In mathematics, particularly in operator theory, Wold decomposition or WoldâÂÂvon Neumann decomposition, named after Herman Wold and John von Neumann, is a classification theorem for isometric linear operators on a given Hilbert space. It states that every isometry is a direct sum of copies of the unilateral shift and a unitary operator.
In time series analysis, the theorem implies that every stationary discrete-time stochastic process can be decomposed into a pair of uncorrelated processes, one deterministic, and the other being a moving average process.
Let H be a Hilbert space, L(H) be the bounded operators on H, and V â L(H) be an isometry. The Wold decomposition states that every isometry V takes the form
for some index set A, where S is the unilateral shift on a Hilbert space H<sub>ñ</sub>, and U is a unitary operator (possible vacuous). The family {H<sub>ñ</sub>} consists of isomorphic Hilbert spaces.
A proof can be sketched as follows. Successive applications of V give a descending sequences of copies of H isomorphically embedded in itself:
where V(H) denotes the range of V. The above defined H<sub>i</sub> = V<sup>i</sup>(H). If one defines
then
It is clear that K<sub>1</sub> and K<sub>2</sub> are invariant subspaces of V.
So V(K<sub>2</sub>) = K<sub>2</sub>. In other words, V restricted to K<sub>2</sub> is a surjective isometry, i.e., a unitary operator U.
Furthermore, each M<sub>i</sub> is isomorphic to another, with V being an isomorphism between M<sub>i</sub> and M<sub>i+1</sub>: V "shifts" M<sub>i</sub> to M<sub>i+1</sub>. Suppose the dimension of each M<sub>i</sub> is some cardinal number ñ. We see that K<sub>1</sub> can be written as a direct sum Hilbert spaces
where each H<sub>ñ</sub> is an invariant subspaces of V and V restricted to each H<sub>ñ</sub> is the unilateral shift S. Therefore
which is a Wold decomposition of V.
It is immediate from the Wold decomposition that the spectrum of any proper, i.e. non-unitary, isometry is the unit disk in the complex plane.
An isometry V is said to be pure if, in the notation of the above proof, The multiplicity of a pure isometry V is the dimension of the kernel of V*, i.e. the cardinality of the index set A in the Wold decomposition of V. In other words, a pure isometry of multiplicity N takes the form
In this terminology, the Wold decomposition expresses an isometry as a direct sum of a pure isometry and a unitary operator.
A subspace M is called a wandering subspace of V if V<sup>n</sup>(M) âÂÂ¥ V<sup>m</sup>(M) for all n â m. In particular, each M<sub>i</sub> defined above is a wandering subspace of V.
The decomposition above can be generalized slightly to a sequence of isometries, indexed by the integers.
Consider an isometry V â L(H). Denote by C*(V) the C*-algebra generated by V, i.e. C*(V) is the norm closure of polynomials in V and V*. The Wold decomposition can be applied to characterize C*(V).
Let C(T) be the continuous functions on the unit circle T. We recall that the C*-algebra C*(S) generated by the unilateral shift S takes the following form
In this identification, S = T<sub>z</sub> where z is the identity function in C(T). The algebra C*(S) is called the Toeplitz algebra.
Theorem (Coburn) C*(V) is isomorphic to the Toeplitz algebra and V is the isomorphic image of T<sub>z</sub>.
The proof hinges on the connections with C(T), in the description of the Toeplitz algebra and that the spectrum of a unitary operator is contained in the circle T.
The following properties of the Toeplitz algebra will be needed:
The Wold decomposition says that V is the direct sum of copies of T<sub>z</sub> and then some unitary U:
So we invoke the continuous functional calculus f â f(U), and define
One can now verify æ is an isomorphism that maps the unilateral shift to V:
By property 1 above, æ is linear. The map æ is injective because T<sub>f</sub> is not compact for any non-zero f â C(T) and thus T<sub>f</sub> + K = 0 implies f = 0. Since the range of æ is a C*-algebra, æ is surjective by the minimality of C*(V). Property 2 and the continuous functional calculus ensure that æ preserves the *-operation. Finally, the semicommutator property shows that æ is multiplicative. Therefore the theorem holds.