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In [[mathematics]], '''operator theory''' is the branch of [[functional analysis]] that focuses on [[bounded linear operator]]s, but which includes [[closed operator]]s and [[nonlinear operator]]s.
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Operator theory also includes the study of [[linear algebra|algebra]]s of operators.
 
==Single operator theory==
Single operator theory deals with the properties and classification of single operators. For example, the classification of [[normal operator]]s in terms of their [[spectrum of an operator|spectra]] falls into this category.
 
===Spectrum of operators===
{{Main|Spectral theorem}}
The '''spectral theorem''' is any of a number of results about [[linear operator]]s or about [[matrix (mathematics)|matrices]]. In broad terms the spectral [[theorem]] provides conditions  under which an [[Operator (mathematics)|operator]] or a matrix can be [[Diagonalizable matrix|diagonalized]] (that is, represented as a [[diagonal matrix]] in some basis)This concept of diagonalization is relatively straightforward for operators on finite-dimensional spaces, but requires some modification for operators on infinite-dimensional spaces. In general, the spectral theorem identifies a class of [[linear operator]]s that can be modelled by [[multiplication operator]]s, which are as simple as one can hope to find. In more abstract language, the spectral theorem is a statement about commutative [[C*-algebra]]s. See also [[spectral theory]] for a historical perspective.
 
Examples of operators to which the spectral theorem applies are [[self-adjoint operator]]s or more generally [[normal operator]]s on [[Hilbert space]]s.
 
The spectral theorem also provides a [[canonical form|canonical]] decomposition, called the '''spectral decomposition''', '''eigenvalue decomposition''', or '''[[eigendecomposition of a matrix|eigendecomposition]]''', of the underlying vector space on which the operator acts.
 
====Normal operators====
{{main|Normal matrix}}
 
Normal operators are important because the [[spectral theorem]] holds for them. Today, the class of normal operators is well-understood. Examples of normal operators are
* [[unitary operator]]s: ''N*'' = ''N<sup>−1</sup>
* [[Hermitian operator]]s (i.e., selfadjoint operators): ''N*'' = ''N''; (also, anti-selfadjoint operators: ''N*'' = −''N'')
* [[positive operator]]s: ''N'' = ''MM*''<!-- where M stands for what? -->
* [[Normal matrix|normal matrices]] can be seen as normal operators if one takes the Hilbert space to be '''C'''<sup>''n''</sup>.
 
The spectral theorem extends to a more general class of matrices. Let ''A'' be an operator on a finite-dimensional inner product space. ''A'' is said to be [[normal matrix|normal]]  if ''A''<sup>*</sup> ''A'' = ''A A''<sup>*</sup>. One can show that ''A'' is normal if and only if it is unitarily diagonalizable: By the [[Schur decomposition]], we have ''A'' = ''U T U''<sup>*</sup>, where ''U'' is unitary and ''T'' upper-triangular.
Since ''A'' is normal, ''T T''<sup>*</sup> = ''T''<sup>*</sup> ''T''. Therefore ''T'' must be diagonal since normal upper triangular matrices are diagonal. The converse is obvious.
 
In other words, ''A'' is normal if and only if there exists a [[unitary matrix]] ''U'' such that
 
:<math>A=U D U^* \;</math>
 
where ''D'' is a [[diagonal matrix]]. Then, the entries of the diagonal of ''D'' are the [[eigenvalue]]s of ''A''. The column vectors of ''U'' are the eigenvectors of ''A'' and they are orthonormal. Unlike the Hermitian case, the entries of ''D'' need not be real.
 
===Polar decomposition===
{{Main|Polar decomposition}}
The '''polar decomposition''' of any [[bounded linear operator]] ''A'' between complex [[Hilbert space]]s is a canonical factorization as the product of a [[partial isometry]] and a non-negative operator.
 
The polar decomposition for matrices generalizes as follows: if ''A'' is a bounded linear operator then there is a unique factorization of ''A'' as a product ''A'' = ''UP'' where ''U'' is a partial isometry, ''P'' is a non-negative self-adjoint operator and the initial space of ''U'' is the closure of the range of ''P''.
 
The operator ''U'' must be weakened to a partial isometry, rather than unitary, because of the following issues. If ''A'' is the [[shift operator|one-sided shift]] on ''l''<sup>2</sup>('''N'''), then |''A''| = {''A*A''}<sup>½</sup> = ''I''. So if ''A'' = ''U'' |''A''|, ''U'' must be ''A'', which is not unitary.
 
The existence of a polar decomposition is a consequence of [[Douglas' lemma]]:
 
:'''Lemma''' If ''A'', ''B'' are bounded operators on a Hilbert space ''H'', and ''A*A'' &le; ''B*B'', then there exists a contraction ''C'' such that ''A = CB''. Furthermore, ''C'' is unique if ''Ker''(''B*'') &sub; ''Ker''(''C'').
 
The operator ''C'' can be defined by ''C(Bh)'' = ''Ah'', extended by continuity to the closure of ''Ran''(''B''), and by zero on the orthogonal complement to all of ''H''. The lemma then follows since ''A*A'' ≤ ''B*B'' implies ''Ker''(''A'') ⊂ ''Ker''(''B'').
 
In particular. If ''A*A'' = ''B*B'', then ''C'' is a partial isometry, which is unique if ''Ker''(''B*'') ⊂ ''Ker''(''C'').
In general, for any bounded operator ''A'',
 
:<math>A^*A = (A^*A)^{\frac{1}{2}} (A^*A)^{\frac{1}{2}},</math>
 
where (''A*A'')<sup>½</sup> is the unique positive square root of ''A*A'' given by the usual [[functional calculus]]. So by the lemma, we have
 
:<math>A = U (A^*A)^{\frac{1}{2}}</math>
 
for some partial isometry ''U'', which is unique if ''Ker''(''A*'') ⊂ ''Ker''(''U''). Take ''P'' to be (''A*A'')<sup>½</sup> and one obtains the polar decomposition ''A'' = ''UP''. Notice that an analogous argument can be used to show ''A = P'U' '', where ''P' '' is positive and ''U' '' a partial isometry.
 
When ''H'' is finite dimensional, ''U'' can be extended to a unitary operator; this is not true in general (see example above). Alternatively, the polar decomposition can be shown using the operator version of [[singular value decomposition#Bounded operators on Hilbert spaces|singular value decomposition]].
 
By property of the [[continuous functional calculus]], ''|A|'' is in the [[C*-algebra]] generated by ''A''. A similar but weaker statement holds for the partial isometry: ''U'' is in the [[von Neumann algebra]] generated by ''A''. If ''A'' is invertible, the polar part ''U'' will be in the [[C*-algebra]] as well.
 
==Operator algebras==
The theory of [[operator algebra]]s brings [[algebra over a field|algebra]]s of operators such as [[C*-algebra]]s to the fore.
 
===C*-algebras===
{{Main|C*-algebra}}
A C*-algebra, ''A'', is a [[Banach algebra]] over the field of [[complex number]]s, together with a [[Map (mathematics)|map]] * : ''A'' → ''A''. One writes ''x*'' for the image of an element ''x'' of ''A''. The map * has the following properties:
 
* It is an [[Semigroup with involution|involution]], for every ''x'' in ''A''
::<math> x^{**} = (x^*)^* =  x </math>
 
* For all ''x'', ''y'' in ''A'':
::<math> (x + y)^* = x^* + y^* </math>
::<math> (x y)^* = y^* x^*</math>
 
* For every λ in '''C''' and every ''x'' in ''A'':
::<math> (\lambda x)^* = \overline{\lambda} x^* .</math>
 
* For all ''x'' in ''A'':
::<math> \|x^* x \| = \|x\|\|x^*\|.</math>
 
'''Remark.''' The first three identities say that ''A'' is a [[*-algebra]]. The last identity is called the '''C* identity''' and is equivalent to:
 
<math>\|xx^*\| = \|x\|^2,</math>
 
The C*-identity is a very strong requirement. For instance, together with the [[spectral radius|spectral radius formula]], it implies that the C*-norm is uniquely determined by the algebraic structure:
 
::<math> \|x\|^2 = \|x^* x\| = \sup\{|\lambda| : x^* x - \lambda \,1 \text{ is not invertible} \}.</math>
 
==See also==
* [[Invariant subspace]]
* [[Functional calculus]]
* [[Spectral theory]]
** [[Resolvent formalism]]
* [[Compact operator]]
** [[Fredholm theory]] of [[integral equation]]s
***[[Integral operator]]
***[[Fredholm operator]]
* [[Self-adjoint operator]]
* [[Unbounded operator]]
** [[Differential operator]]
* [[Umbral calculus]]
* [[Contraction mapping]]
* [[Positive operator]] on a [[Hilbert space]]
* [[Perron–Frobenius theorem#Generalizations|Nonnegative operator]] on a [[ordered vector space|partially ordered vector space]]
 
==External links==
* [http://www.mathphysics.com/opthy/OpHistory.html History of Operator Theory]
==References==
* [[John B. Conway|Conway, J. B.]]: ''A Course in Functional Analysis'', 2nd edition, Springer-Verlag, 1994, ISBN 0-387-97245-5
*{{Cite isbn|9780582237438}}
 
[[Category:Operator theory| ]]

Latest revision as of 13:29, 18 December 2014

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