Finite-rank operator

In functional analysis, a branch of mathematics, a finite-rank operator is a bounded linear operator between Banach spaces whose range is finite-dimensional. ^[1]

Finite-rank operators on a Hilbert space

A canonical form

Finite-rank operators are matrices (of finite size) transplanted to the infinite dimensional setting. As such, these operators may be described via linear algebra techniques.

From linear algebra, we know that a rectangular matrix, with complex entries, M ∈ C^n×m has rank 1 if and only if M is of the form

${\displaystyle M=\alpha \cdot uv^{*},\quad {\mbox{where}}\quad \|u\|=\|v\|=1\quad {\mbox{and}}\quad \alpha \geq 0.}$

Exactly the same argument shows that an operator T on a Hilbert space H is of rank 1 if and only if

${\displaystyle Th=\alpha \langle h,v\rangle u\quad {\mbox{for all}}\quad h\in H,}$

where the conditions on α, u, and v are the same as in the finite dimensional case.

Therefore, by induction, an operator T of finite rank n takes the form

${\displaystyle Th=\sum _{i=1}^{n}\alpha _{i}\langle h,v_{i}\rangle u_{i}\quad {\mbox{for all}}\quad h\in H,}$

where {u_i} and {v_i} are orthonormal bases. Notice this is essentially a restatement of singular value decomposition. This can be said to be a canonical form of finite-rank operators.

Generalizing slightly, if n is now countably infinite and the sequence of positive numbers {α_i} accumulate only at 0, T is then a compact operator, and one has the canonical form for compact operators.

If the series ∑_iα_i is convergent, T is a trace class operator.

Algebraic property

The family of finite-rank operators F(H) on a Hilbert space H form a two-sided *-ideal in L(H), the algebra of bounded operators on H. In fact it is the minimal element among such ideals, that is, any two-sided *-ideal I in L(H) must contain the finite-rank operators. This is not hard to prove. Take a non-zero operator T ∈ I, then Tf = g for some f, g ≠ 0. It suffices to have that for any h, k ∈ H, the rank-1 operator S_{h, k} that maps h to k lies in I. Define S_{h, f} to be the rank-1 operator that maps h to f, and S_{g, k} analogously. Then

${\displaystyle S_{h,k}=S_{g,k}TS_{h,f},\,}$

which means S_{h, k} is in I and this verifies the claim.

Some examples of two-sided *-ideals in L(H) are the trace-class, Hilbert–Schmidt operators, and compact operators. F(H) is dense in all three of these ideals, in their respective norms.

Since any two-sided ideal in L(H) must contain F(H), the algebra L(H) is simple if and only if it is finite dimensional.

Finite-rank operators on a Banach space

A finite-rank operator ${\displaystyle T:U\to V}$ between Banach spaces is a bounded operator such that its range is finite dimensional. Just as in the Hilbert space case, it can be written in the form

${\displaystyle Th=\sum _{i=1}^{n}\langle u_{i},h\rangle v_{i}\quad {\mbox{for all}}\quad h\in U,}$

where now ${\displaystyle v_{i}\in V}$, and ${\displaystyle u_{i}\in U'}$ are bounded linear functionals on the space ${\displaystyle U}$.

A bounded linear functional is a particular case of a finite-rank operator, namely of rank one.

References

1. "Finite Rank Operator - an overview". 2004.