skip to main content
Skip header Section
Property testing: current research and surveysJanuary 2010
  • Editor:
  • Oded Goldreich
Publisher:
  • Springer-Verlag
  • Berlin, Heidelberg
ISBN:978-3-642-16366-1
Published:01 January 2010
Pages:
358
Skip Bibliometrics Section
Bibliometrics
Abstract

No abstract available.

Skip Table Of Content Section
SECTION: Editor’s introduction
chapter
A brief introduction to property testing
pp 1–5

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 ...

chapter
The program of the mini-workshop
pp 6–12

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 ...

SECTION: Surveys
chapter
Limitation on the rate of families of locally testable codes
pp 13–31

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 ...

chapter
Testing juntas: a brief survey
pp 32–40

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.

chapter
Sublinear-time algorithms
pp 41–64

In this paperwe survey recent advances in the area of sublineartime algorithms.

chapter
Short locally testable codes and proofs: a survey in two parts
pp 65–104

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,...

chapter
Introduction to testing graph properties
pp 105–141

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 ...

chapter
Property testing of massively parametrized problems – a survey
pp 142–157

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 ...

chapter
Sublinear graph approximation algorithms
pp 158–166

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 ...

chapter
Transitive-closure spanners: a survey
pp 167–196

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 ...

chapter
Testing by implicit learning: a brief survey
pp 197–210

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.

chapter
Invariance in property testing
pp 211–227

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 ...

SECTION: Extended abstracts
chapter
Testing monotone continuous distributions on high-dimensional real cubes
pp 228–233

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 ...

chapter
On constant time approximation of parameters of bounded degree graphs
pp 234–239

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, ...

chapter
Sublinear algorithms in the external memory model
pp 240–243

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 ...

chapter
Polylogarithmic approximation for edit distance and the asymmetric query complexity
pp 244–252

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.

...

chapter
Comparing the strength of query types in property testing: the case of testing k-colorability
pp 253–259

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 ...

chapter
Testing linear-invariant non-linear properties: a short report
pp 260–268

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) ...

chapter
Optimal Testing of Reed-Muller Code
pp 269–275

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 ...

chapter
Query-efficient dictatorship testing with perfect completeness
pp 276–279

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 ...

chapter
Composition of low-error 2-query PCPs using decodable PCPs
pp 280–288

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 ...

chapter
Hierarchy theorems for property testing
pp 289–294

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 ...

chapter
Algorithmic aspects of property testing in the dense graphs model
pp 295–305

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 ...

chapter
Testing Euclidean spanners
pp 306–311

In this paper we develop a property testing algorithm for the problem of testing whether a directed geometric graph is a (1 + δ)- spanner.

chapter
Symmetric LDPC codes and local testing
pp 312–319

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 ...

chapter
Some recent results on local testing of sparse linear codes
pp 320–333

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 ...

chapter
Testing (subclasses of) halfspaces
pp 334–340

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 ...

chapter
Dynamic approximate vertex cover and maximum matching
pp 341–345

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 ...

chapter
Local property reconstruction and monotonicity
pp 346–354

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 ...

chapter
Green's conjecture and testing linear invariant properties
pp 355–358

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

  1. ACM
    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)
  2. ACM
    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)
  3. 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.
  4. ACM
    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.
  5. 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)
  6. ACM
    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.
  7. ACM
    Iwama K and Yoshida Y (2017). Parameterized Testability, ACM Transactions on Computation Theory, 9:4, (1-16), Online publication date: 12-Jan-2018.
  8. 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)
  9. Canonne C and Gur T An adaptivity hierarchy theorem for property testing Proceedings of the 32nd Computational Complexity Conference, (1-25)
  10. 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)
  11. ACM
    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.
  12. 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.
  13. ACM
    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)
  14. ACM
    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.
  15. ACM
    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)
  16. 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)
  17. 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)
  18. Servedio R, Tan L and Wright J Adaptivity helps for testing juntas Proceedings of the 30th Conference on Computational Complexity, (264-279)
  19. ACM
    Goldreich O and Ron D On Sample-Based Testers Proceedings of the 2015 Conference on Innovations in Theoretical Computer Science, (337-345)
  20. ACM
    Iwama K and Yoshida Y Parameterized testability Proceedings of the 5th conference on Innovations in theoretical computer science, (507-516)
  21. 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)
  22. ACM
    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.
  23. ACM
    Kawarabayashi K and Yoshida Y Testing subdivision-freeness Proceedings of the forty-fifth annual ACM symposium on Theory of Computing, (437-446)
  24. 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)
  25. ACM
    Sudan M (2011). Guest column: testing linear properties, ACM SIGACT News, 42:1, (59-80), Online publication date: 21-Mar-2011.
Contributors
  • Weizmann Institute of Science Israel

Recommendations