Tolerant Versus Intolerant Testing for Boolean Properties: Theory of Computing: An Open Access Electronic Journal in Theoretical Computer Science

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Volume 2 (2006) Article 9 pp. 173-183
Tolerant Versus Intolerant Testing for Boolean Properties
Received: April 3, 2006
Published: September 25, 2006
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Keywords: property testing, tolerant testing, PCP of proximity
Categories: short, complexity theory, query complexity, property testing, lower bounds, probabilistically checkable proofs, PCP
ACM Classification: G.3, F.2.2
AMS Classification: 68Q99, 68W20

Abstract: [Plain Text Version]

A property tester with high probability accepts inputs satisfying a given property and rejects inputs that are far from satisfying it. A tolerant property tester, as defined by Parnas, Ron and Rubinfeld, must also accept inputs that are close enough to satisfying the property. We construct two properties of binary functions for which there exists a test making a constant number of queries, but yet there exists no such tolerant test. The first construction uses Hadamard codes and long codes. Then, using Probabilistically Checkable Proofs of Proximity as constructed by Ben-Sasson et al., we exhibit a property which has constant query intolerant testers but for which any tolerant tester requires $n^{\Omega(1)}$ queries.

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