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Duplication and elimination matrices

Duplication and elimination matrices
Duplication and elimination matrices

Duplication and elimination matrices

In mathematics, especially in linear algebra and matrix theory, the duplication matrix and the elimination matrix are linear transformations used for transforming half-vectorizations of matrices into vectorizations or (respectively) vice-versa.

Contents


Duplication matrix

The duplication matrix Dn is the unique n2 × n(n+1)/2 matrix which, for any n × n symmetric matrix A, transforms vech(A) into vec(A):

Dn vech(A) = vec(A).

For the 2×2 symmetric matrix A = \left[\begin{smallmatrix} a & b \\ b & d \end{smallmatrix}\right], this transformation reads

\begin{bmatrix} 1&0&0 \\ 0&1&0 \\ 0&1&0 \\ 0&0&1 \end{bmatrix} \begin{bmatrix} a \\ b \\ d \end{bmatrix} = \begin{bmatrix} a \\ b \\ b \\ d \end{bmatrix}

Elimination matrix

The elimination matrix Ln is the unique n(n+1)/2 × n2 matrix which, for any n × n matrix A, transforms vec(A) into vech(A):

Ln vec(A) = vech(A). [1]

For the 2×2 matrix A = \left[\begin{smallmatrix} a & b \\ c & d \end{smallmatrix}\right], this transformation reads

\begin{bmatrix} 1&0&0&0 \\ 0&1&0&0 \\ 0&0&0&1 \end{bmatrix} \begin{bmatrix} a \\ c \\ b \\ d \end{bmatrix} = \begin{bmatrix} a \\ c \\ d \end{bmatrix}.

Notes

  1. , Definition 3.1

References

  • .
  • Jan R. Magnus and Heinz Neudecker (1988), Matrix Differential Calculus with Applications in Statistics and Econometrics, Wiley. ISBN 0-471-98633-X.
  • Jan R. Magnus (1988), Linear Structures, Oxford University Press. ISBN 019520655X


Duplication and elimination matrices
Duplication and elimination matrices
Duplication and elimination matrices

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