Home

basisdependent

Basisdependent is an adjective used to describe a quantity, representation, or property that relies on a particular choice of basis in a vector space or coordinate system. It is contrasted with basis-independent (or coordinate-free) notions, which remain the same under a change of basis.

In linear algebra, a finite-dimensional vector space V with a basis B = {b1, ..., bn} assigns to

Some quantities are invariant under a basis change. These basis-independent properties include the spectrum of A,

Practical implications include the ability to simplify representations by choosing convenient bases (for example, an eigenbasis

every
vector
x
coordinates
[x]_B
that
depend
on
B.
A
linear
operator
A
on
V
is
represented
by
a
matrix
[A]_B
relative
to
B;
when
the
basis
changes
to
C,
related
by
an
invertible
transition
matrix
P,
the
matrix
transforms
as
[A]_C
=
P
[A]_B
P^{-1},
and
coordinates
transform
as
[x]_C
=
P
[x]_B.
Thus
the
numerical
matrix
and
coordinate
components
are
basisdependent,
even
though
the
underlying
operator
and
its
eigenvalues
are
generally
basis-independent.
its
trace,
and
its
determinant.
Conversely,
many
representations
and
objects
are
basisdependent:
the
Gram
matrix
G
=
[<b_i,
b_j>]
of
a
basis,
the
coordinate
form
of
a
metric,
or
the
explicit
matrix
of
a
linear
operator
in
a
given
basis.
to
diagonalize
a
matrix)
while
recognizing
that
such
simplifications
are
basis-dependent.
Awareness
of
basis
dependence
is
important
in
numerical
computation,
where
representation,
conditioning,
and
sparsity
can
vary
with
the
chosen
basis.