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The Cotlar–Stein almost orthogonality lemma is a mathematical lemma in the field of functional analysis. It may be used to obtain information on the operator norm on an operator, acting from one Hilbert space into another, when the operator can be decomposed into almost orthogonal pieces.
The sum is therefore absolutely convergent with the limit satisfying the stated inequality.
To prove the inequality above set
with |aij| ≤ 1 chosen so that
Then
Hence
Taking 2mth roots and letting m tend to ∞,
which immediately implies the inequality.
Generalization
There is a generalization of the Cotlar–Stein lemma, with sums replaced by integrals.[4][5] Let X be a locally compact space and μ a Borel measure on X. Let T(x) be a map from X into bounded operators from E to F which is uniformly bounded and continuous in the strong operator topology. If
are finite, then the function T(x)v is integrable for each v in E with
The result can be proved by replacing sums by integrals in the previous proof, or by using Riemann sums to approximate the integrals.
Example
Here is an example of an orthogonal family of operators. Consider the infinite-dimensional matrices