Compact Operators
Definition (Compact Linear Operator)
A compact linear operator between two normed spaces is a linear operator that maps bounded sets to relatively compact sets.
In other words, if and are normed spaces, and is a linear operator, then we call compact, if for every bounded subset the image is relatively compact in , meaning its closure is compact.
All compact operators are bounded.
Proposition (Characterization of Compactness)
A linear operator between two normed spaces is compact if and only if it maps any bounded sequence into one that contains a convergent subsequence.
Let and be normed spaces. A linear operator is compact if and only if for every bounded sequence in the image sequence in has a convergent subsequence.
Proposition (Compactness of Zero and Identity)
The zero operator on any normed space is compact. The identity operator on a normed space is compact if and only if has finite dimension.
Proposition (The Space of Compact Linear Operators)
The set of compact linear operator from a normed space into a normed space form a linear subspace of the space of bounded linear operators from into . If is a Banach space, then is a closed linear subspace of the Banach space and hence itself a Banach space.
examples:
- integral operators
- finite-rank operators
- Hilbert-Schmidt operators
- …