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A Complex Analogue of Spencer's Six Standard Deviations Theorem and the Complex Banach-Mazur Distance

Tomasz Kobos, Marin Varivoda

TL;DR

The paper develops a complex analogue of Spencer's Six Standard Deviations Theorem, proving that for vectors $a_1,\dots,a_n\in \mathbb{C}^n$ with $\|a_i\|_{\infty}\le 1$ there exists a unimodular $x\in \mathbb{C}^n$ with $|\langle x,a_i\rangle|\le \sqrt{n}$ for all $i$, with equality realized by rows of complex Hadamard matrices. It connects this bound to the Banach–Mazur distance between complex $\ell_1^n$ and $\ell_\infty^n$ spaces, showing $d_{BM}(\ell_1^n(\mathbb{C}), \ell_\infty^n(\mathbb{C}))=\sqrt{n}$ if the conjecture holds, and proves the conjecture in dimensions $n=2,3$. The paper also develops a broader conjectural framework for BM-distances between complex $\ell_p^n$ and $\ell_q^n$ spaces, verified here for $n=2$, and studies complex Hadamard matrices as a key tool, illuminating sharpness via the $\sqrt{n}$ bound. The core contribution in 3D is a torus-covering argument using toric bodies and a $9$-point grid to establish Conjecture 1 for $n=3$, highlighting the deep interplay between complex geometry, Hadamard structures, and discrepancy-type results in finite dimensions.

Abstract

We investigate a complex analogue of Spencer's Six Standard Deviations Theorem. Specifically, we propose the following conjecture: for any dimension $n \geq 2$, given vectors $a_1, \ldots, a_n \in \mathbb{C}^n$ satisfying $\|a_i\|_{\infty} \leq 1$ for each $i=1, \ldots, n$, there exists a vector $x \in \mathbb{C}^n$ with all coordinates of modulus one such that $|\langle x, a_i \rangle| \leq \sqrt{n}$ for every $i=1, \ldots, n$. The bound of $\sqrt{n}$ is sharp, as demonstrated by the row vectors of any complex $n \times n$ Hadamard matrix. Furthermore, if the conjecture holds in dimension $n$, it implies that the Banach--Mazur distance between the complex $\ell_1^n$ and $\ell_{\infty}^n$ spaces is equal to $\sqrt{n}$. We prove the conjecture for $n =2, 3$, thereby establishing also that $d_{BM}(\ell_1^n, \ell_{\infty}^n) = \sqrt{n}$ for these dimensions. Additionally, we propose a conjecture about the Banach--Mazur distances between complex $\ell_p^n$ spaces and we verify it for $n=2$. This leads to a complete determination of all possible Banach--Mazur distances between complex $\ell_p^2$ spaces.

A Complex Analogue of Spencer's Six Standard Deviations Theorem and the Complex Banach-Mazur Distance

TL;DR

The paper develops a complex analogue of Spencer's Six Standard Deviations Theorem, proving that for vectors with there exists a unimodular with for all , with equality realized by rows of complex Hadamard matrices. It connects this bound to the Banach–Mazur distance between complex and spaces, showing if the conjecture holds, and proves the conjecture in dimensions . The paper also develops a broader conjectural framework for BM-distances between complex and spaces, verified here for , and studies complex Hadamard matrices as a key tool, illuminating sharpness via the bound. The core contribution in 3D is a torus-covering argument using toric bodies and a -point grid to establish Conjecture 1 for , highlighting the deep interplay between complex geometry, Hadamard structures, and discrepancy-type results in finite dimensions.

Abstract

We investigate a complex analogue of Spencer's Six Standard Deviations Theorem. Specifically, we propose the following conjecture: for any dimension , given vectors satisfying for each , there exists a vector with all coordinates of modulus one such that for every . The bound of is sharp, as demonstrated by the row vectors of any complex Hadamard matrix. Furthermore, if the conjecture holds in dimension , it implies that the Banach--Mazur distance between the complex and spaces is equal to . We prove the conjecture for , thereby establishing also that for these dimensions. Additionally, we propose a conjecture about the Banach--Mazur distances between complex spaces and we verify it for . This leads to a complete determination of all possible Banach--Mazur distances between complex spaces.
Paper Structure (4 sections, 8 theorems, 85 equations, 6 figures)

This paper contains 4 sections, 8 theorems, 85 equations, 6 figures.

Key Result

Theorem 1.1

Let $n \geq 1$ be an integer and let $a_1, \ldots, a_n \in \mathbb{R}^n$ be vectors such that $\|a_i\|_{\infty} \leq 1$ for every $i=1, \ldots, n$. Then, there exists a sign vector $x \in \{-1, 1\}^n$ such that $|\langle x, a_i \rangle| \leq 6 \sqrt{n}$ for every $i=1, \ldots, n$.

Figures (6)

  • Figure 1: Visualization of the grid $\mathcal{G}$ and three closed toric bodies centered at the rows of the DFT matrix, that cover $\mathbb{T}$. Black rectangle represents the fundamental domain $[-\pi, \pi)^2$.
  • Figure 2: Comparison of toric bodies for different values of $|t|$.
  • Figure 3: Covering of the torus by three strip-like closed toric bodies $\overline{B(a_j)}$ where $a_j = (1, \omega^j, 0)$ for $j=1,2,3$.
  • Figure 4: A considered subset of Class $3$.
  • Figure 5: A considered subset of Class $4$.
  • ...and 1 more figures

Theorems & Definitions (24)

  • Theorem 1.1: Spencer's Six Standard Deviations Theorem
  • Conjecture 1.2
  • Conjecture 1.3
  • Conjecture 1.4
  • Theorem 1.5
  • Lemma 2.1
  • proof
  • Remark 2.2
  • proof : Proof of Conjecture \ref{['conj1']} for $n=2$.
  • Lemma 3.1
  • ...and 14 more