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Izvestiya: Mathematics, 2021, Volume 85, Issue 6, Pages 1039–1059
DOI: https://doi.org/10.1070/IM9113
(Mi im9113)
 

Weights of exact threshold functions

L. Babaia, K. A. Hansenb, V. V. Podolskiicd, Xiaoming Sune

a University of Chicago, USA
b University of Aarhus, Denmark
c Steklov Mathematical Institute of Russian Academy of Sciences, Moscow
d National Research University "Higher School of Economics", Moscow
e Institute of Computing Technology, Chinese Academy of Sciences, China
References:
Abstract: We consider Boolean exact threshold functions defined by linear equations and, more generally, polynomials of degree $d$. 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 $\mathbb R^n$ and the Boolean cube $\{0,1\}^n$ or, in the general case, intersections of hypersurfaces of degree $d$ in $\mathbb R^n$ and $\{0,1\}^n$. 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 $k$ 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.
Keywords: computational complexity, Boolean functions, threshold functions, polynomial threshold functions, anti-Hadamard matrices.
Funding agency Grant number
National Science Foundation CCF 1718902
Carlsberg Foundation
Villum Foundation
HSE Basic Research Program
National Natural Science Foundation of China 61832003
61761136014
Chinese Academy of Sciences XDA27000000
K. C. Wong Magna Fund (Ningbo University)
L. Babai was partially supported by NSF Grant CCF 1718902. K. A. Hansen's work was done at Aarhus University supported by a postdoc fellowship from the Carlsberg Foundation and at the University of Chicago supported by a Villum Kann Rasmussen postdoc fellowship. V. V. Podolskii was partially supported by the Basic Research Programme of the National Research University Higher School of Economics. Xiaoming Sun was supported in part by the National Natural Science Foundation of China (grants no. 61832003, 61761136014), the Strategic Priority Research Programme of the Chinese Academy of Sciences under grant no. XDA27000000, K. C. Wong Education Foundation.
Received: 02.10.2020
Revised: 02.03.2021
Bibliographic databases:
Document Type: Article
UDC: 519.1
MSC: 06E30
Language: English
Original paper language: Russian
Citation: L. Babai, K. A. Hansen, V. V. Podolskii, Xiaoming Sun, “Weights of exact threshold functions”, Izv. Math., 85:6 (2021), 1039–1059
Citation in format AMSBIB
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\by L.~Babai, K.~A.~Hansen, V.~V.~Podolskii, Xiaoming~Sun
\paper Weights of exact threshold functions
\jour Izv. Math.
\yr 2021
\vol 85
\issue 6
\pages 1039--1059
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