Given an -dimensional
vector
(1)
|
a general vector norm ,
sometimes written with a double bar as
, is a nonnegative norm
defined such that
1. when
and
iff
.
2. for any scalar
.
3. .
In this work, a single bar is used to denote a vector norm, absolute value, or complex modulus, while a double bar is reserved for denoting a matrix norm.
The vector norm
for
, 2, ... is defined as
(2)
|
The -norm of vector
is implemented as Norm[v,
p], with the 2-norm being returned by Norm[v].
The special case
is defined as
(3)
|
The most commonly encountered vector norm (often simply called "the norm" of a vector, or sometimes the magnitude of a vector) is the L2-norm, given by
(4)
|
This and other types of vector norms are summarized in the following table, together with the value of the norm for the example vector .
name | symbol | value | approx. |
6 | 6.000 | ||
3.742 | |||
3.302 | |||
3.146 | |||
3 | 3.000 |