Positive Linear Functional
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, more specifically 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 (for example, Inner product space#Definition, inner product, Norm (mathematics ...
, a positive linear functional on an
ordered vector space In mathematics, an ordered vector space or partially ordered vector space is a vector space equipped with a partial order that is compatible with the vector space operations. Definition Given a vector space X over the real numbers \Reals and a ...
(V, \leq) is a
linear functional In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field of ...
f on V so that for all
positive element In mathematics, an element of a *-algebra is called positive if it is the sum of elements of the form Definition Let \mathcal be a *-algebra. An element a \in \mathcal is called positive if there are finitely many elements a_k \in \mathcal \ ...
s v \in V, that is v \geq 0, it holds that f(v) \geq 0. In other words, a positive linear functional is guaranteed to take nonnegative values for positive elements. The significance of positive linear functionals lies in results such as Riesz–Markov–Kakutani representation theorem. When V is a
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
vector space, it is assumed that for all v\ge0, f(v) is real. As in the case when V is 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 contin ...
with its partially ordered subspace of self-adjoint elements, sometimes a partial order is placed on only a subspace W\subseteq V, and the partial order does not extend to all of V, in which case the positive elements of V are the positive elements of W, by abuse of notation. This implies that for a C*-algebra, a positive linear functional sends any x \in V equal to s^s for some s \in V to a real number, which is equal to its complex conjugate, and therefore all positive linear functionals preserve the self-adjointness of such x. This property is exploited in the GNS construction to relate positive linear functionals on a C*-algebra to
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
s.


Sufficient conditions for continuity of all positive linear functionals

There is a comparatively large class of
ordered topological vector space In mathematics, specifically in functional analysis and order theory, an ordered topological vector space, also called an ordered TVS, is a topological vector space (TVS) ''X'' that has a partial order ≤ making it into an ordered vector space whos ...
s on which every positive linear form is necessarily continuous. This includes all
topological vector lattice In mathematics, specifically in functional analysis and order theory, a topological vector lattice is a Hausdorff topological vector space (TVS) X that has a partial order \,\leq\, making it into vector lattice that possesses a neighborhood base ...
s that are
sequentially complete In mathematics, specifically in topology and functional analysis, a subspace of a uniform space is said to be sequentially complete or semi-complete if every Cauchy sequence in converges to an element in . is called sequentially complete if i ...
. Theorem Let X be an
Ordered topological vector space In mathematics, specifically in functional analysis and order theory, an ordered topological vector space, also called an ordered TVS, is a topological vector space (TVS) ''X'' that has a partial order ≤ making it into an ordered vector space whos ...
with positive cone C \subseteq X and let \mathcal \subseteq \mathcal(X) denote the family of all bounded subsets of X. Then each of the following conditions is sufficient to guarantee that every positive linear functional on X is continuous: # C has non-empty topological interior (in X). # X is
complete Complete may refer to: Logic * Completeness (logic) * Completeness of a theory, the property of a theory that every formula in the theory's language or its negation is provable Mathematics * The completeness of the real numbers, which implies t ...
and
metrizable In topology and related areas of mathematics, a metrizable space is a topological space that is homeomorphic to a metric space. That is, a topological space (X, \tau) is said to be metrizable if there is a metric d : X \times X \to , \infty) suc ...
and X = C - C. # X is bornological and C is a semi-complete strict \mathcal-cone in X. # X is the
inductive limit In mathematics, a direct limit is a way to construct a (typically large) object from many (typically smaller) objects that are put together in a specific way. These objects may be groups, rings, vector spaces or in general objects from any categ ...
of a family \left(X_ \right)_ of ordered
Fréchet space In functional analysis and related areas of mathematics, Fréchet spaces, named after Maurice Fréchet, are special topological vector spaces. They are generalizations of Banach spaces ( normed vector spaces that are complete with respect to ...
s with respect to a family of positive linear maps where X_ = C_ - C_ for all \alpha \in A, where C_ is the positive cone of X_.


Continuous positive extensions

The following theorem is due to H. Bauer and independently, to Namioka. :Theorem: Let X be an
ordered topological vector space In mathematics, specifically in functional analysis and order theory, an ordered topological vector space, also called an ordered TVS, is a topological vector space (TVS) ''X'' that has a partial order ≤ making it into an ordered vector space whos ...
(TVS) with positive cone C, let M be a vector subspace of E, and let f be a linear form on M. Then f has an extension to a continuous positive linear form on X if and only if there exists some convex neighborhood U of 0 in X such that \operatorname f is bounded above on M \cap (U - C). :Corollary: Let X be an
ordered topological vector space In mathematics, specifically in functional analysis and order theory, an ordered topological vector space, also called an ordered TVS, is a topological vector space (TVS) ''X'' that has a partial order ≤ making it into an ordered vector space whos ...
with positive cone C, let M be a vector subspace of E. If C \cap M contains an interior point of C then every continuous positive linear form on M has an extension to a continuous positive linear form on X. :Corollary: Let X be an
ordered vector space In mathematics, an ordered vector space or partially ordered vector space is a vector space equipped with a partial order that is compatible with the vector space operations. Definition Given a vector space X over the real numbers \Reals and a ...
with positive cone C, let M be a vector subspace of E, and let f be a linear form on M. Then f has an extension to a positive linear form on X if and only if there exists some convex absorbing subset W in X containing the origin of X such that \operatorname f is bounded above on M \cap (W - C). Proof: It suffices to endow X with the finest locally convex topology making W into a neighborhood of 0 \in X.


Examples

Consider, as an example of V, the C*-algebra of
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
square matrices In mathematics, a square matrix is a matrix with the same number of rows and columns. An ''n''-by-''n'' matrix is known as a square matrix of order Any two square matrices of the same order can be added and multiplied. Square matrices are often ...
with the positive elements being the positive-definite matrices. The
trace Trace may refer to: Arts and entertainment Music * ''Trace'' (Son Volt album), 1995 * ''Trace'' (Died Pretty album), 1993 * Trace (band), a Dutch progressive rock band * ''The Trace'' (album), by Nell Other uses in arts and entertainment * ...
function defined on this C*-algebra is a positive functional, as the
eigenvalue In linear algebra, an eigenvector ( ) or characteristic vector is a vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, an eigenvector \mathbf v of a linear transformation T is scaled by a ...
s of any positive-definite matrix are positive, and so its trace is positive. Consider the
Riesz space In mathematics, a Riesz space, lattice-ordered vector space or vector lattice is a partially ordered vector space where the order structure is a lattice. Riesz spaces are named after Frigyes Riesz who first defined them in his 1928 paper ''S ...
\mathrm_(X) of all
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous ...
complex-valued functions of
compact Compact as used in politics may refer broadly to a pact or treaty; in more specific cases it may refer to: * Interstate compact, a type of agreement used by U.S. states * Blood compact, an ancient ritual of the Philippines * Compact government, a t ...
support on a
locally compact In topology and related branches of mathematics, a topological space is called locally compact if, roughly speaking, each small portion of the space looks like a small portion of a compact space. More precisely, it is a topological space in which e ...
Hausdorff space In topology and related branches of mathematics, a Hausdorff space ( , ), T2 space or separated space, is a topological space where distinct points have disjoint neighbourhoods. Of the many separation axioms that can be imposed on a topologi ...
X. Consider a
Borel regular measure In mathematics, an outer measure ''μ'' on ''n''-dimensional Euclidean space R''n'' is called a Borel regular measure if the following two conditions hold: * Every Borel set ''B'' âІ R''n'' is ''μ''-measurable in the sense of Carathà ...
\mu on X, and a functional \psi defined by \psi(f) = \int_X f(x) d \mu(x) \quad \text f \in \mathrm_(X). Then, this functional is positive (the integral of any positive function is a positive number). Moreover, any positive functional on this space has this form, as follows from the Riesz–Markov–Kakutani representation theorem.


Positive linear functionals (C*-algebras)

Let M be a C*-algebra (more generally, an operator system in a C*-algebra A) with identity 1. Let M^+ denote the set of positive elements in M. A linear functional \rho on M is said to be if \rho(a) \geq 0, for all a \in M^+. :Theorem. A linear functional \rho on M is positive if and only if \rho is bounded and \, \rho\, = \rho(1).


Cauchy–Schwarz inequality

If \rho is a positive linear functional on a C*-algebra A, then one may define a semidefinite
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 o ...
on A by \langle a,b\rangle = \rho(b^a). Thus from the
Cauchy–Schwarz inequality The Cauchy–Schwarz inequality (also called Cauchy–Bunyakovsky–Schwarz inequality) is an upper bound on the absolute value of the inner product between two vectors in an inner product space in terms of the product of the vector norms. It is ...
we have \left, \rho(b^a)\^2 \leq \rho(a^a) \cdot \rho(b^b).


Applications to economics

Given a space C, a price system can be viewed as a continuous, positive, linear functional on C.


See also

* *


References


Bibliography

* Kadison, Richard, ''Fundamentals of the Theory of Operator Algebras, Vol. I : Elementary Theory'', American Mathematical Society. . * * * {{DEFAULTSORT:Positive Linear Functional Functional analysis Linear functionals