Polar decomposition
This post proves the existence of polar decomposition.
The polar decomposition is a generalization of the polar form of complex numbers .
Theorem 1 (Existence of polar decomposition) Let
be an
complex matrix. Then
, where
is a positive semi-definite Hermitian matrix, and
is unitary. Furthermore,
is uniquely determined by
.
Lemma 1 There exists a unique positive semi-definite square root for a positive semi-definite Hermitian matrix
.
Proof
Existence: By spectral theorem, there exists unitary such that
is diagonal. Take the non-negative square root of each diagonal entry (remember that a Hermitian matrix admits real eigenvalues only), we get a diagonal matrix
, such that
. Then
.
Uniqueness: Suppose that . BY spectral theorem, there exists an orthonormal eigenbasis
for the left multiplication map by
, i.e.
for
. Squaring, we get
for all
Since
is uniquely determined by
(its eigenvalues),
are also uniquelydetermined by
, asserting the uniqueness of positive semi-definite square root.
Proof of Theorem 1
Notice that is a Hermitian matrix. By spectral theorem, there exists an orthonomal eigenbasis
for the left multiplication map by
. Let
. If
is the complex inner product, we have
This means that is an orthogonal set. Extend this to an orthogonal basis, and make it orthonomal:
, i.e. if
, then
.
Then it is trivial to see that the map can be decomposed to
. The first operation is a unitary one because it is a change of orthonomal bases. The second operation is a mere scaling up, so it is positive semi-definite.
Remark
If we suppose that such a decomposition exists, then , i.e.
is the positive semi-definite Hermitian square root of
, thus is unique.