Math 2.0

Linear and multilinear algebra; matrix theory Definition

Random matrix

Builds on Probability spaceRandom variableMatrix

Definition

Let (Ω,ℱ,P)(\Omega, \mathcal{F}, P) be a probability space and let m,n≥1m, n \ge 1 be integers. Let 𝕂\mathbb{K} be ℝ\R or ℂ\C, and give the space 𝕂m×n\mathbb{K}^{m \times n} of m×nm \times n matrices the Borel σ\sigma-algebra of 𝕂mn\mathbb{K}^{mn}. A random m×nm \times n matrix is a measurable map X ⁣:Ω→𝕂m×nX \colon \Omega \to \mathbb{K}^{m \times n}.

Remarks

Equivalently, X=(Xij)X = (X_{ij}) where each entry XijX_{ij} is a random variable on the same space (Ω,ℱ,P)(\Omega, \mathcal{F}, P). The law of XX is the probability measure P∘X−1P \circ X^{-1} on 𝕂m×n\mathbb{K}^{m \times n}. Example: let GG be an n×nn \times n matrix whose entries are independent standard normal random variables, and let H=(G+GT)/2H = (G + G^T)/\sqrt{2}. Each entry of HH is a sum of measurable functions, so HH is a random symmetric matrix; it is a Wigner matrix with Gaussian entries. Non-example: n2n^2 random variables defined on different probability spaces do not form a random matrix, because the entries need one common probability space.

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  1. Matrix concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Random_matrix
About this page
Tag19SZD9XAFX
URIm2://19SZD9XAFX
Kinddefinition
WritingW0 stub
MSC15B52, 60B20
DefinesRandom matrix
UsesProbability space, Random variable, Matrix
Changed2 November 2026

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