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Preface

Published online by Cambridge University Press:  05 July 2014

Ryan O'Donnell
Affiliation:
Carnegie Mellon University, Pennsylvania
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Summary

The subject of this textbook is the analysis of Boolean functions. Roughly speaking, this refers to studying Boolean functions f: {0, 1}n → {0, 1} via their Fourier expansion and other analytic means. Boolean functions are perhaps the most basic object of study in theoretical computer science, and Fourier analysis has become an indispensable tool in the field. The topic has also played a key role in several other areas of mathematics, from combinatorics, random graph theory, and statistical physics, to Gaussian geometry, metric/Banach spaces, and social choice theory.

The intent of this book is both to develop the foundations of the field and to give a wide (though far from exhaustive) overview of its applications. Each chapter ends with a “highlight” showing the power of analysis of Boolean functions in different subject areas: property testing, social choice, cryptography, circuit complexity, learning theory, pseudorandomness, hardness of approximation, concrete complexity, and random graph theory.

The book can be used as a reference for working researchers or as the basis of a one-semester graduate-level course. The author has twice taught such a course at Carnegie Mellon University, attended mainly by graduate students in computer science and mathematics but also by advanced undergraduates, postdocs, and researchers in adjacent fields. In both years most of Chapters 1–5 and 7 were covered, along with parts of Chapters 6, 8, 9, and 11, and some additional material on additive combinatorics. Nearly 500 exercises are provided at the ends of the book's chapters.

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Publisher: Cambridge University Press
Print publication year: 2014

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  • Preface
  • Ryan O'Donnell, Carnegie Mellon University, Pennsylvania
  • Book: Analysis of Boolean Functions
  • Online publication: 05 July 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139814782.001
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  • Preface
  • Ryan O'Donnell, Carnegie Mellon University, Pennsylvania
  • Book: Analysis of Boolean Functions
  • Online publication: 05 July 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139814782.001
Available formats
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Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Preface
  • Ryan O'Donnell, Carnegie Mellon University, Pennsylvania
  • Book: Analysis of Boolean Functions
  • Online publication: 05 July 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139814782.001
Available formats
×