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31st Annual Symposium on Foundations of Computer Science (FOCS 1990)
St. Louis, MO, USA
October 22-October 24
ISBN: 0-8186-2082-X
J. Bruck, IBM Almaden Res. Center, San Jose, CA, USA
The class of polynomial-threshold functions is studied using harmonic analysis, and the results are used to derive lower bounds related to AC/sup 0/ functions. A Boolean function is polynomial threshold if it can be represented as a sign function of a sparse polynomial (one that consists of a polynomial number of terms). The main result is that polynomial-threshold functions can be characterized by means of their spectral representation. In particular, it is proved that a Boolean function whose L/sub 1/ spectral norm is bounded by a polynomial in n is a polynomial-threshold function, and that a Boolean function whose L/sub infinity //sup -1/ spectral norm is not bounded by a polynomial in n is not a polynomial-threshold function. Some results for AC/sup 0/ functions are derived.
Index Terms:
spectral representation, AC functions, spectrum norms, polynomial-threshold functions, harmonic analysis, Boolean function
Citation:
J. Bruck, R. Smolensky, "Polynomial threshold functions, AC functions and spectrum norms," focs, pp.632-641 vol.2, 31st Annual Symposium on Foundations of Computer Science (FOCS 1990), 1990
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