A simple way to generate a Boolean function in n variables is to take the sign of some polynomial. Such functions are called polynomial threshold functions. How many low-degree polynomial threshold functions are there? This problem was solved for degree $d=1$ by Zuev in 1989 and has remained open for any higher degrees, including $d=2$, since then. In a joint work with Pierre Baldi (UCI), we settle the problem for all degrees $d>1.$ The solution explores connections of Boolean functions to additive combinatorics and high-dimensional probability. This leads to a program of extending random matrix theory to random tensors, which is mostly an uncharted territory at present.Non UBCUnreviewedAuthor affiliation: University of MichiganResearche
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
A simple way to generate a Boolean function is to take the sign of a real polynomial in $n$ variable...
We give new upper and lower bounds on the degree of real multivariate polynomials whi h sign-represe...
Linear threshold functions (for real and Boolean inputs) have received much attention, for they are ...
AbstractIn this paper we give new extremal bounds on polynomial threshold function (PTF) representat...
AbstractViewing n-variable Boolean functions as vectors in R2n, we invoke basic tools from linear al...
We apply tensor rank-one decomposition (Savicky and Vomlel, 2005) to conditional probability tables ...
We apply tensor rank-one decomposition (Savicky and Vomlel, 2005) to conditional probability tables ...
We study two families of functions over finite fields; the Multivalued Threshold Functions and the M...
© Richard Ryan Williams; licensed under Creative Commons License CC-BY 33rd Computational Complexity...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
Abstract. The analysis of linear threshold Boolean functions has recently attracted the attention of...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
A simple way to generate a Boolean function is to take the sign of a real polynomial in $n$ variable...
We give new upper and lower bounds on the degree of real multivariate polynomials whi h sign-represe...
Linear threshold functions (for real and Boolean inputs) have received much attention, for they are ...
AbstractIn this paper we give new extremal bounds on polynomial threshold function (PTF) representat...
AbstractViewing n-variable Boolean functions as vectors in R2n, we invoke basic tools from linear al...
We apply tensor rank-one decomposition (Savicky and Vomlel, 2005) to conditional probability tables ...
We apply tensor rank-one decomposition (Savicky and Vomlel, 2005) to conditional probability tables ...
We study two families of functions over finite fields; the Multivalued Threshold Functions and the M...
© Richard Ryan Williams; licensed under Creative Commons License CC-BY 33rd Computational Complexity...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
Abstract. The analysis of linear threshold Boolean functions has recently attracted the attention of...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...
We introduce a tensor transform for Boolean functions that covers the algebraic normal and Walsh tra...