• complex square matrix A is normal if it commutes with its conjugate transpose A*: A  normal ⟺ A ∗ A = A A ∗ . {\displaystyle A{\text{ normal}}\iff A^{*}A=AA^{*}...
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  • Thumbnail for Ordinary least squares
    .} The matrix X T X {\displaystyle \mathbf {X} ^{\operatorname {T} }\mathbf {X} } is known as the normal matrix or Gram matrix and the matrix X T y {\displaystyle...
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  • Thumbnail for Multivariate normal distribution
    X_{k})^{\mathrm {T} }} is called a centered normal random vector if there exists a k × ℓ {\displaystyle k\times \ell } matrix A {\displaystyle {\boldsymbol {A}}}...
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  • the matrix normal distribution or matrix Gaussian distribution is a probability distribution that is a generalization of the multivariate normal distribution...
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  • Thumbnail for Square matrix
    mathematics, a square matrix is a matrix with the same number of rows and columns. An n-by-n matrix is known as a square matrix of order n {\displaystyle...
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  • matrices can be factorized in this way. When the matrix being factorized is a normal or real symmetric matrix, the decomposition is called "spectral decomposition"...
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  • given by a square matrix M, then its Jordan normal form is also called the Jordan normal form of M. Any square matrix has a Jordan normal form if the field...
    45 KB (7,479 words) - 09:50, 18 June 2025
  • In mathematics, the Smith normal form (sometimes abbreviated SNF) is a normal form that can be defined for any matrix (not necessarily square) with entries...
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  • Any normal matrix is similar to a diagonal matrix, since its Jordan normal form is diagonal. Eigenvectors of distinct eigenvalues of a normal matrix are...
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  • y⟩. U is normal ( U ∗ U = U U ∗ {\displaystyle U^{*}U=UU^{*}} ). U is diagonalizable; that is, U is unitarily similar to a diagonal matrix, as a consequence...
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  • approximating numerically selected eigenvectors of the normal matrix A = M ∗ M {\displaystyle A=M^{*}M} . The matrix M = [ 1 0 0 0 0 2 0 0 0 0 3 0 0 0 0 4 0 0 0...
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  • In mathematics, a Hermitian matrix (or self-adjoint matrix) is a complex square matrix that is equal to its own conjugate transpose—that is, the element...
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  • algebra, a matrix decomposition or matrix factorization is a factorization of a matrix into a product of matrices. There are many different matrix decompositions;...
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  • real symmetric matrix and more generally a Hermitian matrix, and a unitary matrix, is never defective; more generally, a normal matrix (which includes...
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  • (conjugate transpose) of Q, and therefore normal (Q∗Q = QQ∗) over the real numbers. The determinant of any orthogonal matrix is either +1 or −1. As a linear transformation...
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  • entries of a matrix. Anti-diagonal matrix Banded matrix Bidiagonal matrix Diagonally dominant matrix Diagonalizable matrix Jordan normal form Multiplication...
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  • linear algebra, a square matrix A {\displaystyle A}  is called diagonalizable or non-defective if it is similar to a diagonal matrix. That is, if there exists...
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  • Normal map may refer to: Normal mapping in 3D computer graphics Normal invariants in mathematical surgery theory Normal matrix in linear algebra Normal...
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  • {H}}\right)} Bivector (complex) Hermitian matrix Normal matrix Skew-symmetric matrix Unitary matrix Horn & Johnson (1985), §4.1.1; Meyer (2000), §3...
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  • Thumbnail for Symmetric matrix
    matrix A {\displaystyle A} . A (real-valued) symmetric matrix is necessarily a normal matrix. Denote by ⟨ ⋅ , ⋅ ⟩ {\displaystyle \langle \cdot ,\cdot...
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  • self-adjoint). A normal matrix is the matrix expression of a normal operator on the Hilbert space C n {\displaystyle \mathbb {C} ^{n}} . Normal operators are...
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  • Gram matrix G {\displaystyle G} is also a normal matrix. The Gram matrix of any orthonormal basis is the identity matrix. Equivalently, the Gram matrix of...
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  • player) and yields a representation of payoff as its output. The matrix provided is a normal-form representation of a game in which players move simultaneously...
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  • the special case where ⁠ A {\displaystyle A} ⁠ is a normal matrix (for example, a Hermitian matrix), the pseudoinverse ⁠ A + {\displaystyle A^{+}} ⁠ annihilates...
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  • In linear algebra, the Frobenius normal form or rational canonical form of a square matrix A with entries in a field F is a canonical form for matrices...
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  • Thumbnail for Singular value
    The singular values are the absolute values of the eigenvalues of a normal matrix A, because the spectral theorem can be applied to obtain unitary diagonalization...
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  • matrix A, one is interested in finding a simple "normal form" B which is similar to A—the study of A then reduces to the study of the simpler matrix B...
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  • Thumbnail for Normal (geometry)
    transformation when transforming surface normals. The inverse transpose is equal to the original matrix if the matrix is orthonormal, that is, purely rotational...
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  • slow motion while the camera appears to move through the scene at normal speed. The Matrix opened in theaters in the United States on March 31, 1999, to widespread...
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  • In mathematics, particularly in matrix theory, a permutation matrix is a square binary matrix that has exactly one entry of 1 in each row and each column...
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