A Note on Functions Governed By Walsh Expressions

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Abstract

Let f: {+ 1, - 1}n → R be a real function on the n-dimensional hypercube such that f= g(H), where g is monotonic and H is a linear combination of Walsh functions of degree ≤ d. We prove that f is determined uniquely by its Walsh-Hadamard coefficients of degree ≤ d. This generalizes a result of Bruck [2] on boolean functions on the hypercube. We apply this to show that a dth order Boltzmann machine without hidden units cannot capture correlations of degree > d.

Original languageEnglish (US)
Pages (from-to)694-695
Number of pages2
JournalIEEE Transactions on Information Theory
Volume37
Issue number3
DOIs
StatePublished - May 1991
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Information Systems
  • Computer Science Applications
  • Library and Information Sciences

Keywords

  • Boltzmann machine
  • Hadamard transform
  • Walsh

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