Schatten norm

In mathematics, specifically functional analysis, the Schatten norm (or Schatten–von-Neumann norm) arises as a generalization of p-integrability similar to the trace class norm and the Hilbert–Schmidt norm.

Definition

Let ${\displaystyle H_{1}}$, ${\displaystyle H_{2}}$ be Hilbert spaces, and ${\displaystyle T}$ a (linear) bounded operator from ${\displaystyle H_{1}}$ to ${\displaystyle H_{2}}$. For ${\displaystyle p\in [1,\infty )}$, define the Schatten p-norm of ${\displaystyle T}$ as

${\displaystyle \|T\|_{p}=[\operatorname {Tr} (|T|^{p})]^{1/p},}$

where ${\displaystyle |T|:={\sqrt {(T^{*}T)}}}$, using the operator square root.

If ${\displaystyle T}$ is compact and ${\displaystyle H_{1},\,H_{2}}$ are separable, then

${\displaystyle \|T\|_{p}:={\bigg (}\sum _{n\geq 1}s_{n}^{p}(T){\bigg )}^{1/p}}$

for ${\displaystyle s_{1}(T)\geq s_{2}(T)\geq \cdots \geq s_{n}(T)\geq \cdots \geq 0}$ the singular values of ${\displaystyle T}$, i.e. the eigenvalues of the Hermitian operator ${\displaystyle |T|:={\sqrt {(T^{*}T)}}}$.

Properties

In the following we formally extend the range of ${\displaystyle p}$ to ${\displaystyle [1,\infty ]}$ with the convention that ${\displaystyle \|\cdot \|_{\infty }}$ is the operator norm. The dual index to ${\displaystyle p=\infty }$ is then ${\displaystyle q=1}$.

• The Schatten norms are unitarily invariant: for unitary operators ${\displaystyle U}$ and ${\displaystyle V}$ and ${\displaystyle p\in [1,\infty ]}$,

${\displaystyle \|UTV\|_{p}=\|T\|_{p}.}$

• They satisfy Hölder's inequality: for all ${\displaystyle p\in [1,\infty ]}$ and ${\displaystyle q}$ such that ${\displaystyle {\frac {1}{p}}+{\frac {1}{q}}=1}$, and operators ${\displaystyle S\in {\mathcal {L}}(H_{2},H_{3}),T\in {\mathcal {L}}(H_{1},H_{2})}$ defined between Hilbert spaces ${\displaystyle H_{1},H_{2},}$ and ${\displaystyle H_{3}}$ respectively,

${\displaystyle \|ST\|_{1}\leq \|S\|_{p}\|T\|_{q}.}$

If ${\displaystyle p,q,r\in [1,\infty ]}$ satisfy ${\displaystyle {\tfrac {1}{p}}+{\tfrac {1}{q}}={\tfrac {1}{r}}}$, then we have

${\displaystyle \|ST\|_{r}\leq \|S\|_{p}\|T\|_{q}}$.

The latter version of Hölder's inequality is proven in higher generality (for noncommutative ${\displaystyle L^{p}}$ spaces instead of Schatten-p classes) in.^[1] (For matrices the latter result is found in ^[2].)

• Sub-multiplicativity: For all ${\displaystyle p\in [1,\infty ]}$ and operators ${\displaystyle S\in {\mathcal {L}}(H_{2},H_{3}),T\in {\mathcal {L}}(H_{1},H_{2})}$ defined between Hilbert spaces ${\displaystyle H_{1},H_{2},}$ and ${\displaystyle H_{3}}$ respectively,

${\displaystyle \|ST\|_{p}\leq \|S\|_{p}\|T\|_{p}.}$

• Monotonicity: For ${\displaystyle 1\leq p\leq p'\leq \infty }$,

${\displaystyle \|T\|_{1}\geq \|T\|_{p}\geq \|T\|_{p'}\geq \|T\|_{\infty }.}$

• Duality: Let ${\displaystyle H_{1},H_{2}}$ be finite-dimensional Hilbert spaces, ${\displaystyle p\in [1,\infty ]}$ and ${\displaystyle q}$ such that ${\displaystyle {\frac {1}{p}}+{\frac {1}{q}}=1}$, then

${\displaystyle \|S\|_{p}=\sup \lbrace |\langle S,T\rangle |\mid \|T\|_{q}=1\rbrace ,}$

where ${\displaystyle \langle S,T\rangle =\operatorname {tr} (S^{*}T)}$ denotes the Hilbert–Schmidt inner product.

• Let ${\displaystyle (e_{k})_{k},(f_{k'})_{k'}}$ be two orthonormal basis of the Hilbert spaces ${\displaystyle H_{1},H_{2}}$, then for ${\displaystyle p=1}$

${\displaystyle \|T\|_{1}\leq \sum _{k,k'}\left|T_{k,k'}\right|.}$

Remarks

Notice that ${\displaystyle \|\cdot \|_{2}}$ is the Hilbert–Schmidt norm (see Hilbert–Schmidt operator), ${\displaystyle \|\cdot \|_{1}}$ is the trace class norm (see trace class), and ${\displaystyle \|\cdot \|_{\infty }}$ is the operator norm (see operator norm).

For ${\displaystyle p\in (0,1)}$ the function ${\displaystyle \|\cdot \|_{p}}$ is an example of a quasinorm.

An operator which has a finite Schatten norm is called a Schatten class operator and the space of such operators is denoted by ${\displaystyle S_{p}(H_{1},H_{2})}$. With this norm, ${\displaystyle S_{p}(H_{1},H_{2})}$ is a Banach space, and a Hilbert space for p = 2.

Observe that ${\displaystyle S_{p}(H_{1},H_{2})\subseteq {\mathcal {K}}(H_{1},H_{2})}$, the algebra of compact operators. This follows from the fact that if the sum is finite the spectrum will be finite or countable with the origin as limit point, and hence a compact operator (see compact operator on Hilbert space).

The case p = 1 is often referred to as the nuclear norm (also known as the trace norm, or the Ky Fan n-norm^[3])

See also

Matrix norms

References

• Rajendra Bhatia, Matrix analysis, Vol. 169. Springer Science & Business Media, 1997.
• John Watrous, Theory of Quantum Information, 2.3 Norms of operators, lecture notes, University of Waterloo, 2011.
• Joachim Weidmann, Linear operators in Hilbert spaces, Vol. 20. Springer, New York, 1980.