Israel Journal of Mathematics

, Volume 160, Issue 1, pp 389–412

On the Fourier tails of bounded functions over the discrete cube

  • Irit Dinur
  • Ehud Friedgut
  • Guy Kindler
  • Ryan O’Donnell
Article

DOI: 10.1007/s11856-007-0068-9

Cite this article as:
Dinur, I., Friedgut, E., Kindler, G. et al. Isr. J. Math. (2007) 160: 389. doi:10.1007/s11856-007-0068-9

Abstract

In this paper we consider bounded real-valued functions over the discrete cube, f: {−1, 1}n → [−1, 1]. Such functions arise naturally in theoretical computer science, combinatorics, and the theory of social choice. It is often interesting to understand when these functions essentially depend on few coordinates. Our main result is a dichotomy that includes a lower bound on how fast the Fourier coefficients of such functions can decay: we show that
$$\sum\limits_{|S| > k} {\hat f(S)^2 \geqslant exp( - O(k^2 logk))} ,$$
unless f depends essentially only on 2O(k) coordinates. We also show, perhaps surprisingly, that this result is sharp up to the log k factor. p ]The same type of result has already been proven (and shown useful) for Boolean functions [Bou02, KS]. The proof of these results relies on the Booleanity of the functions, and does not generalize to all bounded functions. In this work we handle all bounded functions, at the price of a much faster tail decay. As already mentioned, this rate of decay is shown to be both roughly necessary and sufficient. p ]Our proof incorporates the use of the noise operator with a random noise rate and some extremal properties of the Chebyshev polynomials.

Copyright information

© The Hebrew University of Jerusalem 2007

Authors and Affiliations

  • Irit Dinur
    • 1
  • Ehud Friedgut
    • 2
  • Guy Kindler
    • 3
  • Ryan O’Donnell
    • 4
  1. 1.School of Computer Science and EngineeringHebrew University of JerusalemGivat Ram, JerusalemIsrael
  2. 2.Institute of MathematicsHebrew University of JerusalemGivat Ram, JerusalemIsrael
  3. 3.Dept. of Computer Science and Applied MathematicsWeizmann Institute of ScienceRehovotIsrael
  4. 4.School of Computer ScienceCarnegie Mellon UniversityPittsburghUSA

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