Analysis of Boolean Functions

Cambridge University Press
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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.
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About the author

Ryan O'Donnell is an Associate Professor in the Computer Science Department at Carnegie Mellon University.

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Additional Information

Publisher
Cambridge University Press
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Published on
Jun 5, 2014
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Pages
445
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ISBN
9781139952507
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Language
English
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Genres
Computers / Computer Science
Computers / General
Mathematics / Combinatorics
Mathematics / Discrete Mathematics
Mathematics / General
Science / Physics / General
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Content Protection
This content is DRM protected.
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