Hilbert-Schmidt operator
An operator
acting on a Hilbert space H
such that for any orthonormal basis \{ x _ {i} \}
in H
the following condition is met:
\| A \| ^ {2} = \ \sum _ { i } \| Ax _ {i} \| ^ {2} < \infty
(however, this need be true for some basis only). A Hilbert–Schmidt operator is a compact operator for which the condition
\sum _ { i } | \lambda _ {i} ( A) | ^ {2} \leq \sum _ { i } s _ {i} ^ {2} ( A) = \ \| A \| ^ {2} = \mathop{\rm Tr} ( A ^ {*} A);
applies to its s - numbers s _ {i} ( A) and its eigen values \lambda _ {i} ( A) ; here A ^ {*} A is a trace-class operator ( A ^ {*} is the adjoint of A and \mathop{\rm Tr} C is the trace of an operator C ). The set of all Hilbert–Schmidt operators on a fixed space A forms a Hilbert space with scalar product
\langle A, B \rangle = \ \mathop{\rm Tr} ( AB ^ {*} ).
If R _ \lambda ( A) = ( A - \lambda E ) ^ {-} 1 is the resolvent of A and
\mathop{\rm det} _ {2} ( E - zA) = \ \prod _ { i } ( 1 - z \lambda _ {i} ( A)) e ^ {z \lambda _ {i} ( A) }
is its regularized characteristic determinant, then the Carleman inequality
\left \| \mathop{\rm det} _ {2} \left ( E - { \frac{1} \lambda } A \right ) R _ \lambda ( A) \right \| \leq | \lambda | \mathop{\rm exp} \left [ { \frac{1}{2} } \left ( 1 + \frac{\| A \| ^ {2} }{| \lambda | ^ {2} } \right ) \right ]
holds.
A typical representative of a Hilbert–Schmidt operator is a Hilbert–Schmidt integral operator (which explains the origin of the name).
Comments
The s - numbers or singular values of A are the (positive) eigen values of the self-adjoint operator A ^ {*} A . Instead of Hilbert–Schmidt operator one also says "operator of Hilbert–Schmidt class" . A bounded operator T on a Hilbert space is said to be of trace class if \sum \langle T \phi _ {j,\ } \psi _ {j} \rangle < \infty for arbitrary complete orthonormal systems \{ \phi _ {j} \} , \{ \psi _ {j} \} . Equivalently, T is of trace class if \sum s _ {i} ( T) < \infty . The trace of such an operator is defined as \sum \langle T \phi _ {j} , \phi _ {j} \rangle , where \phi _ {j} is any orthonormal basis. The product of two Hilbert–Schmidt operators is of trace class and the converse is also true.
The norm \| A \| in the above article is not the usual operator norm of A but its Hilbert–Schmidt norm.
References
[a1] | M. Reed, B. Simon, "Methods of modern mathematical physics" , 1. Functional analysis , Acad. Press (1972) |
[a2] | I.C. Gohberg, S. Goldberg, "Basic operator theory" , Birkhäuser (1977) |
[a3] | N.I. Akhiezer, I.M. Glazman, "Theory of linear operators in Hilbert space" , 1–2 , Pitman (1981) (Translated from Russian) |
Hilbert-Schmidt operator. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Hilbert-Schmidt_operator&oldid=45835