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Hadamard Matrices and Their Applications

A. S. Hedayat, +1 more
- 01 Nov 1978 - 
- Vol. 6, Iss: 6, pp 1184-1238
TLDR
Hadamard matrices have been widely studied in the literature and many of their applications can be found in this paper, e.g., incomplete block designs, Youden designs, orthogonal $F$-square designs, optimal saturated resolution III (SRSIII), optimal weighing designs, maximal sets of pairwise independent random variables with uniform measure, error correcting and detecting codes, Walsh functions, and other mathematical and statistical objects.
Abstract
An $n \times n$ matrix $H$ with all its entries $+1$ and $-1$ is Hadamard if $HH' = nI$. It is well known that $n$ must be 1, 2 or a multiple of 4 for such a matrix to exist, but is not known whether Hadamard matrices exist for every $n$ which is a multiple of 4. The smallest order for which a Hadamard matrix has not been constructed is (as of 1977) 268. Research in the area of Hadamard matrices and their applications has steadily and rapidly grown, especially during the last three decades. These matrices can be transformed to produce incomplete block designs, $t$-designs, Youden designs, orthogonal $F$-square designs, optimal saturated resolution III designs, optimal weighing designs, maximal sets of pairwise independent random variables with uniform measure, error correcting and detecting codes, Walsh functions, and other mathematical and statistical objects. In this paper we survey the existence of Hadamard matrices and many of their applications.

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Existence of an A-optimal model for a regression experiment☆

TL;DR: The existence of certain A-optimal models for a regression experiment is equivalent to the solvability of certain matrix equations as mentioned in this paper, and it is proved that for any m × m matrix V (over the real field), there exists an orthogonal matrix Q such that QVQ′ has equal diagonal elements.
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Rectangular Hadamard matrices

TL;DR: In this article, a method for the construction of v × b matrices with elements 1, −1, such that XX′ = bI, is given, where bI is the number of elements in the matrix.
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Solving for multi-class using orthogonal coding matrices

TL;DR: Two types of orthogonal ECC are tested on seven different datasets using three types of binary classifier and compared with three other multi-class methods: 1 versus 1, one-versus-the-rest and random ECCs.
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D-Optimal Designs: A Mathematical Programming Approach Using Cyclotomic Cosets

TL;DR: A novel approach involving the concepts from mathematical programming and number theory is proposed to find the D-optimal designs, and the use of cyclotomic cosets is presented in the mathematical formulation, in order to reduce the total number of binary variables.