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We study the complexity of computing the sign of the Tutte polynomial of a graph. As there are only three possible outcomes (positive, negative, and zero), this seems at first sight more like a decision problem than a counting problem.…

计算复杂性 · 计算机科学 2014-10-10 Leslie Ann Goldberg , Mark Jerrum

There are many methods developed to approximate a cloud of vectors embedded in high-dimensional space by simpler objects: starting from principal points and linear manifolds to self-organizing maps, neural gas, elastic maps, various types…

机器学习 · 统计学 2016-09-01 E. M. Mirkes , A. Zinovyev , A. N. Gorban

We give a deterministic method of quasi-polynomial complexity to approximate the volume of the intersection of the unit hypercube with two specific sets. The method can actually be applied (without losing the quasi-polynomial complexity) to…

最优化与控制 · 数学 2024-08-30 Marius Costandin

$\newcommand{\eps}{\varepsilon} $We prove that for any $\eps > 0$ it is $\textsf{NP}$-hard to approximate the non-commutative Grothendieck problem to within a factor $1/2 + \eps$, which matches the approximation ratio of the algorithm of…

计算复杂性 · 计算机科学 2022-02-22 Jop Briët , Oded Regev , Rishi Saket

The subspace approximation problem Subspace($k$,$p$) asks for a $k$-dimensional linear subspace that fits a given set of points optimally, where the error for fitting is a generalization of the least squares fit and uses the $\ell_{p}$ norm…

数据结构与算法 · 计算机科学 2011-01-04 Amit Deshpande , Kasturi Varadarajan , Madhur Tulsiani , Nisheeth K. Vishnoi

In this paper, we present the invalidities of the results in [3], because of their definition of a semi-invariant submanifold of an almost complex contact metric manifold is not true .

微分几何 · 数学 2020-07-08 Aysel Turgut Vanli

Recent literature has shown that symbolic data, such as text and graphs, is often better represented by points on a curved manifold, rather than in Euclidean space. However, geometrical operations on manifolds are generally more complicated…

机器学习 · 计算机科学 2019-02-06 Max Aalto , Nakul Verma

We convert, within polynomial-time and sequential processing, an NP-Complete Problem into a real-variable problem of minimizing a sum of Rational Linear Functions constrained by an Asymptotic-Linear-Program. The coefficients and constants…

计算复杂性 · 计算机科学 2012-12-21 Deepak Ponvel Chermakani

For many fundamental problems in computational topology, such as unknot recognition and $3$-sphere recognition, the existence of a polynomial-time solution remains unknown. A major algorithmic tool behind some of the best known algorithms…

计算几何 · 计算机科学 2024-03-08 Benjamin A. Burton , Alexander He

We establish almost tight upper and lower approximation bounds for the Vertex Cover problem on dense k-partite hypergraphs.

数据结构与算法 · 计算机科学 2011-07-12 Marek Karpinski , Richard Schmied , Claus Viehmann

Let $V\subset\R^m$ be a convex body, symmetric about all coordinate hyperplanes, and let $\PP_{aV},\, a\ge 0$, be a set of all algebraic polynomials whose Newton polyhedra are subsets of $aV$. We prove a limit equality as $a\to \iy$ between…

经典分析与常微分方程 · 数学 2022-12-26 Michael Ganzburg

In this paper, we introduce a method known as polynomial frame approximation for approximating smooth, multivariate functions defined on irregular domains in $d$ dimensions, where $d$ can be arbitrary. This method is simple, and relies only…

数值分析 · 数学 2020-05-27 Ben Adcock , Daan Huybrechs

In this paper, we show that there exists a balanced linear threshold function (LTF) which is unique games hard to approximate, refuting a conjecture of Austrin, Benabbas, and Magen. We also show that the almost monarchy predicate on k…

计算复杂性 · 计算机科学 2018-12-14 Aaron Potechin

We establish an explicit link between depth-3 formulas and one-sided approximation by depth-2 formulas, which were previously studied independently. Specifically, we show that the minimum size of depth-3 formulas is (up to a factor of n)…

计算复杂性 · 计算机科学 2017-05-11 Shuichi Hirahara

We study the computation of local approximations of invariant manifolds of parabolic fixed points and parabolic periodic orbits of periodic vector fields. If the dimension of these manifolds is two or greater, in general, it is not possible…

动力系统 · 数学 2016-03-09 Inmaculada Baldomá , Ernest Fontich , Pau Martín

We investigate a way to approximate the maximum of a polynomial over a polytopal region by using Handelman's polynomial decomposition and continuous multivariate generating functions. The maximization problem is NP-hard, but our…

最优化与控制 · 数学 2016-06-28 Jesús De Loera , Brandon Dutra , Matthias Köppe

We show that badly approximable matrices are exactly those that, for any inhomogeneous parameter, can not be inhomogeneous approximated at every monotone divergent rate, which generalizes Ram\'irez's result (2018). We also establish some…

数论 · 数学 2025-04-04 Bing Li , Bo Wang

Discrete Morse theory has emerged as a powerful tool for a wide range of problems, including the computation of (persistent) homology. In this context, discrete Morse theory is used to reduce the problem of computing a topological invariant…

代数拓扑 · 数学 2020-10-12 Ulrich Bauer , Abhishek Rathod

We investigate weak approximation away from a finite set of places for a class of biquadratic fourfolds inside $\mathbb{P}^3 \times \mathbb{P}^2$, some of which appear in the recent work of Hassett--Pirutka--Tschinkel.

代数几何 · 数学 2025-03-07 Nick Rome

We present and study approximate notions of dimensional and margin complexity, which correspond to the minimal dimension or norm of an embedding required to approximate, rather then exactly represent, a given hypothesis class. We show that…

机器学习 · 计算机科学 2020-03-10 Pritish Kamath , Omar Montasser , Nathan Srebro