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 ...
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
,
and
, where
is the
domain of
. Positive-semidefinite operators are denoted as
. The operator is said to be positive-definite, and written
, if
for all
.
Many authors define a positive operator
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
to be
anti-linear on the ''first'' argument and linear on the second and suppose that
is positive and symmetric, the latter meaning that
.
Then the non negativity of
:
for all complex
and
shows that
:
It follows that
If
is defined everywhere, and
then
On a complex Hilbert space, if an operator is non-negative then it is symmetric
For
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 ...
:
and the fact that
for positive operators, show that
so
is symmetric.
In contrast with the complex case, a positive-semidefinite operator on a real Hilbert space
may not be symmetric. As a counterexample, define
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 ...
Then
but
so
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
implies that
and
For
to be self-adjoint, it is necessary that
In our case, the equality of
domains holds because
so
is indeed self-adjoint. The fact that
is bounded now follows from the
Hellinger–Toeplitz theorem.
This property does not hold on
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
if the following hold:
#
and
are self-adjoint
#
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 and a set
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 ...
on
for which
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 ...
is ''the set of states''. Every
is called a ''state'' or a ''density operator''. For
where
the operator
of projection onto the
span of
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 ...
some sources define pure states to be unit elements from
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