The operator norm of a linear operator is the largest value by which
stretches an element of
,
(1)
|
It is necessary for
and
to be normed vector spaces. The operator
norm of a composition is controlled by the norms of the operators,
(2)
|
When
is given by a matrix, say
,
then
is the square root of the largest eigenvalue
of the symmetric matrix
, all of whose eigenvalues are nonnegative. For instance,
if
(3)
|
then
(4)
|
which has eigenvalues ,
so
.
The following Wolfram Language code will determine the operator norm of a matrix:
OperatorNorm[a_List?MatrixQ] := Sqrt[Max[Eigenvalues[Transpose[a].a]]]