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matrix logarithm (Definition)

Unlike the scalar logarithm, there are no naturally-defined bases for the matrix logarithm; therefore, the matrix logarithm is always taken to be the natural logarithm. In general, there may be an infinite number of matrices $B$ satisfying $\exp(B)=A$ ; these are known as the logarithms of $A$ .

As for the scalar natural logarithm, the matrix logarithm can be defined as a power series when $A$ is a square matrix and $ \ensuremath{\vert\vert I-A\vert\vert _F} < 1$ , where $ \ensuremath{\vert\vert\cdot\vert\vert _F}$ is the Frobenius matrix norm. The logarithm this formula produces is known as the principal logarithm of $A$ . \begin{equation*} \log(A) = -\sum_{k=1}^\infty \frac{(I-A)^k}{k} =\log(I+X) = \sum_{k=1}^\infty \frac{(-1)^{k+1}}{k} X^k \end{equation*} Since this series expansion does not converge for all $A$ , it is not a global inverse function for the matrix exponential. In particular, $\exp^{\log A}=A$ only holds for $ \ensuremath{\vert\vert I-A\vert\vert _F} < 1$ , and $\log(\exp^A)=A$ only holds for $ \ensuremath{\vert\vert A\vert\vert _F} < 2$ .

There are other, more general methods of calculating the matrix logarithm. For example, see An Explicit Formula for the Matrix Logarithm.




"matrix logarithm" is owned by Andrea Ambrosio. [ full author list (2) | owner history (1) ]
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See Also: natural logarithm, matrix F-norm, Frobenius matrix norm

Also defines:  principal logarithm
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Cross-references: matrix exponential, inverse function, converge, series, formula, Frobenius matrix norm, square matrix, power series, matrices, number, infinite, natural logarithm, bases, logarithm, scalar

This is version 8 of matrix logarithm, born on 2005-10-02, modified 2007-05-12.
Object id is 7394, canonical name is MatrixLogarithm.
Accessed 7736 times total.

Classification:
AMS MSC15A99 (Linear and multilinear algebra; matrix theory :: Miscellaneous topics)
 15A90 (Linear and multilinear algebra; matrix theory :: Applications of matrix theory to physics)

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