Analysis of Boolean Functions

Analysis of Boolean Functions

Hardback (06 May 2014)

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Publisher's Synopsis

Boolean functions are perhaps the most basic objects of study in theoretical computer science. They also arise in other areas of mathematics, including combinatorics, statistical physics, and mathematical social choice. The field of analysis of Boolean functions seeks to understand them via their Fourier transform and other analytic methods. This text gives a thorough overview of the field, beginning with the most basic definitions and proceeding to advanced topics such as hypercontractivity and isoperimetry. Each chapter includes a 'highlight application' such as Arrow's theorem from economics, the Goldreich-Levin algorithm from cryptography/learning theory, Håstad's NP-hardness of approximation results, and 'sharp threshold' theorems for random graph properties. The book includes roughly 450 exercises and can be used as the basis of a one-semester graduate course. It should appeal to advanced undergraduates, graduate students and researchers in computer science theory and related mathematical fields.

Book information

ISBN: 9781107038325
Publisher: Cambridge University Press
Imprint: Cambridge University Press
Pub date:
DEWEY: 004.0151
DEWEY edition: 23
Language: English
Number of pages: 444
Weight: 780g
Height: 237mm
Width: 156mm
Spine width: 29mm