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A sphere net controls a real or complex Hermitian operator norm
Statement
Let , , and let be Hermitian. Regard as for distances. A -net of the unit sphere exists with over , and over . For every such net,
Facts & Assumptions
Given: A Hermitian matrix over , with , and the Euclidean operator norm.
A complex Hermitian matrix has an orthonormal eigenbasis (Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely), and the operator norm is the maximum of over unit vectors (The operator norm is zero on the zero domain and otherwise is max_{||v||=1} ||Tv||).
The unit sphere in has a -net of size at most (Finite epsilon nets of the Euclidean sphere).
The inner product satisfies over both fields (Cauchy–Schwarz: , with equality exactly for linearly dependent vectors).
Proof
Given: The hypotheses in the Statement.
Regard as a complex Hermitian matrix when . By [F1], it has an orthonormal eigenbasis over ; every eigenvalue is real because and give . Choose a unit eigenvector for an eigenvalue of largest absolute value. The diagonalization shows over . If , set . If , write ; since and are real, and , and at least one of is nonzero. Normalize a nonzero part as . The same diagonalization bounds the real operator norm by , while attains that bound, so over either field.
Apply [F2] in real dimension when , and when , to obtain the stated net-size bound and a with .
Since and are unit vectors, , using [F3] and the definition of operator norm. Therefore , proving the claimed bound.
Depends on
- Finite epsilon nets of the Euclidean sphere
- Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely
- Cauchy–Schwarz: $|\langle u,v\rangle|\leq\lVert u\rVert\lVert v\rVert$, with equality exactly for linearly dependent vectors
- The operator norm is zero on the zero domain and otherwise is max_{||v||=1} ||Tv||
Used by
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Sources
- David P. Woodruff, Sketching as a Tool for Numerical Linear Algebra, §2.1, Lemma 5 (standard reference, not scraped)
- Philippe Rigollet and Jan-Christian Hütter, High-Dimensional Statistics: Lecture Notes, Chapter 1, Lemma 1.18 (standard reference, not scraped)