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In mathematics, Stinespring's dilation theorem, also called Stinespring's factorization theorem, named after W. Forrest Stinespring, is a result from
operator theory In mathematics, operator theory is the study of linear operators on function spaces, beginning with differential operators and integral operators. The operators may be presented abstractly by their characteristics, such as bounded linear oper ...
that represents any
completely positive map In mathematics a positive map is a map between C*-algebras that sends positive elements to positive elements. A completely positive map is one which satisfies a stronger, more robust condition. Definition Let A and B be C*-algebras. A linear ...
on a
C*-algebra In mathematics, specifically in functional analysis, a C∗-algebra (pronounced "C-star") is a Banach algebra together with an involution satisfying the properties of the adjoint. A particular case is that of a complex algebra ''A'' of continu ...
''A'' as a composition of two completely positive maps each of which has a special form: #A *-representation of ''A'' on some auxiliary
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 natu ...
''K'' followed by #An operator map of the form ''T'' ↦ ''V*TV''. Moreover, Stinespring's theorem is a structure theorem from a C*-algebra into the algebra of
bounded operators In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector sp ...
on a Hilbert space. Completely positive maps are shown to be simple modifications of *-representations, or sometimes called *-homomorphisms.


Formulation

In the case of a unital C*-algebra, the result is as follows: :Theorem. Let ''A'' be a unital C*-algebra, ''H'' be a Hilbert space, and ''B''(''H'') be the bounded operators on ''H''. For every completely positive ::\Phi : A \to B(H), :there exists a Hilbert space ''K'' and a unital *-homomorphism ::\pi : A \to B(K) :such that ::\Phi(a) = V^\ast \pi (a) V, :where V: H \to K is a bounded operator. Furthermore, we have ::\, \Phi(1) \, = \, V \, ^2. Informally, one can say that every completely positive map \Phi can be " lifted" up to a map of the form V^* (\cdot) V. The converse of the theorem is true trivially. So Stinespring's result classifies completely positive maps.


Sketch of proof

We now briefly sketch the proof. Let K = A \otimes H. For a \otimes h, \ b \otimes g \in K, define : \langle a \otimes h, b \otimes g \rangle _K := \langle \Phi(b^*a) h, g \rangle _H = \langle h, \Phi(a^*b)g \rangle_H and extend by semi-linearity to all of ''K''. This is a
Hermitian {{Short description, none Numerous things are named after the French mathematician Charles Hermite (1822–1901): Hermite * Cubic Hermite spline, a type of third-degree spline * Gauss–Hermite quadrature, an extension of Gaussian quadrature m ...
sesquilinear form In mathematics, a sesquilinear form is a generalization of a bilinear form that, in turn, is a generalization of the concept of the dot product of Euclidean space. A bilinear form is linear in each of its arguments, but a sesquilinear form allows ...
because \Phi is compatible with the * operation. Complete positivity of \Phi is then used to show that this sesquilinear form is in fact positive semidefinite. Since positive semidefinite Hermitian sesquilinear forms satisfy the Cauchy–Schwarz inequality, the subset :K' = \ \subset K is a subspace. We can remove degeneracy by considering the
quotient space Quotient space may refer to a quotient set when the sets under consideration are considered as spaces. In particular: *Quotient space (topology), in case of topological spaces * Quotient space (linear algebra), in case of vector spaces *Quotient ...
K / K' . The completion of this quotient space is then a Hilbert space, also denoted by K. Next define \pi (a) (b \otimes g) = ab \otimes g and V h = 1_A \otimes h. One can check that \pi and V have the desired properties. Notice that V is just the
natural Nature, in the broadest sense, is the physical world or universe. "Nature" can refer to the phenomena of the physical world, and also to life in general. The study of nature is a large, if not the only, part of science. Although humans are ...
algebraic
embedding In mathematics, an embedding (or imbedding) is one instance of some mathematical structure contained within another instance, such as a group that is a subgroup. When some object X is said to be embedded in another object Y, the embedding is giv ...
of ''H'' into ''K''. One can verify that V^\ast(a\otimes h) = \Phi(a)h holds. In particular V^\ast V = \Phi(1) holds so that V is an isometry if and only if \Phi(1)=1. In this case ''H'' can be embedded, in the Hilbert space sense, into ''K'' and V^\ast, acting on ''K'', becomes the projection onto ''H''. Symbolically, we can write :\Phi (a) = P_H \; \pi(a) \Big, _H. In the language of
dilation theory In mathematics, a dilation is a function f from a metric space M into itself that satisfies the identity :d(f(x),f(y))=rd(x,y) for all points x, y \in M, where d(x, y) is the distance from x to y and r is some positive real number. In Euclidean s ...
, this is to say that \Phi(a) is a ''compression'' of \pi(a). It is therefore a corollary of Stinespring's theorem that every unital completely positive map is the compression of some *-homomorphism.


Minimality

The triple (, ''V'', ''K'') is called a Stinespring representation of Φ. A natural question is now whether one can reduce a given Stinespring representation in some sense. Let ''K''1 be the closed linear span of (''A'') ''VH''. By property of *-representations in general, ''K''1 is an
invariant subspace In mathematics, an invariant subspace of a linear mapping ''T'' : ''V'' → ''V '' i.e. from some vector space ''V'' to itself, is a subspace ''W'' of ''V'' that is preserved by ''T''; that is, ''T''(''W'') ⊆ ''W''. General descr ...
of (''a'') for all ''a''. Also, ''K''1 contains ''VH''. Define :\pi _1 (a) = \pi (a) \Big, _. We can compute directly :\begin \pi_1 (a) \pi_1 (b) &= \pi (a) \Big, _ \pi (b) \Big, _ \\ &= \pi (a) \pi (b) \Big, _ \\ &= \pi (ab) \Big, _ \\ &= \pi_1 (ab) \end and if ''k'' and ''ℓ'' lie in ''K''1 :\begin \langle \pi_1 (a^*)k, \ell \rangle &= \langle \pi (a^*)k, \ell \rangle \\ &= \langle \pi(a)^* k, \ell \rangle \\ &= \langle k, \pi (a) \ell \rangle \\ &= \langle k, \pi_1 (a) \ell \rangle \\ &=\langle \pi_1 (a)^* k, \ell \rangle. \end So (1, ''V'', ''K''1) is also a Stinespring representation of Φ and has the additional property that ''K''1 is the
closed linear span In mathematics, the linear span (also called the linear hull or just span) of a set of vectors (from a vector space), denoted , pp. 29-30, §§ 2.5, 2.8 is defined as the set of all linear combinations of the vectors in . It can be characterized ...
of (''A'') ''V H''. Such a representation is called a minimal Stinespring representation.


Uniqueness

Let (1, ''V''1, ''K''1) and (2, ''V''2, ''K''2) be two Stinespring representations of a given Φ. Define a
partial isometry In functional analysis a partial isometry is a linear map between Hilbert spaces such that it is an isometry on the orthogonal complement of its kernel. The orthogonal complement of its kernel is called the initial subspace and its range is cal ...
''W'' : ''K''1 → ''K''2 by :\; W \pi_1 (a) V_1 h = \pi_2 (a) V_2 h. On ''V''1''H'' ⊂ ''K''1, this gives the intertwining relation :\; W \pi_1 = \pi_2 W. In particular, if both Stinespring representations are minimal, ''W'' is unitary. Thus minimal Stinespring representations are unique
up to Two mathematical objects ''a'' and ''b'' are called equal up to an equivalence relation ''R'' * if ''a'' and ''b'' are related by ''R'', that is, * if ''aRb'' holds, that is, * if the equivalence classes of ''a'' and ''b'' with respect to ''R'' a ...
a unitary transformation.


Some consequences

We mention a few of the results which can be viewed as consequences of Stinespring's theorem. Historically, some of the results below preceded Stinespring's theorem.


GNS construction

The Gelfand–Naimark–Segal (GNS) construction is as follows. Let ''H'' in Stinespring's theorem be 1-dimensional, i.e. the
complex numbers In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
. So Φ now is a
positive linear functional In mathematics, more specifically in functional analysis, a positive linear functional on an ordered vector space (V, \leq) is a linear functional f on V so that for all positive elements v \in V, that is v \geq 0, it holds that f(v) \geq 0. In o ...
on ''A''. If we assume Φ is a
state State may refer to: Arts, entertainment, and media Literature * ''State Magazine'', a monthly magazine published by the U.S. Department of State * ''The State'' (newspaper), a daily newspaper in Columbia, South Carolina, United States * '' Our ...
, that is, Φ has norm 1, then the isometry V : H \to K is determined by :V 1 = \xi for some \xi \in K of unit norm. So :\begin \Phi(a) = V^* \pi (a) V &= \langle V^* \pi (a) V 1, 1 \rangle _H \\ &= \langle \pi (a) V 1, V 1 \rangle _K \\ &= \langle \pi (a) \xi, \xi \rangle _K \end and we have recovered the GNS representation of states. This is one way to see that completely positive maps, rather than merely positive ones, are the true generalizations of positive functionals. A linear positive functional on a C*-algebra is
absolutely continuous In calculus, absolute continuity is a smoothness property of functions that is stronger than continuity and uniform continuity. The notion of absolute continuity allows one to obtain generalizations of the relationship between the two central ope ...
with respect to another such functional (called a reference functional) if it is
zero 0 (zero) is a number representing an empty quantity. In place-value notation such as the Hindu–Arabic numeral system, 0 also serves as a placeholder numerical digit, which works by multiplying digits to the left of 0 by the radix, usu ...
on any positive element on which the reference positive functional is zero. This leads to a noncommutative generalization of the
Radon–Nikodym theorem In mathematics, the Radon–Nikodym theorem is a result in measure theory that expresses the relationship between two measures defined on the same measurable space. A ''measure'' is a set function that assigns a consistent magnitude to the measu ...
. The usual
density operator 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, usin ...
of states on the matrix algebras with respect to the standard trace is nothing but the Radon–Nikodym derivative when the reference functional is chosen to be trace. Belavkin introduced the notion of complete absolute continuity of one completely positive map with respect to another (reference) map and proved an operator variant of the
noncommutative In mathematics, a binary operation is commutative if changing the order of the operands does not change the result. It is a fundamental property of many binary operations, and many mathematical proofs depend on it. Most familiar as the name of ...
Radon–Nikodym theorem for completely positive maps. A particular case of this theorem corresponding to a tracial completely positive reference map on the matrix algebras leads to the Choi operator as a Radon–Nikodym derivative of a CP map with respect to the standard trace (see Choi's Theorem).


Choi's theorem

It was shown by Choi that if \Phi: B(G) \to B(H) is completely positive, where ''G'' and ''H'' are finite-dimensional Hilbert spaces of dimensions ''n'' and ''m'' respectively, then Φ takes the form: :\Phi (a) = \sum_^ V_i^* a V_i . This is called
Choi's theorem on completely positive maps In mathematics, Choi's theorem on completely positive maps is a result that classifies completely positive maps between finite-dimensional (matrix) C*-algebras. An infinite-dimensional algebraic generalization of Choi's theorem is known as Belavk ...
. Choi proved this using linear algebra techniques, but his result can also be viewed as a special case of Stinespring's theorem: Let (, ''V'', ''K'') be a minimal Stinespring representation of Φ. By minimality, ''K'' has dimension less than that of C^ \otimes C^m. So without loss of generality, ''K'' can be identified with :K = \bigoplus_^ C_i^n. Each C_i^n is a copy of the ''n''-dimensional Hilbert space. From \pi (a) (b \otimes g) = ab \otimes g, we see that the above identification of ''K'' can be arranged so \; P_i \pi(a) P_i = a, where ''Pi'' is the projection from ''K'' to C_i^n. Let V_i = P_i V. We have :\Phi (a) = \sum_^ (V^* P_i) (P_i \pi(a) P_i) (P_i V) = \sum _ ^ V_i^* a V_i and Choi's result is proved. Choi's result is a particular case of noncommutative Radon–Nikodym theorem for completely positive (CP) maps corresponding to a tracial completely positive reference map on the matrix algebras. In strong operator form this general theorem was proven by Belavkin in 1985 who showed the existence of the positive density operator representing a CP map which is completely absolutely continuous with respect to a reference CP map. The uniqueness of this density operator in the reference Steinspring representation simply follows from the minimality of this representation. Thus, Choi's operator is the Radon–Nikodym derivative of a finite-dimensional CP map with respect to the standard trace. Notice that, in proving Choi's theorem, as well as Belavkin's theorem from Stinespring's formulation, the argument does not give the Kraus operators ''Vi'' explicitly, unless one makes the various identification of spaces explicit. On the other hand, Choi's original proof involves direct calculation of those operators.


Naimark's dilation theorem In operator theory, Naimark's dilation theorem is a result that characterizes positive operator valued measures. It can be viewed as a consequence of Stinespring's dilation theorem. Some preliminary notions Let ''X'' be a compact Hausdorff sp ...

Naimark's theorem says that every ''B''(''H'')-valued, weakly
countably-additive In mathematics, an additive set function is a function mapping sets to numbers, with the property that its value on a union of two disjoint sets equals the sum of its values on these sets, namely, \mu(A \cup B) = \mu(A) + \mu(B). If this additivity ...
measure on some compact Hausdorff space ''X'' can be "lifted" so that the measure becomes a
spectral measure In mathematics, the spectral theory of ordinary differential equations is the part of spectral theory concerned with the determination of the spectrum and eigenfunction expansion associated with a linear ordinary differential equation. In his diss ...
. It can be proved by combining the fact that ''C''(''X'') is a commutative C*-algebra and Stinespring's theorem.


Sz.-Nagy's dilation theorem

This result states that every
contraction Contraction may refer to: Linguistics * Contraction (grammar), a shortened word * Poetic contraction, omission of letters for poetic reasons * Elision, omission of sounds ** Syncope (phonology), omission of sounds in a word * Synalepha, merged ...
on a Hilbert space has a unitary dilation with the minimality property.


Application

In
quantum information theory Quantum information is the information of the 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 refers to both ...
,
quantum channel In quantum information theory, a quantum channel is a communication channel which can transmit quantum information, as well as classical information. An example of quantum information is the state of a qubit. An example of classical information i ...
s, or
quantum operation In quantum mechanics, a quantum operation (also known as quantum dynamical map or quantum process) is a mathematical formalism used to describe a broad class of transformations that a quantum mechanical system can undergo. This was first discussed ...
s, are defined to be completely positive maps between C*-algebras. Being a classification for all such maps, Stinespring's theorem is important in that context. For example, the uniqueness part of the theorem has been used to classify certain classes of quantum channels. For the comparison of different channels and computation of their mutual fidelities and information another representation of the channels by their "Radon–Nikodym" derivatives introduced by Belavkin is useful. In the finite-dimensional case, Choi's theorem as the tracial variant of the Belavkin's Radon–Nikodym theorem for completely positive maps is also relevant. The operators \ from the expression :\Phi (a) = \sum_^ V_i^* a V_i. are called the Kraus operators of Φ. The expression :\sum_^ V_i^* ( \cdot ) V_i is sometimes called the operator sum representation of Φ.


References

* M.-D. Choi, ''Completely Positive Linear Maps on Complex Matrices'', Linear Algebra and its Applications, 10, 285–290 (1975). * V. P. Belavkin, P. Staszewski, ''Radon–Nikodym Theorem for Completely Positive Maps'', Reports on Mathematical Physics, v. 24, No 1, 49–55 (1986). * V. Paulsen, ''Completely Bounded Maps and Operator Algebras'', Cambridge University Press, 2003. * W. F. Stinespring, ''Positive Functions on C*-algebras'', Proceedings of the American Mathematical Society, 6, 211–216 (1955). {{Functional analysis Operator theory Operator algebras Theorems in functional analysis