Weights of exact threshold functions
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Published:2021-12-01
Issue:6
Volume:85
Page:1039-1059
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ISSN:1064-5632
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Container-title:Izvestiya: Mathematics
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language:
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Short-container-title:Izv. Math.
Author:
Babai L.,Hansen K. A.,Podolskii V. V.,Sun Xiaoming
Abstract
Abstract
We consider Boolean exact threshold functions defined by linear equations and, more generally, polynomials of degree
. We give upper and lower bounds on the maximum magnitude (absolute value) of the coefficients required to represent such functions. These bounds are very close. In the linear case in particular they are almost matching. This quantity is the same as the maximum magnitude of the integer coefficients of linear equations required to express every possible intersection of a hyperplane in
and the Boolean cube
or, in the general case, intersections of hypersurfaces of degree
in
and
. In the process we construct new families of ill-conditioned matrices. We further stratify the problem (in the linear case) in terms of the dimension
of the affine subspace spanned by the solutions and give upper and lower bounds in this case as well. There is a substantial gap between these bounds, a challenge for future work.
Funder
National Science Foundation
National Natural Science Foundation of China
K. C. Wong Magna Fund
HSE Basic Research Program
Chinese Academy of Sciences
Villum Foundation
Carlsberg Foundation
Subject
General Mathematics