and related properties, we study the problem of designing efficient {\em partition oracles}. A {\em partition oracle} is a procedure that, given access to the incidence lists representation of a…

数据结构与算法 · 计算机科学 2013-02-15 Reut Levi , Dana Ron