Weights of exact threshold functions

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

Publisher

IOP Publishing

Subject

General Mathematics

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