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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 ...
(specifically
linear algebra Linear algebra is the branch of mathematics concerning linear equations such as :a_1x_1+\cdots +a_nx_n=b, linear maps such as :(x_1, \ldots, x_n) \mapsto a_1x_1+\cdots +a_nx_n, and their representations in vector spaces and through matrix (mathemat ...
,
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 operato ...
, and
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 ...
) as well as
physics Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
, a
linear operator In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that pr ...
A acting on an
inner product space 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 ...
is called positive-semidefinite (or ''non-negative'') if, for every x \in \operatorname(A), \langle Ax, x\rangle \in \mathbb and \langle Ax, x\rangle \geq 0, where \operatorname(A) is the domain of A. Positive-semidefinite operators are denoted as A\ge 0. The operator is said to be positive-definite, and written A>0, if \langle Ax,x\rangle>0, for all x\in\mathop(A) \setminus \. Many authors define a positive operator A to be a
self-adjoint In mathematics, an element of a *-algebra is called self-adjoint if it is the same as its adjoint (i.e. a = a^*). Definition Let \mathcal be a *-algebra. An element a \in \mathcal is called self-adjoint if The set of self-adjoint elements ...
(or at least symmetric) non-negative operator. We show below that for a complex Hilbert space the self adjointness follows automatically from non-negativity. For a real Hilbert space non-negativity does not imply self adjointness. In physics (specifically
quantum mechanics Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
), such operators represent
quantum state In quantum physics, a quantum state is a mathematical entity that embodies the knowledge of a quantum system. Quantum mechanics specifies the construction, evolution, and measurement of a quantum state. The result is a prediction for the system ...
s, via the
density matrix In quantum mechanics, a density matrix (or density operator) is a matrix used in calculating the probabilities of the outcomes of measurements performed on physical systems. It is a generalization of the state vectors or wavefunctions: while th ...
formalism.


Cauchy–Schwarz inequality

Take the inner product \langle \cdot, \cdot \rangle to be anti-linear on the ''first'' argument and linear on the second and suppose that A is positive and symmetric, the latter meaning that \langle Ax,y \rangle= \langle x,Ay \rangle . Then the non negativity of : \begin \langle A(\lambda x+\mu y),\lambda x+\mu y \rangle =, \lambda, ^2 \langle Ax,x \rangle + \lambda^* \mu \langle Ax,y \rangle+ \lambda \mu^* \langle Ay,x \rangle + , \mu, ^2 \langle Ay,y \rangle \\ mm= , \lambda, ^2 \langle Ax,x \rangle + \lambda^* \mu \langle Ax,y \rangle+ \lambda \mu^* (\langle Ax,y \rangle)^* + , \mu, ^2 \langle Ay,y \rangle \end for all complex \lambda and \mu shows that :\left, \langle Ax,y\rangle \^2 \leq \langle Ax,x\rangle \langle Ay,y\rangle. It follows that \mathopA \perp \mathopA. If A is defined everywhere, and \langle Ax,x\rangle = 0, then Ax = 0.


On a complex Hilbert space, if an operator is non-negative then it is symmetric

For x,y \in \operatornameA, the
polarization identity In linear algebra, a branch of mathematics, the polarization identity is any one of a family of formulas that express the inner product of two vectors in terms of the norm of a normed vector space. If a norm arises from an inner product t ...
: \begin \langle Ax,y\rangle = \frac( & \langle A(x+y),x+y\rangle - \langle A(x-y),x-y\rangle \\ mm& - i\langle A(x+iy),x+iy\rangle + i\langle A(x-iy),x-iy\rangle) \end and the fact that \langle Ax,x\rangle = \langle x,Ax\rangle, for positive operators, show that \langle Ax,y\rangle = \langle x,Ay\rangle, so A is symmetric. In contrast with the complex case, a positive-semidefinite operator on a real Hilbert space H_\mathbb may not be symmetric. As a counterexample, define A : \mathbb^2 \to \mathbb^2 to be an operator of rotation by an
acute angle In Euclidean geometry, an angle can refer to a number of concepts relating to the intersection of two straight lines at a point. Formally, an angle is a figure lying in a plane formed by two rays, called the '' sides'' of the angle, sharing ...
\varphi \in ( -\pi/2,\pi/2). Then \langle Ax,x \rangle = \, Ax\, \, x\, \cos\varphi > 0, but A^* = A^ \neq A, so A is not symmetric.


If an operator is non-negative and defined on the whole complex Hilbert space, then it is self-adjoint and bounded

The symmetry of A implies that \operatornameA \subseteq \operatornameA^* and A = A^*, _. For A to be self-adjoint, it is necessary that \operatornameA = \operatornameA^*. In our case, the equality of domains holds because H_\mathbb = \operatornameA \subseteq \operatornameA^*, so A is indeed self-adjoint. The fact that A is bounded now follows from the Hellinger–Toeplitz theorem. This property does not hold on H_\mathbb.


Partial order of self-adjoint operators

A natural
partial ordering In mathematics, especially order theory, a partial order on a set is an arrangement such that, for certain pairs of elements, one precedes the other. The word ''partial'' is used to indicate that not every pair of elements needs to be comparable; ...
of self-adjoint operators arises from the definition of positive operators. Define B \geq A if the following hold: # A and B are self-adjoint # B - A \geq 0 It can be seen that a similar result as the
Monotone convergence theorem In the mathematical field of real analysis, the monotone convergence theorem is any of a number of related theorems proving the good convergence behaviour of monotonic sequences, i.e. sequences that are non- increasing, or non- decreasing. In its ...
holds for
monotone increasing In mathematics, a monotonic function (or monotone function) is a function between ordered sets that preserves or reverses the given order. This concept first arose in calculus, and was later generalized to the more abstract setting of ord ...
, bounded, self-adjoint operators on Hilbert spaces.Eidelman, Yuli, Vitali D. Milman, and Antonis Tsolomitis. 2004. Functional analysis: an introduction. Providence (R.I.): American mathematical Society.


Application to physics: quantum states

The definition of a
quantum system Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
includes a complex separable Hilbert space H_\mathbb and a set \cal S of positive
trace-class In mathematics, specifically functional analysis, a trace-class operator is a linear operator for which a Trace (linear algebra), trace may be defined, such that the trace is a finite number independent of the choice of basis used to compute the t ...
operators Operator may refer to: Mathematics * A symbol indicating a mathematical operation * Logical operator or logical connective in mathematical logic * Operator (mathematics), mapping that acts on elements of a space to produce elements of another ...
\rho on H_\mathbb for which \mathop\rho = 1. The
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
\cal S is ''the set of states''. Every \rho \in is called a ''state'' or a ''density operator''. For \psi \in H_\mathbb, where \, \psi\, = 1, the operator P_\psi of projection onto the span of \psi is called a ''
pure state In quantum physics, a quantum state is a mathematical entity that embodies the knowledge of a quantum system. Quantum mechanics specifies the construction, evolution, and measurement of a quantum state. The result is a prediction for the system re ...
''. (Since each pure state is identifiable with a
unit vector In mathematics, a unit vector in a normed vector space is a Vector (mathematics and physics), vector (often a vector (geometry), spatial vector) of Norm (mathematics), length 1. A unit vector is often denoted by a lowercase letter with a circumfle ...
\psi \in H_\mathbb, some sources define pure states to be unit elements from H_\mathbb). States that are not pure are called '' mixed''.


References

* *{{citation , last=Roman , first=Stephen , title=Advanced Linear Algebra , edition=Third , series=
Graduate Texts in Mathematics Graduate Texts in Mathematics (GTM) () is a series of graduate-level textbooks in mathematics published by Springer-Verlag. The books in this series, like the other Springer-Verlag mathematics series, are yellow books of a standard size (with va ...
, publisher = Springer , date=2008, pages= , isbn=978-0-387-72828-5 , author-link=Steven Roman Operator theory