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A brief introduction to property testing
This short article provides a brief description of the main issues that underly the study of property testing. It is meant to serve as a general introduction to a collection of surveys and extended abstracts that cover various specific subareas and ...
The program of the mini-workshop
This article provides an annotated version of the program of the mini-workshop on propoerty testing that took place in January 2010 in the Institute for Computer Science (ITCS) at Tsinghua University (Beijing). The mini-workshop brought together a ...
Limitation on the rate of families of locally testable codes
This paper describes recent results which revolve around the question of the rate attainable by families of error correcting codes that are locally testable. Emphasis is placed on motivating the problem of proving upper bounds on the rate of these codes ...
Testing juntas: a brief survey
A function on n variables is called a k-junta if it depends on at most k of its variables. In this survey, we review three recent algorithms for testing k-juntas with few queries.
Sublinear-time algorithms
In this paperwe survey recent advances in the area of sublineartime algorithms.
Short locally testable codes and proofs: a survey in two parts
We survey known results regarding locally testable codes and locally testable proofs (known as PCPs), with emphasis on the length of these constructs. Local testability refers to approximately testing large objects based on a very small number of probes,...
Introduction to testing graph properties
The aim of this article is to introduce the reader to the study of testing graph properties, while focusing on the main models and issues involved. No attempt is made to provide a comprehensive survey of this study, and specific results are often ...
Property testing of massively parametrized problems – a survey
We survey property testing results for the so called 'massively parametrized' model (or problems). The massively-parametrized framework studies problems such as: Given a graph G = (V,E), consider the property BI(G) containing all subgraphs of G that are ...
Sublinear graph approximation algorithms
We survey the recent research on algorithms that approximate the optimal solution size for problems such as vertex cover, maximum matching, and dominating set. Techniques developed for these problems have found applications in property testing in the ...
Transitive-closure spanners: a survey
We survey results on transitive-closure spanners and their applications. Given a directed graph G = (V, E) and an integer k ≥ 1, a k-transitive-closure-spanner (k-TC-spanner) of G is a directed graph H = (V, EH) that has (1) the same transitive-closure ...
Testing by implicit learning: a brief survey
We give a high-level survey of the "testing by implicit learning" paradigm, and explain some of the property testing results for various Boolean function classes that have been obtained using this approach.
Invariance in property testing
Property testing considers the task of testing rapidly (in particular, with very few samples into the data), if some massive data satisfies some given property, or is far from satisfying the property. For "global properties", i.e., properties that ...
Testing monotone continuous distributions on high-dimensional real cubes
We study the task of testing properties of probability distributions and our focus is on understanding the role of continuous distributions in this setting. We consider a scenario in which we have access to independent samples of an unknown distribution ...
On constant time approximation of parameters of bounded degree graphs
How well can the maximum size of an independent set, or the minimum size of a dominating set of a graph in which all degrees are at most d be approximated by a randomized constant time algorithm ? Motivated by results and questions of Nguyen and Onak, ...
Sublinear algorithms in the external memory model
We initiate the study of sublinear-time algorithms in the external memory model. In this model, the data is stored in blocks of a certain size B, and the algorithm is charged a unit cost for each block access. This model is well-studied, since it ...
Polylogarithmic approximation for edit distance and the asymmetric query complexity
We present a near-linear time algorithm that approximates the edit distance between two strings within a polylogarithmic factor. More precisely, for strings of length n and every fixed ε > 0, it can compute a (log n)O(1/ε) -approximation in n1+ε time.
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Comparing the strength of query types in property testing: the case of testing k-colorability
We study the power of four query models in the context of property testing in general graphs (i.e., with arbitrary edge densities), where our main case study is the problem of testing k-colorability. Two query types, which have been studied extensively ...
Testing linear-invariant non-linear properties: a short report
The rich collection of successes in property testing raises a natural question: Why are so many different properties turning out to be locally testable? Are there some broad "features" of properties that make them testable? Kaufman and Sudan (STOC 2008) ...
Optimal Testing of Reed-Muller Code
We consider the problem of testing if a given function f : Fn2 → F2 is close to any degree d polynomial in n variables, also known as the problem of testing Reed-Muller codes. We are interested in determining the query-complexity of distinguishing with ...
Query-efficient dictatorship testing with perfect completeness
The problem of dictatorship testing is often used a starting in constructing a PCP system. Samorodnitsky and Trevisan in STOC 2006 designed a dictatorship test that makes q queries and has soundness approximately O(qċ2-q). However, their test has ...
Composition of low-error 2-query PCPs using decodable PCPs
The main result of this paper is a generic composition theorem for low error two-query probabilistically checkable proofs (PCPs). Prior to this work, composition of PCPs was well-understood only in the constant error regime. Existing composition methods ...
Hierarchy theorems for property testing
Referring to the query complexity of property testing, we prove the existence of a rich hierarchy of corresponding complexity classes. That is, for any relevant function q, we prove the existence of properties that have testing complexity Θ(q). Such ...
Algorithmic aspects of property testing in the dense graphs model
In this paper we consider two basic questions regarding the query complexity of testing graph properties in the adjacency matrix model. The first question refers to the relation between adaptive and non-adaptive testers, whereas the second question ...
Testing Euclidean spanners
In this paper we develop a property testing algorithm for the problem of testing whether a directed geometric graph is a (1 + δ)- spanner.
Symmetric LDPC codes and local testing
Coding theoretic and complexity theoretic considerations naturally lead to the question of generating symmetric, sparse, redundant linear systems. This paper provides new way of constructions with better parameters and new lower bounds.
Low Density ...
Some recent results on local testing of sparse linear codes
We study the local testability of linear codes. Our approach is based on a reformulation of this question in the language of tolerant linearity testing under a non-uniform distribution. We then study the question of linearity testing under non-uniform ...
Testing (subclasses of) halfspaces
We address the problem of testing whether a Boolean-valued function f is a halfspace, i.e. a function of the form f(x) = sgn(wċx-θ). We consider halfspaces over the continuous domain Rn (endowed with the standard multivariate Gaussian distribution) as ...
Dynamic approximate vertex cover and maximum matching
We consider the problem of maintaining a large matching or a small vertex cover in a dynamically changing graph. Each update to the graph is either an edge deletion or an edge insertion. We give the first randomized data structure that simultaneously ...
Local property reconstruction and monotonicity
We propose a general model of local property reconstruction. Suppose we have a function f on domain Γ, which is supposed to have a particular property P, but may not have the property. We would like a procedure that produces a function g that has ...
Green's conjecture and testing linear invariant properties
A system of l linear equations in p unknowns M x = b is said to have the removal property if every set S ⊆ {1, . . . , n} which contains o(np-l) solutions of M x = b can be turned into a set S′ containing no solution of M x = b, by the removal of o(n) ...
Cited By
- Chen X, De A and Servedio R Testing noisy linear functions for sparsity Proceedings of the 52nd Annual ACM SIGACT Symposium on Theory of Computing, (610-623)
- Chen H and Yoshida Y Testability of Homomorphism Inadmissibility Proceedings of the 38th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, (365-382)
- Berman P, Murzabulatov M and Raskhodnikova S (2019). The Power and Limitations of Uniform Samples in Testing Properties of Figures, Algorithmica, 81:3, (1247-1266), Online publication date: 1-Mar-2019.
- Liu Z, Chen X, Servedio R, Sheng Y and Xie J (2018). Distribution-free Junta Testing, ACM Transactions on Algorithms, 15:1, (1-23), Online publication date: 25-Jan-2019.
- Han J, Kohayakawa Y, Sales M and Stagni H Extremal and probabilistic results for order types Proceedings of the Thirtieth Annual ACM-SIAM Symposium on Discrete Algorithms, (426-435)
- Chen X, Servedio R, Tan L, Waingarten E and Xie J (2018). Settling the Query Complexity of Non-adaptive Junta Testing, Journal of the ACM, 65:6, (1-18), Online publication date: 26-Nov-2018.
- Iwama K and Yoshida Y (2017). Parameterized Testability, ACM Transactions on Computation Theory, 9:4, (1-16), Online publication date: 12-Jan-2018.
- Ben-Eliezer O and Canonne C Improved bounds for testing forbidden order patterns Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete Algorithms, (2093-2112)
- Canonne C and Gur T An adaptivity hierarchy theorem for property testing Proceedings of the 32nd Computational Complexity Conference, (1-25)
- Chen X, Servedio R, Tan L, Waingarten E and Xie J Settling the query complexity of non-adaptive junta testing Proceedings of the 32nd Computational Complexity Conference, (1-19)
- Goldreich O and Ron D (2017). On Learning and Testing Dynamic Environments, Journal of the ACM, 64:3, (1-90), Online publication date: 22-Jun-2017.
- Sardharwalla I, Strelchuk S and Jozsa R (2017). Quantum conditional query complexity, Quantum Information & Computation, 17:7-8, (541-567), Online publication date: 1-Jun-2017.
- Czumaj A, Peng P and Sohler C Relating two property testing models for bounded degree directed graphs Proceedings of the forty-eighth annual ACM symposium on Theory of Computing, (1033-1045)
- Goldreich O and Ron D (2016). On Sample-Based Testers, ACM Transactions on Computation Theory, 8:2, (1-54), Online publication date: 5-May-2016.
- Tell R On Being Far from Far and on Dual Problems in Property Testing Proceedings of the 2016 ACM Conference on Innovations in Theoretical Computer Science, (103-110)
- Ghazi B, Kamath P and Sudan M Communication complexity of permutation-invariant functions Proceedings of the twenty-seventh annual ACM-SIAM symposium on Discrete algorithms, (1902-1921)
- Ambainis A, Belovs A, Regev O and de Wolf R Efficient quantum algorithms for (gapped) group testing and junta testing Proceedings of the twenty-seventh annual ACM-SIAM symposium on Discrete algorithms, (903-922)
- Servedio R, Tan L and Wright J Adaptivity helps for testing juntas Proceedings of the 30th Conference on Computational Complexity, (264-279)
- Goldreich O and Ron D On Sample-Based Testers Proceedings of the 2015 Conference on Innovations in Theoretical Computer Science, (337-345)
- Iwama K and Yoshida Y Parameterized testability Proceedings of the 5th conference on Innovations in theoretical computer science, (507-516)
- Canonne C, Ron D and Servedio R Testing equivalence between distributions using conditional samples Proceedings of the twenty-fifth annual ACM-SIAM symposium on Discrete algorithms, (1174-1192)
- Fraigniaud P, Korman A and Peleg D (2013). Towards a complexity theory for local distributed computing, Journal of the ACM, 60:5, (1-26), Online publication date: 1-Oct-2013.
- Kawarabayashi K and Yoshida Y Testing subdivision-freeness Proceedings of the forty-fifth annual ACM symposium on Theory of Computing, (437-446)
- Ron D and Servedio R Exponentially improved algorithms and lower bounds for testing signed majorities Proceedings of the twenty-fourth annual ACM-SIAM symposium on Discrete algorithms, (1319-1336)
- Sudan M (2011). Guest column: testing linear properties, ACM SIGACT News, 42:1, (59-80), Online publication date: 21-Mar-2011.
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Invariance in property testing
Property testingProperty testing considers the task of testing rapidly (in particular, with very few samples into the data), if some massive data satisfies some given property, or is far from satisfying the property. For "global properties", i.e., properties that ...
Invariance in property testing
Property testingProperty testing considers the task of testing rapidly (in particular, with very few samples into the data), if some massive data satisfies some given property, or is far from satisfying the property. For "global properties", i.e., properties that ...