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A notable difference between the ordinary and Hadamard products is that the Hadamard product of two singular positive semidefinite matrices can be nonsingular, and one of the factors can even be indefinite. We present an eigenvalue lower…

Signal Processing · Electrical Eng. & Systems 2026-04-22 Roger A. Horn , Shengxuan Luo , Hongwei Xu , Zai Yang

The purpose of this paper is to introduce new parametric families of complex Hadamard matrices in two different ways. First, we prove that every real Hadamard matrix of order N>=4 admits an affine orbit. This settles a recent open problem…

Combinatorics · Mathematics 2007-05-23 Ferenc Szöllosi

A Hadamard-Hitchcock decomposition of a multidimensional array is a decomposition that expresses the latter as a Hadamard product of several tensor rank decompositions. Such decompositions can encode probability distributions that arise…

Algebraic Geometry · Mathematics 2025-10-30 Alessandro Oneto , Nick Vannieuwenhoven

Complex Hadamard matrices H of order 6 are characterized in a novel manner, according to the presence/absence of order 2 Hadamard submatrices. It is shown that if there exists one such submatrix, H is equivalent to a Hadamard matrix where…

Mathematical Physics · Physics 2013-06-12 Bengt R. Karlsson

An analytical method for getting new complex Hadamard matrices by using mutually unbiased bases and a nonlinear doubling formula is provided. The method is illustrated with the n=4 case that leads to a rich family of eight-dimensional…

Mathematical Physics · Physics 2010-11-02 Petre Dita

A Hadamard matrix is a scaled orthogonal matrix with $\pm 1$ entries. Such matrices exist in certain dimensions: the Hadamard conjecture is that such a matrix always exists when $n$ is a multiple of 4. A conjecture attributed to Ryser is…

Combinatorics · Mathematics 2024-02-21 Stefan Steinerberger

Cretan matrices are orthogonal matrices with elements $\leq 1$. These may have application in forming some new materials. There is a search for Cretan matrices, especially with high determinant, for all orders. These have been found by both…

Combinatorics · Mathematics 2015-03-12 N. A. Balonin , Jennifer Seberry

We study a special class of (real or complex) robust Hadamard matrices, distinguished by the property that their projection onto a $2$-dimensional subspace forms a Hadamard matrix. It is shown that such a matrix of order $n$ exists, if…

Combinatorics · Mathematics 2026-05-21 Grzegorz Rajchel-Mieldzioć , Adam Gąsiorowski , Karol Życzkowski

An equiangular tight frame (ETF) is a type of optimal packing of lines in Euclidean space. They are often represented as the columns of a short, fat matrix. In certain applications we want this matrix to be flat, that is, have the property…

Functional Analysis · Mathematics 2017-03-17 Matthew Fickus , John Jasper , Dustin G. Mixon , Jesse D. Peterson

A partial Hadamard matrix is a matrix $H\in M_{M\times N}(\mathbb T)$ whose rows are pairwise orthogonal. We associate to each such $H$ a certain quantum semigroup $G$ of quantum partial permutations of $\{1,...,M\}$ and study the…

Quantum Algebra · Mathematics 2014-12-12 Teo Banica , Adam Skalski

While convolution and self-attention mechanisms have dominated architectural design in deep learning, this survey examines a fundamental yet understudied primitive: the Hadamard product. Despite its widespread implementation across various…

Machine Learning · Computer Science 2025-04-18 Grigorios G Chrysos , Yongtao Wu , Razvan Pascanu , Philip Torr , Volkan Cevher

A complex Hadamard matrix is a square matrix H with complex entries of absolute value 1 satisfying $HH^*= nI$, where $*$ stands for the Hermitian transpose and I is the identity matrix of order $n$. In this paper, we first determine the…

Combinatorics · Mathematics 2017-10-20 Takuya Ikuta , Akihiro Munemasa

A complete classification of quaternary complex Hadamard matrices of orders 10, 12 and 14 is given, and a new parametrization scheme for obtaining new examples of affine parametric families of complex Hadamard matrices is provided. On the…

Combinatorics · Mathematics 2012-04-24 Pekka H. J. Lampio , Ferenc Szöllősi , Patric R. J. Östergård

In this paper we present new Hadamard matrices and related combinatorial structures. In particular, it is constructed 5202 inequivalent Hadamard matrices of order 36 as well as 180538 Hadamard symmetric designs with 35 points in addition to…

Combinatorics · Mathematics 2014-05-19 Ivica Martinjak

We study the isolated partial Hadamard matrices, under the assumption that the entries are roots of unity, or more generally, under the assumption that the combinatorics comes from vanishing sums of roots of unity. We first review the…

Combinatorics · Mathematics 2018-08-15 Teodor Banica , Duygu Ozteke , Lorenzo Pittau

A trade in a complex Hadamard matrix is a set of entries which can be changed to obtain a different complex Hadamard matrix. We show that in a real Hadamard matrix of order $n$ all trades contain at least $n$ entries. We call a trade…

Combinatorics · Mathematics 2015-12-17 Padraig Ó Catháin , Ian M. Wanless

In this paper we provide an analytical procedure which leads to a system of $(n-2)^2$ polynomial equations whose solutions give the parameterisation of the complex $n\times n$ Hadamard matrices. It is shown that in general the Hadamard…

Quantum Physics · Physics 2016-09-08 Petre Dita

Complex Hadamard matrices, consisting of unimodular entries with arbitrary phases, play an important role in the theory of quantum information. We review basic properties of complex Hadamard matrices and present a catalogue of inequivalent…

Quantum Physics · Physics 2007-05-23 Wojciech Tadej , Karol Zyczkowski

The Hadamard maximal determinant (maxdet) problem is to find the maximum determinant D(n) of a square {+1, -1} matrix of given order n. Such a matrix with maximum determinant is called a saturated D-optimal design. We consider some cases…

Combinatorics · Mathematics 2014-07-30 Richard P. Brent

Hadamard ideals were introduced in 2006 as a set of nonlinear polynomial equations whose zeros are uniquely related to Hadamard matrices with one or two circulant cores of a given order. Based on this idea, the cocyclic Hadamard test enable…

Combinatorics · Mathematics 2019-01-08 V. Álvarez , J. A. Armario , R. M. Falcón , M. D. Frau , F. Gudiel