mpower {mvinfluence} | R Documentation |
General Matrix Power
Description
Calculates the n
-th power of a square matrix, where n
can be a
positive or negative integer or a fractional power.
Usage
mpower(A, n)
A %^% n
Arguments
A |
A square matrix. Must also be symmetric for non-integer powers. |
n |
matrix power |
Details
If n<0
, the method is applied to A^{-1}
.
When n
is an
integer, the function uses the Russian peasant method, or repeated squaring
for efficiency.
Otherwise, it uses the spectral decomposition of A
,
\mathbf{A}^n = \mathbf{V} \mathbf{D}^n \mathbf{V}^{T}
requiring a symmetric matrix.
Value
Returns the matrix A^n
Author(s)
Michael Friendly
References
https://en.wikipedia.org/wiki/Exponentiation_by_squaring
See Also
Packages corpcor and expm define similar functions.
Examples
M <- matrix(sample(1:9), 3,3)
mpower(M,2)
mpower(M,4)
# make a symmetric matrix
MM <- crossprod(M)
mpower(MM, -1)
Mhalf <- mpower(MM, 1/2)
all.equal(MM, Mhalf %*% Mhalf)
[Package mvinfluence version 0.9.0 Index]