A bounded Hermitian operator determines a Hermitian form and its real-valued diagonal expression . On a complex Hilbert space,Thus it is a quadratic form on the underlying real vector space; it is generally not a quadratic form over the complex field, whose scaling rule would involve . This distinction explains why replacing by loses the geometry of a complex inner product.
For a finite-dimensional Hermitian operator with an orthonormal basis of eigenvectors and corresponding eigenvalues , the spectral theorem givesFor a unit vector, this is an average of the eigenvalues with nonnegative weights summing to one. It is also the Rayleigh quotient, so its minimum and maximum are the smallest and largest eigenvalues.
In the Hermitian operator diagram, take for , and for . The computed curves areThese paths illustrate the extremal values; the spectral theorem supplies the bounds for every complex unit vector, including those outside the plotted paths.
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