projection-valued measure
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, particularly in
functional analysis Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (e.g. inner product, norm, topology, etc.) and the linear functions defi ...
, a projection-valued measure (PVM) is a function defined on certain subsets of a fixed set and whose values are
self-adjoint In mathematics, and more specifically in abstract algebra, an element ''x'' of a *-algebra is self-adjoint if x^*=x. A self-adjoint element is also Hermitian, though the reverse doesn't necessarily hold. A collection ''C'' of elements of a st ...
projections on a fixed
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
. Projection-valued measures are formally similar to real-valued measures, except that their values are self-adjoint projections rather than real numbers. As in the case of ordinary measures, it is possible to integrate complex-valued functions with respect to a PVM; the result of such an integration is a linear operator on the given Hilbert space. Projection-valued measures are used to express results in
spectral theory In mathematics, spectral theory is an inclusive term for theories extending the eigenvector and eigenvalue theory of a single square matrix to a much broader theory of the structure of operators in a variety of mathematical spaces. It is a result ...
, such as the important spectral theorem for
self-adjoint operator In mathematics, a self-adjoint operator on an infinite-dimensional complex vector space ''V'' with inner product \langle\cdot,\cdot\rangle (equivalently, a Hermitian operator in the finite-dimensional case) is a linear map ''A'' (from ''V'' to its ...
s. The
Borel functional calculus In functional analysis, a branch of mathematics, the Borel functional calculus is a '' functional calculus'' (that is, an assignment of operators from commutative algebras to functions defined on their spectra), which has particularly broad scop ...
for self-adjoint operators is constructed using integrals with respect to PVMs. In
quantum mechanics Quantum mechanics is a fundamental theory in physics that provides a description of the physical properties of nature at the scale of atoms and subatomic particles. It is the foundation of all quantum physics including quantum chemistry, ...
, PVMs are the mathematical description of projective measurements. They are generalized by positive operator valued measures (POVMs) in the same sense that a mixed state or
density matrix In quantum mechanics, a density matrix (or density operator) is a matrix that describes the quantum state of a physical system. It allows for the calculation of the probabilities of the outcomes of any measurement performed upon this system, using ...
generalizes the notion of a
pure state In quantum physics, a quantum state is a mathematical entity that provides a probability distribution for the outcomes of each possible measurement on a system. Knowledge of the quantum state together with the rules for the system's evolution in t ...
.


Formal definition

A projection-valued measure \pi on a
measurable space In mathematics, a measurable space or Borel space is a basic object in measure theory. It consists of a set and a σ-algebra, which defines the subsets that will be measured. Definition Consider a set X and a σ-algebra \mathcal A on X. Then the ...
(X, M), where M is a
σ-algebra In mathematical analysis and in probability theory, a σ-algebra (also σ-field) on a set ''X'' is a collection Σ of subsets of ''X'' that includes the empty subset, is closed under complement, and is closed under countable unions and countabl ...
of subsets of X, is a mapping from M to the set of
self-adjoint In mathematics, and more specifically in abstract algebra, an element ''x'' of a *-algebra is self-adjoint if x^*=x. A self-adjoint element is also Hermitian, though the reverse doesn't necessarily hold. A collection ''C'' of elements of a st ...
projections on a
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
H (i.e. the orthogonal projections) such that : \pi(X) = \operatorname_H \quad (where \operatorname_H is the identity operator of H) and for every \xi,\eta\in H, the following function M \to \mathbb C : E \mapsto \langle \pi(E)\xi \mid \eta \rangle is a
complex measure In mathematics, specifically measure theory, a complex measure generalizes the concept of measure by letting it have complex values. In other words, one allows for sets whose size (length, area, volume) is a complex number. Definition Formally ...
on ''M'' (that is, a complex-valued countably additive function). We denote this measure by \operatorname_\pi(\xi, \eta). Note that \operatorname_\pi(\xi, \xi) is a real-valued measure, and a probability measure when \xi has length one. If \pi is a projection-valued measure and : E \cap F = \emptyset, then the images \pi(E), \pi(F) are
orthogonal In mathematics, orthogonality is the generalization of the geometric notion of '' perpendicularity''. By extension, orthogonality is also used to refer to the separation of specific features of a system. The term also has specialized meanings in ...
to each other. From this follows that in general, : \pi(E) \pi(F) = \pi(E \cap F) = \pi(F) \pi(E), and they commute. Example. Suppose (X, M, \mu) is a measure space. Let, for every measurable subset E in M, : \pi(E) : L^2(\mu) \to L^2 (\mu): \psi \mapsto \chi_E \psi be the operator of multiplication by the
indicator function In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all other elements to zero. That is, if is a subset of some set , one has \mathbf_(x)=1 if x\i ...
1_E on ''L''2(''X''). Then \pi is a projection-valued measure. For example, if X = \mathbb, E = (0,1), and \phi,\psi \in L^2(\mathbb) there is then the associated complex measure S_(\phi,\psi) which takes a measurable function f: \mathbb \to \mathbb and gives the integral
S_(\phi,\psi)(f) = \int_f(x)\psi(x)\overline(x)dx


Extensions of projection-valued measures, integrals and the spectral theorem

If is a projection-valued measure on a measurable space (''X'', ''M''), then the map : \chi_E \mapsto \pi(E) extends to a linear map on the vector space of
step function In mathematics, a function on the real numbers is called a step function if it can be written as a finite linear combination of indicator functions of intervals. Informally speaking, a step function is a piecewise constant function having onl ...
s on ''X''. In fact, it is easy to check that this map is a
ring homomorphism In ring theory, a branch of abstract algebra, a ring homomorphism is a structure-preserving function between two rings. More explicitly, if ''R'' and ''S'' are rings, then a ring homomorphism is a function such that ''f'' is: :addition preser ...
. This map extends in a canonical way to all bounded complex-valued
measurable function In mathematics and in particular measure theory, a measurable function is a function between the underlying sets of two measurable spaces that preserves the structure of the spaces: the preimage of any measurable set is measurable. This is in ...
s on ''X'', and we have the following. Theorem. ''For any bounded'' ''M''-''measurable function f on X, there exists'' ''a unique bounded linear operator'' : \mathrm T_\pi (f) : H \to H such that'' : \langle \operatorname_\pi(f) \xi \mid \eta \rangle = \int_X f \ d \operatorname_\pi (\xi,\eta) ''for all'' \xi,\eta \in H, ''where'' \operatorname_\pi (\xi,\eta) ''denotes the complex measure'' :E \mapsto \langle \pi(E)\xi \mid \eta \rangle ''from the definition of'' \pi. The map : \mathcal(X,M) \to \mathcal L(H): f \mapsto \operatorname_\pi(f) is a homomorphism of rings. An integral notation is often used for \operatorname_\pi(f), as in : \operatorname_\pi(f)=\int_X f(x) \, d \pi(x) = \int_X f \, d \pi. The theorem is also correct for unbounded measurable functions ''f'', but then \operatorname_\pi(f) will be an unbounded linear operator on the Hilbert space ''H''. The
spectral theorem In mathematics, particularly linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful be ...
says that every
self-adjoint operator In mathematics, a self-adjoint operator on an infinite-dimensional complex vector space ''V'' with inner product \langle\cdot,\cdot\rangle (equivalently, a Hermitian operator in the finite-dimensional case) is a linear map ''A'' (from ''V'' to its ...
A:H\to H has an associated projection-valued measure \pi_A defined on the real axis, such that :A =\int_\mathbb x \, d\pi_A(x). This allows to define the
Borel functional calculus In functional analysis, a branch of mathematics, the Borel functional calculus is a '' functional calculus'' (that is, an assignment of operators from commutative algebras to functions defined on their spectra), which has particularly broad scop ...
for such operators: if g:\mathbb\to\mathbb is a measurable function, we set :g(A) :=\int_\mathbb g(x) \, d\pi_A(x).


Structure of projection-valued measures

First we provide a general example of projection-valued measure based on
direct integral In mathematics and functional analysis a direct integral is a generalization of the concept of direct sum. The theory is most developed for direct integrals of Hilbert spaces and direct integrals of von Neumann algebras. The concept was introduced i ...
s. Suppose (''X'', ''M'', μ) is a measure space and let ''x'' ∈ ''X'' be a μ-measurable family of separable Hilbert spaces. For every ''E'' ∈ ''M'', let (''E'') be the operator of multiplication by 1''E'' on the Hilbert space : \int_X^\oplus H_x \ d \mu(x). Then is a projection-valued measure on (''X'', ''M''). Suppose , ρ are projection-valued measures on (''X'', ''M'') with values in the projections of ''H'', ''K''. , ρ are unitarily equivalent
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (shortened as "iff") is a biconditional logical connective between statements, where either both statements are true or both are false. The connective is bic ...
there is a unitary operator ''U'':''H'' → ''K'' such that : \pi(E) = U^* \rho(E) U \quad for every ''E'' ∈ ''M''. Theorem. If (''X'', ''M'') is a
standard Borel space In mathematics, a standard Borel space is the Borel space associated to a Polish space. Discounting Borel spaces of discrete Polish spaces, there is, up to isomorphism of measurable spaces, only one standard Borel space. Formal definition ...
, then for every projection-valued measure on (''X'', ''M'') taking values in the projections of a ''separable'' Hilbert space, there is a Borel measure μ and a μ-measurable family of Hilbert spaces ''x'' ∈ ''X'' , such that is unitarily equivalent to multiplication by 1''E'' on the Hilbert space : \int_X^\oplus H_x \ d \mu(x). The measure class of μ and the measure equivalence class of the multiplicity function ''x'' → dim ''H''''x'' completely characterize the projection-valued measure up to unitary equivalence. A projection-valued measure is ''homogeneous of multiplicity'' ''n'' if and only if the multiplicity function has constant value ''n''. Clearly, Theorem. Any projection-valued measure taking values in the projections of a separable Hilbert space is an orthogonal direct sum of homogeneous projection-valued measures: : \pi = \bigoplus_ (\pi \mid H_n) where : H_n = \int_^\oplus H_x \ d (\mu \mid X_n) (x) and : X_n = \.


Application in quantum mechanics

In quantum mechanics, given a projection valued measure of a measurable space ''X'' to the space of continuous endomorphisms upon a Hilbert space ''H'', * the projective space of the Hilbert space ''H'' is interpreted as the set of possible states Φ of a quantum system, * the measurable space ''X'' is the value space for some quantum property of the system (an "observable"), * the projection-valued measure expresses the probability that the observable takes on various values. A common choice for ''X'' is the real line, but it may also be * R3 (for position or momentum in three dimensions ), * a discrete set (for angular momentum, energy of a bound state, etc.), * the 2-point set "true" and "false" for the truth-value of an arbitrary proposition about Φ. Let ''E'' be a measurable subset of the measurable space ''X'' and Φ a normalized vector-state in ''H'', so that its Hilbert norm is unitary, , , Φ, , = 1. The probability that the observable takes its value in the subset ''E,'' given the system in state Φ, is : P_\pi(\varphi)(E) = \langle \varphi\mid\pi(E)(\varphi)\rangle = \langle \varphi, \pi(E), \varphi\rangle, where the latter notation is preferred in physics. We can parse this in two ways. First, for each fixed ''E'', the projection (''E'') is a self-adjoint operator on ''H'' whose 1-eigenspace is the states Φ for which the value of the observable always lies in ''E'', and whose 0-eigenspace is the states Φ for which the value of the observable never lies in ''E''. Second, for each fixed normalized vector state \psi, the association : P_\pi(\psi) : E \mapsto \langle\psi\mid\pi(E)\psi\rangle is a probability measure on ''X'' making the values of the observable into a random variable. A measurement that can be performed by a projection-valued measure is called a projective measurement. If ''X'' is the real number line, there exists, associated to , a Hermitian operator ''A'' defined on ''H'' by :A(\varphi) = \int_ \lambda \,d\pi(\lambda)(\varphi), which takes the more readable form :A(\varphi) = \sum_i \lambda_i \pi()(\varphi) if the support of is a discrete subset of R. The above operator A is called the observable associated with the spectral measure. Any operator so obtained is called an
observable In physics, an observable is a physical quantity that can be measured. Examples include position and momentum. In systems governed by classical mechanics, it is a real-valued "function" on the set of all possible system states. In quantum phy ...
, in quantum mechanics.


Generalizations

The idea of a projection-valued measure is generalized by the positive operator-valued measure (POVM), where the need for the orthogonality implied by projection operators is replaced by the idea of a set of operators that are a non-orthogonal partition of unity. This generalization is motivated by applications to
quantum information theory Quantum information is the information of the quantum state, state of a quantum system. It is the basic entity of study in quantum information theory, and can be manipulated using quantum information processing techniques. Quantum information re ...
.


See also

*
Spectral theorem In mathematics, particularly linear algebra and functional analysis, a spectral theorem is a result about when a linear operator or matrix can be diagonalized (that is, represented as a diagonal matrix in some basis). This is extremely useful be ...
*
Spectral theory of compact operators In functional analysis, compact operators are linear operators on Banach spaces that map bounded sets to relatively compact sets. In the case of a Hilbert space ''H'', the compact operators are the closure of the finite rank operators in the unif ...
*
Spectral theory of normal C*-algebras In functional analysis, every C*-algebra is isomorphic to a subalgebra of the C*-algebra \mathcal(H) of bounded linear operators on some Hilbert space H. This article describes the spectral theory of closed normal subalgebras of \mathcal(H). A su ...


References

* * * Mackey, G. W., ''The Theory of Unitary Group Representations'', The University of Chicago Press, 1976 * M. Reed and B. Simon, ''Methods of Mathematical Physics'', vols I–IV, Academic Press 1972. * * * G. Teschl, ''Mathematical Methods in Quantum Mechanics with Applications to Schrödinger Operators'', https://www.mat.univie.ac.at/~gerald/ftp/book-schroe/, American Mathematical Society, 2009. * * Varadarajan, V. S., ''Geometry of Quantum Theory'' V2, Springer Verlag, 1970. {{Analysis in topological vector spaces Linear algebra Measures (measure theory) Spectral theory