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Moments of the derivative of the characteristic polynomial of unitary matrices

Emilia Alvarez, Brian Conrey, Michael O. Rubinstein, Nina C. Snaith

TL;DR

The paper studies the moments of the derivative $Λ'_X(s)$ of the characteristic polynomial $Λ_X(s)$ of Haar-distributed unitary matrices. It derives exact finite-$N$ determinant formulas for $\int_{U(N)}|Λ'_X(x)|^{2k}dX$ for general $x$, including simplifications on the unit circle $|x|=1$, and reveals a factorization of the $2k$-th moment into the $2k$-th moment of $|Λ_X(1)|$ times a polynomial $f(N,k)$ of degree $2k$. It further establishes a congruence modulo primes of the form $4k-1$ and connects the moment structure to a nonlinear Painlevé differential equation, offering efficient computation via a differential equation. The authors provide explicit finite-$N$ expressions for $N=2$ in terms of $_3F_2$ hypergeometric functions and study the radial distribution of zeros of $Λ'_X(s)$ using Jensen’s formula, highlighting deep connections between random matrix theory and special functions. These results enrich the random matrix model for zeta-function value distributions and offer concrete tools for exploring zeros of derivatives of characteristic polynomials.

Abstract

Let $Λ_X(s)=\det(I-sX^{\dagger})$ be the characteristic polynomial of a Haar distributed unitary matrix $X$. It is believed that the distribution of values of $Λ_X(s)$ model the distribution of values of the Riemann zeta-function $ζ(s)$. This principle motivates many avenues of study. Of particular interest is the behavior of $Λ_X'(s)$ and the distribution of its zeros (all of which lie inside or on the unit circle). In this article we present several identities for the moments of $Λ_X'(s)$ averaged over $U(N)$, for $s \in \mathbb{C}$ as well as specialized to $|s|=1$. Additionally, we prove, for positive integer $k$, that the polynomial $\int_{U(N)} |Λ_X(1)|^{2k} \mathrm{dX}$ of degree $k^2$ in $N$ divides the polynomial $\int_{U(N)} |Λ_X'(1)|^{2k} \mathrm{dX}$ which is of degree $k^2+2k$ in $N$ and that the ratio, $f(N,k)$, of these moments factors into linear factors modulo $4k-1$ if $4k-1$ is prime. We also discuss the relationship of these moments to a solution of a second order non-linear Painléve differential equation. Finally we give some formulas in terms of the $_3F_2$ hypergeometric series for the moments in the simplest case when $N=2$, and also study the radial distribution of the zeros of $Λ_X'(s)$ in that case.

Moments of the derivative of the characteristic polynomial of unitary matrices

TL;DR

The paper studies the moments of the derivative of the characteristic polynomial of Haar-distributed unitary matrices. It derives exact finite- determinant formulas for for general , including simplifications on the unit circle , and reveals a factorization of the -th moment into the -th moment of times a polynomial of degree . It further establishes a congruence modulo primes of the form and connects the moment structure to a nonlinear Painlevé differential equation, offering efficient computation via a differential equation. The authors provide explicit finite- expressions for in terms of hypergeometric functions and study the radial distribution of zeros of using Jensen’s formula, highlighting deep connections between random matrix theory and special functions. These results enrich the random matrix model for zeta-function value distributions and offer concrete tools for exploring zeros of derivatives of characteristic polynomials.

Abstract

Let be the characteristic polynomial of a Haar distributed unitary matrix . It is believed that the distribution of values of model the distribution of values of the Riemann zeta-function . This principle motivates many avenues of study. Of particular interest is the behavior of and the distribution of its zeros (all of which lie inside or on the unit circle). In this article we present several identities for the moments of averaged over , for as well as specialized to . Additionally, we prove, for positive integer , that the polynomial of degree in divides the polynomial which is of degree in and that the ratio, , of these moments factors into linear factors modulo if is prime. We also discuss the relationship of these moments to a solution of a second order non-linear Painléve differential equation. Finally we give some formulas in terms of the hypergeometric series for the moments in the simplest case when , and also study the radial distribution of the zeros of in that case.
Paper Structure (12 sections, 20 theorems, 161 equations, 3 figures)

This paper contains 12 sections, 20 theorems, 161 equations, 3 figures.

Key Result

Theorem 1

For $k$ a non-negative integer, and $x \in \mathbb{C}$ with $|x|=1$,

Figures (3)

  • Figure 1: Roots of $f(N,k)$
  • Figure 2: Roots of $f(N,k)$ and $f(N,k+1)$
  • Figure 3: Roots of $f(N,7)$ and $f(N,8)$

Theorems & Definitions (25)

  • Theorem : Theorem \ref{['theo:sumofdets']} below
  • Theorem : Theorem \ref{['thm1']} below
  • Theorem : Theorem \ref{['theo:mod4k-1']} below
  • Theorem : Theorem \ref{['thm:t1 t2']} below
  • Theorem : Theorem \ref{['thm:x=1']} below
  • Theorem : Theorem \ref{['thm:x=1 N version']} below
  • Theorem : Theorem \ref{['thm:B1']} below
  • Theorem : Theorem \ref{['thm:b2']} below
  • Theorem : Theorem \ref{['thm:log lambda-prime']} below
  • Theorem 2.1
  • ...and 15 more