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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

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

Given a non-negative $n \times n$ matrix viewed as a set of distances between $n$ points, we consider the property testing problem of deciding if it is a metric. We also consider the same problem for two special classes of metrics, tree…

离散数学 · 计算机科学 2024-11-15 Yiqiao Bao , Sampath Kannan , Erik Waingarten

A sequence $f\colon\{1,\dots,n\}\to\mathbb{R}$ contains a permutation $\pi$ of length $k$ if there exist $i_1<\dots<i_k$ such that, for all $x,y$, $f(i_x)<f(i_y)$ if and only if $\pi(x)<\pi(y)$; otherwise, $f$ is said to be $\pi$-free. In…

数据结构与算法 · 计算机科学 2017-10-31 Omri Ben-Eliezer , Clément L. Canonne

Recent years have witnessed the success of adaptive (or unified) approaches in estimating symmetric properties of discrete distributions, where one first obtains a distribution estimator independent of the target property, and then plugs…

统计理论 · 数学 2021-03-04 Yanjun Han

Consider the following problem: given two arbitrary densities $q_1,q_2$ and a sample-access to an unknown target density $p$, find which of the $q_i$'s is closer to $p$ in total variation. A remarkable result due to Yatracos shows that this…

机器学习 · 计算机科学 2025-12-16 Olivier Bousquet , Daniel Kane , Shay Moran

For a property $P$ and a sub-property $P'$, we say that $P$ is $P'$-partially testable with $q$ queries if there exists an algorithm that distinguishes, with high probability, inputs in $P'$ from inputs $\epsilon$-far from $P$ by using $q$…

计算复杂性 · 计算机科学 2013-06-07 Eldar Fischer , Yonatan Goldhirsh , Oded Lachish

\emph{Group Testing} (GT) addresses the problem of identifying a small subset of defective items from a large population, by grouping items into as few test pools as possible. In \emph{Adaptive GT} (AGT), outcomes of previous tests can…

信息论 · 计算机科学 2020-08-17 Alejandro Cohen , Asaf Cohen , Omer Gurewitz

The study of distribution testing has become ubiquitous in the area of property testing, both for its theoretical appeal, as well as for its applications in other fields of Computer Science. The original distribution testing model relies on…

数据结构与算法 · 计算机科学 2022-11-17 Sourav Chakraborty , Eldar Fischer , Arijit Ghosh , Gopinath Mishra , Sayantan Sen

In the property testing model, the task is to distinguish objects possessing some property from the objects that are far from it. One of such properties is monotonicity, when the objects are functions from one poset to another. This is an…

计算复杂性 · 计算机科学 2018-05-11 Aleksandrs Belovs

We investigate algorithms for testing whether an image is connected. Given a proximity parameter $\epsilon\in(0,1)$ and query access to a black-and-white image represented by an $n\times n$ matrix of Boolean pixel values, a (1-sided error)…

数据结构与算法 · 计算机科学 2024-07-02 Piotr Berman , Meiram Murzabulatov , Sofya Raskhodnikova , Dragos-Florian Ristache

We establish new upper and lower bounds on the number of queries required to test convexity of functions over various discrete domains. 1. We provide a simplified version of the non-adaptive convexity tester on the line. We re-prove the…

计算复杂性 · 计算机科学 2019-08-08 Aleksandrs Belovs , Eric Blais , Abhinav Bommireddi

We show here that every non-adaptive property testing algorithm making a constant number of queries, over a fixed alphabet, can be converted to a sample-based (as per [Goldreich and Ron, 2015]) testing algorithm whose average number of…

计算复杂性 · 计算机科学 2015-04-06 Eldar Fischer , Oded Lachish , Yadu Vasudev

Consider a kidney-exchange application where we want to find a max-matching in a random graph. To find whether an edge $e$ exists, we need to perform an expensive test, in which case the edge $e$ appears independently with a \emph{known}…

数据结构与算法 · 计算机科学 2019-02-07 Domagoj Bradac , Sahil Singla , Goran Zuzic

An $\epsilon$-test for any non-trivial property (one for which there are both satisfying inputs and inputs of large distance from the property) should use a number of queries that is at least inversely proportional in $\epsilon$. However,…

数据结构与算法 · 计算机科学 2024-04-18 Eldar Fischer

The goal of property testing is to quickly distinguish between objects which satisfy a property and objects that are $\epsilon$-far from satisfying the property. There are now several general results in this area which show that natural…

组合数学 · 数学 2018-04-05 Jacob Fox , Fan Wei

We propose a new adaptive hypothesis test for inequality (e.g., monotonicity, convexity) and equality (e.g., parametric, semiparametric) restrictions on a structural function in a nonparametric instrumental variables (NPIV) model. Our test…

计量经济学 · 经济学 2024-11-08 Christoph Breunig , Xiaohong Chen

A distance estimator for a graph property $\mathcal{P}$ is an algorithm that given $G$ and $\alpha, \varepsilon >0$ distinguishes between the case that $G$ is $(\alpha-\varepsilon)$-close to $\mathcal{P}$ and the case that $G$ is…

组合数学 · 数学 2023-05-10 Lior Gishboliner , Nick Kushnir , Asaf Shapira

We initiate a systematic study of the computational complexity of property testing, focusing on the relationship between query and time complexity. While traditional work in property testing has emphasized query complexity, relatively…

计算复杂性 · 计算机科学 2026-03-12 Renato Ferreira Pinto , Diptaksho Palit , Sofya Raskhodnikova

The framework of distribution testing is currently ubiquitous in the field of property testing. In this model, the input is a probability distribution accessible via independently drawn samples from an oracle. The testing task is to…

数据结构与算法 · 计算机科学 2022-09-22 Sourav Chakraborty , Eldar Fischer , Arijit Ghosh , Gopinath Mishra , Sayantan Sen
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