Introduction to Property Testing

Nonfiction, Computers, General Computing, Programming
Cover of the book Introduction to Property Testing by Oded Goldreich, Cambridge University Press
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Author: Oded Goldreich ISBN: 9781108152129
Publisher: Cambridge University Press Publication: November 23, 2017
Imprint: Cambridge University Press Language: English
Author: Oded Goldreich
ISBN: 9781108152129
Publisher: Cambridge University Press
Publication: November 23, 2017
Imprint: Cambridge University Press
Language: English

Property testing is concerned with the design of super-fast algorithms for the structural analysis of large quantities of data. The aim is to unveil global features of the data, such as determining whether the data has a particular property or estimating global parameters. Remarkably, it is possible for decisions to be made by accessing only a small portion of the data. Property testing focuses on properties and parameters that go beyond simple statistics. This book provides an extensive and authoritative introduction to property testing. It provides a wide range of algorithmic techniques for the design and analysis of tests for algebraic properties, properties of Boolean functions, graph properties, and properties of distributions.

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Property testing is concerned with the design of super-fast algorithms for the structural analysis of large quantities of data. The aim is to unveil global features of the data, such as determining whether the data has a particular property or estimating global parameters. Remarkably, it is possible for decisions to be made by accessing only a small portion of the data. Property testing focuses on properties and parameters that go beyond simple statistics. This book provides an extensive and authoritative introduction to property testing. It provides a wide range of algorithmic techniques for the design and analysis of tests for algebraic properties, properties of Boolean functions, graph properties, and properties of distributions.

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