中文
相关论文

相关论文: Property Testing of LP-Type Problems

200 篇论文

The primary problem in property testing is to decide whether a given function satisfies a certain property, or is far from any function satisfying it. This crucially requires a notion of distance between functions. The most prevalent notion…

离散数学 · 计算机科学 2014-04-04 Deeparnab Chakrabarty , Kashyap Dixit , Madhav Jha , C. Seshadhri

Classical clustering problems such as \emph{Facility Location} and \emph{$k$-Median} aim to efficiently serve a set of clients from a subset of facilities -- minimizing the total cost of facility openings and client assignments in Facility…

数据结构与算法 · 计算机科学 2025-08-05 Rajni Dabas , Samir Khuller , Emilie Rivkin

Distribution testing is a fundamental statistical task with many applications, but we are interested in a variety of problems where systematic mislabelings of the sample prevent us from applying the existing theory. To apply distribution…

数据结构与算法 · 计算机科学 2023-04-05 Renato Ferreira Pinto , Nathaniel Harms

We show that there exist properties that are maximally hard for testing, while still admitting PCPPs with a proof size very close to linear. Specifically, for every fixed $\ell$, we construct a property…

计算复杂性 · 计算机科学 2019-11-18 Omri Ben-Eliezer , Eldar Fischer , Amit Levi , Ron D. Rothblum

Adaptivity is known to play a crucial role in property testing. In particular, there exist properties for which there is an exponential gap between the power of \emph{adaptive} testing algorithms, wherein each query may be determined by the…

数据结构与算法 · 计算机科学 2017-02-21 Clement Canonne , Tom Gur

Let $G$ be a graph with $n$ vertices and maximum degree $d$. Fix some minor-closed property $\mathcal{P}$ (such as planarity). We say that $G$ is $\varepsilon$-far from $\mathcal{P}$ if one has to remove $\varepsilon dn$ edges to make it…

离散数学 · 计算机科学 2019-04-03 Akash Kumar , C. Seshadhri , Andrew Stolman

The classic exact pattern matching problem, given two strings -- a pattern $P$ of length $m$ and a text $T$ of length $n$ -- asks whether $P$ occurs as a substring of $T$. A property tester for the problem needs to distinguish (with high…

数据结构与算法 · 计算机科学 2025-10-21 Ce Jin , Tomasz Kociumaka

We study the following distribution clustering problem: Given a hidden partition of $k$ distributions into two groups, such that the distributions within each group are the same, and the two distributions associated with the two clusters…

数据结构与算法 · 计算机科学 2025-12-10 Gunjan Kumar , Yash Pote , Jonathan Scarlett

Property testing has been extensively studied and its target is to determine whether a given object satisfies a certain property or it is far from the property. In this paper, we construct an efficient quantum algorithm which tests if a…

量子物理 · 物理学 2007-05-23 Yoshifumi Inui

We extend the bounded degree graph model for property testing introduced by Goldreich and Ron (Algorithmica, 2002) to hypergraphs. In this framework, we analyse the query complexity of three fundamental hypergraph properties: colorability,…

计算复杂性 · 计算机科学 2025-03-14 Hugo Aaronson , Gaia Carenini , Atreyi Chanda

In this work, we develop new insights into the fundamental problem of convexity testing of real-valued functions over the domain $[n]$. Specifically, we present a nonadaptive algorithm that, given inputs $\eps \in (0,1), s \in \mathbb{N}$,…

数据结构与算法 · 计算机科学 2021-10-26 Abhiruk Lahiri , Ilan Newman , Nithin Varma

Several recent works [DHLNSY25, CPPS25a, CPPS25b] have studied a model of property testing of Boolean functions under a \emph{relative-error} criterion. In this model, the distance from a target function $f: \{0,1\}^n \to \{0,1\}$ that is…

计算复杂性 · 计算机科学 2026-03-24 Xi Chen , Anindya De , Yizhi Huang , Shivam Nadimpalli , Rocco A. Servedio , Tianqi Yang

For a finite relational structure A, let CSP(A) denote the CSP instances whose constraint relations are taken from A. The resulting family of problems CSP(A) has been considered heavily in a variety of computational contexts. In this…

数据结构与算法 · 计算机科学 2016-08-11 Hubie Chen , Matt Valeriote , Yuichi Yoshida

A central challenge in property testing is verifying algebraic structure with minimal access to data. A landmark result addressing this challenge, the linearity test of Blum, Luby, and Rubinfeld (JCSS `93), spurred a rich body of work on…

数据结构与算法 · 计算机科学 2025-12-01 Esty Kelman , Uri Meir , Debanuj Nayak , Sofya Raskhodnikova

We give a general unified method that can be used for $L_1$ {\em closeness testing} of a wide range of univariate structured distribution families. More specifically, we design a sample optimal and computationally efficient algorithm for…

数据结构与算法 · 计算机科学 2015-08-25 Ilias Diakonikolas , Daniel M. Kane , Vladimir Nikishkin

We study testing of local properties in one-dimensional and multi-dimensional arrays. A property of $d$-dimensional arrays $f:[n]^d \to \Sigma$ is $k$-local if it can be defined by a family of $k \times \ldots \times k$ forbidden…

数据结构与算法 · 计算机科学 2018-11-20 Omri Ben-Eliezer

In this work, we consider the sparsity-constrained community-based group testing problem, where the population follows a community structure. In particular, the community consists of $F$ families, each with $M$ members. A number $k_f$ out…

信息论 · 计算机科学 2024-03-20 Sarthak Jain , Martina Cardone , Soheil Mohajer

Symmetries occur naturally in CSP or SAT problems and are not very difficult to discover, but using them to prune the search space tends to be very challenging. Indeed, this usually requires finding specific elements in a group of…

人工智能 · 计算机科学 2011-07-25 Thierry Boy de la Tour , Mnacho Echenim

Property testing algorithms are highly efficient algorithms, that come with probabilistic accuracy guarantees. For a property P, the goal is to distinguish inputs that have P from those that are far from having P with high probability…

计算机科学中的逻辑 · 计算机科学 2020-09-17 Isolde Adler , Polly Fahey

We study the query complexity of testing for properties defined by read once formulas, as instances of {\em massively parametrized properties}, and prove several testability and non-testability results. First we prove the testability of any…

数据结构与算法 · 计算机科学 2014-03-28 Eldar Fischer , Yonatan Goldhirsh , Oded Lachish