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Wolfram Language & System Documentation Center
Matrix Operations
  • Functions
    • Adjugate
    • CharacteristicPolynomial
    • ConjugateTranspose
    • Det
    • Diagonal
    • Dot
    • Eigensystem
    • Eigenvalues
    • Eigenvectors
    • Inverse
    • KroneckerProduct
    • LinearSolve
    • LowerTriangularize
    • MatrixExp
    • MatrixFunction
    • MatrixLog
    • MatrixMinimalPolynomial
    • MatrixPower
    • MatrixRank
    • Minors
    • Norm
    • NullSpace
    • Permanent
    • PseudoInverse
    • RangeSpace
    • RowReduce
    • Symmetrize
    • Tr
    • Transpose
    • UpperTriangularize
  • Related Guides
    • Linear Systems
    • Matrix-Based Minimization
    • Matrix Decompositions
    • Parts of Matrices
    • Matrix Distributions
  • Tech Notes
    • Vectors and Matrices
    • Basic Matrix Operations
    • Eigenvalues and Eigenvectors
    • Tensors
    • Functions
      • Adjugate
      • CharacteristicPolynomial
      • ConjugateTranspose
      • Det
      • Diagonal
      • Dot
      • Eigensystem
      • Eigenvalues
      • Eigenvectors
      • Inverse
      • KroneckerProduct
      • LinearSolve
      • LowerTriangularize
      • MatrixExp
      • MatrixFunction
      • MatrixLog
      • MatrixMinimalPolynomial
      • MatrixPower
      • MatrixRank
      • Minors
      • Norm
      • NullSpace
      • Permanent
      • PseudoInverse
      • RangeSpace
      • RowReduce
      • Symmetrize
      • Tr
      • Transpose
      • UpperTriangularize
    • Related Guides
      • Linear Systems
      • Matrix-Based Minimization
      • Matrix Decompositions
      • Parts of Matrices
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    • Tech Notes
      • Vectors and Matrices
      • Basic Matrix Operations
      • Eigenvalues and Eigenvectors
      • Tensors
GUIDE
  • Functions
    • Adjugate
    • CharacteristicPolynomial
    • ConjugateTranspose
    • Det
    • Diagonal
    • Dot
    • Eigensystem
    • Eigenvalues
    • Eigenvectors
    • Inverse
    • KroneckerProduct
    • LinearSolve
    • LowerTriangularize
    • MatrixExp
    • MatrixFunction
    • MatrixLog
    • MatrixMinimalPolynomial
    • MatrixPower
    • MatrixRank
    • Minors
    • Norm
    • NullSpace
    • Permanent
    • PseudoInverse
    • RangeSpace
    • RowReduce
    • Symmetrize
    • Tr
    • Transpose
    • UpperTriangularize
  • Related Guides
    • Linear Systems
    • Matrix-Based Minimization
    • Matrix Decompositions
    • Parts of Matrices
    • Matrix Distributions
  • Tech Notes
    • Vectors and Matrices
    • Basic Matrix Operations
    • Eigenvalues and Eigenvectors
    • Tensors
    • Functions
      • Adjugate
      • CharacteristicPolynomial
      • ConjugateTranspose
      • Det
      • Diagonal
      • Dot
      • Eigensystem
      • Eigenvalues
      • Eigenvectors
      • Inverse
      • KroneckerProduct
      • LinearSolve
      • LowerTriangularize
      • MatrixExp
      • MatrixFunction
      • MatrixLog
      • MatrixMinimalPolynomial
      • MatrixPower
      • MatrixRank
      • Minors
      • Norm
      • NullSpace
      • Permanent
      • PseudoInverse
      • RangeSpace
      • RowReduce
      • Symmetrize
      • Tr
      • Transpose
      • UpperTriangularize
    • Related Guides
      • Linear Systems
      • Matrix-Based Minimization
      • Matrix Decompositions
      • Parts of Matrices
      • Matrix Distributions
    • Tech Notes
      • Vectors and Matrices
      • Basic Matrix Operations
      • Eigenvalues and Eigenvectors
      • Tensors

Matrix Operations

The Wolfram Language's matrix operations handle both numeric and symbolic matrices, automatically accessing large numbers of highly efficient algorithms. The Wolfram Language uses state-of-the-art algorithms to work with both dense and sparse matrices, and incorporates a number of powerful original algorithms, especially for high-precision and symbolic matrices.

+, *, ^, ... — all automatically work element-wise

Dot (.) — products of matrices, automatically handling row and column vectors

Inverse — matrix inverse (use LinearSolve for linear systems)

MatrixRank — rank of a matrix

NullSpace — vectors spanning the null space of a matrix

RangeSpace — vectors spanning the range space of a matrix

RowReduce — reduced row echelon form

PseudoInverse — pseudoinverse of a square or rectangular matrix

Transpose — transpose (, entered with tr)

ConjugateTranspose — conjugate transpose (, entered with ct)

LowerTriangularize, UpperTriangularize — extract the lower- or upper-triangular part of a matrix

Symmetrize — find the symmetric, antisymmetric, etc. part of a matrix

Diagonal — get the list of elements on the diagonal

Tr — trace

Det — determinant

Norm — operator norm, p-norms and Frobenius norm

Adjugate — adjugate

Minors — matrices of minors

Permanent — permanent

KroneckerProduct — matrix direct product (outer product)

MatrixPower — powers of numeric or symbolic matrices

MatrixExp— matrix exponential

MatrixLog — matrix logarithm

MatrixFunction — general matrix function

Eigenvalues, Eigenvectors — exact or approximate eigenvalues and eigenvectors

Eigensystem — eigenvalues and eigenvectors together

CharacteristicPolynomial — symbolic characteristic polynomial

MatrixMinimalPolynomial

Related Tech Notes

    ▪
  • Vectors and Matrices
  • ▪
  • Basic Matrix Operations
  • ▪
  • Eigenvalues and Eigenvectors
  • ▪
  • Tensors

Related Guides

    ▪
  • Linear Systems
  • ▪
  • Matrix-Based Minimization
  • ▪
  • Matrix Decompositions
  • ▪
  • Parts of Matrices
  • ▪
  • Matrix Distributions

Related Links

  • Demonstrations related to Matrix Operations (Wolfram Demonstrations Project)
  • Wolfram Core Areas: Calculus & Algebra
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