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Positive operator

In mathematics, a linear operator acting on inner product space

In mathematics (specifically linear algebra, operator theory, and functional analysis) as well as physics, a linear operator A acting on an inner product space is called positive-semidefinite (or non-negative) if, for every x\in \operatorname {Dom} (A), \langle Ax,x\rangle \in \mathbb {R} and \langle Ax,x\rangle \geq 0, where \operatorname {Dom} (A) is the domain of A. Positive-semidefinite operators are denoted as A\geq 0. The operator is said to be positive-definite, and written A>0, if \langle Ax,x\rangle >0 for all x\in \mathop {\mathrm {Dom} } (A)\setminus \{0\}.

Many authors define a positive operator A to be a self-adjoint (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), such operators represent quantum states, via the density matrix formalism.

01Cauchy-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{aligned}\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 \\[1mm]=|\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{aligned}}

for all complex \lambda and \mu shows that

\left|\langle Ax,y\rangle \right|^{2}\leq \langle Ax,x\rangle \langle Ay,y\rangle .

It follows that \mathop {\text{Im}} A\perp \mathop {\text{Ker}} A. If A is defined everywhere, and \langle Ax,x\rangle =0, then Ax=0.

02On a complex Hilbert space, if an operator is non-negative then it is symmetric

For x,y\in \operatorname {Dom} A, the polarization identity

{\begin{aligned}\langle Ax,y\rangle ={\frac {1}{4}}({}&\langle A(x+y),x+y\rangle -\langle A(x-y),x-y\rangle \\[1mm]&{}-i\langle A(x+iy),x+iy\rangle +i\langle A(x-iy),x-iy\rangle )\end{aligned}}

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 {R} } may not be symmetric. As a counterexample, define A:\mathbb {R} ^{2}\to \mathbb {R} ^{2} to be an operator of rotation by an acute angle \varphi \in (-\pi /2,\pi /2). Then \langle Ax,x\rangle =\|Ax\|\|x\|\cos \varphi >0, but A^{*}=A^{-1}\neq A, so A is not symmetric.

03If 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 \operatorname {Dom} A\subseteq \operatorname {Dom} A^{*} and A=A^{*}|_{\operatorname {Dom} (A)}. For A to be self-adjoint, it is necessary that \operatorname {Dom} A=\operatorname {Dom} A^{*}. In our case, the equality of domains holds because H_{\mathbb {C} }=\operatorname {Dom} A\subseteq \operatorname {Dom} A^{*}, 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 {R} }.

04Partial order of self-adjoint operators

A natural partial ordering of self-adjoint operators arises from the definition of positive operators. Define B\geq A if the following hold:

  1. A and B are self-adjoint
  2. B-A\geq 0

It can be seen that a similar result as the Monotone convergence theorem holds for monotone increasing, bounded, self-adjoint operators on Hilbert spaces.

05Application to physics: quantum states

The definition of a quantum system includes a complex separable Hilbert space H_{\mathbb {C} } and a set {\cal {S}} of positive trace-class operators \rho on H_{\mathbb {C} } for which \mathop {\text{Trace}} \rho =1. The set {\cal {S}} is the set of states. Every \rho \in {\cal {S}} is called a state or a density operator. For \psi \in H_{\mathbb {C} }, where \|\psi \|=1, the operator P_{\psi } of projection onto the span of \psi is called a pure state. (Since each pure state is identifiable with a unit vector \psi \in H_{\mathbb {C} }, some sources define pure states to be unit elements from H_{\mathbb {C} }). States that are not pure are called mixed.

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Sources and credits

This article is adapted from the Wikipedia article Positive operator, written by its contributors and licensed under CC BY-SA 4.0. Fathomly has changed the layout, removed citation markers, navigation and maintenance notices, and adjusted punctuation. This adapted version is shared under the same license. For references, see the original article.

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